1564 lines
50 KiB
Julia
Executable File
1564 lines
50 KiB
Julia
Executable File
using PlotlyJS
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using PlotlyJS: savefig
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include("aux_func.jl")
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using LinearAlgebra
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#using StatsPlots
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using Statistics
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#using Plots
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#=
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Define GPU paths
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=#
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#mni_folder_1 = "ini_exp_data/"
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mni_folder_100 = "exp_100_epochs/";
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cif_folder_100 = "CIFAR_100_epoch/";
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mni_folder_acc = "data_bounded/";
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cif_folder_acc = "CIFAR_acc_bound/";
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mni_folder_wat = "data_budget/";
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cif_folder_wat = "CIFAR_energy_bound/";
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mni_folder_est = "early_stop_res/";
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cif_folder_est = "CIFAR_early_stop/";
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bayes_model = "bayes";
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freq_model = "freq";
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w_type = "watt";
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e_type = "exp";
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#=
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Load GPU data
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=#
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mni_100_bay_mem = getgpudata(mni_folder_100, bayes_model, w_type, "mo");
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mni_100_fre_mem = getgpudata(mni_folder_100, freq_model, w_type, "mo");
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cif_100_bay_mem = getgpudata(cif_folder_100, bayes_model, w_type, "mo");
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cif_100_fre_mem = getgpudata(cif_folder_100, freq_model, w_type, "mo");
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mni_acc_bay_mem = getgpudata(mni_folder_acc, bayes_model, w_type, "mo");
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mni_acc_fre_mem = getgpudata(mni_folder_acc, freq_model, w_type, "mo");
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cif_acc_bay_mem = getgpudata(cif_folder_acc, bayes_model, w_type, "mo");
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cif_acc_fre_mem = getgpudata(cif_folder_acc, freq_model, w_type, "mo");
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mni_wat_bay_mem = getgpudata(mni_folder_wat, bayes_model, w_type, "mo");
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mni_wat_fre_mem = getgpudata(mni_folder_wat, freq_model, w_type, "mo");
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cif_wat_bay_mem = getgpudata(cif_folder_wat, bayes_model, w_type, "mo");
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cif_wat_fre_mem = getgpudata(cif_folder_wat, freq_model, w_type, "mo");
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mni_est_bay_mem = getgpudata(mni_folder_est, bayes_model, w_type, "mo");
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mni_est_fre_mem = getgpudata(mni_folder_est, freq_model, w_type, "mo");
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cif_est_bay_mem = getgpudata(cif_folder_est, bayes_model, w_type, "mo");
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cif_est_fre_mem = getgpudata(cif_folder_est, freq_model, w_type, "mo");
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#=
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Define CPU paths
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=#
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cif = "cifar";
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mni = "mnist";
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bay = "bayes";
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wat = "cpu_watts";
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frq = "freq";
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ram = "ram_use";
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_100 = "100";
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acc = "acc";
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es = "es";
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wbud = "wbud";
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#=
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Load CPU data
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=#
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bay_cif_100_mem = readcpudata(cif, bay, ram, _100);
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bay_mni_100_mem = readcpudata(mni, bay, ram, _100);
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frq_cif_100_mem = readcpudata(cif, frq, ram, _100);
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frq_mni_100_mem = readcpudata(mni, frq, ram, _100);
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bay_cif_acc_mem = readcpudata(cif, bay, ram, acc);
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bay_mni_acc_mem = readcpudata(mni, bay, ram, acc);
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frq_cif_acc_mem = readcpudata(cif, frq, ram, acc);
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frq_mni_acc_mem = readcpudata(mni, frq, ram, acc);
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bay_cif_wbu_mem = readcpudata(cif, bay, ram, wbud);
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bay_mni_wbu_mem = readcpudata(mni, bay, ram, wbud);
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frq_cif_wbu_mem = readcpudata(cif, frq, ram, wbud);
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frq_mni_wbu_mem = readcpudata(mni, frq, ram, wbud);
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bay_mni_est_mem = readcpudata(mni, bay, ram, es);
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bay_cif_est_mem = readcpudata(cif, bay, ram, es);
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frq_cif_est_mem = readcpudata(cif, frq, ram, es);
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frq_mni_est_mem = readcpudata(mni, frq, ram, es);
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for s = 1:5
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bay_cif_acc_mem[s] = round.(getramuse(bay_cif_acc_mem[s]))
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bay_cif_est_mem[s] = round.(getramuse(bay_cif_est_mem[s]))
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bay_cif_wbu_mem[s] = round.(getramuse(bay_cif_wbu_mem[s]))
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bay_cif_100_mem[s] = round.(getramuse(bay_cif_100_mem[s]))
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bay_mni_acc_mem[s] = round.(getramuse(bay_mni_acc_mem[s]))
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bay_mni_est_mem[s] = round.(getramuse(bay_mni_est_mem[s]))
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bay_mni_wbu_mem[s] = round.(getramuse(bay_mni_wbu_mem[s]))
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bay_mni_100_mem[s] = round.(getramuse(bay_mni_100_mem[s]))
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frq_cif_acc_mem[s] = round.(getramuse(frq_cif_acc_mem[s]))
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frq_cif_est_mem[s] = round.(getramuse(frq_cif_est_mem[s]))
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frq_cif_wbu_mem[s] = round.(getramuse(frq_cif_wbu_mem[s]))
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frq_cif_100_mem[s] = round.(getramuse(frq_cif_100_mem[s]))
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frq_mni_acc_mem[s] = round.(getramuse(frq_mni_acc_mem[s]))
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frq_mni_est_mem[s] = round.(getramuse(frq_mni_est_mem[s]))
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frq_mni_wbu_mem[s] = round.(getramuse(frq_mni_wbu_mem[s]))
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frq_mni_100_mem[s] = round.(getramuse(frq_mni_100_mem[s]))
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end
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for s = 1:5
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mni_100_bay_mem[s]["Mem"] = vcat(mni_100_bay_mem[s]["Mem"], bay_mni_100_mem[s])
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mni_100_fre_mem[s]["Mem"] = vcat(mni_100_fre_mem[s]["Mem"], frq_mni_100_mem[s])
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cif_100_bay_mem[s]["Mem"] = vcat(cif_100_bay_mem[s]["Mem"], bay_cif_100_mem[s])
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cif_100_fre_mem[s]["Mem"] = vcat(cif_100_fre_mem[s]["Mem"], frq_cif_100_mem[s])
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mni_acc_bay_mem[s]["Mem"] = vcat(mni_acc_bay_mem[s]["Mem"], bay_mni_acc_mem[s])
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mni_acc_fre_mem[s]["Mem"] = vcat(mni_acc_fre_mem[s]["Mem"], frq_mni_acc_mem[s])
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cif_acc_bay_mem[s]["Mem"] = vcat(cif_acc_bay_mem[s]["Mem"], bay_cif_acc_mem[s])
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cif_acc_fre_mem[s]["Mem"] = vcat(cif_acc_fre_mem[s]["Mem"], frq_cif_acc_mem[s])
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mni_wat_bay_mem[s]["Mem"] = vcat(mni_wat_bay_mem[s]["Mem"], bay_mni_wbu_mem[s])
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mni_wat_fre_mem[s]["Mem"] = vcat(mni_wat_fre_mem[s]["Mem"], frq_mni_wbu_mem[s])
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cif_wat_bay_mem[s]["Mem"] = vcat(cif_wat_bay_mem[s]["Mem"], bay_cif_wbu_mem[s])
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cif_wat_fre_mem[s]["Mem"] = vcat(cif_wat_fre_mem[s]["Mem"], frq_cif_wbu_mem[s])
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mni_est_bay_mem[s]["Mem"] = vcat(mni_est_bay_mem[s]["Mem"], bay_mni_est_mem[s])
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mni_est_fre_mem[s]["Mem"] = vcat(mni_est_fre_mem[s]["Mem"], frq_mni_est_mem[s])
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cif_est_bay_mem[s]["Mem"] = vcat(cif_est_bay_mem[s]["Mem"], bay_cif_est_mem[s])
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cif_est_fre_mem[s]["Mem"] = vcat(cif_est_fre_mem[s]["Mem"], frq_cif_est_mem[s])
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end
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leng_dict = Dict(
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"mni" => Dict(
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1 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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2 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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3 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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4 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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5 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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),
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"cif" => Dict(
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1 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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2 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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3 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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4 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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5 => Dict(
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"100" => Dict("bay" => 0, "frq" => 0),
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"acc" => Dict("bay" => 0, "frq" => 0),
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"wat" => Dict("bay" => 0, "frq" => 0),
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"est" => Dict("bay" => 0, "frq" => 0),
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),
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),
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)
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for s = 1:5
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leng_dict["mni"][s]["100"]["bay"] = length(mni_100_bay_mem[s]["Mem"])
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leng_dict["mni"][s]["100"]["frq"] = length(mni_100_fre_mem[s]["Mem"])
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leng_dict["cif"][s]["100"]["bay"] = length(cif_100_bay_mem[s]["Mem"])
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leng_dict["cif"][s]["100"]["frq"] = length(cif_100_fre_mem[s]["Mem"])
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leng_dict["mni"][s]["acc"]["bay"] = length(mni_acc_bay_mem[s]["Mem"])
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leng_dict["mni"][s]["acc"]["frq"] = length(mni_acc_fre_mem[s]["Mem"])
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leng_dict["cif"][s]["acc"]["bay"] = length(cif_acc_bay_mem[s]["Mem"])
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leng_dict["cif"][s]["acc"]["frq"] = length(cif_acc_fre_mem[s]["Mem"])
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leng_dict["mni"][s]["wat"]["bay"] = length(mni_wat_bay_mem[s]["Mem"])
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leng_dict["mni"][s]["wat"]["frq"] = length(mni_wat_fre_mem[s]["Mem"])
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leng_dict["cif"][s]["wat"]["bay"] = length(cif_wat_bay_mem[s]["Mem"])
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leng_dict["cif"][s]["wat"]["frq"] = length(cif_wat_fre_mem[s]["Mem"])
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leng_dict["mni"][s]["est"]["bay"] = length(mni_est_bay_mem[s]["Mem"])
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leng_dict["mni"][s]["est"]["frq"] = length(mni_est_fre_mem[s]["Mem"])
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leng_dict["cif"][s]["est"]["bay"] = length(cif_est_bay_mem[s]["Mem"])
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leng_dict["cif"][s]["est"]["frq"] = length(cif_est_fre_mem[s]["Mem"])
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end
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io = open("sampling_rates", "w");
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write(io, "MNIST bays 100 size 1: $(round(leng_dict["mni"][1]["100"]["bay"] / 599))\n")
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write(io, "MNIST bays 100 size 2: $(round(leng_dict["mni"][2]["100"]["bay"] / 815))\n")
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write(io, "MNIST bays 100 size 3: $(round(leng_dict["mni"][4]["100"]["bay"] / 1038))\n")
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write(io, "MNIST bays 100 size 4: $(round(leng_dict["mni"][4]["100"]["bay"] / 1284))\n")
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write(io, "MNIST bays 100 size 5: $(round(leng_dict["mni"][5]["100"]["bay"] / 1551))\n")
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write(io, "MNIST bays acc size 1: $(round(leng_dict["mni"][1]["acc"]["bay"] / 425))\n")
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write(io, "MNIST bays acc size 2: $(round(leng_dict["mni"][2]["acc"]["bay"] / 527))\n")
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write(io, "MNIST bays acc size 3: $(round(leng_dict["mni"][4]["acc"]["bay"] / 731))\n")
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write(io, "MNIST bays acc size 4: $(round(leng_dict["mni"][4]["acc"]["bay"] / 1013))\n")
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write(io, "MNIST bays acc size 5: $(round(leng_dict["mni"][5]["acc"]["bay"] / 1204))\n")
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write(io, "MNIST bays wat size 1: $(round(leng_dict["mni"][1]["wat"]["bay"] / 101))\n")
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write(io, "MNIST bays wat size 2: $(round(leng_dict["mni"][2]["wat"]["bay"] / 79))\n")
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write(io, "MNIST bays wat size 3: $(round(leng_dict["mni"][4]["wat"]["bay"] / 78))\n")
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write(io, "MNIST bays wat size 4: $(round(leng_dict["mni"][4]["wat"]["bay"] / 69))\n")
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write(io, "MNIST bays wat size 5: $(round(leng_dict["mni"][5]["wat"]["bay"] / 67))\n")
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write(io, "MNIST bays est size 1: $(round(leng_dict["mni"][1]["est"]["bay"] / 166))\n")
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write(io, "MNIST bays est size 2: $(round(leng_dict["mni"][2]["est"]["bay"] / 227))\n")
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write(io, "MNIST bays est size 3: $(round(leng_dict["mni"][4]["est"]["bay"] / 478))\n")
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write(io, "MNIST bays est size 4: $(round(leng_dict["mni"][4]["est"]["bay"] / 298))\n")
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write(io, "MNIST bays est size 5: $(round(leng_dict["mni"][5]["est"]["bay"] / 241))\n")
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write(io, "CIFAR bays 100 size 1: $(round(leng_dict["cif"][1]["100"]["bay"] / 504))\n")
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write(io, "CIFAR bays 100 size 2: $(round(leng_dict["cif"][2]["100"]["bay"] / 682))\n")
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write(io, "CIFAR bays 100 size 3: $(round(leng_dict["cif"][4]["100"]["bay"] / 881))\n")
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write(io, "CIFAR bays 100 size 4: $(round(leng_dict["cif"][4]["100"]["bay"] / 1086))\n")
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write(io, "CIFAR bays 100 size 5: $(round(leng_dict["cif"][5]["100"]["bay"] / 1334))\n")
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write(io, "CIFAR bays acc size 1: $(round(leng_dict["cif"][1]["acc"]["bay"] / 322))\n")
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write(io, "CIFAR bays acc size 2: $(round(leng_dict["cif"][2]["acc"]["bay"] / 273))\n")
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write(io, "CIFAR bays acc size 3: $(round(leng_dict["cif"][4]["acc"]["bay"] / 282))\n")
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write(io, "CIFAR bays acc size 4: $(round(leng_dict["cif"][4]["acc"]["bay"] / 377))\n")
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write(io, "CIFAR bays acc size 5: $(round(leng_dict["cif"][5]["acc"]["bay"] / 476))\n")
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write(io, "CIFAR bays wat size 1: $(round(leng_dict["cif"][1]["wat"]["bay"] / 74))\n")
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write(io, "CIFAR bays wat size 2: $(round(leng_dict["cif"][2]["wat"]["bay"] / 77))\n")
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write(io, "CIFAR bays wat size 3: $(round(leng_dict["cif"][4]["wat"]["bay"] / 71))\n")
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write(io, "CIFAR bays wat size 4: $(round(leng_dict["cif"][4]["wat"]["bay"] / 74))\n")
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write(io, "CIFAR bays wat size 5: $(round(leng_dict["cif"][5]["wat"]["bay"] / 72))\n")
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write(io, "CIFAR bays est size 1: $(round(leng_dict["cif"][1]["est"]["bay"] / 404))\n")
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write(io, "CIFAR bays est size 2: $(round(leng_dict["cif"][2]["est"]["bay"] / 518))\n")
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write(io, "CIFAR bays est size 3: $(round(leng_dict["cif"][4]["est"]["bay"] / 302))\n")
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write(io, "CIFAR bays est size 4: $(round(leng_dict["cif"][4]["est"]["bay"] / 449))\n")
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write(io, "CIFAR bays est size 5: $(round(leng_dict["cif"][5]["est"]["bay"] / 854))\n")
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write(io, "MNIST freq 100 size 1: $(round(leng_dict["mni"][1]["100"]["frq"] / 281))\n")
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write(io, "MNIST freq 100 size 2: $(round(leng_dict["mni"][2]["100"]["frq"] / 285))\n")
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write(io, "MNIST freq 100 size 3: $(round(leng_dict["mni"][4]["100"]["frq"] / 287))\n")
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write(io, "MNIST freq 100 size 4: $(round(leng_dict["mni"][4]["100"]["frq"] / 287))\n")
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write(io, "MNIST freq 100 size 5: $(round(leng_dict["mni"][5]["100"]["frq"] / 299))\n")
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write(io, "MNIST freq acc size 1: $(round(leng_dict["mni"][1]["acc"]["frq"] / 39))\n")
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write(io, "MNIST freq acc size 2: $(round(leng_dict["mni"][2]["acc"]["frq"] / 23))\n")
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write(io, "MNIST freq acc size 3: $(round(leng_dict["mni"][4]["acc"]["frq"] / 20))\n")
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write(io, "MNIST freq acc size 4: $(round(leng_dict["mni"][4]["acc"]["frq"] / 17))\n")
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write(io, "MNIST freq acc size 5: $(round(leng_dict["mni"][5]["acc"]["frq"] / 15))\n")
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write(io, "MNIST freq wat size 1: $(round(leng_dict["mni"][1]["wat"]["frq"] / 79))\n")
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write(io, "MNIST freq wat size 2: $(round(leng_dict["mni"][2]["wat"]["frq"] / 76))\n")
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write(io, "MNIST freq wat size 3: $(round(leng_dict["mni"][4]["wat"]["frq"] / 71))\n")
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|
write(io, "MNIST freq wat size 4: $(round(leng_dict["mni"][4]["wat"]["frq"] / 59))\n")
|
|
write(io, "MNIST freq wat size 5: $(round(leng_dict["mni"][5]["wat"]["frq"] / 47))\n")
|
|
|
|
write(io, "MNIST freq est size 1: $(round(leng_dict["mni"][1]["est"]["frq"] / 37))\n")
|
|
write(io, "MNIST freq est size 2: $(round(leng_dict["mni"][2]["est"]["frq"] / 69))\n")
|
|
write(io, "MNIST freq est size 3: $(round(leng_dict["mni"][4]["est"]["frq"] / 25))\n")
|
|
write(io, "MNIST freq est size 4: $(round(leng_dict["mni"][4]["est"]["frq"] / 70))\n")
|
|
write(io, "MNIST freq est size 5: $(round(leng_dict["mni"][5]["est"]["frq"] / 36))\n")
|
|
|
|
|
|
write(io, "CIFAR freq 100 size 1: $(round(leng_dict["cif"][1]["100"]["frq"] / 341))\n")
|
|
write(io, "CIFAR freq 100 size 2: $(round(leng_dict["cif"][2]["100"]["frq"] / 344))\n")
|
|
write(io, "CIFAR freq 100 size 3: $(round(leng_dict["cif"][4]["100"]["frq"] / 339))\n")
|
|
write(io, "CIFAR freq 100 size 4: $(round(leng_dict["cif"][4]["100"]["frq"] / 344))\n")
|
|
write(io, "CIFAR freq 100 size 5: $(round(leng_dict["cif"][5]["100"]["frq"] / 348))\n")
|
|
|
|
write(io, "CIFAR freq acc size 1: $(round(leng_dict["cif"][1]["acc"]["frq"] / 29))\n")
|
|
write(io, "CIFAR freq acc size 2: $(round(leng_dict["cif"][2]["acc"]["frq"] / 23))\n")
|
|
write(io, "CIFAR freq acc size 3: $(round(leng_dict["cif"][4]["acc"]["frq"] / 16))\n")
|
|
write(io, "CIFAR freq acc size 4: $(round(leng_dict["cif"][4]["acc"]["frq"] / 15))\n")
|
|
write(io, "CIFAR freq acc size 5: $(round(leng_dict["cif"][5]["acc"]["frq"] / 15))\n")
|
|
|
|
write(io, "CIFAR freq wat size 1: $(round(leng_dict["cif"][1]["wat"]["frq"] / 81))\n")
|
|
write(io, "CIFAR freq wat size 2: $(round(leng_dict["cif"][2]["wat"]["frq"] / 80))\n")
|
|
write(io, "CIFAR freq wat size 3: $(round(leng_dict["cif"][4]["wat"]["frq"] / 76))\n")
|
|
write(io, "CIFAR freq wat size 4: $(round(leng_dict["cif"][4]["wat"]["frq"] / 72))\n")
|
|
write(io, "CIFAR freq wat size 5: $(round(leng_dict["cif"][5]["wat"]["frq"] / 59))\n")
|
|
|
|
write(io, "CIFAR freq est size 1: $(round(leng_dict["cif"][1]["est"]["frq"] / 99))\n")
|
|
write(io, "CIFAR freq est size 2: $(round(leng_dict["cif"][2]["est"]["frq"] / 300))\n")
|
|
write(io, "CIFAR freq est size 3: $(round(leng_dict["cif"][4]["est"]["frq"] / 86))\n")
|
|
write(io, "CIFAR freq est size 4: $(round(leng_dict["cif"][4]["est"]["frq"] / 115))\n")
|
|
write(io, "CIFAR freq est size 5: $(round(leng_dict["cif"][5]["est"]["frq"] / 113))\n")
|
|
|
|
|
|
close(io);
|
|
|
|
mean([
|
|
round(leng_dict["mni"][1]["100"]["bay"] / 599),
|
|
round(leng_dict["mni"][2]["100"]["bay"] / 815),
|
|
round(leng_dict["mni"][4]["100"]["bay"] / 1038),
|
|
round(leng_dict["mni"][4]["100"]["bay"] / 1284),
|
|
round(leng_dict["mni"][5]["100"]["bay"] / 1551),
|
|
round(leng_dict["mni"][1]["acc"]["bay"] / 425),
|
|
round(leng_dict["mni"][2]["acc"]["bay"] / 527),
|
|
round(leng_dict["mni"][4]["acc"]["bay"] / 731),
|
|
round(leng_dict["mni"][4]["acc"]["bay"] / 1013),
|
|
round(leng_dict["mni"][5]["acc"]["bay"] / 1204),
|
|
round(leng_dict["mni"][1]["wat"]["bay"] / 101),
|
|
round(leng_dict["mni"][2]["wat"]["bay"] / 79),
|
|
round(leng_dict["mni"][4]["wat"]["bay"] / 78),
|
|
round(leng_dict["mni"][4]["wat"]["bay"] / 69),
|
|
round(leng_dict["mni"][5]["wat"]["bay"] / 67),
|
|
round(leng_dict["mni"][1]["est"]["bay"] / 166),
|
|
round(leng_dict["mni"][2]["est"]["bay"] / 227),
|
|
round(leng_dict["mni"][4]["est"]["bay"] / 478),
|
|
round(leng_dict["mni"][4]["est"]["bay"] / 298),
|
|
round(leng_dict["mni"][5]["est"]["bay"] / 241),
|
|
round(leng_dict["cif"][1]["100"]["bay"] / 504),
|
|
round(leng_dict["cif"][2]["100"]["bay"] / 682),
|
|
round(leng_dict["cif"][4]["100"]["bay"] / 881),
|
|
round(leng_dict["cif"][4]["100"]["bay"] / 1086),
|
|
round(leng_dict["cif"][5]["100"]["bay"] / 1334),
|
|
round(leng_dict["cif"][1]["acc"]["bay"] / 322),
|
|
round(leng_dict["cif"][2]["acc"]["bay"] / 273),
|
|
round(leng_dict["cif"][4]["acc"]["bay"] / 282),
|
|
round(leng_dict["cif"][4]["acc"]["bay"] / 377),
|
|
round(leng_dict["cif"][5]["acc"]["bay"] / 476),
|
|
round(leng_dict["cif"][1]["wat"]["bay"] / 74),
|
|
round(leng_dict["cif"][2]["wat"]["bay"] / 77),
|
|
round(leng_dict["cif"][4]["wat"]["bay"] / 71),
|
|
round(leng_dict["cif"][4]["wat"]["bay"] / 74),
|
|
round(leng_dict["cif"][5]["wat"]["bay"] / 72),
|
|
round(leng_dict["cif"][1]["est"]["bay"] / 404),
|
|
round(leng_dict["cif"][2]["est"]["bay"] / 518),
|
|
round(leng_dict["cif"][4]["est"]["bay"] / 302),
|
|
round(leng_dict["cif"][4]["est"]["bay"] / 449),
|
|
round(leng_dict["cif"][5]["est"]["bay"] / 854),
|
|
round(leng_dict["mni"][1]["100"]["frq"] / 281),
|
|
round(leng_dict["mni"][2]["100"]["frq"] / 285),
|
|
round(leng_dict["mni"][4]["100"]["frq"] / 287),
|
|
round(leng_dict["mni"][4]["100"]["frq"] / 287),
|
|
round(leng_dict["mni"][5]["100"]["frq"] / 299),
|
|
round(leng_dict["mni"][1]["acc"]["frq"] / 39),
|
|
round(leng_dict["mni"][2]["acc"]["frq"] / 23),
|
|
round(leng_dict["mni"][4]["acc"]["frq"] / 20),
|
|
round(leng_dict["mni"][4]["acc"]["frq"] / 17),
|
|
round(leng_dict["mni"][5]["acc"]["frq"] / 15),
|
|
round(leng_dict["mni"][1]["wat"]["frq"] / 79),
|
|
round(leng_dict["mni"][2]["wat"]["frq"] / 76),
|
|
round(leng_dict["mni"][4]["wat"]["frq"] / 71),
|
|
round(leng_dict["mni"][4]["wat"]["frq"] / 59),
|
|
round(leng_dict["mni"][5]["wat"]["frq"] / 47),
|
|
round(leng_dict["mni"][1]["est"]["frq"] / 37),
|
|
round(leng_dict["mni"][2]["est"]["frq"] / 69),
|
|
round(leng_dict["mni"][4]["est"]["frq"] / 25),
|
|
round(leng_dict["mni"][4]["est"]["frq"] / 70),
|
|
round(leng_dict["mni"][5]["est"]["frq"] / 36),
|
|
round(leng_dict["cif"][1]["100"]["frq"] / 341),
|
|
round(leng_dict["cif"][2]["100"]["frq"] / 344),
|
|
round(leng_dict["cif"][4]["100"]["frq"] / 339),
|
|
round(leng_dict["cif"][4]["100"]["frq"] / 344),
|
|
round(leng_dict["cif"][5]["100"]["frq"] / 348),
|
|
round(leng_dict["cif"][1]["acc"]["frq"] / 29),
|
|
round(leng_dict["cif"][2]["acc"]["frq"] / 23),
|
|
round(leng_dict["cif"][4]["acc"]["frq"] / 16),
|
|
round(leng_dict["cif"][4]["acc"]["frq"] / 15),
|
|
round(leng_dict["cif"][5]["acc"]["frq"] / 15),
|
|
round(leng_dict["cif"][1]["wat"]["frq"] / 81),
|
|
round(leng_dict["cif"][2]["wat"]["frq"] / 80),
|
|
round(leng_dict["cif"][4]["wat"]["frq"] / 76),
|
|
round(leng_dict["cif"][4]["wat"]["frq"] / 72),
|
|
round(leng_dict["cif"][5]["wat"]["frq"] / 59),
|
|
round(leng_dict["cif"][1]["est"]["frq"] / 99),
|
|
round(leng_dict["cif"][2]["est"]["frq"] / 300),
|
|
round(leng_dict["cif"][4]["est"]["frq"] / 86),
|
|
round(leng_dict["cif"][4]["est"]["frq"] / 115),
|
|
round(leng_dict["cif"][5]["est"]["frq"] / 113),
|
|
])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
plot_dict = Dict(
|
|
"mni" => Dict(
|
|
1 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
2 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
3 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
4 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
5 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
),
|
|
"cif" => Dict(
|
|
1 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
2 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
3 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
4 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
5 => Dict(
|
|
"100" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"acc" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"wat" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
"est" => Dict("bay" => ([], []), "frq" => ([], [])),
|
|
),
|
|
),
|
|
)
|
|
|
|
|
|
for s = 1:5
|
|
plot_dict["mni"][s]["100"]["bay"] = getuniquevalues(mni_100_bay_mem[s]["Mem"])
|
|
plot_dict["mni"][s]["100"]["frq"] = getuniquevalues(mni_100_fre_mem[s]["Mem"])
|
|
plot_dict["cif"][s]["100"]["bay"] = getuniquevalues(cif_100_bay_mem[s]["Mem"])
|
|
plot_dict["cif"][s]["100"]["frq"] = getuniquevalues(cif_100_fre_mem[s]["Mem"])
|
|
|
|
plot_dict["mni"][s]["acc"]["bay"] = getuniquevalues(mni_acc_bay_mem[s]["Mem"])
|
|
plot_dict["mni"][s]["acc"]["frq"] = getuniquevalues(mni_acc_fre_mem[s]["Mem"])
|
|
plot_dict["cif"][s]["acc"]["bay"] = getuniquevalues(cif_acc_bay_mem[s]["Mem"])
|
|
plot_dict["cif"][s]["acc"]["frq"] = getuniquevalues(cif_acc_fre_mem[s]["Mem"])
|
|
|
|
|
|
plot_dict["mni"][s]["wat"]["bay"] = getuniquevalues(mni_wat_bay_mem[s]["Mem"])
|
|
plot_dict["mni"][s]["wat"]["frq"] = getuniquevalues(mni_wat_fre_mem[s]["Mem"])
|
|
plot_dict["cif"][s]["wat"]["bay"] = getuniquevalues(cif_wat_bay_mem[s]["Mem"])
|
|
plot_dict["cif"][s]["wat"]["frq"] = getuniquevalues(cif_wat_fre_mem[s]["Mem"])
|
|
|
|
plot_dict["mni"][s]["est"]["bay"] = getuniquevalues(mni_est_bay_mem[s]["Mem"])
|
|
plot_dict["mni"][s]["est"]["frq"] = getuniquevalues(mni_est_fre_mem[s]["Mem"])
|
|
plot_dict["cif"][s]["est"]["bay"] = getuniquevalues(cif_est_bay_mem[s]["Mem"])
|
|
plot_dict["cif"][s]["est"]["frq"] = getuniquevalues(cif_est_fre_mem[s]["Mem"])
|
|
end
|
|
|
|
#=
|
|
# Plot data
|
|
=#
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][1]["100"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][1]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][1]["100"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][1]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_100_mem_1.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][2]["100"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][2]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][2]["100"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][2]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_100_mem_2.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][3]["100"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][3]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][3]["100"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][3]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_100_mem_3.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][4]["100"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][4]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][4]["100"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][4]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_100_mem_4.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][5]["100"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][5]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][5]["100"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][5]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_100_mem_5.png")
|
|
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][1]["100"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][1]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][1]["100"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][1]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_100_mem_1.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][2]["100"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][2]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][2]["100"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][2]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_100_mem_2.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][3]["100"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][3]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][3]["100"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][3]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_100_mem_3.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][4]["100"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][4]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][4]["100"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][4]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_100_mem_4.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][5]["100"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][5]["100"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][5]["100"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][5]["100"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_100_mem_5.png")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][1]["est"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][1]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][1]["est"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][1]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_es_mem_1.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][2]["est"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][2]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][2]["est"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][2]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_es_mem_2.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][3]["est"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][3]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][3]["est"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][3]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB",
|
|
title = "Early Stopping memory distribution w/ model size 3 using MNIST";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_es_mem_3.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][4]["est"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][4]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][4]["est"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][4]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_es_mem_4.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][5]["est"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][5]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][5]["est"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][5]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_es_mem_5.png")
|
|
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][1]["est"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][1]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][1]["est"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][1]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_es_mem_1.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][2]["est"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][2]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][2]["est"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][2]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_es_mem_2.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][3]["est"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][3]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][3]["est"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][3]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_es_mem_3.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][4]["est"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][4]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][4]["est"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][4]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_es_mem_4.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][5]["est"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][5]["est"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][5]["est"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][5]["est"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_es_mem_5.png")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][1]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][1]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][1]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][1]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_ab_mem_1.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][2]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][2]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][2]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][2]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_ab_mem_2.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][3]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][3]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][3]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][3]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_ab_mem_3.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][4]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][4]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][4]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][4]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_ab_mem_4.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][5]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][5]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][5]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][5]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_ab_mem_5.png")
|
|
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][1]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][1]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][1]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][1]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_ab_mem_1.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][2]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][2]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][2]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][2]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_ab_mem_2.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][3]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][3]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][3]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][3]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_ab_mem_3.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][4]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][4]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][4]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][4]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_ab_mem_4.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][5]["acc"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][5]["acc"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][5]["acc"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][5]["acc"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_ab_mem_5.png")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][1]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][1]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][1]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][1]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_eb_mem_1.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][2]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][2]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][2]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][2]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_eb_mem_2.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][3]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][3]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][3]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][3]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_eb_mem_3.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][4]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][4]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][4]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][4]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_eb_mem_4.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["mni"][5]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["mni"][5]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["mni"][5]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["mni"][5]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "mnist_eb_mem_5.png")
|
|
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][1]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][1]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][1]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][1]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_eb_mem_1.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][2]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][2]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][2]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][2]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_eb_mem_2.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][3]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][3]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][3]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][3]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_eb_mem_3.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][4]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][4]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][4]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][4]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_eb_mem_4.png")
|
|
|
|
en_plot = plot(
|
|
[
|
|
bar(
|
|
x = plot_dict["cif"][5]["wat"]["bay"][1],
|
|
y = normalize(plot_dict["cif"][5]["wat"]["bay"][2]),
|
|
name = "BCNN",
|
|
marker_color = "blue",
|
|
),
|
|
bar(
|
|
x = plot_dict["cif"][5]["wat"]["frq"][1],
|
|
y = normalize(plot_dict["cif"][5]["wat"]["frq"][2]),
|
|
name = "LeNet",
|
|
marker_color = "#ff9900",
|
|
),
|
|
],
|
|
Layout(
|
|
barmode = "group",
|
|
xaxis_tickangle = -45,
|
|
yaxis_title_text = "Samples",
|
|
xaxis_title_text = "MiB";
|
|
yaxis_range = [0, 1],
|
|
),
|
|
)
|
|
savefig(en_plot, "cifar_eb_mem_5.png")
|