296 lines
13 KiB
Julia
296 lines
13 KiB
Julia
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include("aux_func.jl")
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using LinearAlgebra
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using Statistics
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using PlotlyJS
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#=
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Obtain energy data
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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_ene = getgpudata(mni_folder_100, bayes_model, w_type, "eo");
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mni_100_fre_ene = getgpudata(mni_folder_100, freq_model, w_type, "eo");
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cif_100_bay_ene = getgpudata(cif_folder_100, bayes_model, w_type, "eo");
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cif_100_fre_ene = getgpudata(cif_folder_100, freq_model, w_type, "eo");
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mni_acc_bay_ene = getgpudata(mni_folder_acc, bayes_model, w_type, "eo");
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mni_acc_fre_ene = getgpudata(mni_folder_acc, freq_model, w_type, "eo");
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cif_acc_bay_ene = getgpudata(cif_folder_acc, bayes_model, w_type, "eo");
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cif_acc_fre_ene = getgpudata(cif_folder_acc, freq_model, w_type, "eo");
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mni_wat_bay_ene = getgpudata(mni_folder_wat, bayes_model, w_type, "eo");
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mni_wat_fre_ene = getgpudata(mni_folder_wat, freq_model, w_type, "eo");
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cif_wat_bay_ene = getgpudata(cif_folder_wat, bayes_model, w_type, "eo");
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cif_wat_fre_ene = getgpudata(cif_folder_wat, freq_model, w_type, "eo");
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mni_est_bay_ene = getgpudata(mni_folder_est, bayes_model, w_type, "eo");
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mni_est_fre_ene = getgpudata(mni_folder_est, freq_model, w_type, "eo");
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cif_est_bay_ene = getgpudata(cif_folder_est, bayes_model, w_type, "eo");
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cif_est_fre_ene = getgpudata(cif_folder_est, freq_model, w_type, "eo");
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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_ene = readcpudata(cif, bay, wat, _100);
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bay_mni_100_ene = readcpudata(mni, bay, wat, _100);
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frq_cif_100_ene = readcpudata(cif, frq, wat, _100);
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frq_mni_100_ene = readcpudata(mni, frq, wat, _100);
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bay_cif_acc_ene = readcpudata(cif, bay, wat, acc);
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bay_mni_acc_ene = readcpudata(mni, bay, wat, acc);
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frq_cif_acc_ene = readcpudata(cif, frq, wat, acc);
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frq_mni_acc_ene = readcpudata(mni, frq, wat, acc);
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bay_cif_wbu_ene = readcpudata(cif, bay, wat, wbud);
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bay_mni_wbu_ene = readcpudata(mni, bay, wat, wbud);
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frq_cif_wbu_ene = readcpudata(cif, frq, wat, wbud);
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frq_mni_wbu_ene = readcpudata(mni, frq, wat, wbud);
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bay_mni_est_ene = readcpudata(mni, bay, wat, es);
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bay_cif_est_ene = readcpudata(cif, bay, wat, es);
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frq_cif_est_ene = readcpudata(cif, frq, wat, es);
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frq_mni_est_ene = readcpudata(mni, frq, wat, es);
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for s = 1:5
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bay_cif_acc_ene[s] = round.(getcpuwatt(bay_cif_acc_ene[s]))
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bay_cif_est_ene[s] = round.(getcpuwatt(bay_cif_est_ene[s]))
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bay_cif_wbu_ene[s] = round.(getcpuwatt(bay_cif_wbu_ene[s]))
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bay_cif_100_ene[s] = round.(getcpuwatt(bay_cif_100_ene[s]))
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bay_mni_acc_ene[s] = round.(getcpuwatt(bay_mni_acc_ene[s]))
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bay_mni_est_ene[s] = round.(getcpuwatt(bay_mni_est_ene[s]))
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bay_mni_wbu_ene[s] = round.(getcpuwatt(bay_mni_wbu_ene[s]))
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bay_mni_100_ene[s] = round.(getcpuwatt(bay_mni_100_ene[s]))
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frq_cif_acc_ene[s] = round.(getcpuwatt(frq_cif_acc_ene[s]))
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frq_cif_est_ene[s] = round.(getcpuwatt(frq_cif_est_ene[s]))
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frq_cif_wbu_ene[s] = round.(getcpuwatt(frq_cif_wbu_ene[s]))
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frq_cif_100_ene[s] = round.(getcpuwatt(frq_cif_100_ene[s]))
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frq_mni_acc_ene[s] = round.(getcpuwatt(frq_mni_acc_ene[s]))
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frq_mni_est_ene[s] = round.(getcpuwatt(frq_mni_est_ene[s]))
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frq_mni_wbu_ene[s] = round.(getcpuwatt(frq_mni_wbu_ene[s]))
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frq_mni_100_ene[s] = round.(getcpuwatt(frq_mni_100_ene[s]))
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end
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for s = 1:5
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mni_100_bay_ene[s]["Ene"] = vcat(mni_100_bay_ene[s]["Ene"], bay_mni_100_ene[s])
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mni_100_fre_ene[s]["Ene"] = vcat(mni_100_fre_ene[s]["Ene"], frq_mni_100_ene[s])
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cif_100_bay_ene[s]["Ene"] = vcat(cif_100_bay_ene[s]["Ene"], bay_cif_100_ene[s])
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cif_100_fre_ene[s]["Ene"] = vcat(cif_100_fre_ene[s]["Ene"], frq_cif_100_ene[s])
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mni_acc_bay_ene[s]["Ene"] = vcat(mni_acc_bay_ene[s]["Ene"], bay_mni_acc_ene[s])
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mni_acc_fre_ene[s]["Ene"] = vcat(mni_acc_fre_ene[s]["Ene"], frq_mni_acc_ene[s])
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cif_acc_bay_ene[s]["Ene"] = vcat(cif_acc_bay_ene[s]["Ene"], bay_cif_acc_ene[s])
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cif_acc_fre_ene[s]["Ene"] = vcat(cif_acc_fre_ene[s]["Ene"], frq_cif_acc_ene[s])
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mni_wat_bay_ene[s]["Ene"] = vcat(mni_wat_bay_ene[s]["Ene"], bay_mni_wbu_ene[s])
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mni_wat_fre_ene[s]["Ene"] = vcat(mni_wat_fre_ene[s]["Ene"], frq_mni_wbu_ene[s])
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cif_wat_bay_ene[s]["Ene"] = vcat(cif_wat_bay_ene[s]["Ene"], bay_cif_wbu_ene[s])
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cif_wat_fre_ene[s]["Ene"] = vcat(cif_wat_fre_ene[s]["Ene"], frq_cif_wbu_ene[s])
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mni_est_bay_ene[s]["Ene"] = vcat(mni_est_bay_ene[s]["Ene"], bay_mni_est_ene[s])
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mni_est_fre_ene[s]["Ene"] = vcat(mni_est_fre_ene[s]["Ene"], frq_mni_est_ene[s])
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cif_est_bay_ene[s]["Ene"] = vcat(cif_est_bay_ene[s]["Ene"], bay_cif_est_ene[s])
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cif_est_fre_ene[s]["Ene"] = vcat(cif_est_fre_ene[s]["Ene"], frq_cif_est_ene[s])
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end
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all_data_ene = Dict(
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"mni" => Dict(
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1 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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2 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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3 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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4 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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5 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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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" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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2 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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3 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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4 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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5 => Dict(
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"100" => Dict("bay" => 0.0, "frq" => 0.0),
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"acc" => Dict("bay" => 0.0, "frq" => 0.0),
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"wat" => Dict("bay" => 0.0, "frq" => 0.0),
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"est" => Dict("bay" => 0.0, "frq" => 0.0),
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),
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),
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)
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for s = 1:5
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all_data_ene["mni"][s]["100"]["bay"] = sum(mni_100_bay_ene[s]["Ene"])
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all_data_ene["mni"][s]["100"]["frq"] = sum(mni_100_fre_ene[s]["Ene"])
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all_data_ene["cif"][s]["100"]["bay"] = sum(cif_100_bay_ene[s]["Ene"])
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all_data_ene["cif"][s]["100"]["frq"] = sum(cif_100_fre_ene[s]["Ene"])
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all_data_ene["mni"][s]["acc"]["bay"] = sum(mni_acc_bay_ene[s]["Ene"])
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all_data_ene["mni"][s]["acc"]["frq"] = sum(mni_acc_fre_ene[s]["Ene"])
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all_data_ene["cif"][s]["acc"]["bay"] = sum(cif_acc_bay_ene[s]["Ene"])
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all_data_ene["cif"][s]["acc"]["frq"] = sum(cif_acc_fre_ene[s]["Ene"])
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all_data_ene["mni"][s]["wat"]["bay"] = sum(mni_wat_bay_ene[s]["Ene"])
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all_data_ene["mni"][s]["wat"]["frq"] = sum(mni_wat_fre_ene[s]["Ene"])
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all_data_ene["cif"][s]["wat"]["bay"] = sum(cif_wat_bay_ene[s]["Ene"])
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all_data_ene["cif"][s]["wat"]["frq"] = sum(cif_wat_fre_ene[s]["Ene"])
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all_data_ene["mni"][s]["est"]["bay"] = sum(mni_est_bay_ene[s]["Ene"])
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all_data_ene["mni"][s]["est"]["frq"] = sum(mni_est_fre_ene[s]["Ene"])
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all_data_ene["cif"][s]["est"]["bay"] = sum(cif_est_bay_ene[s]["Ene"])
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all_data_ene["cif"][s]["est"]["frq"] = sum(cif_est_fre_ene[s]["Ene"])
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end
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#=
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# sums
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=#
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println(
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"MNIST LeNet 100, Total Energy: [$(all_data_ene["mni"][1]["100"]["frq"]),$(all_data_ene["mni"][2]["100"]["frq"]),$(all_data_ene["mni"][3]["100"]["frq"]),$(all_data_ene["mni"][4]["100"]["frq"]),$(all_data_ene["mni"][5]["100"]["frq"])]",
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)
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println(
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"MNIST Bayes 100, Total Energy: [$(all_data_ene["mni"][1]["100"]["bay"]),$(all_data_ene["mni"][2]["100"]["bay"]),$(all_data_ene["mni"][3]["100"]["bay"]),$(all_data_ene["mni"][4]["100"]["bay"]),$(all_data_ene["mni"][5]["100"]["bay"])]",
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)
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println(
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"CIFAR LeNet 100, Total Energy: [$(all_data_ene["cif"][1]["100"]["frq"]),$(all_data_ene["cif"][2]["100"]["frq"]),$(all_data_ene["cif"][3]["100"]["frq"]),$(all_data_ene["cif"][4]["100"]["frq"]),$(all_data_ene["cif"][5]["100"]["frq"])]",
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)
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println(
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"CIFAR Bayes 100, Total Energy: [$(all_data_ene["cif"][1]["100"]["bay"]),$(all_data_ene["cif"][2]["100"]["bay"]),$(all_data_ene["cif"][3]["100"]["bay"]),$(all_data_ene["cif"][4]["100"]["bay"]),$(all_data_ene["cif"][5]["100"]["bay"])]",
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)
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println(
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"MNIST LeNet Acc, Total Energy: [$(all_data_ene["mni"][1]["acc"]["frq"]),$(all_data_ene["cif"][2]["acc"]["frq"]),$(all_data_ene["cif"][3]["acc"]["frq"]),$(all_data_ene["cif"][4]["100"]["frq"]),$(all_data_ene["cif"][5]["acc"]["frq"])]",
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)
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println(
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"MNIST Bayes Acc, Total Energy: [$(all_data_ene["mni"][1]["acc"]["bay"]),$(all_data_ene["cif"][2]["acc"]["bay"]),$(all_data_ene["cif"][3]["acc"]["bay"]),$(all_data_ene["cif"][4]["100"]["bay"]),$(all_data_ene["cif"][5]["acc"]["bay"])]",
|
||
|
|
)
|
||
|
|
|
||
|
|
println(
|
||
|
|
"CIFAR LeNet Acc, Total Energy: [$(all_data_ene["cif"][1]["acc"]["frq"]),$(all_data_ene["cif"][2]["acc"]["frq"]),$(all_data_ene["cif"][3]["acc"]["frq"]),$(all_data_ene["cif"][4]["100"]["frq"]),$(all_data_ene["cif"][5]["acc"]["frq"])]",
|
||
|
|
)
|
||
|
|
println(
|
||
|
|
"CIFAR Bayes Acc, Total Energy: [$(all_data_ene["cif"][1]["acc"]["bay"]),$(all_data_ene["cif"][2]["acc"]["bay"]),$(all_data_ene["cif"][3]["acc"]["bay"]),$(all_data_ene["cif"][4]["100"]["bay"]),$(all_data_ene["cif"][5]["acc"]["bay"])]",
|
||
|
|
)
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
println(
|
||
|
|
"MNIST LeNet Wat, Total Energy: [$(all_data_ene["mni"][1]["wat"]["frq"]),$(all_data_ene["cif"][2]["wat"]["frq"]),$(all_data_ene["cif"][3]["wat"]["frq"]),$(all_data_ene["cif"][4]["wat"]["frq"]),$(all_data_ene["cif"][5]["wat"]["frq"])]",
|
||
|
|
)
|
||
|
|
println(
|
||
|
|
"MNIST Bayes Wat, Total Energy: [$(all_data_ene["mni"][1]["wat"]["bay"]),$(all_data_ene["cif"][2]["wat"]["bay"]),$(all_data_ene["cif"][3]["wat"]["bay"]),$(all_data_ene["cif"][4]["wat"]["bay"]),$(all_data_ene["cif"][5]["wat"]["bay"])]",
|
||
|
|
)
|
||
|
|
|
||
|
|
println(
|
||
|
|
"CIFAR LeNet Wat, Total Energy: [$(all_data_ene["cif"][1]["wat"]["frq"]),$(all_data_ene["cif"][2]["wat"]["frq"]),$(all_data_ene["cif"][3]["wat"]["frq"]),$(all_data_ene["cif"][4]["wat"]["frq"]),$(all_data_ene["cif"][5]["wat"]["frq"])]",
|
||
|
|
)
|
||
|
|
println(
|
||
|
|
"CIFAR Bayes Wat, Total Energy: [$(all_data_ene["cif"][1]["wat"]["bay"]),$(all_data_ene["cif"][2]["wat"]["bay"]),$(all_data_ene["cif"][3]["wat"]["bay"]),$(all_data_ene["cif"][4]["wat"]["bay"]),$(all_data_ene["cif"][5]["wat"]["bay"])]",
|
||
|
|
)
|
||
|
|
|
||
|
|
|
||
|
|
println(
|
||
|
|
"MNIST LeNet Est, Total Energy: [$(all_data_ene["mni"][1]["est"]["frq"]),$(all_data_ene["cif"][2]["est"]["frq"]),$(all_data_ene["cif"][3]["est"]["frq"]),$(all_data_ene["cif"][4]["est"]["frq"]),$(all_data_ene["cif"][5]["est"]["frq"])]",
|
||
|
|
)
|
||
|
|
println(
|
||
|
|
"MNIST Bayes Est, Total Energy: [$(all_data_ene["mni"][1]["est"]["bay"]),$(all_data_ene["cif"][2]["est"]["bay"]),$(all_data_ene["cif"][3]["est"]["bay"]),$(all_data_ene["cif"][4]["est"]["bay"]),$(all_data_ene["cif"][5]["est"]["bay"])]",
|
||
|
|
)
|
||
|
|
|
||
|
|
println(
|
||
|
|
"CIFAR LeNet Est, Total Energy: [$(all_data_ene["cif"][1]["est"]["frq"]),$(all_data_ene["cif"][2]["est"]["frq"]),$(all_data_ene["cif"][3]["est"]["frq"]),$(all_data_ene["cif"][4]["est"]["frq"]),$(all_data_ene["cif"][5]["est"]["frq"])]",
|
||
|
|
)
|
||
|
|
println(
|
||
|
|
"CIFAR Bayes Est, Total Energy: [$(all_data_ene["cif"][1]["est"]["bay"]),$(all_data_ene["cif"][2]["est"]["bay"]),$(all_data_ene["cif"][3]["est"]["bay"]),$(all_data_ene["cif"][4]["est"]["bay"]),$(all_data_ene["cif"][5]["est"]["bay"])]",
|
||
|
|
)
|
||
|
|
|