391 lines
15 KiB
Julia
Executable File
391 lines
15 KiB
Julia
Executable File
include("aux_func.jl")
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using LinearAlgebra
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using Statistics
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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"] = mean(mni_100_bay_ene[s]["Ene"])
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all_data_ene["mni"][s]["100"]["frq"] = mean(mni_100_fre_ene[s]["Ene"])
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all_data_ene["cif"][s]["100"]["bay"] = mean(cif_100_bay_ene[s]["Ene"])
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all_data_ene["cif"][s]["100"]["frq"] = mean(cif_100_fre_ene[s]["Ene"])
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all_data_ene["mni"][s]["acc"]["bay"] = mean(mni_acc_bay_ene[s]["Ene"])
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all_data_ene["mni"][s]["acc"]["frq"] = mean(mni_acc_fre_ene[s]["Ene"])
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all_data_ene["cif"][s]["acc"]["bay"] = mean(cif_acc_bay_ene[s]["Ene"])
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all_data_ene["cif"][s]["acc"]["frq"] = mean(cif_acc_fre_ene[s]["Ene"])
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all_data_ene["mni"][s]["wat"]["bay"] = mean(mni_wat_bay_ene[s]["Ene"])
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all_data_ene["mni"][s]["wat"]["frq"] = mean(mni_wat_fre_ene[s]["Ene"])
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all_data_ene["cif"][s]["wat"]["bay"] = mean(cif_wat_bay_ene[s]["Ene"])
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all_data_ene["cif"][s]["wat"]["frq"] = mean(cif_wat_fre_ene[s]["Ene"])
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all_data_ene["mni"][s]["est"]["bay"] = mean(mni_est_bay_ene[s]["Ene"])
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all_data_ene["mni"][s]["est"]["frq"] = mean(mni_est_fre_ene[s]["Ene"])
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all_data_ene["cif"][s]["est"]["bay"] = mean(cif_est_bay_ene[s]["Ene"])
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all_data_ene["cif"][s]["est"]["frq"] = mean(cif_est_fre_ene[s]["Ene"])
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end
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#=
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Load Accuracy data
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=#
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mni_100_bay_exp = getgpudata(mni_folder_100, bayes_model, e_type, "eo");
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mni_100_fre_exp = getgpudata(mni_folder_100, freq_model, e_type, "eo");
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cif_100_bay_exp = getgpudata(cif_folder_100, bayes_model, e_type, "eo");
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cif_100_fre_exp = getgpudata(cif_folder_100, freq_model, e_type, "eo");
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mni_acc_bay_exp = getgpudata(mni_folder_acc, bayes_model, e_type, "eo");
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mni_acc_fre_exp = getgpudata(mni_folder_acc, freq_model, e_type, "eo");
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cif_acc_bay_exp = getgpudata(cif_folder_acc, bayes_model, e_type, "eo");
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cif_acc_fre_exp = getgpudata(cif_folder_acc, freq_model, e_type, "eo");
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mni_wat_bay_exp = getgpudata(mni_folder_wat, bayes_model, e_type, "eo");
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mni_wat_fre_exp = getgpudata(mni_folder_wat, freq_model, e_type, "eo");
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cif_wat_bay_exp = getgpudata(cif_folder_wat, bayes_model, e_type, "eo");
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cif_wat_fre_exp = getgpudata(cif_folder_wat, freq_model, e_type, "eo");
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mni_est_bay_exp = getgpudata(mni_folder_est, bayes_model, e_type, "eo");
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mni_est_fre_exp = getgpudata(mni_folder_est, freq_model, e_type, "eo");
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cif_est_bay_exp = getgpudata(cif_folder_est, bayes_model, e_type, "eo");
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cif_est_fre_exp = getgpudata(cif_folder_est, freq_model, e_type, "eo");
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for i = 1:5
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mni_100_bay_exp[i] = expdatatodict(mni_100_bay_exp[i])
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mni_100_fre_exp[i] = expdatatodict(mni_100_fre_exp[i])
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cif_100_bay_exp[i] = expdatatodict(cif_100_bay_exp[i])
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cif_100_fre_exp[i] = expdatatodict(cif_100_fre_exp[i])
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mni_acc_bay_exp[i] = expdatatodict(mni_acc_bay_exp[i])
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mni_acc_fre_exp[i] = expdatatodict(mni_acc_fre_exp[i])
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cif_acc_bay_exp[i] = expdatatodict(cif_acc_bay_exp[i])
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cif_acc_fre_exp[i] = expdatatodict(cif_acc_fre_exp[i])
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mni_wat_bay_exp[i] = expdatatodict(mni_wat_bay_exp[i])
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mni_wat_fre_exp[i] = expdatatodict(mni_wat_fre_exp[i])
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cif_wat_bay_exp[i] = expdatatodict(cif_wat_bay_exp[i])
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cif_wat_fre_exp[i] = expdatatodict(cif_wat_fre_exp[i])
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mni_est_bay_exp[i] = expdatatodict(mni_est_bay_exp[i])
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mni_est_fre_exp[i] = expdatatodict(mni_est_fre_exp[i])
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cif_est_bay_exp[i] = expdatatodict(cif_est_bay_exp[i])
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cif_est_fre_exp[i] = expdatatodict(cif_est_fre_exp[i])
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end
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all_data_exp = 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),
|
|
),
|
|
3 => Dict(
|
|
"100" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"acc" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"wat" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"est" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
),
|
|
4 => Dict(
|
|
"100" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"acc" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"wat" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"est" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
),
|
|
5 => Dict(
|
|
"100" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"acc" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"wat" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
"est" => Dict("bay" => 0.0, "frq" => 0.0),
|
|
),
|
|
),
|
|
)
|
|
|
|
|
|
for s = 1:5
|
|
all_data_exp["mni"][s]["100"]["bay"] =
|
|
(mean(mni_100_bay_exp[s]["acc"]) + mean(mni_100_bay_exp[s]["pre"])) / 2
|
|
all_data_exp["mni"][s]["100"]["frq"] =
|
|
(mean(mni_100_fre_exp[s]["acc"]) + mean(mni_100_fre_exp[s]["pre"])) / 2
|
|
all_data_exp["cif"][s]["100"]["bay"] =
|
|
(mean(cif_100_bay_exp[s]["acc"]) + mean(cif_100_bay_exp[s]["pre"])) / 2
|
|
all_data_ene["cif"][s]["100"]["frq"] =
|
|
(mean(cif_100_fre_exp[s]["acc"]) + mean(cif_100_fre_exp[s]["pre"])) / 2
|
|
|
|
all_data_exp["mni"][s]["acc"]["bay"] =
|
|
(mean(mni_acc_bay_exp[s]["acc"]) + mean(mni_acc_bay_exp[s]["pre"])) / 2
|
|
all_data_exp["mni"][s]["acc"]["frq"] =
|
|
(mean(mni_acc_fre_exp[s]["acc"]) + mean(mni_acc_fre_exp[s]["pre"])) / 2
|
|
all_data_exp["cif"][s]["acc"]["bay"] =
|
|
(mean(cif_acc_bay_exp[s]["acc"]) + mean(cif_acc_bay_exp[s]["pre"])) / 2
|
|
all_data_exp["cif"][s]["acc"]["frq"] =
|
|
(mean(cif_acc_fre_exp[s]["acc"]) + mean(cif_acc_fre_exp[s]["pre"])) / 2
|
|
|
|
|
|
all_data_exp["mni"][s]["wat"]["bay"] =
|
|
(mean(mni_wat_bay_exp[s]["acc"]) + mean(mni_wat_bay_exp[s]["pre"])) / 2
|
|
all_data_exp["mni"][s]["wat"]["frq"] =
|
|
(mean(mni_wat_fre_exp[s]["acc"]) + mean(mni_wat_fre_exp[s]["pre"])) / 2
|
|
all_data_exp["cif"][s]["wat"]["bay"] =
|
|
(mean(cif_wat_bay_exp[s]["acc"]) + mean(cif_wat_bay_exp[s]["pre"])) / 2
|
|
all_data_exp["cif"][s]["wat"]["frq"] =
|
|
(mean(cif_wat_fre_exp[s]["acc"]) + mean(cif_wat_fre_exp[s]["pre"])) / 2
|
|
|
|
all_data_exp["mni"][s]["est"]["bay"] =
|
|
(mean(mni_est_bay_exp[s]["acc"]) + mean(mni_est_bay_exp[s]["pre"])) / 2
|
|
all_data_exp["mni"][s]["est"]["frq"] =
|
|
(mean(mni_est_fre_exp[s]["acc"]) + mean(mni_est_fre_exp[s]["pre"])) / 2
|
|
all_data_exp["cif"][s]["est"]["bay"] =
|
|
(mean(cif_est_bay_exp[s]["acc"]) + mean(cif_est_bay_exp[s]["pre"])) / 2
|
|
all_data_exp["cif"][s]["est"]["frq"] =
|
|
(mean(cif_est_fre_exp[s]["acc"]) + mean(cif_est_fre_exp[s]["pre"])) / 2
|
|
end
|
|
|
|
|
|
#=
|
|
# means
|
|
=#
|
|
|
|
(all_data_exp["mni"][5]["100"]["bay"] * 100) / all_data_ene["mni"][5]["100"]["bay"]
|