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bayesiancnn-data-parsing/process_w_data.jl

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Add code 2023 NVIDIA
2024-05-10 10:18:47 +00:00
using PlotlyJS
using PlotlyJS: savefig
include("aux_func.jl")
using LinearAlgebra
#using StatsPlots
#using Statistics
#using Plots
#=
Define GPU paths
=#
#mni_folder_1 = "ini_exp_data/"
mni_folder_100 = "exp_100_epochs/";
cif_folder_100 = "CIFAR_100_epoch/";
mni_folder_acc = "data_bounded/";
cif_folder_acc = "CIFAR_acc_bound/";
mni_folder_wat = "data_budget/";
cif_folder_wat = "CIFAR_energy_bound/";
mni_folder_est = "early_stop_res/";
cif_folder_est = "CIFAR_early_stop/";
bayes_model = "bayes";
freq_model = "freq";
w_type = "watt";
e_type = "exp";
#=
Load GPU data
=#
mni_100_bay_ene = getgpudata(mni_folder_100, bayes_model, w_type, "eo");
mni_100_fre_ene = getgpudata(mni_folder_100, freq_model, w_type, "eo");
cif_100_bay_ene = getgpudata(cif_folder_100, bayes_model, w_type, "eo");
cif_100_fre_ene = getgpudata(cif_folder_100, freq_model, w_type, "eo");
mni_acc_bay_ene = getgpudata(mni_folder_acc, bayes_model, w_type, "eo");
mni_acc_fre_ene = getgpudata(mni_folder_acc, freq_model, w_type, "eo");
cif_acc_bay_ene = getgpudata(cif_folder_acc, bayes_model, w_type, "eo");
cif_acc_fre_ene = getgpudata(cif_folder_acc, freq_model, w_type, "eo");
mni_wat_bay_ene = getgpudata(mni_folder_wat, bayes_model, w_type, "eo");
mni_wat_fre_ene = getgpudata(mni_folder_wat, freq_model, w_type, "eo");
cif_wat_bay_ene = getgpudata(cif_folder_wat, bayes_model, w_type, "eo");
cif_wat_fre_ene = getgpudata(cif_folder_wat, freq_model, w_type, "eo");
mni_est_bay_ene = getgpudata(mni_folder_est, bayes_model, w_type, "eo");
mni_est_fre_ene = getgpudata(mni_folder_est, freq_model, w_type, "eo");
cif_est_bay_ene = getgpudata(cif_folder_est, bayes_model, w_type, "eo");
cif_est_fre_ene = getgpudata(cif_folder_est, freq_model, w_type, "eo");
#=
Define CPU paths
=#
cif = "cifar";
mni = "mnist";
bay = "bayes";
wat = "cpu_watts";
frq = "freq";
ram = "ram_use";
_100 = "100";
acc = "acc";
es = "es";
wbud = "wbud";
#=
Load CPU data
=#
bay_cif_100_ene = readcpudata(cif, bay, wat, _100);
bay_mni_100_ene = readcpudata(mni, bay, wat, _100);
frq_cif_100_ene = readcpudata(cif, frq, wat, _100);
frq_mni_100_ene = readcpudata(mni, frq, wat, _100);
bay_cif_acc_ene = readcpudata(cif, bay, wat, acc);
bay_mni_acc_ene = readcpudata(mni, bay, wat, acc);
frq_cif_acc_ene = readcpudata(cif, frq, wat, acc);
frq_mni_acc_ene = readcpudata(mni, frq, wat, acc);
bay_cif_wbu_ene = readcpudata(cif, bay, wat, wbud);
bay_mni_wbu_ene = readcpudata(mni, bay, wat, wbud);
frq_cif_wbu_ene = readcpudata(cif, frq, wat, wbud);
frq_mni_wbu_ene = readcpudata(mni, frq, wat, wbud);
bay_mni_est_ene = readcpudata(mni, bay, wat, es);
bay_cif_est_ene = readcpudata(cif, bay, wat, es);
frq_cif_est_ene = readcpudata(cif, frq, wat, es);
frq_mni_est_ene = readcpudata(mni, frq, wat, es);
for s = 1:5
bay_cif_acc_ene[s] = round.(getcpuwatt(bay_cif_acc_ene[s]))
bay_cif_est_ene[s] = round.(getcpuwatt(bay_cif_est_ene[s]))
bay_cif_wbu_ene[s] = round.(getcpuwatt(bay_cif_wbu_ene[s]))
bay_cif_100_ene[s] = round.(getcpuwatt(bay_cif_100_ene[s]))
bay_mni_acc_ene[s] = round.(getcpuwatt(bay_mni_acc_ene[s]))
bay_mni_est_ene[s] = round.(getcpuwatt(bay_mni_est_ene[s]))
bay_mni_wbu_ene[s] = round.(getcpuwatt(bay_mni_wbu_ene[s]))
bay_mni_100_ene[s] = round.(getcpuwatt(bay_mni_100_ene[s]))
frq_cif_acc_ene[s] = round.(getcpuwatt(frq_cif_acc_ene[s]))
frq_cif_est_ene[s] = round.(getcpuwatt(frq_cif_est_ene[s]))
frq_cif_wbu_ene[s] = round.(getcpuwatt(frq_cif_wbu_ene[s]))
frq_cif_100_ene[s] = round.(getcpuwatt(frq_cif_100_ene[s]))
frq_mni_acc_ene[s] = round.(getcpuwatt(frq_mni_acc_ene[s]))
frq_mni_est_ene[s] = round.(getcpuwatt(frq_mni_est_ene[s]))
frq_mni_wbu_ene[s] = round.(getcpuwatt(frq_mni_wbu_ene[s]))
frq_mni_100_ene[s] = round.(getcpuwatt(frq_mni_100_ene[s]))
end
for s = 1:5
mni_100_bay_ene[s]["Ene"] = vcat(mni_100_bay_ene[s]["Ene"], bay_mni_100_ene[s])
mni_100_fre_ene[s]["Ene"] = vcat(mni_100_fre_ene[s]["Ene"], frq_mni_100_ene[s])
cif_100_bay_ene[s]["Ene"] = vcat(cif_100_bay_ene[s]["Ene"], bay_cif_100_ene[s])
cif_100_fre_ene[s]["Ene"] = vcat(cif_100_fre_ene[s]["Ene"], frq_cif_100_ene[s])
mni_acc_bay_ene[s]["Ene"] = vcat(mni_acc_bay_ene[s]["Ene"], bay_mni_acc_ene[s])
mni_acc_fre_ene[s]["Ene"] = vcat(mni_acc_fre_ene[s]["Ene"], frq_mni_acc_ene[s])
cif_acc_bay_ene[s]["Ene"] = vcat(cif_acc_bay_ene[s]["Ene"], bay_cif_acc_ene[s])
cif_acc_fre_ene[s]["Ene"] = vcat(cif_acc_fre_ene[s]["Ene"], frq_cif_acc_ene[s])
mni_wat_bay_ene[s]["Ene"] = vcat(mni_wat_bay_ene[s]["Ene"], bay_mni_wbu_ene[s])
mni_wat_fre_ene[s]["Ene"] = vcat(mni_wat_fre_ene[s]["Ene"], frq_mni_wbu_ene[s])
cif_wat_bay_ene[s]["Ene"] = vcat(cif_wat_bay_ene[s]["Ene"], bay_cif_wbu_ene[s])
cif_wat_fre_ene[s]["Ene"] = vcat(cif_wat_fre_ene[s]["Ene"], frq_cif_wbu_ene[s])
mni_est_bay_ene[s]["Ene"] = vcat(mni_est_bay_ene[s]["Ene"], bay_mni_est_ene[s])
mni_est_fre_ene[s]["Ene"] = vcat(mni_est_fre_ene[s]["Ene"], frq_mni_est_ene[s])
cif_est_bay_ene[s]["Ene"] = vcat(cif_est_bay_ene[s]["Ene"], bay_cif_est_ene[s])
cif_est_fre_ene[s]["Ene"] = vcat(cif_est_fre_ene[s]["Ene"], frq_cif_est_ene[s])
end
#=
Capture all energy means
=#
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_ene[s]["Ene"])
plot_dict["mni"][s]["100"]["frq"] = getuniquevalues(mni_100_fre_ene[s]["Ene"])
plot_dict["cif"][s]["100"]["bay"] = getuniquevalues(cif_100_bay_ene[s]["Ene"])
plot_dict["cif"][s]["100"]["frq"] = getuniquevalues(cif_100_fre_ene[s]["Ene"])
plot_dict["mni"][s]["acc"]["bay"] = getuniquevalues(mni_acc_bay_ene[s]["Ene"])
plot_dict["mni"][s]["acc"]["frq"] = getuniquevalues(mni_acc_fre_ene[s]["Ene"])
plot_dict["cif"][s]["acc"]["bay"] = getuniquevalues(cif_acc_bay_ene[s]["Ene"])
plot_dict["cif"][s]["acc"]["frq"] = getuniquevalues(cif_acc_fre_ene[s]["Ene"])
plot_dict["mni"][s]["wat"]["bay"] = getuniquevalues(mni_wat_bay_ene[s]["Ene"])
plot_dict["mni"][s]["wat"]["frq"] = getuniquevalues(mni_wat_fre_ene[s]["Ene"])
plot_dict["cif"][s]["wat"]["bay"] = getuniquevalues(cif_wat_bay_ene[s]["Ene"])
plot_dict["cif"][s]["wat"]["frq"] = getuniquevalues(cif_wat_fre_ene[s]["Ene"])
plot_dict["mni"][s]["est"]["bay"] = getuniquevalues(mni_est_bay_ene[s]["Ene"])
plot_dict["mni"][s]["est"]["frq"] = getuniquevalues(mni_est_fre_ene[s]["Ene"])
plot_dict["cif"][s]["est"]["bay"] = getuniquevalues(cif_est_bay_ene[s]["Ene"])
plot_dict["cif"][s]["est"]["frq"] = getuniquevalues(cif_est_fre_ene[s]["Ene"])
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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_100_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_es_ene_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 = "Watt",
title = "Early Stopping energy distribution w/ model size 4 using CIFAR";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_es_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_ab_ene_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 = "Watt",
title = "Accuracy bound energy distribution w/ model size 4 using CIFAR";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_ab_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "mnist_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_eb_ene_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 = "Watt";
yaxis_range = [0, 1],
),
)
savefig(en_plot, "cifar_eb_ene_5.png")