From 4842329271781ae049ad7ab2bf6405a56ce7a8b6 Mon Sep 17 00:00:00 2001 From: Hudson Leone Date: Mon, 22 Mar 2021 09:11:44 +1100 Subject: [PATCH] Updated plots, added a function that will get data for a heatmap --- QuNet-Paper/MultiPathDemo.jl | 7 ++-- QuNet-Paper/heatmap.jl | 13 +++++++ QuNet-Paper/heatmap.py | 47 ++++++++++++++++++++++++ data/gridsize.txt | 12 ++++++ plots/bandwidth_with_userpairs.pdf | Bin 12405 -> 12368 bytes plots/bandwidth_with_userpairs.png | Bin 22764 -> 19855 bytes plots/cost_maxpaths.pdf | Bin 14646 -> 15308 bytes plots/cost_maxpaths.png | Bin 27414 -> 34920 bytes plots/path_gridsize.pdf | Bin 12432 -> 33849 bytes plots/path_gridsize.png | Bin 31369 -> 89526 bytes plots/path_userpair.pdf | Bin 0 -> 24173 bytes plots/path_userpair.png | Bin 0 -> 55110 bytes plots/temporal_drawing.pdf | Bin 0 -> 38827 bytes src/Benchmarking.jl | 51 ++++++++++++++++++++++++++ src/Plot.jl | 53 ++++----------------------- test/sandbox.jl | 57 +++++++++++++++++++---------- 16 files changed, 171 insertions(+), 69 deletions(-) create mode 100644 QuNet-Paper/heatmap.jl create mode 100644 QuNet-Paper/heatmap.py create mode 100644 data/gridsize.txt create mode 100644 plots/path_userpair.pdf create mode 100644 plots/path_userpair.png create mode 100644 plots/temporal_drawing.pdf diff --git a/QuNet-Paper/MultiPathDemo.jl b/QuNet-Paper/MultiPathDemo.jl index 5784971..83fca24 100644 --- a/QuNet-Paper/MultiPathDemo.jl +++ b/QuNet-Paper/MultiPathDemo.jl @@ -130,6 +130,7 @@ function plot_with_userpairs(max_pairs::Int64, plot(x, avepath, linewidth=2, legend = false) xaxis!(L"$\textrm{Number of End User Pairs}$") + yaxis!(L"$\textrm{Average Number of Paths Used}$") savefig("plots/avepath_userpair.png") savefig("plots/avepath_userpair.pdf") end @@ -649,18 +650,16 @@ function plot_bandwidth_ratio_with_memory_rate(num_trials::Int64, perc_range::Tu end + # MAIN """ Uncomment functions to reproduce plots from the paper / create your own - -Note: Reproducing plots with the default parameters (those used in the paper) -will take between 2 to 12 hours each. Reader beware! """ # Usage : (max_pairs::Int64, num_trials::Int64) # plot_with_userpairs(50, 5000) # Usage : (perc_range::Tuple{Float64, Float64, Float64}, num_trials::Int64) -plot_with_percolations((0.0, 0.01, 0.7), 5000) +# plot_with_percolations((0.0, 0.01, 0.7), 5000) # Usage : (num_trials::Int64, max_depth::Int64) # plot_with_timedepth(1000, 15) diff --git a/QuNet-Paper/heatmap.jl b/QuNet-Paper/heatmap.jl new file mode 100644 index 0000000..4058f72 --- /dev/null +++ b/QuNet-Paper/heatmap.jl @@ -0,0 +1,13 @@ +using QuNet + +grid_size = 10 +num_trials = 100 +num_pairs = 50 + +net = GridNetwork(grid_size, grid_size) +#usage: +# (network::Union{QNetwork, QuNet.TemporalGraph}, +# num_trials::Int64, num_pairs::Int64; max_paths=3, src_layer::Int64=-1, +# dst_layer::Int64=-1, edge_perc_rate=0.0) +coord_list = QuNet.heat_data(net, num_trials, num_pairs, max_paths=4) +println(coord_list) diff --git a/QuNet-Paper/heatmap.py b/QuNet-Paper/heatmap.py new file mode 100644 index 0000000..04eaea1 --- /dev/null +++ b/QuNet-Paper/heatmap.py @@ -0,0 +1,47 @@ +# https://www.python-graph-gallery.com/86-avoid-overlapping-in-scatterplot-with-2d-density + +# Libraries +import numpy as np +import matplotlib.pyplot as plt +from scipy.stats import kde + +# Create data: 200 points +data = np.random.multivariate_normal([0, 0], [[1, 0.5], [0.5, 3]], 200) +x, y = data.T + +# Create a figure with 6 plot areas +fig, axes = plt.subplots(ncols=6, nrows=1, figsize=(21, 5)) + +# Everything starts with a Scatterplot +axes[0].set_title('Scatterplot') +axes[0].plot(x, y, 'ko') +# As you can see there is a lot of overlapping here! + +# Thus we can cut the plotting window in several hexbins +nbins = 20 +axes[1].set_title('Hexbin') +axes[1].hexbin(x, y, gridsize=nbins, cmap=plt.cm.BuGn_r) + +# 2D Histogram +axes[2].set_title('2D Histogram') +axes[2].hist2d(x, y, bins=nbins, cmap=plt.cm.BuGn_r) + +# Evaluate a gaussian kde on a regular grid of nbins x nbins over data extents +k = kde.gaussian_kde(data.T) +xi, yi = np.mgrid[x.min():x.max():nbins * 1j, y.min():y.max():nbins * 1j] +zi = k(np.vstack([xi.flatten(), yi.flatten()])) + +# plot a density +axes[3].set_title('Calculate Gaussian KDE') +axes[3].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='auto', cmap=plt.cm.BuGn_r) + +# add shading +axes[4].set_title('2D Density with shading') +axes[4].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='gouraud', cmap=plt.cm.BuGn_r) + +# contour +axes[5].set_title('Contour') +axes[5].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='gouraud', cmap=plt.cm.BuGn_r) +axes[5].contour(xi, yi, zi.reshape(xi.shape)) +plt.show() + diff --git a/data/gridsize.txt b/data/gridsize.txt new file mode 100644 index 0000000..fdccd51 --- /dev/null +++ b/data/gridsize.txt @@ -0,0 +1,12 @@ +min_size = 10 +max_size = 150 +num_trials = 100 +num_pairs = 50 +perf_data: +Dict("Z" => 0.6386617536583564,"loss" => 0.19249568452923968) Dict("Z" => 0.6231233597068245,"loss" => 0.16852457183386294) Dict("Z" => 0.6047288749948061,"loss" 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--- a/src/Benchmarking.jl +++ b/src/Benchmarking.jl @@ -206,3 +206,54 @@ function net_performance(network::Union{QNetwork, QuNet.TemporalGraph}, return performance, performance_err, ave_pathcounts, ave_pathcounts_err end + + +""" +Takes a network as input and returns greedy_multi_path! heatmap data for +some number of user pairs. (i.e. a list of efficiency fidelity coordinates +for all end users over all num_trials) +""" +function heat_data(network::Union{QNetwork, QuNet.TemporalGraph}, + num_trials::Int64, num_pairs::Int64; max_paths=3, src_layer::Int64=-1, + dst_layer::Int64=-1, edge_perc_rate=0.0) + + # e,f coords for all end users over all num_trials + coord_list = [] + + for i in 1:num_trials + net = deepcopy(network) + + # Generate random communication pairs + if typeof(network) == TemporalGraph + user_pairs = make_user_pairs(network, num_pairs, src_layer=src_layer, dst_layer=dst_layer) + # Add asynchronus nodes to the network copy + add_async_nodes!(net, user_pairs) + else + user_pairs = make_user_pairs(network, num_pairs) + end + + # Percolate edges + # WARNING: Edge percolation will not be consistant between temporal layers + # if typeof(net) = QuNet.TemporalGraph + if edge_perc_rate != 0.0 + @assert 0 <= edge_perc_rate <= 1.0 "edge_perc_rate out of bounds" + net = QuNet.percolate_edges(net, edge_perc_rate) + refresh_graph!(net) + end + + # Get data from greedy_multi_path + dummy, routing_costs, pathuse_count = QuNet.greedy_multi_path!(net, purify, user_pairs, max_paths) + + # Filter out entries where no paths were found and costs are not well defined + filter!(x->x!=nothing, routing_costs) + + # Put end-user costs into tuples (e, f) + for usercost in routing_costs + coord = Vector{Float64}() + push!(coord, usercost["loss"]) + push!(coord, usercost["Z"]) + push!(coord_list, coord) + end + end + return coord_list +end diff --git a/src/Plot.jl b/src/Plot.jl index ab513a1..e95d8ab 100644 --- a/src/Plot.jl +++ b/src/Plot.jl @@ -38,49 +38,10 @@ function plot_network(graph::AbstractGraph, user_paths, locs_x, locs_y) end -# function plot_network(tempnet::QuNet.TemporalGraph, user_paths) -# # Get an instance of the graph from the tempgraph and plot the thing -# graph = tempnet.graph["Z"] -# -# # Visualisation coordinates specified by temporal graph -# locs_x = tempnet.locs_x -# locs_y = tempnet.locs_y -# -# # Makeup bag -# colour_pal = [colorant"lightgrey", colorant"orange", colorant"lightslateblue", colorant"green"] -# # nodecolor = ["blue" for i in 1:nv(graph)] -# -# # Presumably user_paths will have paths directed from async node to async node. -# # Try removing these so that routing is no problem. -# -# # Write a list of all the used edges, and write a dict of who they're used by: -# used_edges = [] -# used_by = Dict() -# -# this_user = 0 -# for paths in user_paths -# this_user += 1 -# for path in paths -# for edge in path -# push!(used_edges, edge) -# used_by[(edge.src,edge.dst)] = this_user -# end -# end -# end -# -# # Assign colors and edge properties -# colours = [] -# widths = [] -# for edge in edges(graph) -# if edge in used_edges -# push!(colours, used_by[(edge.src,edge.dst)] + 1) -# push!(widths, 5) -# else -# push!(colours, 1) -# push!(widths, 1) -# end -# end -# -# gplot(graph, locs_x, locs_y, edgestrokec=colour_pal[colours], -# edgelinewidth=widths, arrowlengthfrac=0.04)#, layout=spring_layout) -# end +# TODO: Heatmap +function cost_heatmap() + xs = [string("x", i) for i = 1:10] + ys = [string("y", i) for i = 1:4] + z = float((1:4) * reshape(1:10, 1, :)) + heatmap(xs, ys, z, aspect_ratio = 1) +end diff --git a/test/sandbox.jl b/test/sandbox.jl index ec4294f..4bc0552 100644 --- a/test/sandbox.jl +++ b/test/sandbox.jl @@ -2,27 +2,46 @@ Scratch file for testing with Juno Debugger """ -using QuNet -using LightGraphs -using SimpleWeightedGraphs -# include("network-library/smalltemp.jl") +# Set up a Python backend before importing PyPlot +using PyCall +# Specify user GUI from options (:tk, :gtk3, :gtk, :qt5, :qt4, :qt, or :wx) +# pygui(:qt) +using PyPlot -function draw_network_routing() - timedepth = 3 - grid_size = 10 +# # Test PyPlot +# # use x = linspace(0,2*pi,1000) in Julia 0.6 +# x = range(0; stop=2*pi, length=1000); y = sin.(3 * x + 4 * cos.(2 * x)); +# plot(x, y, color="red", linewidth=2.0, linestyle="--") +# title("A sinusoidally modulated sinusoid") +# # Display figure with Julia backend +# display(gcf()) +# # Save as a Pdf +# savefig("sinusoid_test.pdf") +# #show() - # Index offset for asynchronus nodes - off = grid_size^2 * timedepth - # Choose asynchronus endusers - userpairs = [(1 + off, 100 + off), (50 + off, 81 + off), (87 + off, 22 + off)] +# Try heatmap +# Install numpy +using PyCall +np = pyimport("numpy") +kde = pyimport("scipy.stats.kde") +data = np.random.multivariate_normal([0, 0], [[1, 0.5], [0.5, 3]], 200) +Tdata = transpose(data) +x = Tdata[1, :] +y = Tdata[2, :] - net = GridNetwork(grid_size, grid_size) - T = QuNet.TemporalGraph(net, timedepth, memory_prob=1.0) - QuNet.add_async_nodes!(T, userpairs) - T_copy = deepcopy(T) - user_paths, dum1, dum2 = QuNet.greedy_multi_path!(T_copy, QuNet.purify, userpairs) - QuNet.plot_network(T.graph["Z"], user_paths, T.locs_x, T.locs_y) -end +# # Evaluate a gaussian kde on a regular grid of nbins x nbins over data extents +# k = kde.gaussian_kde(Tdata) +# xi, yi = np.mgrid[minimum(x):maximum(x):nbins*1j, minimum(y):maximum(y):nbins*1j] +# zi = k(np.vstack([xi.flatten(), yi.flatten()])) -draw_network_routing() +fig, axs = plt.subplots(ncols=2, nrows=1, figsize=(21, 5)) +# Everything starts with a Scatterplot +axs[0].set_title('Scatterplot') +axs[0].plot(x, y, 'ko') + +# # plot a density +# axes[1].set_title('Calculate Gaussian KDE') +# axes[1].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='auto', cmap=plt.cm.BuGn_r) +# +display(gcf())