diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..26d3352 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/.idea/QuNet.iml b/.idea/QuNet.iml new file mode 100644 index 0000000..89c7da2 --- /dev/null +++ b/.idea/QuNet.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..a77a87c --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..d4109d1 --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/QuNet-Paper/.idea/QuNet-Paper.iml b/QuNet-Paper/.idea/QuNet-Paper.iml new file mode 100644 index 0000000..d0876a7 --- /dev/null +++ b/QuNet-Paper/.idea/QuNet-Paper.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/QuNet-Paper/.idea/inspectionProfiles/profiles_settings.xml b/QuNet-Paper/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/QuNet-Paper/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/QuNet-Paper/.idea/misc.xml b/QuNet-Paper/.idea/misc.xml new file mode 100644 index 0000000..d1e22ec --- /dev/null +++ b/QuNet-Paper/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/QuNet-Paper/.idea/modules.xml b/QuNet-Paper/.idea/modules.xml new file mode 100644 index 0000000..eaff1e4 --- /dev/null +++ b/QuNet-Paper/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/QuNet-Paper/.idea/workspace.xml b/QuNet-Paper/.idea/workspace.xml new file mode 100644 index 0000000..76bb543 --- /dev/null +++ b/QuNet-Paper/.idea/workspace.xml @@ -0,0 +1,31 @@ + + + + + + + + + + + + + + + + + + 1616372552285 + + + + \ No newline at end of file diff --git a/QuNet-Paper/heatmap.jl b/QuNet-Paper/heatmap.jl index 4058f72..1c04247 100644 --- a/QuNet-Paper/heatmap.jl +++ b/QuNet-Paper/heatmap.jl @@ -1,7 +1,9 @@ using QuNet +using DataFrames +using CSV grid_size = 10 -num_trials = 100 +num_trials = 1000 num_pairs = 50 net = GridNetwork(grid_size, grid_size) @@ -10,4 +12,10 @@ net = GridNetwork(grid_size, grid_size) # 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) + +# List comprehension +e = [coord_list[i][1] for i in 1:length(coord_list)] +f = [coord_list[i][2] for i in 1:length(coord_list)] +# # Convert cood_list to data_frame and write to csv +df = DataFrame(Efficiency = e, Fidelity = f) +CSV.write("data/heatmap.csv", df) diff --git a/QuNet-Paper/heatmap.py b/QuNet-Paper/heatmap.py index 04eaea1..8f10afc 100644 --- a/QuNet-Paper/heatmap.py +++ b/QuNet-Paper/heatmap.py @@ -1,47 +1,64 @@ -# https://www.python-graph-gallery.com/86-avoid-overlapping-in-scatterplot-with-2d-density - # Libraries import numpy as np +import pandas as pd 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) +df = pd.read_csv("/home/hudson/.julia/dev/QuNet/data/heatmap.csv") +print(df) -# 2D Histogram -axes[2].set_title('2D Histogram') -axes[2].hist2d(x, y, bins=nbins, cmap=plt.cm.BuGn_r) +# Extract data into x, y +print(df["Efficiency"]) +e = df["Efficiency"].tolist() +f = df["Fidelity"].tolist() -# 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)) +# Create a scatter plot +fig, axes = plt.subplots() +axes.set_title("Scatterplot") +axes.plot(e, f, 'ko') +axes.set_xlabel("Efficiency") +axes.set_ylabel("Fidelity") plt.show() + +# # Sample Code to test plot functionality: +# # https://www.python-graph-gallery.com/86-avoid-overlapping-in-scatterplot-with-2d-density +# # 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! +# +# # 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16cm, 16cm), mygplot) 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