COSC-4P80-Assignment-3/plot_line_graph.py

72 lines
1.8 KiB
Python
Raw Normal View History

2024-11-19 19:34:37 -05:00
import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import sys
2024-11-20 21:44:21 -05:00
import os
2024-11-20 18:57:36 -05:00
2024-11-19 19:34:37 -05:00
file1 = sys.argv[1]
file2 = sys.argv[2]
bins = sys.argv[3]
split = sys.argv[4]
2024-11-20 18:57:36 -05:00
if len(sys.argv) > 4:
2024-11-20 21:44:21 -05:00
subtitle1 = sys.argv[5]
subtitle2 = sys.argv[6]
2024-11-20 18:57:36 -05:00
else:
2024-11-20 21:44:21 -05:00
subtitle1 = ""
subtitle2 = ""
2024-11-19 19:34:37 -05:00
df1 = pd.read_csv(file1)
df2 = pd.read_csv(file2)
data1 = df1.to_numpy()
data2 = df2.to_numpy()
y_min = np.min(data2)
y_max = np.max(data2)
if split.lower() == "false":
fig, ax1 = plt.subplots()
ax1.plot(data1, color='b', label='Topological Error')
2024-11-19 19:39:57 -05:00
ax1.set_xlabel('Epoch')
2024-11-19 19:34:37 -05:00
ax1.set_ylabel('Error %', color='b')
ax1.tick_params(axis='y', labelcolor='b')
ax1.set_ylim(0, 1)
#ax1.set_xlim(0, data1.size)
ax2 = ax1.twinx()
ax2.plot(data2, color='r', label='Quantization Error')
ax2.set_ylabel('Incorrect BMU', color='r')
ax2.tick_params(axis='y', labelcolor='r')
ax2.set_ylim(y_min, y_max)
ax1.set_title('Topological and Quantization Error (Bins: {})'.format(bins))
2024-11-20 21:44:21 -05:00
fig.suptitle(subtitle1)
2024-11-19 19:34:37 -05:00
plt.savefig("errors{}.png".format(bins))
else:
plt.plot(data1, color='b', label='Topological Error')
2024-11-19 19:39:57 -05:00
plt.xlabel('Epoch')
plt.ylabel('Error %', color='b')
plt.tick_params(axis='y', labelcolor='b')
plt.ylim(0, 1)
2024-11-21 11:39:44 -05:00
plt.suptitle("Topological Error (Bins: {})".format(bins), fontsize=16)
plt.title(subtitle1, fontsize=11)
2024-11-20 18:57:36 -05:00
2024-11-19 19:39:57 -05:00
plt.savefig("errors-topological{}.png".format(bins))
plt.plot(data2, color='b', label='Quantization Error')
plt.xlabel('Epoch')
plt.ylabel('Incorrect BMU', color='b')
plt.tick_params(axis='y', labelcolor='b')
plt.ylim(y_min, y_max)
2024-11-21 11:39:44 -05:00
plt.suptitle("Quantization Error (Bins: {})".format(bins), fontsize=16)
plt.title(subtitle2, fontsize=11)
2024-11-20 18:57:36 -05:00
2024-11-19 19:39:57 -05:00
plt.savefig("errors-quantization{}.png".format(bins))