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scripts: Add eyescan plotting script
Signed-off-by: Alex Forencich <alex@alexforencich.com>
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scripts/plot_eye.py
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82
scripts/plot_eye.py
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#!/usr/bin/env python
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"""
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Copyright (c) 2022 Alex Forencich
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in
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all copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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THE SOFTWARE.
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"""
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import argparse
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import matplotlib.pyplot as plt
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import numpy as np
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import os
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import pandas as pd
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def main():
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parser = argparse.ArgumentParser()
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parser.add_argument('-i', '--input', type=str, default='', help="input CSV file")
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parser.add_argument('-d', '--directory', type=str, default='.', help="output directory")
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parser.add_argument('-o', '--output', type=str, default=None, help="output file")
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parser.add_argument('-t', '--text', action='store_true', help="add text")
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args = parser.parse_args()
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name = args.output
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if name is None:
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name = os.path.basename(os.path.splitext(args.input)[0])
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df = pd.read_csv(args.input, comment="#")
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h_offsets = df['h_offset'].unique()
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v_offsets = df['v_offset'].unique()
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df['ber'] = df['error_count'] / df['bit_count']
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df2 = df.groupby(['h_offset', 'v_offset'], as_index=False)['ber'].sum()
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print(df2)
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ber = df2.pivot_table(index='v_offset', columns='h_offset', values='ber').values
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print(ber)
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ber_l10 = np.log10(ber)
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ber_hm = ber_l10
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ber_hm[ber_hm == -np.inf] = -10
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f, ax = plt.subplots(1, figsize=(10, 8))
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im = ax.imshow(np.flipud(ber_hm), cmap='plasma', interpolation='nearest',
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extent=[min(h_offsets), max(h_offsets), min(v_offsets), max(v_offsets)], aspect="auto")
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cbar = ax.figure.colorbar(im, ax=ax)
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cbar.ax.set_ylabel("$\\log_{10}(BER)$", rotation=-90, va="bottom")
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ax.set_title("BER")
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ax.set_xlabel("Horizontal offset")
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ax.set_ylabel("Vertical offset")
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f.savefig(args.directory+'/'+name+'.png')
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if __name__ == '__main__':
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main()
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