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Merge pull request #49 from ros2-realtime-demo/add-topic-statistics-p…
…lot-script Add topic statistics helper plot
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pendulum_analysis/topic_statistics_analysis/topic_statistics_plot.py
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#!/usr/bin/env python3 | ||
# Copyright 2020 Carlos San Vicente | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import argparse | ||
import matplotlib.pyplot as plt | ||
import pandas as pd | ||
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def main(): | ||
parser = argparse.ArgumentParser(description='Plot topic statistics metrics') | ||
parser.add_argument('filename', metavar='filename') | ||
parser.add_argument('-s', '--show', help='Show plots', action='store_true') | ||
parser.add_argument('-t', '--topicname', metavar='topicname', default=None) | ||
parser.add_argument('-m', '--metric', metavar='metric', default='message_period', | ||
help='message_period or message_age') | ||
parser.add_argument('-o', '--outfile', | ||
help='Name of file to write plot output') | ||
args = parser.parse_args() | ||
filename = args.filename | ||
topicname = args.topicname | ||
show = args.show | ||
metric = args.metric | ||
outfile = filename + '_plot' | ||
if args.outfile is not None: | ||
outfile = args.outfile | ||
else: | ||
if topicname: | ||
outfile = f"{topicname}_{metric}" | ||
else: | ||
outfile = f"topic_statistics_{metric}" | ||
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col_names=["measurement_source_name", | ||
"metrics_source", | ||
"unit", | ||
"window_start_sec", | ||
"window_start_nsec", | ||
"window_stop_sec", | ||
"window_stop_nsec", | ||
"data_type1", | ||
"average", | ||
"data_type2", | ||
"minimum", | ||
"data_type3", | ||
"maximum", | ||
"data_type4", | ||
"standard_deviation", | ||
"data_type5", | ||
"sample_count" | ||
] | ||
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df_raw = pd.read_csv(filename, delimiter=',', names=col_names) | ||
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# Convert window timestamps to relative time in seconds | ||
starttime = df_raw.loc[:, 'window_stop_sec'].iloc[0] + \ | ||
df_raw.loc[:, 'window_stop_sec'].iloc[0] / 10E9 | ||
df_raw['time'] = df_raw['window_stop_sec'].astype(float) + \ | ||
df_raw['window_stop_nsec'].astype(float) / 10E9 - starttime | ||
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# Filter topic name and metrics | ||
if topicname: | ||
df = df_raw.loc[(df_raw.metrics_source == metric) | ||
& (df_raw.measurement_source_name == topicname)] | ||
else: | ||
df = df_raw.loc[(df_raw.metrics_source == metric)] | ||
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# Get metric units | ||
unit = df['unit'].iloc[0] | ||
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# Plot topic statistic metrics | ||
plt.figure() | ||
ax = plt.gca() | ||
df.plot(kind='line', x='time', y='average', ax=ax) | ||
df.plot(kind='line', x='time', y='minimum', ax=ax) | ||
df.plot(kind='line', x='time', y='maximum', ax=ax) | ||
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ax.set_xlabel("Time (s)") | ||
ax.set_ylabel(f"{metric} ({unit} )") | ||
plt.title(f"{metric} vs. time") | ||
if show: | ||
plt.show() | ||
plt.savefig(f"{outfile}.svg") | ||
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if __name__ == '__main__': | ||
main() |