longitudinal maneuvers: summary table (#33790)

* bob the builder

* table

* clean up
pull/33776/head
Shane Smiskol 8 months ago committed by GitHub
parent 3c5d8da469
commit 9674c7b5af
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  1. 220
      tools/longitudinal_maneuvers/generate_report.py

@ -8,6 +8,7 @@ import pprint
from collections import defaultdict from collections import defaultdict
from pathlib import Path from pathlib import Path
import matplotlib.pyplot as plt import matplotlib.pyplot as plt
from tabulate import tabulate
from openpilot.tools.lib.logreader import LogReader from openpilot.tools.lib.logreader import LogReader
from openpilot.system.hardware.hw import Paths from openpilot.system.hardware.hw import Paths
@ -22,110 +23,123 @@ def report(platform, route, _description, CP, maneuvers):
output_fn = output_path / f"{platform}_{route.replace('/', '_')}.html" output_fn = output_path / f"{platform}_{route.replace('/', '_')}.html"
output_path.mkdir(exist_ok=True) output_path.mkdir(exist_ok=True)
target_cross_times = defaultdict(list) target_cross_times = defaultdict(list)
builder = [
"<style>summary { cursor: pointer; }\n td, th { padding: 8px; } </style>\n",
"<h1>Longitudinal maneuver report</h1>\n",
f"<h3>{platform}</h3>\n",
f"<h3>{route}</h3>\n"
]
if _description is not None:
builder.append(f"<h3>Description: {_description}</h3>\n")
builder.append(f"<details><summary><h3 style='display: inline-block;'>CarParams</h3></summary><pre>{format_car_params(CP)}</pre></details>\n")
builder.append('{ summary }') # to be replaced below
for description, runs in maneuvers:
print(f'plotting maneuver: {description}, runs: {len(runs)}')
builder.append("<div style='border-top: 1px solid #000; margin: 20px 0;'></div>\n")
builder.append(f"<h2>{description}</h2>\n")
for run, msgs in enumerate(runs):
t_carControl, carControl = zip(*[(m.logMonoTime, m.carControl) for m in msgs if m.which() == 'carControl'], strict=True)
t_carOutput, carOutput = zip(*[(m.logMonoTime, m.carOutput) for m in msgs if m.which() == 'carOutput'], strict=True)
t_carState, carState = zip(*[(m.logMonoTime, m.carState) for m in msgs if m.which() == 'carState'], strict=True)
t_livePose, livePose = zip(*[(m.logMonoTime, m.livePose) for m in msgs if m.which() == 'livePose'], strict=True)
t_longitudinalPlan, longitudinalPlan = zip(*[(m.logMonoTime, m.longitudinalPlan) for m in msgs if m.which() == 'longitudinalPlan'], strict=True)
# make time relative seconds
t_carControl = [(t - t_carControl[0]) / 1e9 for t in t_carControl]
t_carOutput = [(t - t_carOutput[0]) / 1e9 for t in t_carOutput]
t_carState = [(t - t_carState[0]) / 1e9 for t in t_carState]
t_livePose = [(t - t_livePose[0]) / 1e9 for t in t_livePose]
t_longitudinalPlan = [(t - t_longitudinalPlan[0]) / 1e9 for t in t_longitudinalPlan]
# maneuver validity
longActive = [m.longActive for m in carControl]
maneuver_valid = all(longActive) and not any(cs.cruiseState.standstill for cs in carState)
_open = 'open' if maneuver_valid else ''
title = f'Run #{int(run)+1}' + (' <span style="color: red">(invalid maneuver!)</span>' if not maneuver_valid else '')
builder.append(f"<details {_open}><summary><h3 style='display: inline-block;'>{title}</h3></summary>\n")
# get first acceleration target and first intersection
aTarget = longitudinalPlan[0].aTarget
target_cross_time = None
builder.append(f'<h3 style="font-weight: normal">Initial aTarget: {aTarget} m/s^2')
# Localizer is noisy, require two consecutive 20Hz frames above threshold
prev_crossed = False
for t, lp in zip(t_livePose, livePose, strict=True):
crossed = (0 < aTarget < lp.accelerationDevice.x) or (0 > aTarget > lp.accelerationDevice.x)
if crossed and prev_crossed:
builder.append(f', <strong>crossed in {t:.3f}s</strong>')
target_cross_time = t
if maneuver_valid:
target_cross_times[description].append(t)
break
prev_crossed = crossed
else:
builder.append(', <strong>not crossed</strong>')
builder.append('</h3>')
pitches = [math.degrees(m.orientationNED[1]) for m in carControl]
builder.append(f'<h3 style="font-weight: normal">Average pitch: <strong>{sum(pitches) / len(pitches):0.2f} degrees</strong></h3>')
plt.rcParams['font.size'] = 40
fig = plt.figure(figsize=(30, 26))
ax = fig.subplots(4, 1, sharex=True, gridspec_kw={'height_ratios': [5, 3, 1, 1]})
ax[0].grid(linewidth=4)
ax[0].plot(t_carControl, [m.actuators.accel for m in carControl], label='carControl.actuators.accel', linewidth=6)
ax[0].plot(t_carOutput, [m.actuatorsOutput.accel for m in carOutput], label='carOutput.actuatorsOutput.accel', linewidth=6)
ax[0].plot(t_longitudinalPlan, [m.aTarget for m in longitudinalPlan], label='longitudinalPlan.aTarget', linewidth=6)
ax[0].plot(t_carState, [m.aEgo for m in carState], label='carState.aEgo', linewidth=6)
ax[0].plot(t_livePose, [m.accelerationDevice.x for m in livePose], label='livePose.accelerationDevice.x', linewidth=6)
# TODO localizer accel
ax[0].set_ylabel('Acceleration (m/s^2)')
#ax[0].set_ylim(-6.5, 6.5)
ax[0].legend(prop={'size': 30})
if target_cross_time is not None:
ax[0].plot(target_cross_time, aTarget, marker='o', markersize=50, markeredgewidth=7, markeredgecolor='black', markerfacecolor='None')
ax[1].grid(linewidth=4)
ax[1].plot(t_carState, [m.vEgo for m in carState], 'g', label='vEgo', linewidth=6)
ax[1].set_ylabel('Velocity (m/s)')
ax[1].legend()
ax[2].plot(t_carControl, longActive, label='longActive', linewidth=6)
ax[3].plot(t_carState, [m.gasPressed for m in carState], label='gasPressed', linewidth=6)
ax[3].plot(t_carState, [m.brakePressed for m in carState], label='brakePressed', linewidth=6)
for i in (2, 3):
ax[i].set_yticks([0, 1], minor=False)
ax[i].set_ylim(-1, 2)
ax[i].legend()
ax[-1].set_xlabel("Time (s)")
fig.tight_layout()
buffer = io.BytesIO()
fig.savefig(buffer, format='png')
buffer.seek(0)
builder.append(f"<img src='data:image/png;base64,{base64.b64encode(buffer.getvalue()).decode()}' style='width:100%; max-width:800px;'>\n")
builder.append("</details>\n")
summary = ["<h2>Summary</h2>\n"]
cols = ['maneuver', 'crossed', 'runs', 'mean', 'min', 'max']
table = []
for description, runs in maneuvers:
times = target_cross_times[description]
l = [description, len(times), len(runs)]
if len(times):
l.extend([round(sum(times) / len(times), 2), round(min(times), 2), round(max(times), 2)])
table.append(l)
summary.append(tabulate(table, headers=cols, tablefmt='html', numalign='left') + '\n')
sum_idx = builder.index('{ summary }')
builder[sum_idx:sum_idx + 1] = summary
with open(output_fn, "w") as f: with open(output_fn, "w") as f:
f.write("<h1>Longitudinal maneuver report</h1>\n") f.write(''.join(builder))
f.write(f"<h3>{platform}</h3>\n")
f.write(f"<h3>{route}</h3>\n")
if _description is not None:
f.write(f"<h3>Description: {_description}</h3>\n")
f.write(f"<details><summary><h3 style='display: inline-block;'>CarParams</h3></summary><pre>{format_car_params(CP)}</pre></details>\n")
for description, runs in maneuvers:
print(f'plotting maneuver: {description}, runs: {len(runs)}')
f.write("<div style='border-top: 1px solid #000; margin: 20px 0;'></div>\n")
f.write(f"<h2>{description}</h2>\n")
for run, msgs in enumerate(runs):
t_carControl, carControl = zip(*[(m.logMonoTime, m.carControl) for m in msgs if m.which() == 'carControl'], strict=True)
t_carOutput, carOutput = zip(*[(m.logMonoTime, m.carOutput) for m in msgs if m.which() == 'carOutput'], strict=True)
t_carState, carState = zip(*[(m.logMonoTime, m.carState) for m in msgs if m.which() == 'carState'], strict=True)
t_livePose, livePose = zip(*[(m.logMonoTime, m.livePose) for m in msgs if m.which() == 'livePose'], strict=True)
t_longitudinalPlan, longitudinalPlan = zip(*[(m.logMonoTime, m.longitudinalPlan) for m in msgs if m.which() == 'longitudinalPlan'], strict=True)
# make time relative seconds
t_carControl = [(t - t_carControl[0]) / 1e9 for t in t_carControl]
t_carOutput = [(t - t_carOutput[0]) / 1e9 for t in t_carOutput]
t_carState = [(t - t_carState[0]) / 1e9 for t in t_carState]
t_livePose = [(t - t_livePose[0]) / 1e9 for t in t_livePose]
t_longitudinalPlan = [(t - t_longitudinalPlan[0]) / 1e9 for t in t_longitudinalPlan]
# maneuver validity
longActive = [m.longActive for m in carControl]
maneuver_valid = all(longActive) and not any(cs.cruiseState.standstill for cs in carState)
_open = 'open' if maneuver_valid else ''
title = f'Run #{int(run)+1}' + (' <span style="color: red">(invalid maneuver!)</span>' if not maneuver_valid else '')
f.write(f"<details {_open}><summary><h3 style='display: inline-block;'>{title}</h3></summary>\n")
# get first acceleration target and first intersection
aTarget = longitudinalPlan[0].aTarget
target_cross_time = None
f.write(f'<h3 style="font-weight: normal">Initial aTarget: {aTarget} m/s^2')
# Localizer is noisy, require two consecutive 20Hz frames above threshold
prev_crossed = False
for t, lp in zip(t_livePose, livePose, strict=True):
crossed = (0 < aTarget < lp.accelerationDevice.x) or (0 > aTarget > lp.accelerationDevice.x)
if crossed and prev_crossed:
f.write(f', <strong>crossed in {t:.3f}s</strong>')
target_cross_time = t
if maneuver_valid:
target_cross_times[description].append(t)
break
prev_crossed = crossed
else:
f.write(', <strong>not crossed</strong>')
f.write('</h3>')
pitches = [math.degrees(m.orientationNED[1]) for m in carControl]
f.write(f'<h3 style="font-weight: normal">Average pitch: <strong>{sum(pitches) / len(pitches):0.2f} degrees</strong></h3>')
plt.rcParams['font.size'] = 40
fig = plt.figure(figsize=(30, 26))
ax = fig.subplots(4, 1, sharex=True, gridspec_kw={'height_ratios': [5, 3, 1, 1]})
ax[0].grid(linewidth=4)
ax[0].plot(t_carControl, [m.actuators.accel for m in carControl], label='carControl.actuators.accel', linewidth=6)
ax[0].plot(t_carOutput, [m.actuatorsOutput.accel for m in carOutput], label='carOutput.actuatorsOutput.accel', linewidth=6)
ax[0].plot(t_longitudinalPlan, [m.aTarget for m in longitudinalPlan], label='longitudinalPlan.aTarget', linewidth=6)
ax[0].plot(t_carState, [m.aEgo for m in carState], label='carState.aEgo', linewidth=6)
ax[0].plot(t_livePose, [m.accelerationDevice.x for m in livePose], label='livePose.accelerationDevice.x', linewidth=6)
# TODO localizer accel
ax[0].set_ylabel('Acceleration (m/s^2)')
#ax[0].set_ylim(-6.5, 6.5)
ax[0].legend(prop={'size': 30})
if target_cross_time is not None:
ax[0].plot(target_cross_time, aTarget, marker='o', markersize=50, markeredgewidth=7, markeredgecolor='black', markerfacecolor='None')
ax[1].grid(linewidth=4)
ax[1].plot(t_carState, [m.vEgo for m in carState], 'g', label='vEgo', linewidth=6)
ax[1].set_ylabel('Velocity (m/s)')
ax[1].legend()
ax[2].plot(t_carControl, longActive, label='longActive', linewidth=6)
ax[3].plot(t_carState, [m.gasPressed for m in carState], label='gasPressed', linewidth=6)
ax[3].plot(t_carState, [m.brakePressed for m in carState], label='brakePressed', linewidth=6)
for i in (2, 3):
ax[i].set_yticks([0, 1], minor=False)
ax[i].set_ylim(-1, 2)
ax[i].legend()
ax[-1].set_xlabel("Time (s)")
fig.tight_layout()
buffer = io.BytesIO()
fig.savefig(buffer, format='png')
buffer.seek(0)
f.write(f"<img src='data:image/png;base64,{base64.b64encode(buffer.getvalue()).decode()}' style='width:100%; max-width:800px;'>\n")
f.write("</details>\n")
f.write("<h2>Summary</h2>\n")
for description, runs in maneuvers:
times = target_cross_times[description]
f.write(f"<h3>{description}</h3>\n")
f.write(f"<p>Target crossed {len(times)} out of {len(runs)} runs</p>\n")
if len(times):
f.write(f"<p>Mean time to cross: {sum(times) / len(times):.3f}s, min: {min(times):.3f}s, max: {max(times):.3f}s</p>\n")
print(f"\nReport written to {output_fn}\n") print(f"\nReport written to {output_fn}\n")

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