tuning: measure steering accuracy for existing routes (#25722)

* support parsing route logs

* optionally use cached data

* support segment or route names

* get control type from log
old-commit-hash: b15018387c

tools/tuning/measure_steering_accuracy.py

@@ -8,24 +8,13 @@ import signal
 from collections import defaultdict
 
 import cereal.messaging as messaging
+from tools.lib.logreader import logreader_from_route_or_segment
 
 def sigint_handler(signal, frame):
-  print("handler!")
   exit(0)
 signal.signal(signal.SIGINT, sigint_handler)
 
-if __name__ == "__main__":
+class SteeringAccuracyTool:
-
-  parser = argparse.ArgumentParser(description='Sniff a communication socket')
-  parser.add_argument('control_type', help="[pid|indi|lqr|angle]")
-  parser.add_argument('--addr', default='127.0.0.1', help="IP address for optional ZMQ listener, default to msgq")
-  parser.add_argument('--group', default='all', help="speed group to display, [crawl|slow|medium|fast|veryfast|germany|all], default to all")
-  args = parser.parse_args()
-
-  if args.addr != "127.0.0.1":
-    os.environ["ZMQ"] = "1"
-    messaging.context = messaging.Context()
-
   all_groups = {"germany":  (45, "45 - up m/s  //  162 - up km/h  //  101 - up mph"),
                 "veryfast": (35, "35 - 45 m/s  //  126 - 162 km/h  //  78 - 101 mph"),
                 "fast":     (25, "25 - 35 m/s  //  90 - 126 km/h  //  56 - 78 mph"),
@@ -33,39 +22,28 @@ if __name__ == "__main__":
                 "slow":     (5,  " 5 - 15 m/s  //  18 - 54 km/h  //  11 - 34 mph"),
                 "crawl":    (0,  " 0 - 5 m/s  //  0 - 18 km/h  //  0 - 11 mph")}
 
+  def __init__(self, args):
+    self.msg_cnt = 0
+    self.cnt = 0
+    self.total_error = 0
+
     if args.group == "all":
-    display_groups = all_groups.keys()
+      self.display_groups = self.all_groups.keys()
-  elif args.group in all_groups.keys():
+    elif args.group in self.all_groups.keys():
-    display_groups = [args.group]
+      self.display_groups = [args.group]
     else:
       raise ValueError("invalid speed group, see help")
 
-  speed_group_stats = {}
+    self.speed_group_stats = {}
-  for group in all_groups:
+    for group in self.all_groups:
-    speed_group_stats[group] = defaultdict(lambda: {'err': 0, "cnt": 0, "=": 0, "+": 0, "-": 0, "steer": 0, "limited": 0, "saturated": 0, "dpp": 0})
+      self.speed_group_stats[group] = defaultdict(lambda: {'err': 0, "cnt": 0, "=": 0, "+": 0, "-": 0, "steer": 0, "limited": 0, "saturated": 0, "dpp": 0})
 
-  carControl = messaging.sub_sock('carControl', addr=args.addr, conflate=True)
+  def update(self, sm):
-  sm = messaging.SubMaster(['carState', 'carControl', 'controlsState', 'lateralPlan'], addr=args.addr)
+    self.msg_cnt += 1
-  time.sleep(1)  # Make sure all submaster data is available before going further
 
-  msg_cnt = 0
+    lateralControlState = sm['controlsState'].lateralControlState
-  cnt = 0
+    control_type = list(lateralControlState.to_dict().keys())[0]
-  total_error = 0
+    control_state = lateralControlState.__getattr__(control_type)
-
-  while messaging.recv_one(carControl):
-    sm.update()
-    msg_cnt += 1
-
-    if args.control_type == "pid":
-      control_state = sm['controlsState'].lateralControlState.pidState
-    elif args.control_type == "indi":
-      control_state = sm['controlsState'].lateralControlState.indiState
-    elif args.control_type == "lqr":
-      control_state = sm['controlsState'].lateralControlState.lqrState
-    elif args.control_type == "angle":
-      control_state = sm['controlsState'].lateralControlState.angleState
-    else:
-      raise ValueError("invalid lateral control type, see help")
 
     v_ego = sm['carState'].vEgo
     active = sm['controlsState'].active
@@ -77,10 +55,10 @@ if __name__ == "__main__":
     d_path_points = sm['lateralPlan'].dPathPoints
     # must be engaged, not at standstill, not overriding steering, and not changing lanes
     if active and not standstill and not overriding and not changing_lanes:
-      cnt += 1
+      self.cnt += 1
 
       # wait 5 seconds after engage / standstill / override / lane change
-      if cnt >= 500:
+      if self.cnt >= 500:
         actual_angle = control_state.steeringAngleDeg
         desired_angle = control_state.steeringAngleDesiredDeg
 
@@ -91,41 +69,88 @@ if __name__ == "__main__":
         angle_error = round(angle_error, 2)
         angle_abs = int(abs(round(desired_angle, 0)))
 
-        for group, group_props in all_groups.items():
+        for group, group_props in self.all_groups.items():
           if v_ego > group_props[0]:
             # collect stats
-            speed_group_stats[group][angle_abs]["cnt"] += 1
+            self.speed_group_stats[group][angle_abs]["cnt"] += 1
-            speed_group_stats[group][angle_abs]["err"] += angle_error
+            self.speed_group_stats[group][angle_abs]["err"] += angle_error
-            speed_group_stats[group][angle_abs]["steer"] += abs(steer)
+            self.speed_group_stats[group][angle_abs]["steer"] += abs(steer)
             if len(d_path_points):
-              speed_group_stats[group][angle_abs]["dpp"] += abs(d_path_points[0])
+              self.speed_group_stats[group][angle_abs]["dpp"] += abs(d_path_points[0])
             if steer_limited:
-              speed_group_stats[group][angle_abs]["limited"] += 1
+              self.speed_group_stats[group][angle_abs]["limited"] += 1
             if control_state.saturated:
-              speed_group_stats[group][angle_abs]["saturated"] += 1
+              self.speed_group_stats[group][angle_abs]["saturated"] += 1
             if actual_angle == desired_angle:
-              speed_group_stats[group][angle_abs]["="] += 1
+              self.speed_group_stats[group][angle_abs]["="] += 1
             else:
               if desired_angle == 0.:
                 overshoot = True
               else:
                 overshoot = desired_angle < actual_angle if desired_angle > 0. else desired_angle > actual_angle
-              speed_group_stats[group][angle_abs]["+" if overshoot else "-"] += 1
+              self.speed_group_stats[group][angle_abs]["+" if overshoot else "-"] += 1
             break
     else:
-      cnt = 0
+      self.cnt = 0
 
-    if msg_cnt % 100 == 0:
+    if self.msg_cnt % 100 == 0:
       print(chr(27) + "[2J")
-      if cnt != 0:
+      if self.cnt != 0:
         print("COLLECTING ...\n")
       else:
         print("DISABLED (not active, standstill, steering override, or lane change)\n")
-      for group in display_groups:
+      for group in self.display_groups:
-        if len(speed_group_stats[group]) > 0:
+        if len(self.speed_group_stats[group]) > 0:
-          print(f"speed group: {group:10s} {all_groups[group][1]:>96s}")
+          print(f"speed group: {group:10s} {self.all_groups[group][1]:>96s}")
           print(f"  {'-'*118}")
-          for k in sorted(speed_group_stats[group].keys()):
+          for k in sorted(self.speed_group_stats[group].keys()):
-            v = speed_group_stats[group][k]
+            v = self.speed_group_stats[group][k]
             print(f'  {k:#2}° | actuator:{int(v["steer"] / v["cnt"] * 100):#3}% | error: {round(v["err"] / v["cnt"], 2):2.2f}° | -:{int(v["-"] / v["cnt"] * 100):#3}% | =:{int(v["="] / v["cnt"] * 100):#3}% | +:{int(v["+"] / v["cnt"] * 100):#3}% | lim:{v["limited"]:#5} | sat:{v["saturated"]:#5} | path dev: {round(v["dpp"] / v["cnt"], 2):2.2f}m | total: {v["cnt"]:#5}')
           print("")
+
+
+if __name__ == "__main__":
+
+  parser = argparse.ArgumentParser(description='Steering accuracy measurement tool')
+  parser.add_argument('--route', help="route name")
+  parser.add_argument('--addr', default='127.0.0.1', help="IP address for optional ZMQ listener, default to msgq")
+  parser.add_argument('--group', default='all', help="speed group to display, [crawl|slow|medium|fast|veryfast|germany|all], default to all")
+  parser.add_argument('--cache', default=False, action='store_true', help="use cached data, default to False")
+  args = parser.parse_args()
+
+  if args.cache:
+    os.environ['FILEREADER_CACHE'] = '1'
+
+  tool = SteeringAccuracyTool(args)
+
+  if args.route is not None:
+    print(f"loading {args.route}...")
+    lr = logreader_from_route_or_segment(args.route, sort_by_time=True)
+
+    sm = {}
+    for msg in lr:
+      if msg.which() == 'carState':
+        sm['carState'] = msg.carState
+      elif msg.which() == 'carControl':
+        sm['carControl'] = msg.carControl
+      elif msg.which() == 'controlsState':
+        sm['controlsState'] = msg.controlsState
+      elif msg.which() == 'lateralPlan':
+        sm['lateralPlan'] = msg.lateralPlan
+
+      if msg.which() == 'carControl' and 'carState' in sm and 'controlsState' in sm and 'lateralPlan' in sm:
+        tool.update(sm)
+
+  else:
+    if args.addr != "127.0.0.1":
+      os.environ["ZMQ"] = "1"
+      messaging.context = messaging.Context()
+
+    carControl = messaging.sub_sock('carControl', addr=args.addr, conflate=True)
+    sm = messaging.SubMaster(['carState', 'carControl', 'controlsState', 'lateralPlan'], addr=args.addr)
+    time.sleep(1)  # Make sure all submaster data is available before going further
+
+    print("waiting for messages...")
+    while messaging.recv_one(carControl):
+      sm.update()
+      tool.update(sm)