Log metrics

.gitignore

@@ -132,3 +132,4 @@ dmypy.json
 .vscode/
 
 assets/
+logs/

active_grasp/controller.py

@@ -20,9 +20,11 @@ class GraspController:
 
     def run(self):
         bbox = self.reset()
-        grasp = self.explore(bbox)
-        if grasp:
-            self.execute_grasp(grasp)
+        with Timer("exploration_time"):
+            grasp = self.explore(bbox)
+        with Timer("execution_time"):
+            res = self.execute_grasp(grasp)
+        return self.collect_info(res)
 
     def reset(self):
         req = ResetRequest()
@@ -42,6 +44,9 @@ class GraspController:
         return self.policy.best_grasp
 
     def execute_grasp(self, grasp):
+        if not grasp:
+            return "aborted"
+
         T_B_G = self.postprocess(grasp)
 
         self.gripper.move(0.08)
@@ -65,7 +70,9 @@ class GraspController:
         rospy.sleep(2.0)
 
         # Check whether the object remains in the hand
-        return self.gripper.read() > 0.005
+        success = self.gripper.read() > 0.005
+
+        return "succeeded" if success else "failed"
 
     def postprocess(self, T_B_G):
         # Ensure that the camera is pointing forward.
@@ -73,3 +80,16 @@ class GraspController:
         if rot.as_matrix()[:, 0][0] < 0:
             T_B_G.rotation = rot * Rotation.from_euler("z", np.pi)
         return T_B_G
+
+    def collect_info(self, result):
+        points = [p.translation for p in self.policy.viewpoints]
+        d = np.sum([np.linalg.norm(p2 - p1) for p1, p2 in zip(points, points[1:])])
+
+        info = {
+            "result": result,
+            "viewpoint_count": len(points),
+            "distance_travelled": d,
+        }
+        info.update(self.policy.info)
+        info.update(Timer.timers)
+        return info

active_grasp/policy.py

@@ -28,6 +28,7 @@ class BasePolicy:
         self.connect_to_rviz()
 
         self.rate = 5
+        self.info = {}
 
     def load_parameters(self):
         self.task_frame = rospy.get_param("~frame_id")

active_grasp/utils.py

@@ -1,5 +1,8 @@
+from datetime import datetime
 from geometry_msgs.msg import PoseStamped
+import pandas as pd
 import rospy
+import time
 
 import active_grasp.msg
 from robot_utils.ros.conversions import *
@@ -34,3 +37,35 @@ def to_bbox_msg(bbox):
     msg.min = to_point_msg(bbox.min)
     msg.max = to_point_msg(bbox.max)
     return msg
+
+
+class Timer:
+    timers = dict()
+
+    def __init__(self, name):
+        self.name = name
+
+    def __enter__(self):
+        self.start()
+        return self
+
+    def __exit__(self, *exc_info):
+        self.stop()
+
+    def start(self):
+        self.tic = time.perf_counter()
+
+    def stop(self):
+        elapsed_time = time.perf_counter() - self.tic
+        self.timers[self.name] = elapsed_time
+
+
+class Logger:
+    def __init__(self, logdir, policy, desc):
+        stamp = datetime.now().strftime("%y%m%d-%H%M%S")
+        name = "{}_policy={},{}".format(stamp, policy, desc).strip(",")
+        self.path = logdir / (name + ".csv")
+
+    def log_run(self, info):
+        df = pd.DataFrame.from_records([info])
+        df.to_csv(self.path, mode="a", header=not self.path.exists(), index=False)

scripts/run.py

@@ -1,13 +1,18 @@
 import argparse
+from pathlib import Path
 import rospy
+from tqdm import tqdm
 
-from active_grasp.controller import GraspController
+from active_grasp.controller import *
 from active_grasp.policy import make, registry
 
 
 def create_parser():
     parser = argparse.ArgumentParser()
-    parser.add_argument("--policy", type=str, choices=registry.keys())
+    parser.add_argument("policy", type=str, choices=registry.keys())
+    parser.add_argument("--runs", type=int, default=10)
+    parser.add_argument("--logdir", type=Path, default="logs")
+    parser.add_argument("--desc", type=str, default="")
     return parser
 
 
@@ -17,9 +22,11 @@ def main():
     args = parser.parse_args()
     policy = make(args.policy)
     controller = GraspController(policy)
+    logger = Logger(args.logdir, args.policy, args.desc)
 
-    while True:
-        controller.run()
+    for _ in tqdm(range(args.runs)):
+        info = controller.run()
+        logger.log_run(info)
 
 
 if __name__ == "__main__":