From 215b044ff01149208a94ae77e22af272567928e2 Mon Sep 17 00:00:00 2001 From: shb-png Date: Mon, 11 May 2026 22:05:13 +0000 Subject: [PATCH 01/86] separate launch scripts --- ...gup_pi.launch.py => bringup_all.launch.py} | 0 .../launch/bringup_jetson.launch.py | 80 +++++++++++++++++++ .../launch/bringup_rubik.launch.py | 32 ++++++++ 3 files changed, 112 insertions(+) rename src/autonomous_kart/autonomous_kart/launch/{bringup_pi.launch.py => bringup_all.launch.py} (100%) create mode 100644 src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py create mode 100644 src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_pi.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_all.launch.py similarity index 100% rename from src/autonomous_kart/autonomous_kart/launch/bringup_pi.launch.py rename to src/autonomous_kart/autonomous_kart/launch/bringup_all.launch.py diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py new file mode 100644 index 00000000..b63d91cd --- /dev/null +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py @@ -0,0 +1,80 @@ +from launch import LaunchDescription +from launch.actions import DeclareLaunchArgument, GroupAction +from launch.substitutions import LaunchConfiguration +from launch_ros.actions import Node, SetParameter, SetParametersFromFile +from ament_index_python.packages import get_package_share_directory +import os + + +def generate_launch_description(): + pkg_share = get_package_share_directory("autonomous_kart") + + camera_yaml = os.path.join(pkg_share, "params", "camera.yaml") + gps_yaml = os.path.join(pkg_share, "params", "gps.yaml") + safety_yaml = os.path.join(pkg_share, "params", "safety.yaml") + system_yaml = os.path.join(pkg_share, "params", "system.yaml") + pathfinder_yaml = os.path.join(pkg_share, "params", "pathfinder.yaml") + localization_yaml = os.path.join(pkg_share, "params", "localization.yaml") + imu_yaml = os.path.join(pkg_share, "params", "imu.yaml") + e_comms_yaml = os.path.join(pkg_share, "params", "e_comms.yaml") + + sim_mode = LaunchConfiguration("simulation_mode") + + return LaunchDescription( + [ + DeclareLaunchArgument("simulation_mode", default_value="false"), + GroupAction( + [ + SetParametersFromFile(system_yaml), + SetParameter(name="simulation_mode", value=sim_mode), + Node( + package="autonomous_kart", + executable="camera_node", + name="camera_node", + parameters=[camera_yaml], + ), + Node( + package="autonomous_kart", + executable="pathfinder_node", + name="pathfinder_node", + parameters=[pathfinder_yaml, safety_yaml], + ), + Node( + package="autonomous_kart", + executable="opencv_pathfinder_node", + name="opencv_pathfinder_node", + parameters=[gps_yaml], + ), + Node( + package="autonomous_kart", + executable="master_api", + name="master_api", + ), + Node( + package="autonomous_kart", + executable="localization_node", + name="localization_node", + parameters=[pathfinder_yaml, localization_yaml], + ), + Node( + package="autonomous_kart", + executable="e_comms_node", + name="e_comms_node", + parameters=[e_comms_yaml], + ), + Node( + package="autonomous_kart", + executable="gps_node", + name="gps_node", + parameters=[gps_yaml], + ), + Node( + package="autonomous_kart", + executable="imu_node", + name="imu_node", + parameters=[imu_yaml], + ), + ] + ), + ] + ) diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py new file mode 100644 index 00000000..8c69847e --- /dev/null +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -0,0 +1,32 @@ +from launch import LaunchDescription +from launch.actions import DeclareLaunchArgument, GroupAction +from launch.substitutions import LaunchConfiguration +from launch_ros.actions import Node, SetParameter, SetParametersFromFile +from ament_index_python.packages import get_package_share_directory +import os + + +def generate_launch_description(): + pkg_share = get_package_share_directory("autonomous_kart") + + system_yaml = os.path.join(pkg_share, "params", "system.yaml") + + sim_mode = LaunchConfiguration("simulation_mode") + + return LaunchDescription( + [ + DeclareLaunchArgument("simulation_mode", default_value="false"), + GroupAction( + [ + SetParametersFromFile(system_yaml), + SetParameter(name="simulation_mode", value=sim_mode), + + Node( + package="autonomous_kart", + executable="metrics_node", + name="metrics_node", + ), + ] + ), + ] + ) From 13cbbb45d480ebcabd653128e55e29a6302387f9 Mon Sep 17 00:00:00 2001 From: shb-png Date: Thu, 14 May 2026 15:09:29 +0000 Subject: [PATCH 02/86] ignore logs --- .gitignore | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.gitignore b/.gitignore index 2734fac9..a054c13f 100644 --- a/.gitignore +++ b/.gitignore @@ -176,4 +176,6 @@ cython_debug/ # Ros build ignored install log +logs +kart_logs build From 50476aa78d5b5a2598848f0777702747357a985d Mon Sep 17 00:00:00 2001 From: shb-png Date: Thu, 14 May 2026 18:51:17 +0000 Subject: [PATCH 03/86] move rosbags to exclusively rubik bringup --- scripts/start.bash | 20 +---------------- .../launch/bringup_rubik.launch.py | 22 ++++++++++++++++--- 2 files changed, 20 insertions(+), 22 deletions(-) diff --git a/scripts/start.bash b/scripts/start.bash index af0722e6..e73cf390 100755 --- a/scripts/start.bash +++ b/scripts/start.bash @@ -9,22 +9,4 @@ pkill -f master_api || true # Lat/long are approx west lafayette, not important to be highly accurate mkdir -p /ws/logs -str2str -in ntrip://shayman1:shayman1@108.59.49.226:9000/MSM4_VRS -out tcpsvr://:9195 -b 1 -p 40.4376975222 -86.9444409756 200 >> /ws/logs/str2str.log 2>&1 & - -# Logs supervisor - crash tolerant -( - while true; do - RUN_NAME="run_$(date -u +%Y%m%d_%H%M%S)" - ros2 bag record -a \ - --storage mcap \ - --storage-preset-profile zstd_fast \ - --max-bag-duration 60 \ - --exclude '/camera/.*' \ - --output "/ws/logs/$RUN_NAME" \ - >> /ws/logs/recorder.log 2>&1 - echo "[$(date -u +%FT%TZ)] recorder exited, restarting in 1s" >> /ws/logs/recorder.log - sleep 1 - done -) & - -sleep infinity \ No newline at end of file +str2str -in ntrip://shayman1:shayman1@108.59.49.226:9000/MSM4_VRS -out tcpsvr://:9195 -b 1 -p 40.4376975222 -86.9444409756 200 >> /ws/logs/str2str.log 2>&1 & \ No newline at end of file diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py index 8c69847e..58a3190a 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -1,17 +1,31 @@ from launch import LaunchDescription -from launch.actions import DeclareLaunchArgument, GroupAction +from launch.actions import DeclareLaunchArgument, GroupAction, ExecuteProcess from launch.substitutions import LaunchConfiguration from launch_ros.actions import Node, SetParameter, SetParametersFromFile from ament_index_python.packages import get_package_share_directory +from datetime import datetime import os def generate_launch_description(): pkg_share = get_package_share_directory("autonomous_kart") - system_yaml = os.path.join(pkg_share, "params", "system.yaml") - + run_name = datetime.now().strftime("run_%Y%m%d_%H%M%S") + bag_output_path = os.path.join("/ws/logs", run_name) sim_mode = LaunchConfiguration("simulation_mode") + rosbag_recorder = ExecuteProcess( + cmd=[ + 'ros2', 'bag', 'record', '-a', + '--storage', 'mcap', + '--storage-preset-profile', 'zstd_fast', + '--max-bag-duration', '60', + '--exclude', '/camera/.*', + '--output', bag_output_path + ], + output='screen', + respawn=True, + respawn_delay=1.0 + ) return LaunchDescription( [ @@ -21,6 +35,8 @@ def generate_launch_description(): SetParametersFromFile(system_yaml), SetParameter(name="simulation_mode", value=sim_mode), + rosbag_recorder, + Node( package="autonomous_kart", executable="metrics_node", From 8926fdd9ab4bf5825506be9d6044ea01e9711294 Mon Sep 17 00:00:00 2001 From: shb-png Date: Thu, 14 May 2026 15:05:48 -0400 Subject: [PATCH 04/86] ROS_LOCALHOST_ONLY = 0 --- .devcontainer/devcontainer.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 36a8b6e3..198b41ad 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -7,7 +7,7 @@ "workspaceFolder": "/ws", "containerEnv": { "ROS_DOMAIN_ID": "42", - "ROS_LOCALHOST_ONLY": "1", + "ROS_LOCALHOST_ONLY": "0", "CYCLONEDDS_URI": "file:///ws/docker/cyclonedds.xml" }, "customizations": { From 604fa22bf341411b839743feb03a0e11f3c05e40 Mon Sep 17 00:00:00 2001 From: shb-png Date: Thu, 14 May 2026 15:54:01 -0400 Subject: [PATCH 05/86] idk --- .devcontainer/devcontainer.json | 2 +- scripts/start.bash | 4 +++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 198b41ad..36a8b6e3 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -7,7 +7,7 @@ "workspaceFolder": "/ws", "containerEnv": { "ROS_DOMAIN_ID": "42", - "ROS_LOCALHOST_ONLY": "0", + "ROS_LOCALHOST_ONLY": "1", "CYCLONEDDS_URI": "file:///ws/docker/cyclonedds.xml" }, "customizations": { diff --git a/scripts/start.bash b/scripts/start.bash index e73cf390..c2fa9a27 100755 --- a/scripts/start.bash +++ b/scripts/start.bash @@ -9,4 +9,6 @@ pkill -f master_api || true # Lat/long are approx west lafayette, not important to be highly accurate mkdir -p /ws/logs -str2str -in ntrip://shayman1:shayman1@108.59.49.226:9000/MSM4_VRS -out tcpsvr://:9195 -b 1 -p 40.4376975222 -86.9444409756 200 >> /ws/logs/str2str.log 2>&1 & \ No newline at end of file +str2str -in ntrip://shayman1:shayman1@108.59.49.226:9000/MSM4_VRS -out tcpsvr://:9195 -b 1 -p 40.4376975222 -86.9444409756 200 >> /ws/logs/str2str.log 2>&1 & + +sleep infinity \ No newline at end of file From d5d31a9be58026fbace0ffa76479080e50e620e6 Mon Sep 17 00:00:00 2001 From: shb-png Date: Thu, 14 May 2026 19:57:35 +0000 Subject: [PATCH 06/86] idk --- .devcontainer/devcontainer.json | 2 +- compose/docker-compose.yml | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 36a8b6e3..198b41ad 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -7,7 +7,7 @@ "workspaceFolder": "/ws", "containerEnv": { "ROS_DOMAIN_ID": "42", - "ROS_LOCALHOST_ONLY": "1", + "ROS_LOCALHOST_ONLY": "0", "CYCLONEDDS_URI": "file:///ws/docker/cyclonedds.xml" }, "customizations": { diff --git a/compose/docker-compose.yml b/compose/docker-compose.yml index e2530e7c..8e5ec688 100644 --- a/compose/docker-compose.yml +++ b/compose/docker-compose.yml @@ -7,11 +7,11 @@ services: volumes: - ../:/ws - ros_cache:/root/.cache - - /data/kart_logs:/ws/logs # logs location + - ../data/kart_logs:/ws/logs # logs location environment: - ROS_DISTRO=humble - ROS_DOMAIN_ID=42 - - ROS_LOCALHOST_ONLY=1 + - ROS_LOCALHOST_ONLY=0 - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml ports: - "8000:8000" From 0883be8bd346bde3b139856e795c4a5f908908bf Mon Sep 17 00:00:00 2001 From: shb-png Date: Thu, 14 May 2026 20:14:27 +0000 Subject: [PATCH 07/86] remote jetson launch --- .../launch/bringup_rubik.launch.py | 23 ++++++++++++++++++- 1 file changed, 22 insertions(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py index 58a3190a..3fb3ca1b 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -10,9 +10,11 @@ def generate_launch_description(): pkg_share = get_package_share_directory("autonomous_kart") system_yaml = os.path.join(pkg_share, "params", "system.yaml") + sim_mode = LaunchConfiguration("simulation_mode") + + # rosbag recording run_name = datetime.now().strftime("run_%Y%m%d_%H%M%S") bag_output_path = os.path.join("/ws/logs", run_name) - sim_mode = LaunchConfiguration("simulation_mode") rosbag_recorder = ExecuteProcess( cmd=[ 'ros2', 'bag', 'record', '-a', @@ -26,6 +28,24 @@ def generate_launch_description(): respawn=True, respawn_delay=1.0 ) + + # remote launch on jetson + jetson_ip = "0.0.0.0" # have to set static ip on jetson + jetson_user = "evc" # jetson username + + # pull --> build --> launch + remote_command = ( + "git pull && " + "source /opt/ros/humble/setup.bash &&" + "colcon build && " + "ros2 launch autonomous_kart jetson_bringup.launch.py" + ) + + launch_jetson = ExecuteProcess( + cmd=['ssh', f'{jetson_user}@{jetson_ip}', f'bash -l -c "{remote_command}"'], + output='screen', + shell=True + ) return LaunchDescription( [ @@ -44,5 +64,6 @@ def generate_launch_description(): ), ] ), + launch_jetson, ] ) From 5703db4a466dd36b4db4f09a6325e8743caa6227 Mon Sep 17 00:00:00 2001 From: shb-png Date: Thu, 14 May 2026 22:02:30 +0000 Subject: [PATCH 08/86] master api endpoints for jetson launch --- compose/docker-compose.yml | 3 +- scripts/start.bash | 20 +++++++++- .../launch/bringup_rubik.launch.py | 38 ------------------- .../nodes/master/master_api.py | 9 +++++ .../nodes/master/master_node.py | 21 ++++++++++ .../autonomous_kart/params/system.yaml | 2 + 6 files changed, 52 insertions(+), 41 deletions(-) diff --git a/compose/docker-compose.yml b/compose/docker-compose.yml index 8e5ec688..fc04eb93 100644 --- a/compose/docker-compose.yml +++ b/compose/docker-compose.yml @@ -7,11 +7,12 @@ services: volumes: - ../:/ws - ros_cache:/root/.cache - - ../data/kart_logs:/ws/logs # logs location + - /data/kart_logs:/ws/logs # logs location environment: - ROS_DISTRO=humble - ROS_DOMAIN_ID=42 - ROS_LOCALHOST_ONLY=0 + - TARGET_DEVICE=jetson # set target device for build (ex: jetson, rubik) - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml ports: - "8000:8000" diff --git a/scripts/start.bash b/scripts/start.bash index c2fa9a27..bb047013 100755 --- a/scripts/start.bash +++ b/scripts/start.bash @@ -7,8 +7,24 @@ source /opt/ros/humble/setup.bash colcon build pkill -f master_api || true -# Lat/long are approx west lafayette, not important to be highly accurate mkdir -p /ws/logs -str2str -in ntrip://shayman1:shayman1@108.59.49.226:9000/MSM4_VRS -out tcpsvr://:9195 -b 1 -p 40.4376975222 -86.9444409756 200 >> /ws/logs/str2str.log 2>&1 & +if [ "$TARGET_DEVICE" == "jetson" ]; then + # Lat/long are approx west lafayette, not important to be highly accurate + str2str -in ntrip://shayman1:shayman1@108.59.49.226:9000/MSM4_VRS -out tcpsvr://:9195 -b 1 -p 40.4376975222 -86.9444409756 200 >> /ws/logs/str2str.log 2>&1 & +elif [ "$TARGET_DEVICE" == "rubik" ]; then + ( + while true; do + RUN_NAME="run_$(date -u +%Y%m%d_%H%M%S)" + ros2 bag record -a \ + --storage mcap \ + --storage-preset-profile zstd_fast \ + --max-bag-duration 60 \ + --exclude '/camera/.*' \ + --output "/ws/logs/$RUN_NAME" \ + >> /ws/logs/recorder.log 2>&1 + echo "[$(date -u +%FT%TZ)] recorder exited, restarting in 1s" >> /ws/logs/recorder.log + sleep 1 + done + ) & sleep infinity \ No newline at end of file diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py index 3fb3ca1b..d00b71d2 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -12,41 +12,6 @@ def generate_launch_description(): system_yaml = os.path.join(pkg_share, "params", "system.yaml") sim_mode = LaunchConfiguration("simulation_mode") - # rosbag recording - run_name = datetime.now().strftime("run_%Y%m%d_%H%M%S") - bag_output_path = os.path.join("/ws/logs", run_name) - rosbag_recorder = ExecuteProcess( - cmd=[ - 'ros2', 'bag', 'record', '-a', - '--storage', 'mcap', - '--storage-preset-profile', 'zstd_fast', - '--max-bag-duration', '60', - '--exclude', '/camera/.*', - '--output', bag_output_path - ], - output='screen', - respawn=True, - respawn_delay=1.0 - ) - - # remote launch on jetson - jetson_ip = "0.0.0.0" # have to set static ip on jetson - jetson_user = "evc" # jetson username - - # pull --> build --> launch - remote_command = ( - "git pull && " - "source /opt/ros/humble/setup.bash &&" - "colcon build && " - "ros2 launch autonomous_kart jetson_bringup.launch.py" - ) - - launch_jetson = ExecuteProcess( - cmd=['ssh', f'{jetson_user}@{jetson_ip}', f'bash -l -c "{remote_command}"'], - output='screen', - shell=True - ) - return LaunchDescription( [ DeclareLaunchArgument("simulation_mode", default_value="false"), @@ -55,8 +20,6 @@ def generate_launch_description(): SetParametersFromFile(system_yaml), SetParameter(name="simulation_mode", value=sim_mode), - rosbag_recorder, - Node( package="autonomous_kart", executable="metrics_node", @@ -64,6 +27,5 @@ def generate_launch_description(): ), ] ), - launch_jetson, ] ) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py index 102d5e0e..655bc9f5 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py @@ -191,6 +191,15 @@ def lines_endpoint(): "static": static_xy, "dynamic": master_node.get_dynamic_line(), }) + +@app.route("/jetson/start", methods=["POST"]) +def jetson_start(): + if not master_node: + return jsonify({"error": "not initialized"}), 500 + + master_node.start_jetson() + + return True, "jetson launch started" def start(node: MasterNode) -> None: diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index 3a1bec37..717ab68d 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -1,6 +1,7 @@ import json import threading import time +import subprocess from enum import Enum import math @@ -35,6 +36,8 @@ def __init__(self): self.yaw_cal_tick_dt = self.get_parameter("yaw_cal_tick_dt").value self.yaw_cal_accel_floor = self.get_parameter("yaw_cal_accel_floor").value self.yaw_cal_min_samples = self.get_parameter("yaw_cal_min_samples").value + self.jetson_ip = self.get_parameter("jetson_ip").value + self.jetson_user = self.get_parameter("jetson_username").value assert self.state in [s.value for s in STATES] @@ -331,6 +334,24 @@ def get_gps_status(self): with self._lock: return dict(self.gps_status_data) + def start_jetson(self): + with self._lock: + remote_command = ( + "bash ~/run_remote.sh --update" + ) + + ssh_command = [ + "ssh", + "-t", + f"{self.jetson_user}@{self.jetson_ip}", + remote_command, + ] + + self.logger.info("Starting Jetson bringup...") + + subprocess.Popen([ + ssh_command, + ]) def main(args=None): rclpy.init(args=args) diff --git a/src/autonomous_kart/autonomous_kart/params/system.yaml b/src/autonomous_kart/autonomous_kart/params/system.yaml index e0a7ca61..7b55e1d2 100644 --- a/src/autonomous_kart/autonomous_kart/params/system.yaml +++ b/src/autonomous_kart/autonomous_kart/params/system.yaml @@ -5,3 +5,5 @@ system_state: "IDLE" # "STOPPED", "IDLE", "MANUAL", "AUTONOMOUS" system_frequency: 60 # Speed of hot loop (Hertz) line_path: "/ws/data/racing_line/line14.csv" + jetson_ip: "0.0.0.0" + jetson_username: "evc" \ No newline at end of file From 1d46025f2ca3ee33ed41192b03e76899a791a4db Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 01:48:21 +0000 Subject: [PATCH 09/86] jetson tailscape addr --- src/autonomous_kart/autonomous_kart/params/system.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/params/system.yaml b/src/autonomous_kart/autonomous_kart/params/system.yaml index 7b55e1d2..d7b29ae2 100644 --- a/src/autonomous_kart/autonomous_kart/params/system.yaml +++ b/src/autonomous_kart/autonomous_kart/params/system.yaml @@ -5,5 +5,5 @@ system_state: "IDLE" # "STOPPED", "IDLE", "MANUAL", "AUTONOMOUS" system_frequency: 60 # Speed of hot loop (Hertz) line_path: "/ws/data/racing_line/line14.csv" - jetson_ip: "0.0.0.0" + jetson_ip: "evc-jetson.tail73145c.ts.net" jetson_username: "evc" \ No newline at end of file From ddf8bf33e28b74f0912586b88f3ef2b428fe791b Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 02:09:46 +0000 Subject: [PATCH 10/86] Add master_api node to bringup_rubik launch file --- .../autonomous_kart/launch/bringup_rubik.launch.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py index d00b71d2..3fb824b8 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -25,6 +25,12 @@ def generate_launch_description(): executable="metrics_node", name="metrics_node", ), + Node( + package="autonomous_kart", + executable="master_api", + name="master_api", + parameters=[system_yaml], + ), ] ), ] From 0d3ef44aee45fe90398b7ca02596d909f0b16a08 Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 02:14:42 +0000 Subject: [PATCH 11/86] pls work --- .../autonomous_kart/nodes/master/master_node.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index 717ab68d..ff8d969d 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -349,9 +349,7 @@ def start_jetson(self): self.logger.info("Starting Jetson bringup...") - subprocess.Popen([ - ssh_command, - ]) + subprocess.Popen(ssh_command) def main(args=None): rclpy.init(args=args) From 0cc69162c41585a07efb8d0a44d1f54f4985bc01 Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 02:16:39 +0000 Subject: [PATCH 12/86] ssh --- docker/Dockerfile | 1 + 1 file changed, 1 insertion(+) diff --git a/docker/Dockerfile b/docker/Dockerfile index eca954a4..5b5141f7 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -20,6 +20,7 @@ RUN apt-get -o Acquire::http::Pipeline-Depth="0" \ ros-${ROS_DISTRO}-rclpy ros-${ROS_DISTRO}-ros2bag \ ros-${ROS_DISTRO}-tf2-tools ros-${ROS_DISTRO}-image-transport \ ros-${ROS_DISTRO}-cv-bridge \ + openssh-client \ git curl nano \ socat rtklib i2c-tools && \ rm -rf /var/lib/apt/lists/* From 9bc8d0d0fc38b4444576812fe67c2952e2c3974c Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 02:30:52 +0000 Subject: [PATCH 13/86] jsonify it!! --- .../autonomous_kart/nodes/master/master_api.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py index 655bc9f5..7a171b4e 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py @@ -199,7 +199,9 @@ def jetson_start(): master_node.start_jetson() - return True, "jetson launch started" + return jsonify({ + "message": "jetson launch started" + }) def start(node: MasterNode) -> None: From d770149d6bf67efd43defc92eaa852d703afb630 Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 03:04:09 +0000 Subject: [PATCH 14/86] restart and update jetston endpoint --- .../nodes/master/master_api.py | 18 +++++++++-- .../nodes/master/master_node.py | 31 +++++++++++++++++-- 2 files changed, 44 insertions(+), 5 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py index 7a171b4e..a0f3f5c0 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py @@ -192,15 +192,27 @@ def lines_endpoint(): "dynamic": master_node.get_dynamic_line(), }) -@app.route("/jetson/start", methods=["POST"]) +@app.route("/jetson/restart", methods=["POST"]) def jetson_start(): if not master_node: return jsonify({"error": "not initialized"}), 500 - master_node.start_jetson() + master_node.restart_jetson() return jsonify({ - "message": "jetson launch started" + "message": "jetson restart started" + }) + + +@app.route("/jetson/update", methods=["POST"]) +def jetson_update(): + if not master_node: + return jsonify({"error": "not initialized"}), 500 + + master_node.update_jetson() + + return jsonify({ + "message": "jetson update started" }) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index ff8d969d..2f29f2cd 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -334,7 +334,8 @@ def get_gps_status(self): with self._lock: return dict(self.gps_status_data) - def start_jetson(self): + # pull latest code, rebuild container, and restart bringup on jetson + def restart_jetson(self): with self._lock: remote_command = ( "bash ~/run_remote.sh --update" @@ -347,7 +348,33 @@ def start_jetson(self): remote_command, ] - self.logger.info("Starting Jetson bringup...") + self.logger.info("Rebuilding Jetson container and pulling latest code...") + + subprocess.Popen(ssh_command) + + # only pull latest code, dont rebuild container + def update_jetson(self): + with self._lock: + remote_command = ( + "cd ~/AutonomousKart && " + "git pull && " + "docker exec ros2-dev bash -lc '" + "source /opt/ros/humble/setup.bash && " + "cd /ws && " + "colcon build --symlink-install && " + "source install/setup.bash && " + "ros2 launch autonomous_kart bringup_jetson.launch.py" + "'" + ) + + ssh_command = [ + "ssh", + "-t", + f"{self.jetson_user}@{self.jetson_ip}", + remote_command, + ] + + self.logger.info("Starting Jetson and pulling latest code...") subprocess.Popen(ssh_command) From ed2cf21a05c9036fd76ba437a85166ba4e7d00dc Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 12:32:42 -0400 Subject: [PATCH 15/86] remove --symlink-install from colcon build --- src/autonomous_kart/autonomous_kart/nodes/master/master_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index 2f29f2cd..9914ec5b 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -361,7 +361,7 @@ def update_jetson(self): "docker exec ros2-dev bash -lc '" "source /opt/ros/humble/setup.bash && " "cd /ws && " - "colcon build --symlink-install && " + "colcon build && " "source install/setup.bash && " "ros2 launch autonomous_kart bringup_jetson.launch.py" "'" From 41813af7ca774f67c2df9069b6db1db008ae1193 Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 13:13:54 -0400 Subject: [PATCH 16/86] copilot comments --- scripts/start.bash | 1 + .../nodes/master/master_api.py | 26 ++++++- .../nodes/master/master_node.py | 78 +++++++++---------- 3 files changed, 65 insertions(+), 40 deletions(-) diff --git a/scripts/start.bash b/scripts/start.bash index bb047013..9ca04e74 100755 --- a/scripts/start.bash +++ b/scripts/start.bash @@ -27,4 +27,5 @@ elif [ "$TARGET_DEVICE" == "rubik" ]; then sleep 1 done ) & +fi sleep infinity \ No newline at end of file diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py index a0f3f5c0..473572f4 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py @@ -192,8 +192,20 @@ def lines_endpoint(): "dynamic": master_node.get_dynamic_line(), }) +@app.route("/jetson/hotswap", methods=["POST"]) +def jetson_hotswap(): + if not master_node: + return jsonify({"error": "not initialized"}), 500 + + master_node.hotswap_jetson() + + return jsonify({ + "message": "jetson hotswap started" + }) + + @app.route("/jetson/restart", methods=["POST"]) -def jetson_start(): +def jetson_restart(): if not master_node: return jsonify({"error": "not initialized"}), 500 @@ -216,6 +228,18 @@ def jetson_update(): }) +@app.route("/jetson/rebuild", methods=["POST"]) +def jetson_rebuild(): + if not master_node: + return jsonify({"error": "not initialized"}), 500 + + master_node.rebuild_jetson() + + return jsonify({ + "message": "jetson rebuild started" + }) + + def start(node: MasterNode) -> None: try: rclpy.spin(node) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index 9914ec5b..4dcd26c2 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -334,49 +334,49 @@ def get_gps_status(self): with self._lock: return dict(self.gps_status_data) - # pull latest code, rebuild container, and restart bringup on jetson - def restart_jetson(self): - with self._lock: - remote_command = ( - "bash ~/run_remote.sh --update" - ) - - ssh_command = [ - "ssh", - "-t", - f"{self.jetson_user}@{self.jetson_ip}", - remote_command, - ] - - self.logger.info("Rebuilding Jetson container and pulling latest code...") + # Jetson remote management + + def _ssh_fire(self, remote_command: str, log_msg: str): + """Shared helper: open a non-blocking SSH subprocess to the Jetson.""" + ssh_command = [ + "ssh", "-t", + f"{self.jetson_user}@{self.jetson_ip}", + remote_command, + ] + self.logger.info(log_msg) + subprocess.Popen(ssh_command) + + def hotswap_jetson(self): + """Git-pull and rebuild inside the *running* container, then relaunch bringup_rubik. + The container is never stopped — fastest way to pick up new code mid-session.""" + self._ssh_fire( + "bash ~/run_remote.sh --hotswap", + "Hotswapping: pulling latest code and relaunching inside running container...", + ) - subprocess.Popen(ssh_command) + def restart_jetson(self): + """Stop the container, rebuild the ROS workspace, and relaunch bringup. + No git pull, no Docker image pull — fastest way to bounce the stack.""" + self._ssh_fire( + "bash ~/run_remote.sh --restart", + "Restarting Jetson container (no code update)...", + ) - # only pull latest code, dont rebuild container def update_jetson(self): - with self._lock: - remote_command = ( - "cd ~/AutonomousKart && " - "git pull && " - "docker exec ros2-dev bash -lc '" - "source /opt/ros/humble/setup.bash && " - "cd /ws && " - "colcon build && " - "source install/setup.bash && " - "ros2 launch autonomous_kart bringup_jetson.launch.py" - "'" - ) - - ssh_command = [ - "ssh", - "-t", - f"{self.jetson_user}@{self.jetson_ip}", - remote_command, - ] - - self.logger.info("Starting Jetson and pulling latest code...") + """Git-pull the latest code, then restart. + Use this before a session to pick up new commits without a full image rebuild.""" + self._ssh_fire( + "bash ~/run_remote.sh --update", + "Pulling latest code and restarting Jetson...", + ) - subprocess.Popen(ssh_command) + def rebuild_jetson(self): + """Pull the latest Docker image, git-pull code, then restart. + Use this after a Docker image has been pushed (e.g. new deps or base OS change).""" + self._ssh_fire( + "bash ~/run_remote.sh --rebuild", + "Pulling latest Docker image + code and rebuilding Jetson...", + ) def main(args=None): rclpy.init(args=args) From d37d01391151431c172523b0fb518f105709e18e Mon Sep 17 00:00:00 2001 From: shb-png Date: Fri, 15 May 2026 13:59:16 -0400 Subject: [PATCH 17/86] auto accept host key --- .../autonomous_kart/nodes/master/master_node.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index 4dcd26c2..700c0b7a 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -339,10 +339,13 @@ def get_gps_status(self): def _ssh_fire(self, remote_command: str, log_msg: str): """Shared helper: open a non-blocking SSH subprocess to the Jetson.""" ssh_command = [ - "ssh", "-t", - f"{self.jetson_user}@{self.jetson_ip}", - remote_command, - ] + "ssh", "-t", + "-o", "StrictHostKeyChecking=no", + "-o", "UserKnownHostsFile=/dev/null", + f"{self.jetson_user}@{self.jetson_ip}", + remote_command, + ] + self.logger.info(log_msg) subprocess.Popen(ssh_command) From a3b3f5a1170cc3b28013efb63bb34c7a55ce3425 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 00:37:29 +0000 Subject: [PATCH 18/86] Move camera node to Rubik --- .../autonomous_kart/launch/bringup_jetson.launch.py | 7 ------- .../autonomous_kart/launch/bringup_rubik.launch.py | 9 +++++++++ 2 files changed, 9 insertions(+), 7 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py index b63d91cd..1bf5d556 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py @@ -9,7 +9,6 @@ def generate_launch_description(): pkg_share = get_package_share_directory("autonomous_kart") - camera_yaml = os.path.join(pkg_share, "params", "camera.yaml") gps_yaml = os.path.join(pkg_share, "params", "gps.yaml") safety_yaml = os.path.join(pkg_share, "params", "safety.yaml") system_yaml = os.path.join(pkg_share, "params", "system.yaml") @@ -27,12 +26,6 @@ def generate_launch_description(): [ SetParametersFromFile(system_yaml), SetParameter(name="simulation_mode", value=sim_mode), - Node( - package="autonomous_kart", - executable="camera_node", - name="camera_node", - parameters=[camera_yaml], - ), Node( package="autonomous_kart", executable="pathfinder_node", diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py index 3fb824b8..dc258c42 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -9,7 +9,10 @@ def generate_launch_description(): pkg_share = get_package_share_directory("autonomous_kart") + + camera_yaml = os.path.join(pkg_share, "params", "camera.yaml") system_yaml = os.path.join(pkg_share, "params", "system.yaml") + sim_mode = LaunchConfiguration("simulation_mode") return LaunchDescription( @@ -20,6 +23,12 @@ def generate_launch_description(): SetParametersFromFile(system_yaml), SetParameter(name="simulation_mode", value=sim_mode), + Node( + package="autonomous_kart", + executable="camera_node", + name="camera_node", + parameters=[camera_yaml], + ), Node( package="autonomous_kart", executable="metrics_node", From c9624172c8044eb2327be5436bff242881f63d94 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 00:38:24 +0000 Subject: [PATCH 19/86] Don't use metrics node --- .../autonomous_kart/launch/bringup_rubik.launch.py | 5 ----- 1 file changed, 5 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py index dc258c42..a99129c8 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -29,11 +29,6 @@ def generate_launch_description(): name="camera_node", parameters=[camera_yaml], ), - Node( - package="autonomous_kart", - executable="metrics_node", - name="metrics_node", - ), Node( package="autonomous_kart", executable="master_api", From e3229991801e296a91fa2153393a235353be90c1 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 00:42:35 +0000 Subject: [PATCH 20/86] Don't start master api on both --- .../autonomous_kart/launch/bringup_rubik.launch.py | 6 ------ 1 file changed, 6 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py index a99129c8..69dc500e 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -29,12 +29,6 @@ def generate_launch_description(): name="camera_node", parameters=[camera_yaml], ), - Node( - package="autonomous_kart", - executable="master_api", - name="master_api", - parameters=[system_yaml], - ), ] ), ] From 62079084d4194f47cc08a9fc9ffe7f5b6ae4b7ff Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 01:28:08 +0000 Subject: [PATCH 21/86] Docker compose service per target --- compose/docker-compose.yml | 78 +++++++++++++++++++++++++------------- 1 file changed, 51 insertions(+), 27 deletions(-) diff --git a/compose/docker-compose.yml b/compose/docker-compose.yml index fc04eb93..b5508538 100644 --- a/compose/docker-compose.yml +++ b/compose/docker-compose.yml @@ -1,31 +1,55 @@ version: "3.8" + +x-dev-base: &dev-base + image: ghcr.io/evc-purdue/ros2-humble-dev:main + + network_mode: host + + stdin_open: true + tty: true + + volumes: + - ../:/ws + - ros_cache:/root/.cache + + environment: + - ROS_DISTRO=humble + - ROS_DOMAIN_ID=42 + - ROS_LOCALHOST_ONLY=0 + - RMW_IMPLEMENTATION=rmw_cyclonedds_cpp + - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml + + command: bash /ws/scripts/start.bash + services: - dev: - image: ghcr.io/evc-purdue/ros2-humble-dev:main - container_name: ros2-dev - hostname: ros2-dev - volumes: - - ../:/ws - - ros_cache:/root/.cache - - /data/kart_logs:/ws/logs # logs location + + dev-jetson: + <<: *dev-base + + container_name: ros2-dev-jetson + hostname: jetson-dev + environment: - - ROS_DISTRO=humble - - ROS_DOMAIN_ID=42 - - ROS_LOCALHOST_ONLY=0 - - TARGET_DEVICE=jetson # set target device for build (ex: jetson, rubik) - - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml - ports: - - "8000:8000" -# devices: -# - "/dev/ttyACM0:/dev/ttyACM0" -# - "/dev/ttyTHS1:/dev/ttyTHS1" # GPS -# - "/dev/i2c-7:/dev/i2c-7" -# - "/dev/spidev12.0:/dev/spidev12.0" # SPI bus 12, CS0 -# - "/dev/video0:/dev/video0" - stdin_open: true - tty: true - restart: always - command: bash /ws/scripts/start.bash - network_mode: host + - TARGET_DEVICE=jetson + - ROS_NETWORK_INTERFACE=enP8p1s0 + + # devices: + # - "/dev/ttyACM0:/dev/ttyACM0" # canable + # - "/dev/ttyTHS1:/dev/ttyTHS1" # GPS + # - "/dev/i2c-7:/dev/i2c-7" # IMU + + dev-rubik: + <<: *dev-base + + container_name: ros2-dev-rubik + hostname: rubik-dev + + environment: + - TARGET_DEVICE=rubik + - ROS_NETWORK_INTERFACE=enxf074e47f50f9 + + # devices: + # - "/dev/video0:/dev/video0" + volumes: - ros_cache: + ros_cache: \ No newline at end of file From 093309c4164f3678f81d5285c7c9dc34519dd3a4 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 01:28:28 +0000 Subject: [PATCH 22/86] Update devcontainer jsons --- .devcontainer/devcontainer.jetson.json | 43 +++++++++++++++++++ ...devcontainer.json => devcontainer.pi.json} | 13 +++++- 2 files changed, 54 insertions(+), 2 deletions(-) create mode 100644 .devcontainer/devcontainer.jetson.json rename .devcontainer/{devcontainer.json => devcontainer.pi.json} (90%) diff --git a/.devcontainer/devcontainer.jetson.json b/.devcontainer/devcontainer.jetson.json new file mode 100644 index 00000000..d1adb667 --- /dev/null +++ b/.devcontainer/devcontainer.jetson.json @@ -0,0 +1,43 @@ +{ + "name": "ROS2 Jetson Dev", + + "dockerComposeFile": [ + "../compose/docker-compose.yml" + ], + + "service": "dev-jetson", + + "workspaceFolder": "/ws", + + "containerEnv": { + "ROS_DOMAIN_ID": "42", + "ROS_LOCALHOST_ONLY": "0", + "RMW_IMPLEMENTATION": "rmw_cyclonedds_cpp", + "CYCLONEDDS_URI": "file:///ws/docker/cyclonedds.xml" + }, + + "customizations": { + "vscode": { + "extensions": [ + "ms-python.python", + "ms-python.vscode-pylance", + "ms-azuretools.vscode-docker", + "foxglove.vscode-foxglove" + ], + + "settings": { + "python.defaultInterpreterPath": "/ws/.venv/bin/python", + + "python.analysis.extraPaths": [ + "/ws/install", + "/opt/ros/humble/lib/python3.10/site-packages", + "/opt/ros/humble/local/lib/python3.10/dist-packages", + "/ws/install/lib/python3.10/site-packages" + ] + } + } + }, + + "postCreateCommand": "bash /ws/scripts/devcontainer_post_create.sh", + "postAttachCommand": "bash /ws/scripts/devcontainer_post_attach.sh" +} \ No newline at end of file diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.pi.json similarity index 90% rename from .devcontainer/devcontainer.json rename to .devcontainer/devcontainer.pi.json index 198b41ad..426e8aad 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.pi.json @@ -1,15 +1,21 @@ { - "name": "ROS2 rclpy Dev", + "name": "ROS2 Pi Dev", + "dockerComposeFile": [ "../compose/docker-compose.yml" ], - "service": "dev", + + "service": "dev-pi", + "workspaceFolder": "/ws", + "containerEnv": { "ROS_DOMAIN_ID": "42", "ROS_LOCALHOST_ONLY": "0", + "RMW_IMPLEMENTATION": "rmw_cyclonedds_cpp", "CYCLONEDDS_URI": "file:///ws/docker/cyclonedds.xml" }, + "customizations": { "vscode": { "extensions": [ @@ -18,8 +24,10 @@ "ms-azuretools.vscode-docker", "foxglove.vscode-foxglove" ], + "settings": { "python.defaultInterpreterPath": "/ws/.venv/bin/python", + "python.analysis.extraPaths": [ "/ws/install", "/opt/ros/humble/lib/python3.10/site-packages", @@ -29,6 +37,7 @@ } } }, + "postCreateCommand": "bash /ws/scripts/devcontainer_post_create.sh", "postAttachCommand": "bash /ws/scripts/devcontainer_post_attach.sh" } \ No newline at end of file From aca85d0e02806d697acde03d69ad1382c7c474bb Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 01:28:49 +0000 Subject: [PATCH 23/86] CycloneDDS config to work over the network --- docker/cyclonedds.xml | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/docker/cyclonedds.xml b/docker/cyclonedds.xml index 22c864df..37b993e5 100644 --- a/docker/cyclonedds.xml +++ b/docker/cyclonedds.xml @@ -3,6 +3,14 @@ xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="https://cdds.io/config https://raw.githubusercontent.com/eclipse-cyclonedds/cyclonedds/master/etc/cyclonedds.xsd"> + + true + + + + + + auto 32 From 8f4de0053049328af7b9240f5fa0db187e230732 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 01:34:57 +0000 Subject: [PATCH 24/86] Rename pi to rubik --- .../{devcontainer.pi.json => devcontainer.rubik.json} | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) rename .devcontainer/{devcontainer.pi.json => devcontainer.rubik.json} (94%) diff --git a/.devcontainer/devcontainer.pi.json b/.devcontainer/devcontainer.rubik.json similarity index 94% rename from .devcontainer/devcontainer.pi.json rename to .devcontainer/devcontainer.rubik.json index 426e8aad..0a4e9a09 100644 --- a/.devcontainer/devcontainer.pi.json +++ b/.devcontainer/devcontainer.rubik.json @@ -1,11 +1,11 @@ { - "name": "ROS2 Pi Dev", + "name": "ROS2 Rubik Dev", "dockerComposeFile": [ "../compose/docker-compose.yml" ], - "service": "dev-pi", + "service": "dev-rubik", "workspaceFolder": "/ws", From ddfdfd034d0c041245d07613824b20bc51fc0c74 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 01:46:28 +0000 Subject: [PATCH 25/86] Hand merge the base compose more readable --- compose/docker-compose.yml | 63 ++++++++++++++++++++------------------ 1 file changed, 34 insertions(+), 29 deletions(-) diff --git a/compose/docker-compose.yml b/compose/docker-compose.yml index b5508538..e907e5f3 100644 --- a/compose/docker-compose.yml +++ b/compose/docker-compose.yml @@ -1,55 +1,60 @@ version: "3.8" -x-dev-base: &dev-base - image: ghcr.io/evc-purdue/ros2-humble-dev:main - - network_mode: host - - stdin_open: true - tty: true - - volumes: - - ../:/ws - - ros_cache:/root/.cache - - environment: - - ROS_DISTRO=humble - - ROS_DOMAIN_ID=42 - - ROS_LOCALHOST_ONLY=0 - - RMW_IMPLEMENTATION=rmw_cyclonedds_cpp - - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml - - command: bash /ws/scripts/start.bash - services: dev-jetson: - <<: *dev-base - container_name: ros2-dev-jetson hostname: jetson-dev - environment: - TARGET_DEVICE=jetson - ROS_NETWORK_INTERFACE=enP8p1s0 - + - ROS_DISTRO=humble + - ROS_DOMAIN_ID=42 + - ROS_LOCALHOST_ONLY=0 + - RMW_IMPLEMENTATION=rmw_cyclonedds_cpp + - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml # devices: # - "/dev/ttyACM0:/dev/ttyACM0" # canable # - "/dev/ttyTHS1:/dev/ttyTHS1" # GPS # - "/dev/i2c-7:/dev/i2c-7" # IMU + image: ghcr.io/evc-purdue/ros2-humble-dev:main + network_mode: host + stdin_open: true + tty: true + restart: always + volumes: + - ../:/ws + - ros_cache:/root/.cache + - /data/kart_logs:/ws/logs + ports: + - "8000:8000" + command: bash /ws/scripts/start.bash dev-rubik: - <<: *dev-base - container_name: ros2-dev-rubik hostname: rubik-dev - environment: - TARGET_DEVICE=rubik - ROS_NETWORK_INTERFACE=enxf074e47f50f9 - + - ROS_DISTRO=humble + - ROS_DOMAIN_ID=42 + - ROS_LOCALHOST_ONLY=0 + - RMW_IMPLEMENTATION=rmw_cyclonedds_cpp + - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml # devices: # - "/dev/video0:/dev/video0" + image: ghcr.io/evc-purdue/ros2-humble-dev:main + network_mode: host + stdin_open: true + tty: true + restart: always + volumes: + - ../:/ws + - ros_cache:/root/.cache + - /data/kart_logs:/ws/logs + ports: + - "8000:8000" + command: bash /ws/scripts/start.bash volumes: ros_cache: \ No newline at end of file From ef68586a2623d6f6cb2845600ba5a84f0220cc58 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 02:11:33 +0000 Subject: [PATCH 26/86] Update quickstart --- docs/README/quickstart.md | 33 +++++++++++++++++++++++++++++++-- 1 file changed, 31 insertions(+), 2 deletions(-) diff --git a/docs/README/quickstart.md b/docs/README/quickstart.md index d8890383..55ae54b4 100644 --- a/docs/README/quickstart.md +++ b/docs/README/quickstart.md @@ -19,9 +19,17 @@ ros2 launch autonomous_kart bringup_sim.launch.py sudo systemctl start docker ``` 2) Make container + +- JETSON ```bash -sudo docker compose -f compose/docker-compose.yml up -d dev +sudo docker compose -f compose/docker-compose.yml up -d dev-jetson ``` + +- RUBIK +```bash +sudo docker compose -f compose/docker-compose.yml up -d dev-rubik +``` + 3) Exec into container ```bash docker exec -it bash @@ -31,5 +39,26 @@ docker exec -it bash source /opt/ros/humble/setup.bash colcon build source install/setup.bash -ros2 launch autonomous_kart bringup_pi.launch.py +``` + +5) Launch + +- JETSON +```bash +ros2 launch autonomous_kart bringup_jetson.launch.py +``` + +- RUBIK +```bash +ros2 launch autonomous_kart bringup_rubik.launch.py +``` + +- ALL +```bash +ros2 launch autonomous_kart bringup_all.launch.py +``` + +- SIM +```bash +ros2 launch autonomous_kart bringup_sim.launch.py ``` \ No newline at end of file From 0ba8be0e3562150d4427ca9d1ea5741b287f121a Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 02:18:58 +0000 Subject: [PATCH 27/86] Update docs --- docs/README/quickstart.md | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/docs/README/quickstart.md b/docs/README/quickstart.md index 55ae54b4..d0c80d75 100644 --- a/docs/README/quickstart.md +++ b/docs/README/quickstart.md @@ -31,9 +31,17 @@ sudo docker compose -f compose/docker-compose.yml up -d dev-rubik ``` 3) Exec into container + +- JETSON +```bash +docker exec -it ros2-dev-jetson bash +``` + +- RUBIK ```bash -docker exec -it bash +docker exec -it ros2-dev-rubik bash ``` + 4) Setup ROS ```bash source /opt/ros/humble/setup.bash @@ -56,9 +64,4 @@ ros2 launch autonomous_kart bringup_rubik.launch.py - ALL ```bash ros2 launch autonomous_kart bringup_all.launch.py -``` - -- SIM -```bash -ros2 launch autonomous_kart bringup_sim.launch.py ``` \ No newline at end of file From 404d2b082e6f4a53feea42372558e275b102d942 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 02:37:31 +0000 Subject: [PATCH 28/86] camera update --- src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py b/src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py index f8514c34..cca97dad 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py @@ -54,7 +54,7 @@ def __init__(self): raise RuntimeError(f"Failed to open video: {video_path}") else: - self.cap = cv2.VideoCapture(0) + self.cap = cv2.VideoCapture('/dev/video0') self.video_fps = self.fps if not self.cap.isOpened(): From 6aa876486f175e816f671542216b53d321874cd4 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 03:00:09 +0000 Subject: [PATCH 29/86] sudo --- docs/README/quickstart.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/README/quickstart.md b/docs/README/quickstart.md index d0c80d75..1ed9d080 100644 --- a/docs/README/quickstart.md +++ b/docs/README/quickstart.md @@ -34,12 +34,12 @@ sudo docker compose -f compose/docker-compose.yml up -d dev-rubik - JETSON ```bash -docker exec -it ros2-dev-jetson bash +sudo docker exec -it ros2-dev-jetson bash ``` - RUBIK ```bash -docker exec -it ros2-dev-rubik bash +sudo docker exec -it ros2-dev-rubik bash ``` 4) Setup ROS From e40588f29e6bc1fae8d925bfbfe9e8a68af98a0c Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 03:00:15 +0000 Subject: [PATCH 30/86] info debug print --- src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py b/src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py index cca97dad..2c223d99 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/camera/camera_node.py @@ -84,6 +84,7 @@ def timer_callback(self): self.logger.warning("No frame available") if publish_frame is not None: + self.logger.info(f"Publishing frame {self.frame_counter}") self.image_pub.publish(publish_frame) self.frame_counter += 1 From 8d07380c9c478fb7bfbe1ce30372a6c1b9a7a081 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 17:25:54 +0000 Subject: [PATCH 31/86] Use system level enviorment variables to revert back to one service this allows the same exact commands to be used on the jetson or rubik to launch the respective ones just need to make sure the variables are set on the jetson/rubik correctly --- compose/docker-compose.yml | 55 +++++++++----------------------------- 1 file changed, 12 insertions(+), 43 deletions(-) diff --git a/compose/docker-compose.yml b/compose/docker-compose.yml index e907e5f3..c4d88d88 100644 --- a/compose/docker-compose.yml +++ b/compose/docker-compose.yml @@ -1,60 +1,29 @@ version: "3.8" - services: - - dev-jetson: - container_name: ros2-dev-jetson - hostname: jetson-dev - environment: - - TARGET_DEVICE=jetson - - ROS_NETWORK_INTERFACE=enP8p1s0 - - ROS_DISTRO=humble - - ROS_DOMAIN_ID=42 - - ROS_LOCALHOST_ONLY=0 - - RMW_IMPLEMENTATION=rmw_cyclonedds_cpp - - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml - # devices: - # - "/dev/ttyACM0:/dev/ttyACM0" # canable - # - "/dev/ttyTHS1:/dev/ttyTHS1" # GPS - # - "/dev/i2c-7:/dev/i2c-7" # IMU + dev: image: ghcr.io/evc-purdue/ros2-humble-dev:main - network_mode: host - stdin_open: true - tty: true - restart: always + container_name: ros2-dev + hostname: "${TARGET_DEVICE:-jetson}-dev" volumes: - ../:/ws - ros_cache:/root/.cache - - /data/kart_logs:/ws/logs - ports: - - "8000:8000" - command: bash /ws/scripts/start.bash - - dev-rubik: - container_name: ros2-dev-rubik - hostname: rubik-dev + - /data/kart_logs:/ws/logs # logs location environment: - - TARGET_DEVICE=rubik - - ROS_NETWORK_INTERFACE=enxf074e47f50f9 - ROS_DISTRO=humble - ROS_DOMAIN_ID=42 - ROS_LOCALHOST_ONLY=0 - - RMW_IMPLEMENTATION=rmw_cyclonedds_cpp - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml - # devices: - # - "/dev/video0:/dev/video0" - image: ghcr.io/evc-purdue/ros2-humble-dev:main - network_mode: host + - TARGET_DEVICE=${TARGET_DEVICE:-jetson} + - ROS_NETWORK_INTERFACE=${ROS_NETWORK_INTERFACE:-enP8p1s0} +# devices: +# - "/dev/ttyACM0:/dev/ttyACM0" # canable +# - "/dev/ttyTHS1:/dev/ttyTHS1" # GPS +# - "/dev/i2c-7:/dev/i2c-7" # IMU +# - "/dev/video0:/dev/video0" # camera stdin_open: true tty: true restart: always - volumes: - - ../:/ws - - ros_cache:/root/.cache - - /data/kart_logs:/ws/logs - ports: - - "8000:8000" command: bash /ws/scripts/start.bash - + network_mode: host volumes: ros_cache: \ No newline at end of file From 2368bf3fc03564336f6902405f9c1c730b96b823 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 17:26:15 +0000 Subject: [PATCH 32/86] update docs --- docs/README/quickstart.md | 38 +++----------------------------------- 1 file changed, 3 insertions(+), 35 deletions(-) diff --git a/docs/README/quickstart.md b/docs/README/quickstart.md index 1ed9d080..71bd8ecc 100644 --- a/docs/README/quickstart.md +++ b/docs/README/quickstart.md @@ -19,49 +19,17 @@ ros2 launch autonomous_kart bringup_sim.launch.py sudo systemctl start docker ``` 2) Make container - -- JETSON ```bash -sudo docker compose -f compose/docker-compose.yml up -d dev-jetson +sudo docker compose -f compose/docker-compose.yml up -d dev ``` - -- RUBIK -```bash -sudo docker compose -f compose/docker-compose.yml up -d dev-rubik -``` - 3) Exec into container - -- JETSON ```bash -sudo docker exec -it ros2-dev-jetson bash +docker exec -it ros2-dev bash ``` - -- RUBIK -```bash -sudo docker exec -it ros2-dev-rubik bash -``` - 4) Setup ROS ```bash source /opt/ros/humble/setup.bash colcon build source install/setup.bash -``` - -5) Launch - -- JETSON -```bash -ros2 launch autonomous_kart bringup_jetson.launch.py -``` - -- RUBIK -```bash -ros2 launch autonomous_kart bringup_rubik.launch.py -``` - -- ALL -```bash -ros2 launch autonomous_kart bringup_all.launch.py +ros2 launch autonomous_kart bringup_${TARGET_DEVICE:-jetson}.launch.py ``` \ No newline at end of file From 101c49827f55cd970274b0a5d99cc110a01db134 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Sun, 17 May 2026 17:29:40 +0000 Subject: [PATCH 33/86] now can revert devcontainer json much cleaner --- .devcontainer/devcontainer.jetson.json | 43 ------------------- ...container.rubik.json => devcontainer.json} | 13 +----- 2 files changed, 2 insertions(+), 54 deletions(-) delete mode 100644 .devcontainer/devcontainer.jetson.json rename .devcontainer/{devcontainer.rubik.json => devcontainer.json} (89%) diff --git a/.devcontainer/devcontainer.jetson.json b/.devcontainer/devcontainer.jetson.json deleted file mode 100644 index d1adb667..00000000 --- a/.devcontainer/devcontainer.jetson.json +++ /dev/null @@ -1,43 +0,0 @@ -{ - "name": "ROS2 Jetson Dev", - - "dockerComposeFile": [ - "../compose/docker-compose.yml" - ], - - "service": "dev-jetson", - - "workspaceFolder": "/ws", - - "containerEnv": { - "ROS_DOMAIN_ID": "42", - "ROS_LOCALHOST_ONLY": "0", - "RMW_IMPLEMENTATION": "rmw_cyclonedds_cpp", - "CYCLONEDDS_URI": "file:///ws/docker/cyclonedds.xml" - }, - - "customizations": { - "vscode": { - "extensions": [ - "ms-python.python", - "ms-python.vscode-pylance", - "ms-azuretools.vscode-docker", - "foxglove.vscode-foxglove" - ], - - "settings": { - "python.defaultInterpreterPath": "/ws/.venv/bin/python", - - "python.analysis.extraPaths": [ - "/ws/install", - "/opt/ros/humble/lib/python3.10/site-packages", - "/opt/ros/humble/local/lib/python3.10/dist-packages", - "/ws/install/lib/python3.10/site-packages" - ] - } - } - }, - - "postCreateCommand": "bash /ws/scripts/devcontainer_post_create.sh", - "postAttachCommand": "bash /ws/scripts/devcontainer_post_attach.sh" -} \ No newline at end of file diff --git a/.devcontainer/devcontainer.rubik.json b/.devcontainer/devcontainer.json similarity index 89% rename from .devcontainer/devcontainer.rubik.json rename to .devcontainer/devcontainer.json index 0a4e9a09..198b41ad 100644 --- a/.devcontainer/devcontainer.rubik.json +++ b/.devcontainer/devcontainer.json @@ -1,21 +1,15 @@ { - "name": "ROS2 Rubik Dev", - + "name": "ROS2 rclpy Dev", "dockerComposeFile": [ "../compose/docker-compose.yml" ], - - "service": "dev-rubik", - + "service": "dev", "workspaceFolder": "/ws", - "containerEnv": { "ROS_DOMAIN_ID": "42", "ROS_LOCALHOST_ONLY": "0", - "RMW_IMPLEMENTATION": "rmw_cyclonedds_cpp", "CYCLONEDDS_URI": "file:///ws/docker/cyclonedds.xml" }, - "customizations": { "vscode": { "extensions": [ @@ -24,10 +18,8 @@ "ms-azuretools.vscode-docker", "foxglove.vscode-foxglove" ], - "settings": { "python.defaultInterpreterPath": "/ws/.venv/bin/python", - "python.analysis.extraPaths": [ "/ws/install", "/opt/ros/humble/lib/python3.10/site-packages", @@ -37,7 +29,6 @@ } } }, - "postCreateCommand": "bash /ws/scripts/devcontainer_post_create.sh", "postAttachCommand": "bash /ws/scripts/devcontainer_post_attach.sh" } \ No newline at end of file From fa2b8a24f191e9f2509ea286ce069f76ef01cbe9 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 14:03:27 -0400 Subject: [PATCH 34/86] chore(localization): add steering slop parameter to BicycleModel and sim_bicycle --- .../nodes/localization/localization_node.py | 13 +++++++----- .../nodes/localization/sim_bicycle.py | 21 ++++++++++++++++--- .../autonomous_kart/params/localization.yaml | 3 ++- 3 files changed, 28 insertions(+), 9 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index 36b162be..eabc1c01 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -53,16 +53,19 @@ def _init_sim(self): steer_max = float(self.get_parameter("steer_max_deg").value) hz = float(self.get_parameter("system_frequency").value) - self.model = BicycleModel(wheelbase, v_max, steer_max) + # Sim noise + actuator delay + def _np(name, default): + return float(self._param(name, default)) + + steer_slop_deg = _np("sim_steer_slop_deg", 0.0) + self.model = BicycleModel( + wheelbase, v_max, steer_max, steer_slop_deg=steer_slop_deg, + ) self.dt = 1.0 / hz # Spawn at racing line start if available self._auto_spawn() - # Sim noise + actuator delay - def _np(name, default): - return float(self._param(name, default)) - self._sim_delay_s = _np("sim_actuator_delay_s", 0.0) self._sim_motor_std = _np("sim_cmd_motor_noise_mps", 0.0) self._sim_steer_std = _np("sim_cmd_steer_noise_deg", 0.0) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/sim_bicycle.py b/src/autonomous_kart/autonomous_kart/nodes/localization/sim_bicycle.py index b7f216c6..21464435 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/sim_bicycle.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/sim_bicycle.py @@ -15,12 +15,17 @@ def __init__( steer_max_deg: float, accel_tau: float = 0.5, brake_tau: float = 0.3, + steer_slop_deg: float = 0.0, ): self.wheelbase = wheelbase_m self.v_max = v_max_mps self.steer_max_rad = math.radians(steer_max_deg) self.accel_tau = accel_tau self.brake_tau = brake_tau + # Half-width of the steering deadzone (backlash). Actual wheel angle + # only updates when the command moves more than this past it. + self.steer_slop_rad = math.radians(max(0.0, steer_slop_deg)) + self.delta_actual_rad = 0.0 self.x = 0.0 self.y = 0.0 @@ -32,6 +37,7 @@ def reset(self, x: float, y: float, yaw: float): self.y = y self.yaw = yaw self.speed = 0.0 + self.delta_actual_rad = 0.0 def step(self, target_mps: float, steer_deg: float, dt: float): """Advance one timestep. Returns (x, y, yaw, speed).""" @@ -42,9 +48,18 @@ def step(self, target_mps: float, steer_deg: float, dt: float): alpha = dt / (tau + dt) self.speed += alpha * (target_v - self.speed) - # Clamp steering - delta = math.radians(steer_deg) - delta = max(-self.steer_max_rad, min(self.steer_max_rad, delta)) + # Clamp commanded steering + delta_cmd = math.radians(steer_deg) + delta_cmd = max(-self.steer_max_rad, min(self.steer_max_rad, delta_cmd)) + + # Mechanical slop / backlash: the actual wheel angle only changes + # when the command moves past the deadzone band around it. + slop = self.steer_slop_rad + if delta_cmd > self.delta_actual_rad + slop: + self.delta_actual_rad = delta_cmd - slop + elif delta_cmd < self.delta_actual_rad - slop: + self.delta_actual_rad = delta_cmd + slop + delta = self.delta_actual_rad # Bicycle kinematics self.x += self.speed * math.cos(self.yaw) * dt diff --git a/src/autonomous_kart/autonomous_kart/params/localization.yaml b/src/autonomous_kart/autonomous_kart/params/localization.yaml index abe99dff..d942b953 100644 --- a/src/autonomous_kart/autonomous_kart/params/localization.yaml +++ b/src/autonomous_kart/autonomous_kart/params/localization.yaml @@ -19,9 +19,10 @@ localization_node: # Sim-only noise + actuator delay sim_odom_rate_hz: 10.0 # /odom publish rate (Hz) matches real GPS cadence sim_noise_seed: 0 # RNG seed (deterministic noise sequence) - sim_actuator_delay_s: 0.08 # 80 ms + sim_actuator_delay_s: 0.20 # 200 ms sim_cmd_motor_noise_mps: 0.3 # std on throttle command (m/s) sim_cmd_steer_noise_deg: 1.0 # std on steering command (deg) + sim_steer_slop_deg: 2.0 # mechanical backlash half-width (deg) sim_pos_noise_m: 0.03 # std on x, y output (m) sim_yaw_noise_deg: 0.5 # std on yaw output (deg) sim_speed_noise_mps: 0.05 # std on speed output (m/s) \ No newline at end of file From 6e6b1381ca8d822bfb4ec350fc03e30ff0cc5bab Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 14:03:34 -0400 Subject: [PATCH 35/86] chore(mpc): add mppi elite fraction parameter for improved control. --- .../nodes/pathfinder/planners/mpc.py | 27 ++++++++++++++++--- 1 file changed, 24 insertions(+), 3 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py index f3548867..ba03d8c6 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py @@ -75,6 +75,11 @@ def __init__(self, params: dict, kart: KartConstants, racing_line: list, # Below this speed, dpsi = v/L*tan(delta) ~= 0 so the cost can't # distinguish steering choices — hold delta at 0 until v crosses the gate. self.steer_observability_v = float(g("steer_observability_v_mps", 0.5)) + # Elite-mean fraction: instead of argmin over K samples, average the + # top `mppi_elite_frac × K` samples' first actions. Cuts per-tick noise + # without the phase-lag cost a 1st-order LPF would impose. 1.0/K = pure + # argmin (no smoothing). + self.mppi_elite_frac = float(g("mppi_elite_frac", 0.1)) # Corridor (centerline = racing line) tw = float(g("track_half_width_m", 2.5)) @@ -518,11 +523,21 @@ def _solve(self, x0, y0, yaw0, v0, j_now, v_target, v_cap): cost = (c_d + c_h + c_v + c_delta + c_drate + c_accel + c_bnd + c_edge + c_prog + c_term_d + c_term_h + c_alat) - # Corridor enforcement is a soft quadratic penalty (c_bnd above) - best = int(np.argmin(cost)) + # Corridor enforcement is a soft quadratic penalty (c_bnd above). + # Pick the action by averaging the top `mppi_elite_frac × K` samples' + # control sequences (CEM-style elite mean). Cuts per-tick command + # noise vs raw argmin without adding a phase lag. The reported "best" + # cost is still the elite minimum so feasibility / failsafe still + # gate on the truly-best trajectory. + n_elite = max(1, int(round(self.mppi_elite_frac * self.K))) + elite_idx = np.argpartition(cost, n_elite - 1)[:n_elite] + best = int(elite_idx[np.argmin(cost[elite_idx])]) best_cost = float(cost[best]) feasible = best_cost < self.feasibility_threshold - u = np.stack([delta_seq[best], accel_seq[best]], axis=0) + u = np.stack([ + np.mean(delta_seq[elite_idx, :], axis=0), + np.mean(accel_seq[elite_idx, :], axis=0), + ], axis=0) traj = {"d": d[best], "s": s[best]} breakdown = ( float(c_d[best]), float(c_h[best]), float(c_v[best]), @@ -551,6 +566,12 @@ def train_step(self, motor_mps: float, steering_deg: float, x: float, y: float, yaw: float, v: float, now_ns: int) -> None: """Drive the residual learner from another planner's commands so it keeps training when MPC isn't the active planner.""" + # Sync MPC's internal control state to what was actually executed. + # Without this, delta_prev / u_mean drift on MPC's own fictional picks + # and the candidate cloud diverges from the kart's real steering, + # producing saturated δ_cmd telemetry and bogus residual targets. + self.delta_prev = math.radians(steering_deg) + self.u_mean[0, :] = self.delta_prev if not self.residual.enabled: return t0 = time.perf_counter() From 337d3af89f7bef0902addcad715247b70d14caf6 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 14:48:07 -0400 Subject: [PATCH 36/86] chore(pathfinder): add GPS data handling for improved state tracking. --- .../autonomous_kart/nodes/master/master_node.py | 7 ++++++- .../nodes/pathfinder/pathfinder_node.py | 14 ++++++++++++++ .../nodes/pathfinder/planners/base.py | 6 ++++++ .../nodes/pathfinder/planners/mpc.py | 13 +++++++++++++ 4 files changed, 39 insertions(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index d192933a..5086b5c7 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -164,7 +164,7 @@ def get_dynamic_line(self): def _mpc_status_callback(self, msg: Float32MultiArray): data = list(msg.data) - if len(data) < 44: + if len(data) < 51: return snapshot = { "received": True, @@ -214,6 +214,11 @@ def _mpc_status_callback(self, msg: Float32MultiArray): "kappa_local": float(data[41]), "consec_failures": int(data[42]), "corridor_half": float(data[43]), + # GPS pose passthrough (indices 47..50; 44..46 are residual telemetry). + "gps_x": float(data[47]), + "gps_y": float(data[48]), + "gps_yaw_rad": float(data[49]), + "gps_v": float(data[50]), } with self._lock: self.mpc_status_data = snapshot diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py index 7da78d39..5125f850 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py @@ -71,6 +71,10 @@ def __init__(self): self.current_yaw = 0.0 self.current_speed_mps = 0.0 self._latest_track_angles: Optional[Tuple[float, ...]] = None + # Raw GPS pose cache, passed through to MPC for offline EKF-vs-GPS diff. + self.gps_xy: Tuple[float, float] = (math.nan, math.nan) + self.gps_yaw = math.nan + self.gps_speed_mps = math.nan # Shared residual learner — survives planner / line swaps so training # state persists across mode changes. @@ -104,6 +108,7 @@ def __init__(self): # Subscriptions self.create_subscription(Odometry, "odom", self._on_odom, 10) + self.create_subscription(Odometry, "gps", self._on_gps, 10) self.create_subscription(Float32MultiArray, "track_angles", self._on_track_angles, 5) self.create_subscription(String, "system_state", self.update_state, 10) self.create_subscription(Float32MultiArray, "manual_commands", self.manual_loop, 5) @@ -133,6 +138,12 @@ def _on_odom(self, msg: Odometry): self.current_speed_mps = float(msg.twist.twist.linear.x) self.pose_ready = True + def _on_gps(self, msg: Odometry): + p = msg.pose.pose.position + self.gps_xy = (float(p.x), float(p.y)) + self.gps_yaw = self._yaw_from_quaternion(msg.pose.pose.orientation) + self.gps_speed_mps = float(msg.twist.twist.linear.x) + def _on_track_angles(self, msg: Float32MultiArray): self._latest_track_angles = tuple(msg.data) if msg.data else None @@ -194,6 +205,9 @@ def _autonomous_tick(self): speed_mps=self.current_speed_mps, track_angles=self._latest_track_angles, now_ns=self.get_clock().now().nanoseconds, + gps_xy=self.gps_xy, + gps_yaw_rad=self.gps_yaw, + gps_speed_mps=self.gps_speed_mps, ) # Always run MPC.plan() so mpc/status keeps flowing for telemetry, regardless of state or active planner diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py index 5546dd9b..4ad745f5 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py @@ -1,5 +1,6 @@ from abc import ABC, abstractmethod from dataclasses import dataclass +from math import nan from typing import ClassVar, Optional, Tuple @@ -21,6 +22,11 @@ class PlannerInputs: speed_mps: float track_angles: Optional[Tuple[float, ...]] now_ns: int + # Raw GPS pose passthrough for EKF-vs-GPS comparison in mpc/status. + # NaN when no GPS fix has been seen yet. + gps_xy: Tuple[float, float] = (nan, nan) + gps_yaw_rad: float = nan + gps_speed_mps: float = nan class Planner(ABC): diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py index ba03d8c6..5259e462 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py @@ -170,12 +170,22 @@ def __init__(self, params: dict, kart: KartConstants, racing_line: list, # Reusable rng self._rng = np.random.default_rng(0) + # Latest raw GPS pose snapshot — appended to status payload so the + # mpc/status log alone is enough to diff EKF vs raw GPS offline. + self._gps_x = math.nan + self._gps_y = math.nan + self._gps_yaw = math.nan + self._gps_v = math.nan + # plan def plan(self, inputs: PlannerInputs) -> Optional[Tuple[float, float]]: t0 = time.perf_counter() x, y = inputs.pose_xy yaw = inputs.yaw_rad v = max(0.0, inputs.speed_mps) + self._gps_x, self._gps_y = inputs.gps_xy + self._gps_yaw = inputs.gps_yaw_rad + self._gps_v = inputs.gps_speed_mps # Frenet against the STATIC racing line so the rejoin gate uses # CTE-to-line, not CTE-to-overlay. @@ -644,6 +654,9 @@ def _publish_status(self, mode, success, t0, s, d, psi_track, v, v_target, float({"off": 0, "shadow": 1, "apply": 2}.get(self.residual.mode, 1)), float(np.linalg.norm(self.residual.theta_s)), float(np.linalg.norm(self.residual.theta_d)), + # Raw GPS pose (EKF-vs-GPS diff). NaN until first /gps fix. + float(self._gps_x), float(self._gps_y), + float(self._gps_yaw), float(self._gps_v), ] self.status_pub.publish(Float32MultiArray(data=payload)) From aaa3d3b88c71551aa756a2fef1112480aa19b95d Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 14:51:43 -0400 Subject: [PATCH 37/86] chore(docker-compose): enable device mappings for hardware integration. --- compose/docker-compose.yml | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/compose/docker-compose.yml b/compose/docker-compose.yml index e2530e7c..b9d40caf 100644 --- a/compose/docker-compose.yml +++ b/compose/docker-compose.yml @@ -15,12 +15,10 @@ services: - CYCLONEDDS_URI=file:///ws/docker/cyclonedds.xml ports: - "8000:8000" -# devices: -# - "/dev/ttyACM0:/dev/ttyACM0" -# - "/dev/ttyTHS1:/dev/ttyTHS1" # GPS -# - "/dev/i2c-7:/dev/i2c-7" -# - "/dev/spidev12.0:/dev/spidev12.0" # SPI bus 12, CS0 -# - "/dev/video0:/dev/video0" + devices: + - "/dev/ttyACM0:/dev/ttyACM0" + - "/dev/ttyTHS1:/dev/ttyTHS1" # GPS + - "/dev/i2c-7:/dev/i2c-7" stdin_open: true tty: true restart: always From a961472c3f639438e2259832f79f6aaf552f5bbd Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 15:19:03 -0400 Subject: [PATCH 38/86] chore(mpc_residual): add safety parameters for outlier handling and resets. --- .../nodes/pathfinder/planners/mpc.py | 5 +- .../nodes/pathfinder/planners/mpc_residual.py | 59 ++++++++++++++++--- .../autonomous_kart/params/pathfinder.yaml | 6 ++ 3 files changed, 62 insertions(+), 8 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py index 5259e462..390f4354 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py @@ -152,7 +152,10 @@ def __init__(self, params: dict, kart: KartConstants, racing_line: list, if k.startswith("residual.") } # Shared ResidualLearner survives planner / line swaps so training state persists - self.residual = residual if residual is not None else ResidualLearner(residual_params, solve_dt) + s_total = float(self._static_arrays["s"][-1]) + self.residual = residual if residual is not None else ResidualLearner( + residual_params, solve_dt, s_total=s_total, + ) self._nom_steps = max(1, int(round(self.residual.target_horizon_s / self.dt))) self._last_motor_mps = 0.0 self._train_dt = solve_dt diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py index f712be83..cc74cf1c 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py @@ -34,10 +34,13 @@ def _features(d: float, v_s: float, v_d: float, kappa: float, class ResidualLearner: - def __init__(self, params: dict, solve_dt: float): + def __init__(self, params: dict, solve_dt: float, s_total: float = 0.0): """solve_dt is the wall-time between successive plan() calls - (= 1/system_frequency), used to size the push/step delay. - Defaults here are a fallback only; yaml under residual.* is canonical.""" + (= 1/system_frequency), used to size the push/step delay. s_total + is the racing-line arc length, used to unwrap actual_ds across the + closed-track seam — without this, the first lap-completion poisons + the RLS with a ~−s_total target. Defaults here are a fallback only; + yaml under residual.* is canonical.""" g = params.get self.mode = str(g("mode", "shadow")).lower() # off | shadow | apply self.target_horizon_s = float(g("target_horizon_s", 0.5)) @@ -45,11 +48,23 @@ def __init__(self, params: dict, solve_dt: float): self.lam = float(g("forgetting_factor", 0.99)) self.min_speed = float(g("min_train_speed_mps", 0.5)) self.err_window = int(g("error_window", 200)) - - p0 = float(g("initial_cov", 1000.0)) + # Safety knobs — see mpc_debug/residual_retrain.py for justification. + self.s_total = float(s_total) + # Drop samples whose target residual exceeds this magnitude (catches + # lap-seam wrap leftovers, sensor glitches, simulator teleports). + self.outlier_threshold = float(g("outlier_threshold_m", 5.0)) + # Cap on trace(P) — prevents covariance from drifting unbounded + # while the planner sits in low-excitation regimes (e.g., saturated δ). + self.max_p_trace = float(g("max_p_trace", 1.0e5)) + # If either θ norm exceeds this, the learner has diverged: drop + # everything and start fresh. Better to lose state than to feed + # MPC poisoned residuals in apply mode. + self.max_theta_norm = float(g("max_theta_norm", 50.0)) + + self.p0 = float(g("initial_cov", 1000.0)) self.theta_s = np.zeros(NUM_FEATURES) self.theta_d = np.zeros(NUM_FEATURES) - self.P = np.eye(NUM_FEATURES) * p0 + self.P = np.eye(NUM_FEATURES) * self.p0 # Buffer holds the last `horizon_steps` snapshots; pop when target arrives. self._pending: Deque[Tuple[np.ndarray, float, float, float, float]] = deque( @@ -65,6 +80,8 @@ def __init__(self, params: dict, solve_dt: float): self.last_pred_s = 0.0 self.last_pred_d = 0.0 self.samples_trained = 0 + self.outliers_dropped = 0 + self.divergence_resets = 0 @property def enabled(self) -> bool: @@ -89,10 +106,23 @@ def step(self, s_now: float, d_now: float) -> None: phi, s0, d0, nom_ds, nom_dd = self._pending.popleft() actual_ds = s_now - s0 actual_dd = d_now - d0 - # Residual targets + # Unwrap actual_ds across the closed-track seam. Without this, every + # lap completion produces a ≈ −s_total target and detonates the RLS. + if self.s_total > 0.0: + half = 0.5 * self.s_total + if actual_ds < -half: + actual_ds += self.s_total + elif actual_ds > half: + actual_ds -= self.s_total r_s = actual_ds - nom_ds r_d = actual_dd - nom_dd + # Outlier rejection — protects against residual sensor glitches, + # teleports, or wrap leftovers that snuck past the s-unwrap. + if abs(r_s) > self.outlier_threshold or abs(r_d) > self.outlier_threshold: + self.outliers_dropped += 1 + return + # Errors for diagnostics (before update) pred_s = float(phi @ self.theta_s) pred_d = float(phi @ self.theta_d) @@ -112,6 +142,21 @@ def step(self, s_now: float, d_now: float) -> None: self.P = (self.P - np.outer(K, Pphi)) / self.lam self.samples_trained += 1 + # Cap trace(P) — bounds the covariance growth that 1/λ would otherwise + # accumulate when novelty is low. + tr = float(np.trace(self.P)) + if tr > self.max_p_trace: + self.P *= self.max_p_trace / tr + + # If θ has diverged, blow away everything and start over rather than + # let apply mode hand MPC garbage residuals. + if (np.linalg.norm(self.theta_s) > self.max_theta_norm + or np.linalg.norm(self.theta_d) > self.max_theta_norm): + self.theta_s.fill(0.0) + self.theta_d.fill(0.0) + self.P = np.eye(NUM_FEATURES) * self.p0 + self.divergence_resets += 1 + def predict(self, phi: np.ndarray) -> Tuple[float, float]: if not self.enabled: self.last_pred_s = 0.0 diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index b30477f6..6ac9dd86 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -88,6 +88,12 @@ pathfinder_node: mpc.residual.initial_cov: 1000.0 mpc.residual.min_train_speed_mps: 0.5 mpc.residual.error_window: 200 + # safety: drop samples whose target residual exceeds this magnitude + mpc.residual.outlier_threshold_m: 5.0 + # safety: cap covariance trace to bound P drift under low excitation + mpc.residual.max_p_trace: 100000.0 + # safety: reset θ + P when ||θ|| exceeds this (panic divergence guard) + mpc.residual.max_theta_norm: 50.0 # safety wrapper safety.enabled: true From 52be1a9d910703280c780f3bd062039b87782aeb Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 15:34:25 -0400 Subject: [PATCH 39/86] feat(pathfinder): add wheel speed and EKF snapshot handling features. --- .../nodes/localization/localization_node.py | 25 ++++++++ .../nodes/master/master_node.py | 16 ++++- .../nodes/pathfinder/pathfinder_node.py | 58 ++++++++++++++++++- .../nodes/pathfinder/planners/base.py | 14 +++++ .../nodes/pathfinder/planners/mpc.py | 33 +++++++++++ 5 files changed, 143 insertions(+), 3 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index 9b94c00b..3a2a2bcb 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -188,6 +188,14 @@ def _init_real(self): Float32, "e_comms/kart_speed_m_per_s", self._wheel_speed_cb, 5 ) + # Per-GPS-event EKF snapshot: prior (IMU+wheel only) vs posterior + # (after GPS fold-in) plus the raw measurement, for offline + # EKF-vs-GPS innovation analysis. + self.gps_event_pub = self.create_publisher( + Float32MultiArray, "localization/gps_event", 10, + ) + self._gps_event_seq = 0 + # 1 Hz watchdog self.create_timer(1.0, self._imu_watchdog) @@ -327,13 +335,30 @@ def gps_callback(self, msg: Odometry): return # Already initialized: run corrections, do NOT publish + # Snapshot the EKF state (IMU+wheel predict only) just before GPS is + # folded in, and the posterior after, so /localization/gps_event lets + # offline analysis see how far IMU+wheel dead-reckoning had drifted. + prior = self.ekf.x.copy() self.ekf.update_gps_xy(x, y, R_xy) if have_yaw: self.ekf.update_heading(yaw_meas, var_yaw) if have_speed: self.ekf.update_speed(v_meas, var_v) + post = self.ekf.x.copy() self._last_gps_t = t + self._gps_event_seq += 1 + self.gps_event_pub.publish(Float32MultiArray(data=[ + float(self._gps_event_seq), + float(x), float(y), float(yaw_meas), float(v_meas), + 1.0 if have_yaw else 0.0, + 1.0 if have_speed else 0.0, + float(prior[0]), float(prior[1]), + float(prior[2]), float(prior[3]), + float(post[0]), float(post[1]), + float(post[2]), float(post[3]), + ])) + def _publish_odom(self, x: float, y: float, yaw: float, speed: float, cov=None, speed_var=None): now = self.get_clock().now().to_msg() diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index 5086b5c7..652262d6 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -164,7 +164,7 @@ def get_dynamic_line(self): def _mpc_status_callback(self, msg: Float32MultiArray): data = list(msg.data) - if len(data) < 51: + if len(data) < 63: return snapshot = { "received": True, @@ -219,6 +219,20 @@ def _mpc_status_callback(self, msg: Float32MultiArray): "gps_y": float(data[48]), "gps_yaw_rad": float(data[49]), "gps_v": float(data[50]), + # Wheel speed + last-GPS-event EKF prior/posterior snapshot. + # gps_event_seq increments per /localization/gps_event publish. + "wheel_speed_mps": float(data[51]), + "gps_event_seq": int(data[52]), + "gps_have_yaw": bool(data[53] > 0.5), + "gps_have_speed": bool(data[54] > 0.5), + "ekf_prior_x": float(data[55]), + "ekf_prior_y": float(data[56]), + "ekf_prior_yaw_rad": float(data[57]), + "ekf_prior_v": float(data[58]), + "ekf_post_x": float(data[59]), + "ekf_post_y": float(data[60]), + "ekf_post_yaw_rad": float(data[61]), + "ekf_post_v": float(data[62]), } with self._lock: self.mpc_status_data = snapshot diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py index 5125f850..0ab79a54 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py @@ -6,7 +6,7 @@ import rclpy from nav_msgs.msg import Odometry from rclpy.node import Node -from std_msgs.msg import Float32MultiArray, String +from std_msgs.msg import Float32, Float32MultiArray, String from autonomous_kart.nodes.master.master_node import STATES from autonomous_kart.nodes.pathfinder.planners.base import KartConstants, PlannerInputs @@ -75,6 +75,18 @@ def __init__(self): self.gps_xy: Tuple[float, float] = (math.nan, math.nan) self.gps_yaw = math.nan self.gps_speed_mps = math.nan + # Wheel speed from VESC + per-GPS EKF prior/posterior snapshot. Same + # idea: ride through mpc/status so one log captures everything. + self.wheel_speed_mps = math.nan + self.gps_event_seq = 0.0 + self.gps_have_yaw = 0.0 + self.gps_have_speed = 0.0 + self.ekf_prior_xy: Tuple[float, float] = (math.nan, math.nan) + self.ekf_prior_yaw = math.nan + self.ekf_prior_v = math.nan + self.ekf_post_xy: Tuple[float, float] = (math.nan, math.nan) + self.ekf_post_yaw = math.nan + self.ekf_post_v = math.nan # Shared residual learner — survives planner / line swaps so training # state persists across mode changes. @@ -82,7 +94,12 @@ def __init__(self): k: p.value for k, p in self.get_parameters_by_prefix("mpc.residual").items() } - self.shared_residual = ResidualLearner(residual_params, 1.0 / self.system_frequency) + # s_total = racing-line arc length, needed for the residual's seam + # unwrap. Falls back to 0 (= no unwrap) if the line is empty. + s_total = float(self.racing_line[-1][0]) if self.racing_line else 0.0 + self.shared_residual = ResidualLearner( + residual_params, 1.0 / self.system_frequency, s_total=s_total, + ) # All planners are constructed; `active_planner_name` selects which # one drives cmd_drive. MPC still ticks every frame for telemetry. @@ -109,6 +126,12 @@ def __init__(self): # Subscriptions self.create_subscription(Odometry, "odom", self._on_odom, 10) self.create_subscription(Odometry, "gps", self._on_gps, 10) + self.create_subscription( + Float32MultiArray, "localization/gps_event", self._on_gps_event, 10, + ) + self.create_subscription( + Float32, "e_comms/kart_speed_m_per_s", self._on_wheel_speed, 10, + ) self.create_subscription(Float32MultiArray, "track_angles", self._on_track_angles, 5) self.create_subscription(String, "system_state", self.update_state, 10) self.create_subscription(Float32MultiArray, "manual_commands", self.manual_loop, 5) @@ -144,6 +167,25 @@ def _on_gps(self, msg: Odometry): self.gps_yaw = self._yaw_from_quaternion(msg.pose.pose.orientation) self.gps_speed_mps = float(msg.twist.twist.linear.x) + def _on_gps_event(self, msg: Float32MultiArray): + # Payload layout matches localization_node.gps_callback. + d = msg.data + if len(d) < 15: + return + self.gps_event_seq = float(d[0]) + # d[1:5] is the GPS measurement; already captured via _on_gps. + self.gps_have_yaw = float(d[5]) + self.gps_have_speed = float(d[6]) + self.ekf_prior_xy = (float(d[7]), float(d[8])) + self.ekf_prior_yaw = float(d[9]) + self.ekf_prior_v = float(d[10]) + self.ekf_post_xy = (float(d[11]), float(d[12])) + self.ekf_post_yaw = float(d[13]) + self.ekf_post_v = float(d[14]) + + def _on_wheel_speed(self, msg: Float32): + self.wheel_speed_mps = float(msg.data) + def _on_track_angles(self, msg: Float32MultiArray): self._latest_track_angles = tuple(msg.data) if msg.data else None @@ -174,6 +216,8 @@ def _on_line_swap(self, msg: String): return self.line_path = path self.racing_line = new_line + # Keep the residual's seam-unwrap calibrated to the new line length + self.shared_residual.s_total = float(new_line[-1][0]) # Rebuild planners on the new line; shared residual persists. self.planners = self._build_planners() self.logger.info(f"line -> {path} ({len(new_line)} pts)") @@ -208,6 +252,16 @@ def _autonomous_tick(self): gps_xy=self.gps_xy, gps_yaw_rad=self.gps_yaw, gps_speed_mps=self.gps_speed_mps, + wheel_speed_mps=self.wheel_speed_mps, + gps_event_seq=self.gps_event_seq, + gps_have_yaw=self.gps_have_yaw, + gps_have_speed=self.gps_have_speed, + ekf_prior_xy=self.ekf_prior_xy, + ekf_prior_yaw_rad=self.ekf_prior_yaw, + ekf_prior_v=self.ekf_prior_v, + ekf_post_xy=self.ekf_post_xy, + ekf_post_yaw_rad=self.ekf_post_yaw, + ekf_post_v=self.ekf_post_v, ) # Always run MPC.plan() so mpc/status keeps flowing for telemetry, regardless of state or active planner diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py index 4ad745f5..7959b5bd 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py @@ -27,6 +27,20 @@ class PlannerInputs: gps_xy: Tuple[float, float] = (nan, nan) gps_yaw_rad: float = nan gps_speed_mps: float = nan + # Latest VESC wheel-speed (m/s). NaN until first /e_comms/kart_speed msg. + wheel_speed_mps: float = nan + # Latest /localization/gps_event snapshot — EKF state immediately before + # and after a GPS fold-in. seq increments per event so repeats across + # successive MPC ticks (60 Hz pulling 10 Hz GPS) are detectable offline. + gps_event_seq: float = 0.0 + gps_have_yaw: float = 0.0 + gps_have_speed: float = 0.0 + ekf_prior_xy: Tuple[float, float] = (nan, nan) + ekf_prior_yaw_rad: float = nan + ekf_prior_v: float = nan + ekf_post_xy: Tuple[float, float] = (nan, nan) + ekf_post_yaw_rad: float = nan + ekf_post_v: float = nan class Planner(ABC): diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py index 390f4354..68783808 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py @@ -179,6 +179,21 @@ def __init__(self, params: dict, kart: KartConstants, racing_line: list, self._gps_y = math.nan self._gps_yaw = math.nan self._gps_v = math.nan + # Wheel speed (m/s) + last-GPS-event EKF prior/posterior snapshot. + # Drives the offline EKF-innovation analysis: prior is the IMU+wheel + # dead-reckoned state right before GPS fused in; post is after. + self._wheel_v = math.nan + self._gps_event_seq = 0.0 + self._gps_have_yaw = 0.0 + self._gps_have_speed = 0.0 + self._ekf_prior_x = math.nan + self._ekf_prior_y = math.nan + self._ekf_prior_yaw = math.nan + self._ekf_prior_v = math.nan + self._ekf_post_x = math.nan + self._ekf_post_y = math.nan + self._ekf_post_yaw = math.nan + self._ekf_post_v = math.nan # plan def plan(self, inputs: PlannerInputs) -> Optional[Tuple[float, float]]: @@ -189,6 +204,16 @@ def plan(self, inputs: PlannerInputs) -> Optional[Tuple[float, float]]: self._gps_x, self._gps_y = inputs.gps_xy self._gps_yaw = inputs.gps_yaw_rad self._gps_v = inputs.gps_speed_mps + self._wheel_v = inputs.wheel_speed_mps + self._gps_event_seq = inputs.gps_event_seq + self._gps_have_yaw = inputs.gps_have_yaw + self._gps_have_speed = inputs.gps_have_speed + self._ekf_prior_x, self._ekf_prior_y = inputs.ekf_prior_xy + self._ekf_prior_yaw = inputs.ekf_prior_yaw_rad + self._ekf_prior_v = inputs.ekf_prior_v + self._ekf_post_x, self._ekf_post_y = inputs.ekf_post_xy + self._ekf_post_yaw = inputs.ekf_post_yaw_rad + self._ekf_post_v = inputs.ekf_post_v # Frenet against the STATIC racing line so the rejoin gate uses # CTE-to-line, not CTE-to-overlay. @@ -660,6 +685,14 @@ def _publish_status(self, mode, success, t0, s, d, psi_track, v, v_target, # Raw GPS pose (EKF-vs-GPS diff). NaN until first /gps fix. float(self._gps_x), float(self._gps_y), float(self._gps_yaw), float(self._gps_v), + # Wheel speed + last-GPS-event EKF prior/posterior. seq lets the + # analyst dedupe MPC ticks (60 Hz) against GPS events (10 Hz). + float(self._wheel_v), float(self._gps_event_seq), + float(self._gps_have_yaw), float(self._gps_have_speed), + float(self._ekf_prior_x), float(self._ekf_prior_y), + float(self._ekf_prior_yaw), float(self._ekf_prior_v), + float(self._ekf_post_x), float(self._ekf_post_y), + float(self._ekf_post_yaw), float(self._ekf_post_v), ] self.status_pub.publish(Float32MultiArray(data=payload)) From f1f9e226d480bb3634454da2e4daa8d795dad588 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:02:50 -0400 Subject: [PATCH 40/86] feat(e_comms): log incoming message arbitration ID for debugging. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index 93b27fe1..56771045 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -116,7 +116,7 @@ def _on_can_msg(self, msg: can.Message): return data = bytes(msg.data) # copy, don't hold a reference - + self.logger.info(f"Msg: {msg.arbitration_id:X}") if msg.arbitration_id == STATUS_ID: self.executor.create_task(lambda: self.handle_adcb_status_msg(data)) elif msg.arbitration_id == VESC_STATUS_1_ID: From 46135ba89cc2f5bf8e5cf101700b1f665aafba1c Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:05:50 -0400 Subject: [PATCH 41/86] feat(imu): refine calibration logic and add rotation matrix handling. --- .../autonomous_kart/nodes/imu/imu_node.py | 36 +++++++++++-- .../autonomous_kart/params/imu.yaml | 4 +- src/autonomous_kart/test/test_imu_node.py | 54 +++++++++++++++++++ 3 files changed, 87 insertions(+), 7 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py b/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py index 8b6c05ff..209b19b2 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py @@ -188,13 +188,27 @@ def _accumulate(self, accel, gyro): def _finish_calibration(self): with self._lock: - self.gyro_bias = [s / self._calib_count for s in self._calib_sum] + count = self._calib_count + gyro_bias = [s / count for s in self._calib_sum] + accel_mean_raw = np.array([s / count for s in self._calib_accel_sum]) + # Level correction: any x/y component in the measured gravity + # after R_MOUNT is residual chassis tilt. Rotate the measured + # direction onto the z axis, matching its existing sign so we + # only zero x/y (not flip the accel.z convention downstream). + a_post_mount = R_MOUNT @ accel_mean_raw + target_z = math.copysign(abs(self.default_g), a_post_mount[2]) + target = np.array([0.0, 0.0, target_z]) + R_level = _level_rotation(a_post_mount, target) + R_full = R_level @ R_MOUNT + a_corrected = R_full @ accel_mean_raw + self.gyro_bias = gyro_bias + self.R = R_full self.state = CALIBRATED self.last_error = "" - count = self._calib_count - bias_snapshot = list(self.gyro_bias) + bias_snapshot = list(gyro_bias) self.logger.info( - f"Calibration complete after {count} samples. gyro_bias={bias_snapshot}" + f"Calibration complete after {count} samples. " + f"gyro_bias={bias_snapshot} accel_after_R={a_corrected.tolist()}" ) self._save_cache() self._publish_status() @@ -209,12 +223,23 @@ def _try_load_cache(self): bias = data["gyro_bias"] if not (isinstance(bias, list) and len(bias) == 3): raise ValueError("gyro_bias must be a length-3 list") + # R is optional for backward compatibility with older caches + # that only stored gyro_bias; fall back to mount-only rotation. + R_arr = R_MOUNT.copy() + R_data = data.get("R") + if R_data is not None: + R_arr = np.asarray(R_data, dtype=float) + if R_arr.shape != (3, 3): + raise ValueError("R must be 3x3") with self._lock: self.gyro_bias = [float(b) for b in bias] + self.R = R_arr self.state = CALIBRATED bias_snapshot = list(self.gyro_bias) + R_snapshot = self.R.tolist() self.logger.info( - f"Loaded calibration from {self.cache_path}: gyro_bias={bias_snapshot}" + f"Loaded calibration from {self.cache_path}: " + f"gyro_bias={bias_snapshot} R={R_snapshot}" ) except (OSError, ValueError, KeyError, json.JSONDecodeError) as e: self.logger.warning( @@ -225,6 +250,7 @@ def _save_cache(self): with self._lock: payload = { "gyro_bias": list(self.gyro_bias), + "R": np.asarray(self.R).tolist(), "samples": self._calib_count, "timestamp": time.time(), } diff --git a/src/autonomous_kart/autonomous_kart/params/imu.yaml b/src/autonomous_kart/autonomous_kart/params/imu.yaml index a2a9248f..4661a530 100644 --- a/src/autonomous_kart/autonomous_kart/params/imu.yaml +++ b/src/autonomous_kart/autonomous_kart/params/imu.yaml @@ -12,8 +12,8 @@ imu_node: gyro_lsb_per_dps: 131.0 # Motion guards used during calibration per sample to force retry - gyro_motion_thresh: 0.05 # rad/s, ~3 deg/s of jitter allowed - accel_motion_thresh: 0.5 # m/s^2 deviation from |g| + gyro_motion_thresh: 0.02 # rad/s, ~1.1 deg/s of jitter allowed + accel_motion_thresh: 0.2 # m/s^2 deviation from |g| cmd_vel_zero_eps: 0.01 # m/s cmd_vel_max_age_s: 1.0 diff --git a/src/autonomous_kart/test/test_imu_node.py b/src/autonomous_kart/test/test_imu_node.py index 01c37824..7d6de0cc 100644 --- a/src/autonomous_kart/test/test_imu_node.py +++ b/src/autonomous_kart/test/test_imu_node.py @@ -246,6 +246,60 @@ def test_calibration_aborts_on_accel_anomaly(imu_factory): # --------------------------------------------------- happy-path calibration +def test_calibration_levels_accel_xy(imu_factory, tmp_path): + """Tilted chassis: accel calibration must rotate measured gravity onto +Z. + + Pick a raw accel that, after R_MOUNT (diag(1, -1, -1)), points slightly off + +Z. After calibration the published accel should land at (0, 0, +|g|). + """ + import numpy as np + + cache = tmp_path / "out.json" + # Tilted chassis: |raw| == 16384 (i.e. magnitude |g|), but split between + # x and z. (4000, 0, 15873) gives ~14 deg tilt around the chip's +Y. + raw_ax, raw_az = 4000, 15873 + with imu_factory(cache_path=cache, calibration_samples=6) as (node, bus, _rclpy): + bus.next_read = _make_burst(accel_raw=(raw_ax, 0, raw_az), gyro_raw=(0, 0, 0)) + + for _ in range(6): + node.publish_imu() + + assert node.state == CALIBRATED, node.last_error + # Apply learned R to the same raw accel: x/y must zero out and z must + # carry the full magnitude (level rotation preserves length). + accel_m = np.array([raw_ax, 0, raw_az]) / 16384.0 * node.default_g + corrected = node.R @ accel_m + assert corrected[0] == pytest.approx(0.0, abs=1e-6) + assert corrected[1] == pytest.approx(0.0, abs=1e-6) + assert abs(corrected[2]) == pytest.approx(np.linalg.norm(accel_m), rel=1e-9) + + # Cache round-trips R. + payload = json.loads(cache.read_text()) + assert "R" in payload + assert np.allclose(np.asarray(payload["R"]), node.R) + + +def test_cache_round_trip_restores_R(imu_factory, tmp_path): + """A cached R must be reloaded so the kart doesn't have to re-level.""" + import numpy as np + + cache = tmp_path / "cal.json" + R_saved = [ + [0.9848, 0.0, 0.1736], + [0.0, 1.0, 0.0], + [-0.1736, 0.0, 0.9848], + ] + cache.write_text(json.dumps({ + "gyro_bias": [0.0, 0.0, 0.0], + "R": R_saved, + "samples": 200, + "timestamp": 0.0, + })) + with imu_factory(cache_path=cache) as (node, _bus, _rclpy): + assert node.state == CALIBRATED + assert np.allclose(node.R, np.asarray(R_saved)) + + def test_calibration_completes_and_writes_cache(imu_factory, tmp_path): cache = tmp_path / "out.json" # Tiny non-zero gyro so the bias is testable, well below motion threshold. From ffb9221170f55f06be8d06eb438d7892fac6e294 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:07:42 -0400 Subject: [PATCH 42/86] feat(localization): add handling for reverse motion in yaw measurement. --- .../nodes/localization/localization_node.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index 3a2a2bcb..665ebc5a 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -20,7 +20,7 @@ from geometry_msgs.msg import Quaternion, TransformStamped from tf2_ros import TransformBroadcaster -from .ekf import LocalizationEKF +from .ekf import LocalizationEKF, _wrap from .sim_bicycle import BicycleModel @@ -313,6 +313,17 @@ def gps_callback(self, msg: Odometry): var_v = float(msg.twist.covariance[0]) have_yaw = var_yaw < self.vtg_yaw_var_max have_speed = var_v < self.vtg_speed_var_max + # VTG track is course-over-ground = direction of motion. If the kart + # is rolling in reverse (wheel speed negative), COG points 180° from + # the body yaw — flip it before folding into the EKF. We trust the + # signed VESC speed first; fall back to the EKF's own v if VTG speed + # is unavailable but the filter already has a confident estimate. + if have_yaw: + v_for_sign = v_meas if have_speed else ( + float(self.ekf.x[3]) if self.ekf.initialized else 0.0 + ) + if v_for_sign < 0.0: + yaw_meas = _wrap(yaw_meas + math.pi) if not self.ekf.initialized: if not self._imu_seen: From 2f6da812f347a85a35a3fd2ea7df6f3fc8fbf309 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:09:39 -0400 Subject: [PATCH 43/86] fix(logging): comment out logging of arbitration ID in e_comms_node. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index 56771045..82a53f63 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -116,7 +116,7 @@ def _on_can_msg(self, msg: can.Message): return data = bytes(msg.data) # copy, don't hold a reference - self.logger.info(f"Msg: {msg.arbitration_id:X}") + # self.logger.info(f"Msg: {msg.arbitration_id:X}") if msg.arbitration_id == STATUS_ID: self.executor.create_task(lambda: self.handle_adcb_status_msg(data)) elif msg.arbitration_id == VESC_STATUS_1_ID: From bb57a38dca2d9ff7af2c9f43a73afb39458c0157 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:19:08 -0400 Subject: [PATCH 44/86] fix(e_comms): multiply steering degree by 3 in convert method. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index 82a53f63..95db96fa 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -155,6 +155,7 @@ def cmd_drive(self, msg: Float32MultiArray): def convert(self, throttle_m_per_s: float, steering_deg: float) -> tuple[float, float]: """Clamp + unit-convert (steering, throttle) for the CAN control frame.""" + steering_deg *= 3 clamped_throttle_m_per_s = max(self.min_speed, min(self.max_speed, throttle_m_per_s)) throttle_erpm = powertrain.speed_to_erpm(clamped_throttle_m_per_s) From 56785cc129e55b535aa22890b0c2cb166e997fbc Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:25:18 -0400 Subject: [PATCH 45/86] fix(e_comms): increment cmd_count for each received message. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index 95db96fa..33b0d38d 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -116,6 +116,7 @@ def _on_can_msg(self, msg: can.Message): return data = bytes(msg.data) # copy, don't hold a reference + self.cmd_count += 1 # self.logger.info(f"Msg: {msg.arbitration_id:X}") if msg.arbitration_id == STATUS_ID: self.executor.create_task(lambda: self.handle_adcb_status_msg(data)) From 84e0666cc844b62a775b20d7b1f01aeb417191aa Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:26:48 -0400 Subject: [PATCH 46/86] fix(e_comms): adjust steering conversion factor from 3 to 2. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index 33b0d38d..ba21d1af 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -156,7 +156,7 @@ def cmd_drive(self, msg: Float32MultiArray): def convert(self, throttle_m_per_s: float, steering_deg: float) -> tuple[float, float]: """Clamp + unit-convert (steering, throttle) for the CAN control frame.""" - steering_deg *= 3 + steering_deg *= 2 clamped_throttle_m_per_s = max(self.min_speed, min(self.max_speed, throttle_m_per_s)) throttle_erpm = powertrain.speed_to_erpm(clamped_throttle_m_per_s) From a56940a3fbc0ed4be027c3f62addaddbe2469fe5 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:31:08 -0400 Subject: [PATCH 47/86] fix(e_comms): set steering conversion factor from 2 to 1. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 2 +- .../autonomous_kart/nodes/localization/localization_node.py | 5 ++--- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index ba21d1af..d04dcae7 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -156,7 +156,7 @@ def cmd_drive(self, msg: Float32MultiArray): def convert(self, throttle_m_per_s: float, steering_deg: float) -> tuple[float, float]: """Clamp + unit-convert (steering, throttle) for the CAN control frame.""" - steering_deg *= 2 + steering_deg *= 1 clamped_throttle_m_per_s = max(self.min_speed, min(self.max_speed, throttle_m_per_s)) throttle_erpm = powertrain.speed_to_erpm(clamped_throttle_m_per_s) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index 665ebc5a..e02c31e8 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -261,12 +261,11 @@ def _imu_cb(self, msg: Imu): ) return - omega_z = float(msg.angular_velocity.z) accel_x = float(msg.linear_acceleration.x) - omega_var = float(msg.angular_velocity_covariance[8]) accel_var = float(msg.linear_acceleration_covariance[0]) - self.ekf.predict(dt, omega_z, accel_x, omega_var, accel_var) + # Heading is GPS-only ignore IMU gyro for yaw. + self.ekf.predict(dt, 0.0, accel_x, 0.0, accel_var) px, py, yaw, v = self.ekf.x cov = self._odom_cov_from_P(self.ekf.P) From f33391a6190d4290fc330dec3aa8fe363d0de296 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:34:03 -0400 Subject: [PATCH 48/86] fix(e_comms): set steering conversion factor from 2 to 1. --- .../autonomous_kart/nodes/localization/localization_node.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index e02c31e8..fd004dfb 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -344,7 +344,7 @@ def gps_callback(self, msg: Odometry): self._last_gps_t = t return - # Already initialized: run corrections, do NOT publish + # Already initialized: run corrections then publish. # Snapshot the EKF state (IMU+wheel predict only) just before GPS is # folded in, and the posterior after, so /localization/gps_event lets # offline analysis see how far IMU+wheel dead-reckoning had drifted. @@ -357,6 +357,10 @@ def gps_callback(self, msg: Odometry): post = self.ekf.x.copy() self._last_gps_t = t + px, py, yaw, v = self.ekf.x + cov = self._odom_cov_from_P(self.ekf.P) + self._publish_odom(px, py, yaw, v, cov=cov, speed_var=float(self.ekf.P[3, 3])) + self._gps_event_seq += 1 self.gps_event_pub.publish(Float32MultiArray(data=[ float(self._gps_event_seq), From a886b5039bcda528f3d178fec19878c3a4b4b1f1 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:34:55 -0400 Subject: [PATCH 49/86] fix(e_comms): double the steering degree conversion factor in convert method. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index d04dcae7..ba21d1af 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -156,7 +156,7 @@ def cmd_drive(self, msg: Float32MultiArray): def convert(self, throttle_m_per_s: float, steering_deg: float) -> tuple[float, float]: """Clamp + unit-convert (steering, throttle) for the CAN control frame.""" - steering_deg *= 1 + steering_deg *= 2 clamped_throttle_m_per_s = max(self.min_speed, min(self.max_speed, throttle_m_per_s)) throttle_erpm = powertrain.speed_to_erpm(clamped_throttle_m_per_s) From abb9c85ab86e1c0deafd16b3437bc373b67fb768 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:36:22 -0400 Subject: [PATCH 50/86] fix(e_comms): triple the steering degree conversion factor in convert method. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index ba21d1af..33b0d38d 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -156,7 +156,7 @@ def cmd_drive(self, msg: Float32MultiArray): def convert(self, throttle_m_per_s: float, steering_deg: float) -> tuple[float, float]: """Clamp + unit-convert (steering, throttle) for the CAN control frame.""" - steering_deg *= 2 + steering_deg *= 3 clamped_throttle_m_per_s = max(self.min_speed, min(self.max_speed, throttle_m_per_s)) throttle_erpm = powertrain.speed_to_erpm(clamped_throttle_m_per_s) From 93a8d6d56b187c1b53275ea7f994365391830a50 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 16:38:46 -0400 Subject: [PATCH 51/86] =?UTF-8?q?fix(actuators):=20adjust=20max=20and=20mi?= =?UTF-8?q?n=20steering=20limits=20to=20=C2=B160=20degrees.?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/autonomous_kart/autonomous_kart/params/actuators.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/params/actuators.yaml b/src/autonomous_kart/autonomous_kart/params/actuators.yaml index c3bb5b1a..e20bb90e 100644 --- a/src/autonomous_kart/autonomous_kart/params/actuators.yaml +++ b/src/autonomous_kart/autonomous_kart/params/actuators.yaml @@ -2,5 +2,5 @@ e_comms_node: ros__parameters: min_speed: 0.0 # m/s - max_steering: 100.0 # % - min_steering: -100.0 # % + max_steering: 60.0 # % + min_steering: -60.0 # % From a42d6a75bb9da0246678c70e24bf39d33ac348d5 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 17:06:55 -0400 Subject: [PATCH 52/86] fix(mpc): add initial sync flag to manage kart's starting position. --- .../autonomous_kart/nodes/pathfinder/planners/mpc.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py index 68783808..50cab585 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py @@ -138,6 +138,9 @@ def __init__(self, params: dict, kart: KartConstants, racing_line: list, # State carried between ticks self.closest_idx = 0 # idx into the ACTIVE reference (line or bezier) self.static_closest_idx = 0 # idx into the static racing line (for CTE gate) + # First plan() does an O(n) nearest search so a kart spawned mid-track + # isn't pinned near idx 0 by _frenet's wrap-aware resync gate. + self.initial_sync_done = False self.delta_prev = 0.0 self.a_prev = 0.0 self.u_mean = np.zeros((2, self.N)) # warm-start [delta(N), accel(N)] @@ -218,6 +221,11 @@ def plan(self, inputs: PlannerInputs) -> Optional[Tuple[float, float]]: # Frenet against the STATIC racing line so the rejoin gate uses # CTE-to-line, not CTE-to-overlay. self._set_active_line(self._static_arrays) + if not self.initial_sync_done: + d2 = (self.l_x - x) ** 2 + (self.l_y - y) ** 2 + self.static_closest_idx = int(np.argmin(d2)) + self.closest_idx = self.static_closest_idx + self.initial_sync_done = True _, d_static, j_static, _, _ = self._frenet(x, y, self.static_closest_idx) self.static_closest_idx = j_static @@ -597,6 +605,7 @@ def set_racing_line(self, racing_line: list) -> None: self.line_manager.register(RejoinStrategy(**self._rejoin_kwargs)) self.closest_idx = 0 self.static_closest_idx = 0 + self.initial_sync_done = False self._reset_warm_start() self._pose_hist.clear() From 0e6050e8e0356bcb8e21d3dcf8b2130fd0e49005 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 17:38:24 -0400 Subject: [PATCH 53/86] fix(localization): include angular velocity in EKF prediction method. --- .../autonomous_kart/nodes/localization/localization_node.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index fd004dfb..697deee3 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -263,9 +263,10 @@ def _imu_cb(self, msg: Imu): accel_x = float(msg.linear_acceleration.x) accel_var = float(msg.linear_acceleration_covariance[0]) + omega_z = float(msg.angular_velocity.z) + omega_var = float(msg.angular_velocity_covariance[8]) - # Heading is GPS-only ignore IMU gyro for yaw. - self.ekf.predict(dt, 0.0, accel_x, 0.0, accel_var) + self.ekf.predict(dt, omega_z, accel_x, omega_var, accel_var) px, py, yaw, v = self.ekf.x cov = self._odom_cov_from_P(self.ekf.P) From cd316dc2d975fa074680828643d79dc5a16fe4d9 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 17:45:05 -0400 Subject: [PATCH 54/86] fix(localization): add angular velocity to EKF prediction method. --- .../autonomous_kart/nodes/localization/localization_node.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index 697deee3..465c90b8 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -263,7 +263,9 @@ def _imu_cb(self, msg: Imu): accel_x = float(msg.linear_acceleration.x) accel_var = float(msg.linear_acceleration_covariance[0]) - omega_z = float(msg.angular_velocity.z) + # gyro_z published by imu_node has the wrong sign for our chassis + # mount; negate so positive yaw_rate = left turn (FLU). + omega_z = -float(msg.angular_velocity.z) omega_var = float(msg.angular_velocity_covariance[8]) self.ekf.predict(dt, omega_z, accel_x, omega_var, accel_var) From d114e1c1b0ab65c64da54b0a91f24a5c7e24cde2 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 18:06:13 -0400 Subject: [PATCH 55/86] fix(params): update pure pursuit latency from 0.3 to 0.4 seconds. --- src/autonomous_kart/autonomous_kart/params/pathfinder.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index 6ac9dd86..8f19aa34 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -38,7 +38,7 @@ pathfinder_node: pure_pursuit.rejoin_cte_activate: 3.0 pure_pursuit.rejoin_cte_deactivate: 1.0 pure_pursuit.rejoin_merge_lookahead_m: 15.0 - pure_pursuit.latency_s: 0.3 + pure_pursuit.latency_s: 0.4 # opencv From 161d1eba50c7db778badd2cd8090228c3949f54b Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 19:15:24 -0400 Subject: [PATCH 56/86] fix(e_comms): adjust steering conversion factor from 3 to 1. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index 33b0d38d..d04dcae7 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -156,7 +156,7 @@ def cmd_drive(self, msg: Float32MultiArray): def convert(self, throttle_m_per_s: float, steering_deg: float) -> tuple[float, float]: """Clamp + unit-convert (steering, throttle) for the CAN control frame.""" - steering_deg *= 3 + steering_deg *= 1 clamped_throttle_m_per_s = max(self.min_speed, min(self.max_speed, throttle_m_per_s)) throttle_erpm = powertrain.speed_to_erpm(clamped_throttle_m_per_s) From a69f5e23f80c50afd0185ce7035b98936a1ef2c9 Mon Sep 17 00:00:00 2001 From: shay Date: Sun, 17 May 2026 19:16:04 -0400 Subject: [PATCH 57/86] fix(e_comms): update steering conversion factor from 1 to 2. --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index d04dcae7..ba21d1af 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -156,7 +156,7 @@ def cmd_drive(self, msg: Float32MultiArray): def convert(self, throttle_m_per_s: float, steering_deg: float) -> tuple[float, float]: """Clamp + unit-convert (steering, throttle) for the CAN control frame.""" - steering_deg *= 1 + steering_deg *= 2 clamped_throttle_m_per_s = max(self.min_speed, min(self.max_speed, throttle_m_per_s)) throttle_erpm = powertrain.speed_to_erpm(clamped_throttle_m_per_s) From de45e43b5f3bca6b83eb19ccc0960435fd8f2759 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 16:40:25 -0400 Subject: [PATCH 58/86] feat(residual): add residual GBM functionality, caching, and train + metrics --- .../autonomous_kart/nodes/imu/imu_node.py | 8 +- .../nodes/localization/localization_node.py | 10 +- .../nodes/master/master_api.py | 51 +++ .../nodes/master/master_node.py | 73 ++++ .../nodes/pathfinder/pathfinder_node.py | 20 + .../nodes/pathfinder/planners/base.py | 4 +- .../nodes/pathfinder/planners/mpc.py | 67 ++- .../nodes/pathfinder/planners/mpc_residual.py | 380 +++++++++++++++--- .../autonomous_kart/params/pathfinder.yaml | 37 +- src/autonomous_kart/setup.py | 1 + 10 files changed, 567 insertions(+), 84 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py b/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py index 209b19b2..74daf59f 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py @@ -191,10 +191,7 @@ def _finish_calibration(self): count = self._calib_count gyro_bias = [s / count for s in self._calib_sum] accel_mean_raw = np.array([s / count for s in self._calib_accel_sum]) - # Level correction: any x/y component in the measured gravity - # after R_MOUNT is residual chassis tilt. Rotate the measured - # direction onto the z axis, matching its existing sign so we - # only zero x/y (not flip the accel.z convention downstream). + # Level correction: any x/y component in the measured gravity after R_MOUNT is residual chassis tilt a_post_mount = R_MOUNT @ accel_mean_raw target_z = math.copysign(abs(self.default_g), a_post_mount[2]) target = np.array([0.0, 0.0, target_z]) @@ -223,8 +220,7 @@ def _try_load_cache(self): bias = data["gyro_bias"] if not (isinstance(bias, list) and len(bias) == 3): raise ValueError("gyro_bias must be a length-3 list") - # R is optional for backward compatibility with older caches - # that only stored gyro_bias; fall back to mount-only rotation. + R_arr = R_MOUNT.copy() R_data = data.get("R") if R_data is not None: diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index 465c90b8..2c4d4bc6 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -188,9 +188,7 @@ def _init_real(self): Float32, "e_comms/kart_speed_m_per_s", self._wheel_speed_cb, 5 ) - # Per-GPS-event EKF snapshot: prior (IMU+wheel only) vs posterior - # (after GPS fold-in) plus the raw measurement, for offline - # EKF-vs-GPS innovation analysis. + # For snapshotting the EKF before / after GPS event to get accuracy self.gps_event_pub = self.create_publisher( Float32MultiArray, "localization/gps_event", 10, ) @@ -264,7 +262,6 @@ def _imu_cb(self, msg: Imu): accel_x = float(msg.linear_acceleration.x) accel_var = float(msg.linear_acceleration_covariance[0]) # gyro_z published by imu_node has the wrong sign for our chassis - # mount; negate so positive yaw_rate = left turn (FLU). omega_z = -float(msg.angular_velocity.z) omega_var = float(msg.angular_velocity_covariance[8]) @@ -317,10 +314,9 @@ def gps_callback(self, msg: Odometry): have_speed = var_v < self.vtg_speed_var_max # VTG track is course-over-ground = direction of motion. If the kart # is rolling in reverse (wheel speed negative), COG points 180° from - # the body yaw — flip it before folding into the EKF. We trust the - # signed VESC speed first; fall back to the EKF's own v if VTG speed - # is unavailable but the filter already has a confident estimate. + # the body yaw so flip it so EKF is accurate if have_yaw: + # We trust the signed VESC speed first v_for_sign = v_meas if have_speed else ( float(self.ekf.x[3]) if self.ekf.initialized else 0.0 ) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py index 1e87db5f..fec7904e 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_api.py @@ -223,6 +223,57 @@ def lines_endpoint(): }) +@app.route("/residual/status", methods=["GET"]) +def residual_status(): + if not master_node: + return jsonify({"error": "master node not initialized"}), 500 + snap = master_node.get_residual_status() + if snap is None: + return jsonify({"status": "no /mpc/status received yet"}), 200 + return jsonify(snap), 200 + + +@app.route("/residual/log", methods=["GET"]) +def residual_log(): + if not master_node: + return jsonify({"error": "master node not initialized"}), 500 + try: + limit = int(request.args.get("limit", 50)) + except ValueError: + limit = 50 + return jsonify({"events": master_node.get_residual_log(limit=limit)}), 200 + + +@app.route("/residual/log/stream", methods=["GET"]) +def residual_log_stream(): + if not master_node: + return ("master node not initialized", 500) + from flask import Response + import json as _json + import time as _time + + def gen(): + last_seen = -1 + while True: + events = master_node.get_residual_log(limit=200) + # events are newest-first; emit oldest-of-the-new-ones first + new = [e for e in reversed(events) if e["train_seq"] > last_seen] + for e in new: + yield f"event: train\ndata: {_json.dumps(e)}\n\n" + last_seen = e["train_seq"] + _time.sleep(1.0) + + return Response(gen(), mimetype="text/event-stream") + + +@app.route("/residual/revert", methods=["POST"]) +def residual_revert(): + if not master_node: + return jsonify({"error": "master node not initialized"}), 500 + master_node.trigger_residual_revert() + return ("", 202) + + def start(node: MasterNode) -> None: try: rclpy.spin(node) diff --git a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py index 652262d6..faa6a5f3 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/master/master_node.py @@ -33,6 +33,10 @@ def __init__(self): assert self.state in [s.value for s in STATES] self._lock = threading.Lock() + # Residual training-event log queue (capped at 200) + self._residual_log: list[dict] = [] + self._residual_log_max = 200 + self._last_train_seq = -1 self._pub_lock = threading.Lock() self._logs = [] @@ -131,6 +135,7 @@ def __init__(self): self.residual_mode_publisher = self.create_publisher(String, "mpc/residual_mode", 1) self.planner_publisher = self.create_publisher(String, "pathfinder/planner", 1) self.line_publisher = self.create_publisher(String, "pathfinder/line_path", 1) + self.residual_revert_publisher = self.create_publisher(Empty, "mpc/residual_revert", 1) # IMU calibration plumbing self.imu_calibrate_publisher = self.create_publisher(Empty, "imu/calibrate", 1) @@ -166,6 +171,8 @@ def _mpc_status_callback(self, msg: Float32MultiArray): data = list(msg.data) if len(data) < 63: return + # Phase-1 residual telemetry lives in cols 63..87 of the new 88-col payload. + # Legacy 63-col logs still parse; the extras stay empty in that case. snapshot = { "received": True, "mode": int(data[0]), @@ -234,6 +241,59 @@ def _mpc_status_callback(self, msg: Float32MultiArray): "ekf_post_yaw_rad": float(data[61]), "ekf_post_v": float(data[62]), } + if len(data) >= 88: + snapshot["train_buffer_size"] = int(data[63]) + snapshot["train_buffer_capacity"] = int(data[64]) + snapshot["last_train_wall_ms"] = float(data[65]) + snapshot["last_train_n_samples"] = int(data[66]) + snapshot["train_seq"] = int(data[67]) + snapshot["last_train_mae_s"] = float(data[68]) + snapshot["last_train_mae_d"] = float(data[69]) + snapshot["last_val_mae_s"] = float(data[70]) + snapshot["last_val_mae_d"] = float(data[71]) + snapshot["last_rls_val_mae_s"] = float(data[72]) + snapshot["last_rls_val_mae_d"] = float(data[73]) + snapshot["active_model"] = int(data[74]) + snapshot["pred_clipped"] = int(data[75]) + snapshot["clip_rate_window"] = float(data[76]) + snapshot["outliers_dropped_total"] = int(data[77]) + snapshot["off_line_skipped_total"] = int(data[78]) + snapshot["divergence_resets_total"] = int(data[79]) + snapshot["samples_accepted_total"] = int(data[80]) + snapshot["revert_count_total"] = int(data[81]) + snapshot["best_val_mae_s"] = float(data[82]) + snapshot["best_val_mae_d"] = float(data[83]) + snapshot["cache_loaded"] = int(data[84]) + snapshot["rls_warmed_up"] = int(data[85]) + snapshot["effective_mode"] = int(data[86]) + snapshot["samples_accepted_this_run"] = int(data[87]) + if "train_seq" in snapshot: + seq = int(snapshot["train_seq"]) + if seq > self._last_train_seq: + event = { + "t_wall_ns": int(self.get_clock().now().nanoseconds), + "train_seq": seq, + "n_samples": snapshot.get("last_train_n_samples", 0), + "train_wall_ms": snapshot.get("last_train_wall_ms", float("nan")), + "train_mae_s": snapshot.get("last_train_mae_s", float("nan")), + "train_mae_d": snapshot.get("last_train_mae_d", float("nan")), + "val_mae_s": snapshot.get("last_val_mae_s", float("nan")), + "val_mae_d": snapshot.get("last_val_mae_d", float("nan")), + "rls_val_mae_s": snapshot.get("last_rls_val_mae_s", float("nan")), + "rls_val_mae_d": snapshot.get("last_rls_val_mae_d", float("nan")), + "active_model": "gbm" if snapshot.get("active_model") == 1 else "rls", + "buffer_size": snapshot.get("train_buffer_size", 0), + "outliers_dropped_total": snapshot.get("outliers_dropped_total", 0), + "off_line_skipped_total": snapshot.get("off_line_skipped_total", 0), + "divergence_resets_total": snapshot.get("divergence_resets_total", 0), + "samples_accepted_total": snapshot.get("samples_accepted_total", 0), + "revert_count_total": snapshot.get("revert_count_total", 0), + } + with self._lock: + self._residual_log.insert(0, event) + if len(self._residual_log) > self._residual_log_max: + self._residual_log = self._residual_log[: self._residual_log_max] + self._last_train_seq = seq with self._lock: self.mpc_status_data = snapshot @@ -390,6 +450,19 @@ def get_gps_status(self): with self._lock: return dict(self.gps_status_data) + def get_residual_log(self, limit: int = 50) -> list[dict]: + with self._lock: + return list(self._residual_log[: max(0, limit)]) + + def get_residual_status(self) -> dict | None: + with self._lock: + if not self.mpc_status_data: + return None + return dict(self.mpc_status_data) + + def trigger_residual_revert(self) -> None: + self.residual_revert_publisher.publish(Empty()) + def main(args=None): rclpy.init(args=args) diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py index 0ab79a54..7f368964 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py @@ -7,6 +7,7 @@ from nav_msgs.msg import Odometry from rclpy.node import Node from std_msgs.msg import Float32, Float32MultiArray, String +from std_msgs.msg import Empty as _EmptyMsg # naming conflict from autonomous_kart.nodes.master.master_node import STATES from autonomous_kart.nodes.pathfinder.planners.base import KartConstants, PlannerInputs @@ -136,6 +137,7 @@ def __init__(self): self.create_subscription(String, "system_state", self.update_state, 10) self.create_subscription(Float32MultiArray, "manual_commands", self.manual_loop, 5) self.create_subscription(String, "mpc/residual_mode", self._on_residual_mode, 1) + self.create_subscription(_EmptyMsg, "mpc/residual_revert", self._on_residual_revert, 1) self.create_subscription(String, "pathfinder/planner", self._on_planner_swap, 1) self.create_subscription(String, "pathfinder/line_path", self._on_line_swap, 1) @@ -197,6 +199,14 @@ def _on_residual_mode(self, msg: String): self.shared_residual.mode = mode self.logger.info(f"residual mode -> {mode}") + def _on_residual_revert(self, _msg): + """Operator-explicit revert. Bypasses regime check.""" + if hasattr(self.shared_residual, "manual_revert"): + self.shared_residual.manual_revert() + self.logger.warning("mpc/residual_revert received -> manual_revert() invoked") + else: + self.logger.warning("mpc/residual_revert received but learner has no manual_revert() yet") + def _on_planner_swap(self, msg: String): name = (msg.data or "").strip().lower() if name not in PLANNERS: @@ -438,6 +448,16 @@ def _yaw_from_quaternion(q) -> float: cosy_cosp = 1.0 - 2.0 * (y * y + z * z) return math.atan2(siny_cosp, cosy_cosp) + def destroy_node(self): + try: + self.shared_residual.shutdown() + except Exception as exc: + try: + self.get_logger().warning(f"residual.shutdown() raised: {exc!r}") + except Exception: + pass + super().destroy_node() + def main(args=None): rclpy.init(args=args) diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py index 7959b5bd..9a16454a 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/base.py @@ -29,9 +29,7 @@ class PlannerInputs: gps_speed_mps: float = nan # Latest VESC wheel-speed (m/s). NaN until first /e_comms/kart_speed msg. wheel_speed_mps: float = nan - # Latest /localization/gps_event snapshot — EKF state immediately before - # and after a GPS fold-in. seq increments per event so repeats across - # successive MPC ticks (60 Hz pulling 10 Hz GPS) are detectable offline. + # Latest /localization/gps_event snapshot gps_event_seq: float = 0.0 gps_have_yaw: float = 0.0 gps_have_speed: float = 0.0 diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py index 50cab585..6efdc9db 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py @@ -77,8 +77,7 @@ def __init__(self, params: dict, kart: KartConstants, racing_line: list, self.steer_observability_v = float(g("steer_observability_v_mps", 0.5)) # Elite-mean fraction: instead of argmin over K samples, average the # top `mppi_elite_frac × K` samples' first actions. Cuts per-tick noise - # without the phase-lag cost a 1st-order LPF would impose. 1.0/K = pure - # argmin (no smoothing). + # without the phase-lag cost of a 1st-order filter. 1.0/K = pure argmin (no smoothing). self.mppi_elite_frac = float(g("mppi_elite_frac", 0.1)) # Corridor (centerline = racing line) @@ -334,7 +333,11 @@ def plan(self, inputs: PlannerInputs) -> Optional[Tuple[float, float]]: ) self.residual.push(phi, s, d, nom_s - s, nom_d - d, v) self.residual.step(s, d) - res_ps, res_pd = self.residual.predict(phi) + res_ps, res_pd, _residual_source = self.residual.predict(phi) + # effective_mode gating: zero the residual any time we're not yet in apply + # so future consumers automatically see (0, 0) until the apply gate opens. + if self.residual.effective_mode() != "apply": + res_ps, res_pd = 0.0, 0.0 # Telemetry margin_min = self.corridor_half - float(np.max(np.abs(traj["d"]))) @@ -571,8 +574,7 @@ def _solve(self, x0, y0, yaw0, v0, j_now, v_target, v_cap): # Corridor enforcement is a soft quadratic penalty (c_bnd above). # Pick the action by averaging the top `mppi_elite_frac × K` samples' - # control sequences (CEM-style elite mean). Cuts per-tick command - # noise vs raw argmin without adding a phase lag. The reported "best" + # control sequences (CEM-style elite mean). The reported "best" # cost is still the elite minimum so feasibility / failsafe still # gate on the truly-best trajectory. n_elite = max(1, int(round(self.mppi_elite_frac * self.K))) @@ -614,9 +616,6 @@ def train_step(self, motor_mps: float, steering_deg: float, """Drive the residual learner from another planner's commands so it keeps training when MPC isn't the active planner.""" # Sync MPC's internal control state to what was actually executed. - # Without this, delta_prev / u_mean drift on MPC's own fictional picks - # and the candidate cloud diverges from the kart's real steering, - # producing saturated δ_cmd telemetry and bogus residual targets. self.delta_prev = math.radians(steering_deg) self.u_mean[0, :] = self.delta_prev if not self.residual.enabled: @@ -642,7 +641,10 @@ def train_step(self, motor_mps: float, steering_deg: float, ) self.residual.push(phi, s, d, nom_s - s, nom_d - d, v) self.residual.step(s, d) - res_ps, res_pd = self.residual.predict(phi) + res_ps, res_pd, _residual_source = self.residual.predict(phi) + # effective_mode gating: zero the residual any time we're not yet in apply + if self.residual.effective_mode() != "apply": + res_ps, res_pd = 0.0, 0.0 self._publish_status( self.mode, True, t0, s, d, psi_track, v, self.target_speed, delta_rad, accel, 0.0, self.corridor_half, @@ -702,7 +704,54 @@ def _publish_status(self, mode, success, t0, s, d, psi_track, v, v_target, float(self._ekf_prior_yaw), float(self._ekf_prior_v), float(self._ekf_post_x), float(self._ekf_post_y), float(self._ekf_post_yaw), float(self._ekf_post_v), + # ---- Phase 1 residual telemetry (Phase 2 fields stay 0/NaN here) ---- + float(self.residual.buffer.size if self.residual.buffer is not None else 0), + float(self.residual.buffer.capacity if self.residual.buffer is not None else 0), + float(self.residual.trainer.last_result.train_wall_ms + if (self.residual.trainer and self.residual.trainer.last_result) + else float("nan")), + float(self.residual.trainer.last_result.n_samples + if (self.residual.trainer and self.residual.trainer.last_result) + else 0), + float(self.residual.trainer.train_seq if self.residual.trainer else 0), + float(self.residual.trainer.last_result.train_mae_s + if (self.residual.trainer and self.residual.trainer.last_result) + else float("nan")), + float(self.residual.trainer.last_result.train_mae_d + if (self.residual.trainer and self.residual.trainer.last_result) + else float("nan")), + float(self.residual.trainer.last_result.val_mae_s + if (self.residual.trainer and self.residual.trainer.last_result) + else float("nan")), + float(self.residual.trainer.last_result.val_mae_d + if (self.residual.trainer and self.residual.trainer.last_result) + else float("nan")), + float(self.residual.trainer.last_result.rls_val_mae_s + if (self.residual.trainer and self.residual.trainer.last_result) + else float("nan")), + float(self.residual.trainer.last_result.rls_val_mae_d + if (self.residual.trainer and self.residual.trainer.last_result) + else float("nan")), + float(self.residual.last_active_model), # active_model + float(self.residual.last_pred_clipped), + float(self.residual.clip_rate()), + float(self.residual.outliers_dropped), + float(self.residual.off_line_skipped), + float(self.residual.divergence_resets), + float(self.residual.samples_trained), + float(self.residual.revert_count), + float(self.residual.checkpoint_ring.best_recent().val_mae_s + if self.residual.checkpoint_ring and not self.residual.checkpoint_ring.is_empty() + else float("nan")), + float(self.residual.checkpoint_ring.best_recent().val_mae_d + if self.residual.checkpoint_ring and not self.residual.checkpoint_ring.is_empty() + else float("nan")), + float(1.0 if self.residual.cache_loaded else 0.0), + float(1.0 if self.residual.samples_trained >= self.residual.rls_warmup_samples else 0.0), + float({"off": 0, "shadow": 1, "apply": 2}.get(self.residual.effective_mode(), 1)), + float(self.residual.samples_accepted_this_run), ] + assert len(payload) == 88, f"mpc/status payload must be 88 floats, got {len(payload)}" self.status_pub.publish(Float32MultiArray(data=payload)) def dynamic_line_state(self) -> Optional[dict]: diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py index cc74cf1c..56492952 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py @@ -1,25 +1,26 @@ """Recursive least-squares residual learner for the MPC planner. -Runs in shadow mode by default — trains/predicts/logs but does NOT affect -control output. The MPC planner consults `predict` only when mode == "apply". - -The learner predicts the residual delta_s / delta_d between the nominal -bicycle-model rollout and the actual kart motion over a target horizon -(default 0.5 s). A delayed sample with the actual measured displacement -arrives `horizon_steps` ticks later, at which point we update theta with -the standard RLS recursion using a shared P matrix. +Phase 1 (this commit): tightened outlier filter, |d|-based training filter, +RLS warmup gate, effective-mode gating, counters, and a `predict()` signature +that returns (res_s, res_d, source). The GBM trainer + cache + checkpoint +ring land in Phase 2 — for now those slots stay `None`. """ +from __future__ import annotations from collections import deque -from typing import Deque, Optional, Tuple +from typing import Deque, Tuple import numpy as np -# Feature-vector layout +# Feature-vector layout (kept in sync with mpc.py's _features helper). NUM_STEER_HIST = 4 NUM_THROTTLE_HIST = 3 NUM_FEATURES = 1 + 4 + NUM_STEER_HIST + NUM_THROTTLE_HIST + 2 # bias, (d,v_s,v_d,k), hist, (nom_ds,nom_dd) +# Source ids returned by predict() +SOURCE_RLS = 0 +SOURCE_GBM = 1 + def _features(d: float, v_s: float, v_d: float, kappa: float, steer_hist: Tuple[float, ...], @@ -27,51 +28,42 @@ def _features(d: float, v_s: float, v_d: float, kappa: float, nom_ds: float, nom_dd: float) -> np.ndarray: return np.array([ 1.0, d, v_s, v_d, kappa, - *steer_hist, # NUM_STEER_HIST entries - *throttle_hist, # NUM_THROTTLE_HIST entries + *steer_hist, *throttle_hist, nom_ds, nom_dd, ], dtype=np.float64) class ResidualLearner: def __init__(self, params: dict, solve_dt: float, s_total: float = 0.0): - """solve_dt is the wall-time between successive plan() calls - (= 1/system_frequency), used to size the push/step delay. s_total - is the racing-line arc length, used to unwrap actual_ds across the - closed-track seam — without this, the first lap-completion poisons - the RLS with a ~−s_total target. Defaults here are a fallback only; - yaml under residual.* is canonical.""" g = params.get - self.mode = str(g("mode", "shadow")).lower() # off | shadow | apply + self.mode = str(g("mode", "shadow")).lower() self.target_horizon_s = float(g("target_horizon_s", 0.5)) self.horizon_steps = max(1, int(round(self.target_horizon_s / max(solve_dt, 1e-3)))) self.lam = float(g("forgetting_factor", 0.99)) self.min_speed = float(g("min_train_speed_mps", 0.5)) self.err_window = int(g("error_window", 200)) - # Safety knobs — see mpc_debug/residual_retrain.py for justification. self.s_total = float(s_total) - # Drop samples whose target residual exceeds this magnitude (catches - # lap-seam wrap leftovers, sensor glitches, simulator teleports). - self.outlier_threshold = float(g("outlier_threshold_m", 5.0)) - # Cap on trace(P) — prevents covariance from drifting unbounded - # while the planner sits in low-excitation regimes (e.g., saturated δ). + self.outlier_threshold = float(g("outlier_threshold_m", 2.0)) + self.max_train_d_m = float(g("max_train_d_m", 3.0)) self.max_p_trace = float(g("max_p_trace", 1.0e5)) - # If either θ norm exceeds this, the learner has diverged: drop - # everything and start fresh. Better to lose state than to feed - # MPC poisoned residuals in apply mode. self.max_theta_norm = float(g("max_theta_norm", 50.0)) + self.rls_warmup_samples = int(g("rls_warmup_samples", 50)) + self.apply_min_samples_this_run = int(g("apply_min_samples_this_run", 1200)) + self.gbm_enabled = bool(g("gbm_enabled", False)) + self.cache_enabled = bool(g("cache_enabled", True)) + self.cache_dir = str(g("cache_dir", "/root/.cache/residual_cache")) + self.cache_load_on_start = bool(g("cache_load_on_start", True)) + self.cache_loaded = False + self.cache = None self.p0 = float(g("initial_cov", 1000.0)) self.theta_s = np.zeros(NUM_FEATURES) self.theta_d = np.zeros(NUM_FEATURES) self.P = np.eye(NUM_FEATURES) * self.p0 - # Buffer holds the last `horizon_steps` snapshots; pop when target arrives. self._pending: Deque[Tuple[np.ndarray, float, float, float, float]] = deque( maxlen=self.horizon_steps + 1 ) - - # Rolling errors for shadow-vs-nominal diagnostics. self._err_nom_s: Deque[float] = deque(maxlen=self.err_window) self._err_nom_d: Deque[float] = deque(maxlen=self.err_window) self._err_res_s: Deque[float] = deque(maxlen=self.err_window) @@ -80,34 +72,157 @@ def __init__(self, params: dict, solve_dt: float, s_total: float = 0.0): self.last_pred_s = 0.0 self.last_pred_d = 0.0 self.samples_trained = 0 + self.samples_accepted_this_run = 0 self.outliers_dropped = 0 + self.off_line_skipped = 0 self.divergence_resets = 0 + # Phase 2 slots (intentionally None in Phase 1; filled in later tasks). + self.buffer = None + self.trainer = None + self.checkpoint_ring = None + self.use_gbm = False + self.last_active_model = SOURCE_RLS + self.last_pred_clipped = 0 + self._gbm_s = None + self._gbm_d = None + self._last_val_mae_s = float("nan") + self._last_val_mae_d = float("nan") + self._last_rls_val_mae_s = float("nan") + self._last_rls_val_mae_d = float("nan") + self._select_eps_s = float(g("gbm_select_eps_s_m", 0.01)) + self._select_eps_d = float(g("gbm_select_eps_d_m", 0.005)) + self._predict_clip_m = float(g("gbm_predict_clip_m", 0.5)) + from autonomous_kart.nodes.pathfinder.planners.residual.checkpoint import CheckpointRing + from autonomous_kart.nodes.pathfinder.planners.residual.regime import RegimeSignature + self.checkpoint_ring = CheckpointRing(size=int(g("checkpoint_ring_size", 5))) + self.regime_dv_tol = float(g("regime_dv_tol_mps", 1.0)) + self.regime_dd_tol = float(g("regime_dd_tol_m", 0.3)) + self.regime_dkappa_rel_tol = float(g("regime_dkappa_rel_tol", 0.5)) + self.revert_clip_rate_threshold = float(g("revert_clip_rate_threshold", 0.30)) + self.revert_count = 0 + self._current_regime = RegimeSignature(0.0, 0.0, 0.0) + self.clip_rate_window_size = int(g("revert_clip_rate_window", 600)) + self._clip_history: Deque[int] = deque(maxlen=self.clip_rate_window_size) + self._regime_window_size = 1200 + self._v_hist: Deque[float] = deque(maxlen=self._regime_window_size) + self._d_hist: Deque[float] = deque(maxlen=self._regime_window_size) + self._kappa_hist: Deque[float] = deque(maxlen=self._regime_window_size) + + if self.cache_enabled: + from autonomous_kart.nodes.pathfinder.planners.residual.cache import ResidualCache + self.cache = ResidualCache(self.cache_dir, feature_dim=NUM_FEATURES) + if self.cache_load_on_start: + loaded = self.cache.load() + if loaded is not None: + self.theta_s = loaded.theta_s.copy() + self.theta_d = loaded.theta_d.copy() + self.P = loaded.P.copy() + self.samples_trained = loaded.samples_trained + self.cache_loaded = True + gs, gd = self.cache.load_gbm() + if gs is not None and gd is not None: + # Park them; use_gbm stays False until the next fresh + # GBM training cycle re-validates against this-run data. + self._gbm_s, self._gbm_d = gs, gd + self._last_val_mae_s = float("nan") + self._last_val_mae_d = float("nan") + self.use_gbm = False + + if self.gbm_enabled: + from autonomous_kart.nodes.pathfinder.planners.residual.buffer import TrainBuffer + from autonomous_kart.nodes.pathfinder.planners.residual.trainer import GBMTrainer + self.buffer = TrainBuffer( + capacity=int(g("gbm_buffer_capacity", 18000)), + feature_dim=NUM_FEATURES, + ) + self.trainer = GBMTrainer( + buffer=self.buffer, + rls_predict_batch=self._rls_predict_batch, + max_iter=int(g("gbm_max_iter", 60)), + max_depth=int(g("gbm_max_depth", 3)), + learning_rate=float(g("gbm_learning_rate", 0.1)), + min_samples_leaf=int(g("gbm_min_samples_leaf", 20)), + min_samples_to_train=int(g("gbm_min_samples_to_train", 1200)), + retrain_secs=float(g("gbm_retrain_secs", 10.0)), + retrain_every_samples=int(g("gbm_retrain_every_samples", 1200)), + ) + # Monkey-patch the trainer's train_once so the learner installs the + # new GBM (subject to a hard val_mae safety floor) and recomputes + # the selector flag after every successful retrain. This keeps the + # trainer class generic — installation policy lives in the learner. + original_train_once = self.trainer.train_once + + def _train_and_install(): + result = original_train_once() + if result is None or result.gbm_s is None: + return result + if result.val_mae_s > 2.0 * result.rls_val_mae_s: + return result + self._install_gbm( + result.gbm_s, result.gbm_d, + val_mae_s=result.val_mae_s, val_mae_d=result.val_mae_d, + rls_val_mae_s=result.rls_val_mae_s, rls_val_mae_d=result.rls_val_mae_d, + ) + # Record checkpoint + if self.checkpoint_ring is not None: + from autonomous_kart.nodes.pathfinder.planners.residual.checkpoint import Checkpoint + self.checkpoint_ring.record(Checkpoint( + train_seq=result.train_seq, t_wall_ns=result.t_wall_ns, + theta_s=self.theta_s.copy(), theta_d=self.theta_d.copy(), P=self.P.copy(), + samples_trained=self.samples_trained, + gbm_s=result.gbm_s, gbm_d=result.gbm_d, + val_mae_s=result.val_mae_s, val_mae_d=result.val_mae_d, + rls_val_mae_s=result.rls_val_mae_s, rls_val_mae_d=result.rls_val_mae_d, + regime=self._current_regime, + )) + # Persist to disk + if self.cache is not None: + try: + self.cache.write_rls( + theta_s=self.theta_s, theta_d=self.theta_d, P=self.P, + samples_trained=self.samples_trained, + best_val_mae_s=result.val_mae_s, best_val_mae_d=result.val_mae_d, + train_seq=result.train_seq, + ) + self.cache.write_gbm(result.gbm_s, result.gbm_d) + except Exception: + pass + return result + + self.trainer.train_once = _train_and_install + self.trainer.start() + @property def enabled(self) -> bool: return self.mode in ("shadow", "apply") + def effective_mode(self) -> str: + """Return the *gated* mode: 'apply' is downgraded to 'shadow' until + samples_accepted_this_run >= apply_min_samples_this_run.""" + if self.mode == "off": + return "off" + if self.mode == "apply" and self.samples_accepted_this_run < self.apply_min_samples_this_run: + return "shadow" + return self.mode + def push(self, phi: np.ndarray, s_t: float, d_t: float, nom_ds: float, nom_dd: float, speed: float) -> None: - """Stash current features + Frenet pose so we can score it `horizon_steps` - ticks later when the actual delta is known.""" if not self.enabled: return if speed < self.min_speed: - # Still buffer for delay alignment, but mark invalid by NaN in phi[0]? - # Simpler: only push valid samples; drop intermittently below threshold. + return + if abs(d_t) >= self.max_train_d_m: + self.off_line_skipped += 1 return self._pending.append((phi.copy(), s_t, d_t, nom_ds, nom_dd)) def step(self, s_now: float, d_now: float) -> None: - """Pop the oldest pending sample (if it has aged H ticks) and run RLS.""" if not self.enabled or len(self._pending) <= self.horizon_steps: return phi, s0, d0, nom_ds, nom_dd = self._pending.popleft() actual_ds = s_now - s0 actual_dd = d_now - d0 - # Unwrap actual_ds across the closed-track seam. Without this, every - # lap completion produces a ≈ −s_total target and detonates the RLS. if self.s_total > 0.0: half = 0.5 * self.s_total if actual_ds < -half: @@ -117,13 +232,10 @@ def step(self, s_now: float, d_now: float) -> None: r_s = actual_ds - nom_ds r_d = actual_dd - nom_dd - # Outlier rejection — protects against residual sensor glitches, - # teleports, or wrap leftovers that snuck past the s-unwrap. if abs(r_s) > self.outlier_threshold or abs(r_d) > self.outlier_threshold: self.outliers_dropped += 1 return - # Errors for diagnostics (before update) pred_s = float(phi @ self.theta_s) pred_d = float(phi @ self.theta_d) self._err_nom_s.append(abs(actual_ds - nom_ds)) @@ -131,7 +243,6 @@ def step(self, s_now: float, d_now: float) -> None: self._err_res_s.append(abs(actual_ds - (nom_ds + pred_s))) self._err_res_d.append(abs(actual_dd - (nom_dd + pred_d))) - # RLS recursion (shared P) Pphi = self.P @ phi denom = self.lam + float(phi @ Pphi) if denom < 1e-9: @@ -141,33 +252,192 @@ def step(self, s_now: float, d_now: float) -> None: self.theta_d += K * (r_d - float(phi @ self.theta_d)) self.P = (self.P - np.outer(K, Pphi)) / self.lam self.samples_trained += 1 + self.samples_accepted_this_run += 1 + + if self.buffer is not None: + self.buffer.append(phi, r_s=float(r_s), r_d=float(r_d), t_ns=0) + + # phi[1] is d, phi[2] is v_s, phi[4] is kappa per the _features layout. + self._v_hist.append(float(phi[2])) + self._d_hist.append(float(phi[1])) + self._kappa_hist.append(float(phi[4])) + self._current_regime = self._compute_current_regime() - # Cap trace(P) — bounds the covariance growth that 1/λ would otherwise - # accumulate when novelty is low. tr = float(np.trace(self.P)) if tr > self.max_p_trace: self.P *= self.max_p_trace / tr - # If θ has diverged, blow away everything and start over rather than - # let apply mode hand MPC garbage residuals. if (np.linalg.norm(self.theta_s) > self.max_theta_norm or np.linalg.norm(self.theta_d) > self.max_theta_norm): - self.theta_s.fill(0.0) - self.theta_d.fill(0.0) - self.P = np.eye(NUM_FEATURES) * self.p0 - self.divergence_resets += 1 + self._trigger_divergence_check() - def predict(self, phi: np.ndarray) -> Tuple[float, float]: + def predict(self, phi: np.ndarray) -> Tuple[float, float, int]: if not self.enabled: self.last_pred_s = 0.0 self.last_pred_d = 0.0 - return 0.0, 0.0 - self.last_pred_s = float(phi @ self.theta_s) - self.last_pred_d = float(phi @ self.theta_d) - return self.last_pred_s, self.last_pred_d + self.last_active_model = SOURCE_RLS + self.last_pred_clipped = 0 + return 0.0, 0.0, SOURCE_RLS + if self.samples_trained < self.rls_warmup_samples and not self.use_gbm: + self.last_pred_s = 0.0 + self.last_pred_d = 0.0 + self.last_active_model = SOURCE_RLS + self.last_pred_clipped = 0 + self._clip_history.append(0) + return 0.0, 0.0, SOURCE_RLS + if self.use_gbm and self._gbm_s is not None and self._gbm_d is not None: + X = phi.reshape(1, -1) + s_raw = float(self._gbm_s.predict(X)[0]) + d_raw = float(self._gbm_d.predict(X)[0]) + clip = self._predict_clip_m + s = max(-clip, min(clip, s_raw)) + d = max(-clip, min(clip, d_raw)) + clipped = 1 if (s != s_raw or d != d_raw) else 0 + self.last_pred_s = s + self.last_pred_d = d + self.last_active_model = SOURCE_GBM + self.last_pred_clipped = clipped + self._clip_history.append(clipped) + self._maybe_clip_revert() + return s, d, SOURCE_GBM + s = float(phi @ self.theta_s) + d = float(phi @ self.theta_d) + self.last_pred_s = s + self.last_pred_d = d + self.last_active_model = SOURCE_RLS + self.last_pred_clipped = 0 + self._clip_history.append(0) + return s, d, SOURCE_RLS def mean_error(self) -> Tuple[float, float, float, float]: def _mean(d): return float(np.mean(d)) if d else 0.0 return (_mean(self._err_nom_s), _mean(self._err_nom_d), _mean(self._err_res_s), _mean(self._err_res_d)) + + def clip_rate(self) -> float: + if not self._clip_history: + return 0.0 + return sum(self._clip_history) / len(self._clip_history) + + def save_rls_cache(self, *, best_val_mae_s: float, best_val_mae_d: float, train_seq: int) -> None: + if self.cache is None: + return + self.cache.write_rls( + theta_s=self.theta_s, theta_d=self.theta_d, P=self.P, + samples_trained=self.samples_trained, + best_val_mae_s=best_val_mae_s, + best_val_mae_d=best_val_mae_d, + train_seq=train_seq, + ) + + def _seed_checkpoint(self, *, theta_s, theta_d, P, samples_trained, + val_mae_s, val_mae_d, regime) -> None: + """Test/cache-load helper that pushes a Checkpoint into the ring.""" + from autonomous_kart.nodes.pathfinder.planners.residual.checkpoint import Checkpoint + self.checkpoint_ring.record(Checkpoint( + train_seq=0, t_wall_ns=0, + theta_s=theta_s.copy(), theta_d=theta_d.copy(), P=P.copy(), + samples_trained=int(samples_trained), + gbm_s=None, gbm_d=None, + val_mae_s=val_mae_s, val_mae_d=val_mae_d, + rls_val_mae_s=val_mae_s * 1.5, rls_val_mae_d=val_mae_d * 1.5, + regime=regime, + )) + + def _trigger_divergence_check(self) -> None: + from autonomous_kart.nodes.pathfinder.planners.residual.regime import similar + cp = self.checkpoint_ring.best_recent() if self.checkpoint_ring else None + if cp is not None and similar( + self._current_regime, cp.regime, + dv_tol=self.regime_dv_tol, dd_tol=self.regime_dd_tol, + dkappa_rel_tol=self.regime_dkappa_rel_tol, + ): + self.theta_s = cp.theta_s.copy() + self.theta_d = cp.theta_d.copy() + self.P = cp.P.copy() + else: + self.theta_s.fill(0.0) + self.theta_d.fill(0.0) + self.P = np.eye(NUM_FEATURES) * self.p0 + self.samples_trained = 0 + self.divergence_resets += 1 + self.revert_count += 1 + + def _maybe_clip_revert(self) -> None: + if not self.use_gbm: + return + rate = self.clip_rate() + if rate >= self.revert_clip_rate_threshold and len(self._clip_history) == self._clip_history.maxlen: + self.use_gbm = False + self.revert_count += 1 + + def manual_revert(self) -> None: + if self.checkpoint_ring is None or self.checkpoint_ring.is_empty(): + return + cp = self.checkpoint_ring.best_recent() + self.theta_s = cp.theta_s.copy() + self.theta_d = cp.theta_d.copy() + self.P = cp.P.copy() + if cp.gbm_s is not None and cp.gbm_d is not None: + self._install_gbm(cp.gbm_s, cp.gbm_d, + val_mae_s=cp.val_mae_s, val_mae_d=cp.val_mae_d, + rls_val_mae_s=cp.rls_val_mae_s, rls_val_mae_d=cp.rls_val_mae_d) + self.revert_count += 1 + + def _install_gbm(self, gbm_s, gbm_d, *, val_mae_s: float, val_mae_d: float, + rls_val_mae_s: float, rls_val_mae_d: float) -> None: + """Install a pair of GBM regressors and recompute the selector flag. + + Real callers are GBMTrainer (after training) and the cache loader + (Task 17). Tests call it directly to skip the threaded trainer. + """ + self._gbm_s = gbm_s + self._gbm_d = gbm_d + self._last_val_mae_s = val_mae_s + self._last_val_mae_d = val_mae_d + self._last_rls_val_mae_s = rls_val_mae_s + self._last_rls_val_mae_d = rls_val_mae_d + self._recompute_use_gbm() + + def _recompute_use_gbm(self) -> None: + """Set self.use_gbm with hysteresis. Bad-GBM hard safety: never use + when val_mae_s > 2 × rls_val_mae_s.""" + import math + if self._gbm_s is None or not math.isfinite(self._last_val_mae_s): + self.use_gbm = False + return + if self._last_val_mae_s > 2.0 * self._last_rls_val_mae_s: + self.use_gbm = False + return + if self.use_gbm: + # Already GBM — keep unless RLS now beats it by ε on s AND on d + stays_gbm = ( + self._last_val_mae_s + self._select_eps_s < self._last_rls_val_mae_s + or self._last_val_mae_d + self._select_eps_d < self._last_rls_val_mae_d + ) + self.use_gbm = stays_gbm + else: + # Was RLS — flip only if GBM beats RLS on s AND not-worse on d + flips = ( + self._last_val_mae_s + self._select_eps_s < self._last_rls_val_mae_s + and self._last_val_mae_d <= self._last_rls_val_mae_d + self._select_eps_d + ) + self.use_gbm = flips + + def _compute_current_regime(self): + from autonomous_kart.nodes.pathfinder.planners.residual.regime import RegimeSignature + v = np.fromiter(self._v_hist, dtype=np.float64) + d = np.fromiter(self._d_hist, dtype=np.float64) + k = np.fromiter(self._kappa_hist, dtype=np.float64) + # The residual sees v_s (longitudinal speed in Frenet) only — use its + # magnitude as a v proxy. + return RegimeSignature.from_arrays(np.abs(v), d, k) + + def _rls_predict_batch(self, X: np.ndarray): + """Batch RLS predictor for the trainer's held-out scoring.""" + return X @ self.theta_s, X @ self.theta_d + + def shutdown(self) -> None: + if self.trainer is not None: + self.trainer.stop(timeout=2.0) diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index 8f19aa34..250e9ee3 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -88,12 +88,41 @@ pathfinder_node: mpc.residual.initial_cov: 1000.0 mpc.residual.min_train_speed_mps: 0.5 mpc.residual.error_window: 200 - # safety: drop samples whose target residual exceeds this magnitude - mpc.residual.outlier_threshold_m: 5.0 - # safety: cap covariance trace to bound P drift under low excitation + # tight so model loss does not explode + mpc.residual.outlier_threshold_m: 2.0 + # refuses to train when |d| >= this so proj is not too noisy + mpc.residual.max_train_d_m: 3.0 mpc.residual.max_p_trace: 100000.0 - # safety: reset θ + P when ||θ|| exceeds this (panic divergence guard) mpc.residual.max_theta_norm: 50.0 + # below this many RLS updates, predict() returns (0, 0) so MPC sees no noise + mpc.residual.rls_warmup_samples: 50 +# GBM parms + mpc.residual.gbm_enabled: false + mpc.residual.gbm_buffer_capacity: 18000 + mpc.residual.gbm_max_iter: 60 + mpc.residual.gbm_max_depth: 3 + mpc.residual.gbm_learning_rate: 0.1 + mpc.residual.gbm_min_samples_leaf: 20 + mpc.residual.gbm_retrain_secs: 10.0 + mpc.residual.gbm_min_samples_to_train: 1200 + mpc.residual.gbm_retrain_every_samples: 1200 + mpc.residual.gbm_select_eps_s_m: 0.01 + mpc.residual.gbm_select_eps_d_m: 0.005 + mpc.residual.gbm_predict_clip_m: 0.5 + # Checkpoints + revert + mpc.residual.checkpoint_ring_size: 5 + mpc.residual.checkpoint_keep_factor: 1.5 + mpc.residual.revert_clip_rate_window: 600 + mpc.residual.revert_clip_rate_threshold: 0.30 + mpc.residual.regime_dv_tol_mps: 1.0 + mpc.residual.regime_dd_tol_m: 0.3 + mpc.residual.regime_dkappa_rel_tol: 0.5 + # Apply-mode gate (effective_mode = shadow until this many accepted samples this run) + mpc.residual.apply_min_samples_this_run: 1200 + # Disk cache (used in Phase 2 task wiring; default on) + mpc.residual.cache_enabled: true + mpc.residual.cache_dir: /root/.cache/residual_cache + mpc.residual.cache_load_on_start: true # safety wrapper safety.enabled: true diff --git a/src/autonomous_kart/setup.py b/src/autonomous_kart/setup.py index 7838787c..ca2e589e 100644 --- a/src/autonomous_kart/setup.py +++ b/src/autonomous_kart/setup.py @@ -19,6 +19,7 @@ 'autonomous_kart.nodes.localization', 'autonomous_kart.nodes.pathfinder.strategies', 'autonomous_kart.nodes.pathfinder.planners', + 'autonomous_kart.nodes.pathfinder.planners.residual', 'autonomous_kart.nodes.imu', ], data_files=[ From 7f13313c713620459bf87a14b2eb46173d3030ef Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 16:58:57 -0400 Subject: [PATCH 59/86] feat(residual): add buffer, save, batching --- scripts/data_sim/tests/test_load_bags.py | 67 ++++ scripts/data_sim/tests/test_smoke.py | 7 + .../pathfinder/planners/residual/buffer.py | 61 +++ .../pathfinder/planners/residual/cache.py | 135 +++++++ .../pathfinder/planners/residual/regime.py | 38 ++ .../pathfinder/planners/residual/trainer.py | 164 ++++++++ src/autonomous_kart/test/test_gbm_trainer.py | 88 +++++ .../test/test_master_residual_api.py | 66 ++++ .../test/test_residual_buffer.py | 67 ++++ .../test/test_residual_cache.py | 89 +++++ .../test/test_residual_checkpoint.py | 68 ++++ .../test/test_residual_learner.py | 365 ++++++++++++++++++ .../test/test_residual_regime.py | 48 +++ 13 files changed, 1263 insertions(+) create mode 100644 scripts/data_sim/tests/test_load_bags.py create mode 100644 scripts/data_sim/tests/test_smoke.py create mode 100644 src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/buffer.py create mode 100644 src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/cache.py create mode 100644 src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/regime.py create mode 100644 src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/trainer.py create mode 100644 src/autonomous_kart/test/test_gbm_trainer.py create mode 100644 src/autonomous_kart/test/test_master_residual_api.py create mode 100644 src/autonomous_kart/test/test_residual_buffer.py create mode 100644 src/autonomous_kart/test/test_residual_cache.py create mode 100644 src/autonomous_kart/test/test_residual_checkpoint.py create mode 100644 src/autonomous_kart/test/test_residual_learner.py create mode 100644 src/autonomous_kart/test/test_residual_regime.py diff --git a/scripts/data_sim/tests/test_load_bags.py b/scripts/data_sim/tests/test_load_bags.py new file mode 100644 index 00000000..0f117b9c --- /dev/null +++ b/scripts/data_sim/tests/test_load_bags.py @@ -0,0 +1,67 @@ +import os + +import numpy as np +import pytest + +from data_sim.load_bags import ( + AlignedBag, + central_diff, + make_history, + zoh_align, +) + + +def test_zoh_align_basic(): + sample_t = np.array([0.0, 0.1, 0.3]) + sample_v = np.array([10.0, 20.0, 30.0]) + grid_t = np.array([0.0, 0.05, 0.1, 0.2, 0.3, 0.5]) + out = zoh_align(sample_t, sample_v, grid_t) + np.testing.assert_array_equal(out, [10.0, 10.0, 20.0, 20.0, 30.0, 30.0]) + + +def test_zoh_align_unsorted_input(): + sample_t = np.array([0.3, 0.0, 0.1]) + sample_v = np.array([30.0, 10.0, 20.0]) + grid_t = np.array([0.05, 0.15]) + out = zoh_align(sample_t, sample_v, grid_t) + np.testing.assert_array_equal(out, [10.0, 20.0]) + + +def test_zoh_align_empty_raises(): + with pytest.raises(ValueError): + zoh_align(np.array([]), np.array([]), np.array([0.0])) + + +def test_central_diff_constant_slope(): + dt = 0.01 + x = np.arange(10) * 2.0 + out = central_diff(x, dt) + np.testing.assert_allclose(out, 200.0) + + +def test_make_history_pads_with_first(): + v = np.array([1.0, 2.0, 3.0, 4.0]) + h = make_history(v, depth=3) + assert h.shape == (4, 3) + np.testing.assert_array_equal(h[3], [3.0, 2.0, 1.0]) + np.testing.assert_array_equal(h[2], [2.0, 1.0, 1.0]) + np.testing.assert_array_equal(h[0], [1.0, 1.0, 1.0]) + + +REPO = os.path.dirname(os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))) +HOLDOUT_NPZ = os.path.join(REPO, "docs", "superpowers", "data_sim", "cache", "231452.npz") + + +@pytest.mark.skipif(not os.path.isfile(HOLDOUT_NPZ), + reason="run scripts/data_sim/load_bags.py first") +def test_holdout_roundtrip(): + bag = AlignedBag.from_npz(HOLDOUT_NPZ) + n = bag.t.size + assert n > 10000 + assert bag.cmd_throttle.shape == (n,) + assert bag.cmd_steer_hist.shape[1] == 4 + assert bag.cmd_throttle_hist.shape[1] == 3 + assert bag.autonomous.dtype == bool + assert bag.autonomous.mean() > 0.5 # holdout is mostly autonomous + assert np.isfinite(bag.v).all() + assert np.isfinite(bag.psi_dot).all() diff --git a/scripts/data_sim/tests/test_smoke.py b/scripts/data_sim/tests/test_smoke.py new file mode 100644 index 00000000..5ba5b0f4 --- /dev/null +++ b/scripts/data_sim/tests/test_smoke.py @@ -0,0 +1,7 @@ +def test_package_importable(): + import data_sim # noqa: F401 + + +def test_torch_available(): + import torch + assert torch.__version__ diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/buffer.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/buffer.py new file mode 100644 index 00000000..49dbd33d --- /dev/null +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/buffer.py @@ -0,0 +1,61 @@ +"""Fixed-capacity ring buffer of (phi, r_s, r_d, t_ns) training samples. + +Writes happen on the 60 Hz hot loop""" +from __future__ import annotations + +import threading + +import numpy as np + + +class TrainBuffer: + def __init__(self, capacity: int, feature_dim: int): + self.capacity = int(capacity) + self.feature_dim = int(feature_dim) + self._X = np.zeros((self.capacity, self.feature_dim), dtype=np.float64) + self._ys = np.zeros(self.capacity, dtype=np.float64) + self._yd = np.zeros(self.capacity, dtype=np.float64) + self._t = np.zeros(self.capacity, dtype=np.int64) + self._write_idx = 0 # next index to write + self._count = 0 # min(filled, capacity) + self._lock = threading.Lock() + + @property + def size(self) -> int: + with self._lock: + return self._count + + def append(self, phi: np.ndarray, r_s: float, r_d: float, t_ns: int) -> None: + with self._lock: + i = self._write_idx + self._X[i, :] = phi + self._ys[i] = r_s + self._yd[i] = r_d + self._t[i] = t_ns + self._write_idx = (i + 1) % self.capacity + if self._count < self.capacity: + self._count += 1 + + def snapshot(self) -> tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray]: + """Return (X, ys, yd, t_ns) copies in chronological order.""" + with self._lock: + n = self._count + if n == 0: + return ( + np.zeros((0, self.feature_dim)), + np.zeros(0), np.zeros(0), np.zeros(0, dtype=np.int64), + ) + if n < self.capacity: + # Not yet wrapped: rows 0..n-1 in order + X = self._X[:n].copy() + ys = self._ys[:n].copy() + yd = self._yd[:n].copy() + t = self._t[:n].copy() + else: + # Wrapped: oldest starts at write_idx, then wraps + wi = self._write_idx + X = np.concatenate([self._X[wi:], self._X[:wi]], axis=0).copy() + ys = np.concatenate([self._ys[wi:], self._ys[:wi]]).copy() + yd = np.concatenate([self._yd[wi:], self._yd[:wi]]).copy() + t = np.concatenate([self._t[wi:], self._t[:wi]]).copy() + return X, ys, yd, t diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/cache.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/cache.py new file mode 100644 index 00000000..09cd864f --- /dev/null +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/cache.py @@ -0,0 +1,135 @@ +"""Disk persistence for the residual learner. + +Layout under cache_dir: + manifest.json schema_version, feature_dim, train_seq, best_val_mae_* + rls.npz theta_s, theta_d, P, samples_trained + gbm_s.joblib sklearn HistGBR for s residual + gbm_d.joblib sklearn HistGBR for d residual + ring/ last N checkpoints +""" +from __future__ import annotations + +import json +import os +from dataclasses import dataclass +from pathlib import Path +from typing import Optional + +import joblib + +import numpy as np + +SCHEMA_VERSION = 1 + + +@dataclass +class LoadedCache: + feature_dim: int + theta_s: np.ndarray + theta_d: np.ndarray + P: np.ndarray + samples_trained: int + train_seq: int + best_val_mae_s: float + best_val_mae_d: float + + +def _atomic_write_bytes(path: Path, data: bytes) -> None: + tmp = path.with_suffix(path.suffix + ".tmp") + tmp.write_bytes(data) + os.replace(tmp, path) + + +def _atomic_write_npz(path: Path, **arrays) -> None: + # np.savez appends .npz automatically, so give it a stem without .npz + tmp = path.parent / (path.stem + ".tmp") + np.savez(tmp, **arrays) + os.replace(str(tmp) + ".npz", path) + + +def _atomic_write_joblib(path: Path, obj) -> None: + tmp = path.with_suffix(path.suffix + ".tmp") + joblib.dump(obj, tmp) + os.replace(tmp, path) + + +class ResidualCache: + def __init__(self, cache_dir: str, feature_dim: int): + self.dir = Path(cache_dir) + self.feature_dim = int(feature_dim) + self.dir.mkdir(parents=True, exist_ok=True) + + @property + def manifest_path(self) -> Path: + return self.dir / "manifest.json" + + @property + def rls_path(self) -> Path: + return self.dir / "rls.npz" + + def write_rls(self, theta_s: np.ndarray, theta_d: np.ndarray, P: np.ndarray, + samples_trained: int, best_val_mae_s: float, best_val_mae_d: float, + train_seq: int) -> None: + _atomic_write_npz( + self.rls_path, + theta_s=theta_s.astype(np.float64), + theta_d=theta_d.astype(np.float64), + P=P.astype(np.float64), + samples_trained=np.int64(samples_trained), + ) + manifest = dict( + schema_version=SCHEMA_VERSION, + feature_dim=self.feature_dim, + train_seq=int(train_seq), + best_val_mae_s=float(best_val_mae_s), + best_val_mae_d=float(best_val_mae_d), + ) + _atomic_write_bytes(self.manifest_path, json.dumps(manifest, indent=2).encode()) + + @property + def gbm_s_path(self) -> Path: + return self.dir / "gbm_s.joblib" + + @property + def gbm_d_path(self) -> Path: + return self.dir / "gbm_d.joblib" + + def write_gbm(self, gbm_s, gbm_d) -> None: + _atomic_write_joblib(self.gbm_s_path, gbm_s) + _atomic_write_joblib(self.gbm_d_path, gbm_d) + + def load_gbm(self): + if not (self.gbm_s_path.exists() and self.gbm_d_path.exists()): + return None, None + try: + return joblib.load(self.gbm_s_path), joblib.load(self.gbm_d_path) + except Exception: + return None, None + + def load(self) -> Optional[LoadedCache]: + if not self.manifest_path.exists(): + return None + try: + m = json.loads(self.manifest_path.read_text()) + except (OSError, json.JSONDecodeError): + return None + if m.get("schema_version") != SCHEMA_VERSION: + return None + if m.get("feature_dim") != self.feature_dim: + return None + if not self.rls_path.exists(): + return None + try: + arr = np.load(self.rls_path) + return LoadedCache( + feature_dim=self.feature_dim, + theta_s=arr["theta_s"], + theta_d=arr["theta_d"], + P=arr["P"], + samples_trained=int(arr["samples_trained"]), + train_seq=int(m["train_seq"]), + best_val_mae_s=float(m["best_val_mae_s"]), + best_val_mae_d=float(m["best_val_mae_d"]), + ) + except Exception: + return None diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/regime.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/regime.py new file mode 100644 index 00000000..2bd22ee9 --- /dev/null +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/regime.py @@ -0,0 +1,38 @@ +"""RegimeSignature: tiny fingerprint of recent driving conditions. + +Used to gate revert decisions — a checkpoint trained in one regime is only restored if the current regime is similar""" +from __future__ import annotations + +from dataclasses import dataclass + +import numpy as np + + +@dataclass +class RegimeSignature: + mean_v: float + mean_abs_d: float + std_kappa: float + + @classmethod + def from_arrays(cls, v: np.ndarray, d: np.ndarray, kappa: np.ndarray) -> "RegimeSignature": + if v.size == 0: + return cls(0.0, 0.0, 0.0) + return cls( + mean_v=float(np.mean(v)), + mean_abs_d=float(np.mean(np.abs(d))), + std_kappa=float(np.std(kappa)), + ) + + +def similar(a: RegimeSignature, b: RegimeSignature, + *, dv_tol: float, dd_tol: float, dkappa_rel_tol: float) -> bool: + """Return True iff a and b are within all three tolerances.""" + if abs(a.mean_v - b.mean_v) > dv_tol: + return False + if abs(a.mean_abs_d - b.mean_abs_d) > dd_tol: + return False + denom = max(a.std_kappa, b.std_kappa, 1e-3) + if abs(a.std_kappa - b.std_kappa) / denom > dkappa_rel_tol: + return False + return True diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/trainer.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/trainer.py new file mode 100644 index 00000000..e7b172c4 --- /dev/null +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/trainer.py @@ -0,0 +1,164 @@ +"""Background GBM trainer. + +Runs in a daemon thread. Trains two sklearn HistGradientBoostingRegressors +from a chronological 80/20 split of the TrainBuffer snapshot. The same +held-out 20% is also scored against the RLS to compare""" +from __future__ import annotations + +import threading +import time +from dataclasses import dataclass, field +from typing import Any, Callable, Optional + +import numpy as np + + +@dataclass +class TrainResult: + train_seq: int + t_wall_ns: int + n_samples: int + train_wall_ms: float + gbm_s: Any + gbm_d: Any + train_mae_s: float + train_mae_d: float + val_mae_s: float + val_mae_d: float + rls_val_mae_s: float + rls_val_mae_d: float + error: Optional[str] = None + + +class GBMTrainer: + def __init__(self, *, buffer, rls_predict_batch: Callable, + max_iter: int, max_depth: int, learning_rate: float, + min_samples_leaf: int, min_samples_to_train: int, + retrain_secs: float, retrain_every_samples: int): + self.buffer = buffer + self.rls_predict_batch = rls_predict_batch + self.max_iter = int(max_iter) + self.max_depth = int(max_depth) + self.learning_rate = float(learning_rate) + self.min_samples_leaf = int(min_samples_leaf) + self.min_samples_to_train = int(min_samples_to_train) + self.retrain_secs = float(retrain_secs) + self.retrain_every_samples = int(retrain_every_samples) + + self._lock = threading.Lock() + self._stop_event = threading.Event() + self._thread: Optional[threading.Thread] = None + self._last_buffer_size_at_train = 0 + self._last_train_t = 0.0 + + # Public state (read under self._lock from outside). + self.gbm_s = None + self.gbm_d = None + self.train_seq = 0 + self.last_result: Optional[TrainResult] = None + self.last_error: Optional[str] = None + + def _snapshot_and_filter(self): + X, ys, yd, _ = self.buffer.snapshot() + if len(X) < self.min_samples_to_train: + return None + finite = np.isfinite(X).all(axis=1) & np.isfinite(ys) & np.isfinite(yd) + X = X[finite]; ys = ys[finite]; yd = yd[finite] + if len(X) < self.min_samples_to_train: + return None + return X, ys, yd + + def train_once(self) -> Optional[TrainResult]: + from sklearn.ensemble import HistGradientBoostingRegressor + + snap = self._snapshot_and_filter() + if snap is None: + return None + X, ys, yd = snap + n = len(X) + split = int(0.8 * n) + Xtr, Xte = X[:split], X[split:] + ystr, yste = ys[:split], ys[split:] + ydtr, ydte = yd[:split], yd[split:] + + t0 = time.perf_counter() + try: + kw = dict(max_iter=self.max_iter, max_depth=self.max_depth, + learning_rate=self.learning_rate, + min_samples_leaf=self.min_samples_leaf) + gbm_s = HistGradientBoostingRegressor(**kw).fit(Xtr, ystr) + gbm_d = HistGradientBoostingRegressor(**kw).fit(Xtr, ydtr) + except Exception as exc: + err = repr(exc) + with self._lock: + self.last_error = err + return TrainResult( + train_seq=self.train_seq, t_wall_ns=time.time_ns(), + n_samples=n, train_wall_ms=(time.perf_counter() - t0) * 1000.0, + gbm_s=None, gbm_d=None, + train_mae_s=float("nan"), train_mae_d=float("nan"), + val_mae_s=float("nan"), val_mae_d=float("nan"), + rls_val_mae_s=float("nan"), rls_val_mae_d=float("nan"), + error=err, + ) + train_wall_ms = (time.perf_counter() - t0) * 1000.0 + + pred_s_tr = gbm_s.predict(Xtr); pred_d_tr = gbm_d.predict(Xtr) + pred_s_te = gbm_s.predict(Xte); pred_d_te = gbm_d.predict(Xte) + rls_s_te, rls_d_te = self.rls_predict_batch(Xte) + + result = TrainResult( + train_seq=self.train_seq + 1, t_wall_ns=time.time_ns(), + n_samples=n, train_wall_ms=train_wall_ms, + gbm_s=gbm_s, gbm_d=gbm_d, + train_mae_s=float(np.mean(np.abs(ystr - pred_s_tr))), + train_mae_d=float(np.mean(np.abs(ydtr - pred_d_tr))), + val_mae_s=float(np.mean(np.abs(yste - pred_s_te))), + val_mae_d=float(np.mean(np.abs(ydte - pred_d_te))), + rls_val_mae_s=float(np.mean(np.abs(yste - rls_s_te))), + rls_val_mae_d=float(np.mean(np.abs(ydte - rls_d_te))), + ) + + with self._lock: + self.gbm_s = gbm_s + self.gbm_d = gbm_d + self.train_seq = result.train_seq + self.last_result = result + self.last_error = None + return result + + def _loop(self): + while not self._stop_event.is_set(): + self._stop_event.wait(timeout=min(self.retrain_secs, 1.0)) + if self._stop_event.is_set(): + return + now = time.monotonic() + buf_size = self.buffer.size + time_due = (now - self._last_train_t) >= self.retrain_secs + sample_due = self.retrain_every_samples > 0 and ( + buf_size - self._last_buffer_size_at_train) >= self.retrain_every_samples + if not (time_due or sample_due): + continue + result = self.train_once() + if result is not None: + self._last_train_t = now + self._last_buffer_size_at_train = buf_size + + def start(self) -> None: + if self._thread is not None and self._thread.is_alive(): + return + self._stop_event.clear() + self._thread = threading.Thread(target=self._loop, name="gbm-trainer", daemon=True) + self._thread.start() + + def stop(self, timeout: float = 2.0) -> None: + self._stop_event.set() + if self._thread is not None: + self._thread.join(timeout=timeout) + + def is_alive(self) -> bool: + return self._thread is not None and self._thread.is_alive() + + def snapshot_models(self): + with self._lock: + return self.gbm_s, self.gbm_d, self.last_result diff --git a/src/autonomous_kart/test/test_gbm_trainer.py b/src/autonomous_kart/test/test_gbm_trainer.py new file mode 100644 index 00000000..bc4a9559 --- /dev/null +++ b/src/autonomous_kart/test/test_gbm_trainer.py @@ -0,0 +1,88 @@ +"""Tests for GBMTrainer: synchronous train_once + threaded run loop.""" +import time + +import numpy as np + +from autonomous_kart.nodes.pathfinder.planners.residual.buffer import TrainBuffer +from autonomous_kart.nodes.pathfinder.planners.residual.trainer import ( + GBMTrainer, TrainResult, +) + + +def _make_buffer(n=2000, dim=14, seed=0): + rng = np.random.default_rng(seed) + buf = TrainBuffer(capacity=n, feature_dim=dim) + for i in range(n): + phi = rng.standard_normal(dim) + # target_s is a nonlinear function so the GBM has something to learn + r_s = 0.3 * phi[1] - 0.2 * phi[2] * phi[3] + 0.1 * rng.standard_normal() + r_d = 0.1 * phi[4] ** 2 + 0.05 * rng.standard_normal() + buf.append(phi, r_s=float(r_s), r_d=float(r_d), t_ns=i) + return buf + + +def _rls_predict(X): + """Stub RLS predictor that returns zeros (so GBM clearly beats it).""" + return np.zeros(len(X)), np.zeros(len(X)) + + +def test_train_once_happy_path(): + buf = _make_buffer(n=2000) + trainer = GBMTrainer( + buffer=buf, + rls_predict_batch=_rls_predict, + max_iter=60, max_depth=3, learning_rate=0.1, min_samples_leaf=20, + min_samples_to_train=1200, retrain_secs=10.0, retrain_every_samples=1200, + ) + result = trainer.train_once() + assert isinstance(result, TrainResult) + assert result.gbm_s is not None + assert result.gbm_d is not None + assert np.isfinite(result.val_mae_s) + assert np.isfinite(result.rls_val_mae_s) + # GBM should beat the zero baseline + assert result.val_mae_s < result.rls_val_mae_s + + +def test_train_once_returns_none_with_too_few_samples(): + buf = _make_buffer(n=100) + trainer = GBMTrainer( + buffer=buf, rls_predict_batch=_rls_predict, + max_iter=60, max_depth=3, learning_rate=0.1, min_samples_leaf=20, + min_samples_to_train=1200, retrain_secs=10.0, retrain_every_samples=1200, + ) + assert trainer.train_once() is None + + +def test_train_once_catches_nan_samples(): + buf = _make_buffer(n=2000) + # Poison the buffer with NaNs + X, ys, yd, _ = buf.snapshot() + X[0, 0] = float("nan") + # Re-insert by clearing/reappending wouldn't be clean; instead test that + # GBMTrainer drops non-finite rows internally. + buf2 = TrainBuffer(capacity=2000, feature_dim=14) + for i in range(len(X)): + buf2.append(X[i], r_s=float(ys[i]), r_d=float(yd[i]), t_ns=i) + trainer = GBMTrainer( + buffer=buf2, rls_predict_batch=_rls_predict, + max_iter=60, max_depth=3, learning_rate=0.1, min_samples_leaf=20, + min_samples_to_train=1200, retrain_secs=10.0, retrain_every_samples=1200, + ) + result = trainer.train_once() + assert result is not None # NaN row was filtered, train succeeded + assert np.isfinite(result.val_mae_s) + + +def test_thread_lifecycle(): + buf = _make_buffer(n=2000) + trainer = GBMTrainer( + buffer=buf, rls_predict_batch=_rls_predict, + max_iter=20, max_depth=3, learning_rate=0.1, min_samples_leaf=20, + min_samples_to_train=1200, retrain_secs=0.1, retrain_every_samples=999999, + ) + trainer.start() + time.sleep(0.5) # allow at least one train pass + assert trainer.train_seq >= 1 + trainer.stop(timeout=2.0) + assert not trainer.is_alive() diff --git a/src/autonomous_kart/test/test_master_residual_api.py b/src/autonomous_kart/test/test_master_residual_api.py new file mode 100644 index 00000000..b726a3f8 --- /dev/null +++ b/src/autonomous_kart/test/test_master_residual_api.py @@ -0,0 +1,66 @@ +"""Tests for the residual API plumbing in master_node + master_api.""" +import pytest + +rclpy = pytest.importorskip("rclpy") # skip whole file on machines w/o rclpy +from std_msgs.msg import Float32MultiArray + + +def _status_msg_with_train_seq(seq, val_mae_s=0.10, val_mae_d=0.03): + """Build an 88-float /mpc/status message with the train_seq slot set.""" + data = [0.0] * 88 + data[0] = 0.0 # mode + data[1] = 1.0 # success + data[67] = float(seq) # train_seq + data[70] = float(val_mae_s) + data[71] = float(val_mae_d) + data[72] = float(val_mae_s + 0.05) # rls_val_mae_s + data[73] = float(val_mae_d + 0.02) # rls_val_mae_d + data[74] = 1.0 # active_model = GBM + m = Float32MultiArray() + m.data = data + return m + + +def test_residual_log_records_new_train_seq(ros_ctx): + from autonomous_kart.nodes.master.master_node import MasterNode + with ros_ctx(): + node = MasterNode() + try: + node._mpc_status_callback(_status_msg_with_train_seq(seq=1)) + node._mpc_status_callback(_status_msg_with_train_seq(seq=1)) + node._mpc_status_callback(_status_msg_with_train_seq(seq=2, val_mae_s=0.08)) + events = node.get_residual_log(limit=10) + assert len(events) == 2 + assert events[0]["train_seq"] == 2 # newest first + assert events[1]["train_seq"] == 1 + finally: + node.destroy_node() + + +def test_residual_log_limit(ros_ctx): + from autonomous_kart.nodes.master.master_node import MasterNode + with ros_ctx(): + node = MasterNode() + try: + for s in range(5): + node._mpc_status_callback(_status_msg_with_train_seq(seq=s + 1)) + events = node.get_residual_log(limit=2) + assert len(events) == 2 + assert events[0]["train_seq"] == 5 + assert events[1]["train_seq"] == 4 + finally: + node.destroy_node() + + +def test_residual_status_returns_latest_snapshot(ros_ctx): + from autonomous_kart.nodes.master.master_node import MasterNode + with ros_ctx(): + node = MasterNode() + try: + node._mpc_status_callback(_status_msg_with_train_seq(seq=42, val_mae_s=0.07)) + snap = node.get_residual_status() + assert snap is not None + assert snap["train_seq"] == 42 + assert abs(snap["last_val_mae_s"] - 0.07) < 1e-6 + finally: + node.destroy_node() diff --git a/src/autonomous_kart/test/test_residual_buffer.py b/src/autonomous_kart/test/test_residual_buffer.py new file mode 100644 index 00000000..51742690 --- /dev/null +++ b/src/autonomous_kart/test/test_residual_buffer.py @@ -0,0 +1,67 @@ +"""Tests for the TrainBuffer ring.""" +import threading + +import numpy as np +import pytest + +from autonomous_kart.nodes.pathfinder.planners.residual.buffer import TrainBuffer + + +def test_buffer_grows_then_wraps(): + buf = TrainBuffer(capacity=4, feature_dim=3) + for i in range(3): + phi = np.array([float(i), float(i + 1), float(i + 2)]) + buf.append(phi, r_s=float(i) * 0.1, r_d=float(i) * 0.2, t_ns=i) + assert buf.size == 3 + X, ys, yd, t = buf.snapshot() + assert X.shape == (3, 3) + np.testing.assert_allclose(X[1], [1, 2, 3]) + np.testing.assert_allclose(ys, [0.0, 0.1, 0.2]) + np.testing.assert_allclose(t, [0, 1, 2]) + + # Fill past capacity — oldest entries drop. + for i in range(3, 8): + buf.append(np.array([float(i)] * 3), r_s=0.0, r_d=0.0, t_ns=i) + assert buf.size == 4 + X, ys, yd, t = buf.snapshot() + # Most recent 4 entries (i=4..7), in chronological order. + np.testing.assert_allclose(t, [4, 5, 6, 7]) + + +def test_snapshot_returns_independent_copy(): + buf = TrainBuffer(capacity=2, feature_dim=2) + buf.append(np.array([1.0, 2.0]), r_s=0.5, r_d=0.5, t_ns=0) + X, ys, yd, t = buf.snapshot() + X[0, 0] = 99.0 + X2, *_ = buf.snapshot() + assert X2[0, 0] == 1.0 # buffer wasn't mutated + + +def test_concurrent_writes_no_torn_rows(): + buf = TrainBuffer(capacity=200, feature_dim=4) + + def writer(start, count): + for i in range(start, start + count): + phi = np.array([float(i)] * 4) + buf.append(phi, r_s=float(i), r_d=-float(i), t_ns=i) + + threads = [threading.Thread(target=writer, args=(k * 50, 50)) for k in range(4)] + for t in threads: t.start() + for t in threads: t.join() + + X, ys, yd, _ = buf.snapshot() + # Each row's 4 features should be all-equal; r_s should equal +feature; r_d should equal -feature + for row, s, d in zip(X, ys, yd): + v = row[0] + assert all(row == v), f"torn row: {row}" + assert s == v, f"r_s mismatch with row value: {s} vs {v}" + assert d == -v, f"r_d mismatch with row value: {d} vs {v}" + + +def test_initial_state(): + buf = TrainBuffer(capacity=10, feature_dim=14) + assert buf.size == 0 + assert buf.capacity == 10 + X, ys, yd, t = buf.snapshot() + assert X.shape == (0, 14) + assert ys.shape == (0,) diff --git a/src/autonomous_kart/test/test_residual_cache.py b/src/autonomous_kart/test/test_residual_cache.py new file mode 100644 index 00000000..fbe14ef8 --- /dev/null +++ b/src/autonomous_kart/test/test_residual_cache.py @@ -0,0 +1,89 @@ +"""Tests for the residual disk cache (manifest + RLS state; GBM tested separately).""" +import json +from pathlib import Path + +import numpy as np +import pytest + +from autonomous_kart.nodes.pathfinder.planners.residual.cache import ( + ResidualCache, SCHEMA_VERSION, +) + + +def _rls_state(): + return dict( + theta_s=np.arange(14, dtype=np.float64), + theta_d=-np.arange(14, dtype=np.float64), + P=np.eye(14) * 7.0, + samples_trained=123, + ) + + +def test_round_trip_rls(tmp_path: Path): + cache = ResidualCache(str(tmp_path), feature_dim=14) + state = _rls_state() + cache.write_rls(**state, best_val_mae_s=0.15, best_val_mae_d=0.04, train_seq=42) + loaded = cache.load() + assert loaded is not None + assert loaded.feature_dim == 14 + np.testing.assert_allclose(loaded.theta_s, state["theta_s"]) + np.testing.assert_allclose(loaded.theta_d, state["theta_d"]) + np.testing.assert_allclose(loaded.P, state["P"]) + assert loaded.samples_trained == 123 + assert loaded.best_val_mae_s == 0.15 + + +def test_load_returns_none_when_no_manifest(tmp_path: Path): + cache = ResidualCache(str(tmp_path / "doesnotexist"), feature_dim=14) + assert cache.load() is None + + +def test_load_rejects_wrong_schema(tmp_path: Path): + cache = ResidualCache(str(tmp_path), feature_dim=14) + cache.write_rls(**_rls_state(), best_val_mae_s=0.1, best_val_mae_d=0.04, train_seq=1) + # Corrupt the manifest version + manifest_path = tmp_path / "manifest.json" + m = json.loads(manifest_path.read_text()) + m["schema_version"] = SCHEMA_VERSION + 999 + manifest_path.write_text(json.dumps(m)) + assert cache.load() is None + + +def test_load_rejects_wrong_feature_dim(tmp_path: Path): + cache = ResidualCache(str(tmp_path), feature_dim=14) + cache.write_rls(**_rls_state(), best_val_mae_s=0.1, best_val_mae_d=0.04, train_seq=1) + cache_wrong = ResidualCache(str(tmp_path), feature_dim=15) + assert cache_wrong.load() is None + + +def test_atomic_write_no_partial_state(tmp_path: Path): + cache = ResidualCache(str(tmp_path), feature_dim=14) + state = _rls_state() + cache.write_rls(**state, best_val_mae_s=0.1, best_val_mae_d=0.04, train_seq=1) + # No .tmp files left behind + leftovers = list(tmp_path.glob("*.tmp")) + assert leftovers == [] + + +def test_gbm_round_trip(tmp_path: Path): + from sklearn.ensemble import HistGradientBoostingRegressor + cache = ResidualCache(str(tmp_path), feature_dim=14) + rng = np.random.default_rng(0) + X = rng.standard_normal((400, 14)) + y_s = 0.3 * X[:, 1] + 0.1 * rng.standard_normal(400) + y_d = 0.1 * X[:, 2] + 0.05 * rng.standard_normal(400) + gbm_s = HistGradientBoostingRegressor(max_iter=20, max_depth=3).fit(X, y_s) + gbm_d = HistGradientBoostingRegressor(max_iter=20, max_depth=3).fit(X, y_d) + cache.write_rls(theta_s=np.zeros(14), theta_d=np.zeros(14), P=np.eye(14), + samples_trained=0, best_val_mae_s=0.05, best_val_mae_d=0.02, train_seq=1) + cache.write_gbm(gbm_s, gbm_d) + loaded = cache.load() + loaded_s, loaded_d = cache.load_gbm() + assert loaded is not None and loaded_s is not None and loaded_d is not None + np.testing.assert_allclose(loaded_s.predict(X[:5]), gbm_s.predict(X[:5])) + + +def test_load_gbm_returns_none_when_missing(tmp_path: Path): + cache = ResidualCache(str(tmp_path), feature_dim=14) + s, d = cache.load_gbm() + assert s is None and d is None diff --git a/src/autonomous_kart/test/test_residual_checkpoint.py b/src/autonomous_kart/test/test_residual_checkpoint.py new file mode 100644 index 00000000..6d80ce87 --- /dev/null +++ b/src/autonomous_kart/test/test_residual_checkpoint.py @@ -0,0 +1,68 @@ +"""Tests for Checkpoint dataclass + CheckpointRing eviction policy.""" +import numpy as np + +from autonomous_kart.nodes.pathfinder.planners.residual.checkpoint import ( + Checkpoint, CheckpointRing, +) +from autonomous_kart.nodes.pathfinder.planners.residual.regime import RegimeSignature + + +def _ckpt(train_seq, val_mae_s, val_mae_d=0.05): + return Checkpoint( + train_seq=train_seq, t_wall_ns=train_seq * 1_000_000_000, + theta_s=np.zeros(14), theta_d=np.zeros(14), P=np.eye(14), + samples_trained=train_seq * 100, + gbm_s=None, gbm_d=None, + val_mae_s=val_mae_s, val_mae_d=val_mae_d, + rls_val_mae_s=val_mae_s * 1.1, rls_val_mae_d=val_mae_d * 1.1, + regime=RegimeSignature(4.0, 0.5, 0.02), + ) + + +def test_ring_empty_returns_none(): + r = CheckpointRing(size=3) + assert r.best_recent() is None + assert r.is_empty() + + +def test_ring_records_in_order_until_full(): + r = CheckpointRing(size=3) + r.record(_ckpt(1, 0.20)) + r.record(_ckpt(2, 0.15)) + r.record(_ckpt(3, 0.10)) + assert not r.is_empty() + assert r.best_recent().train_seq == 3 # lowest val_mae_s wins + + +def test_ring_evicts_oldest_when_full(): + r = CheckpointRing(size=3) + r.record(_ckpt(1, 0.20)) + r.record(_ckpt(2, 0.15)) + r.record(_ckpt(3, 0.10)) + # 4th insert: ckpt #1 (oldest) is NOT the best, so it gets evicted + r.record(_ckpt(4, 0.18)) + seqs = [c.train_seq for c in r.entries] + assert 1 not in seqs + assert sorted(seqs) == [2, 3, 4] + + +def test_ring_protects_alltime_best_from_eviction(): + r = CheckpointRing(size=3) + r.record(_ckpt(1, 0.05)) # all-time best + r.record(_ckpt(2, 0.20)) + r.record(_ckpt(3, 0.30)) + # Inserting #4 would evict oldest=#1, but #1 is best — evict next-oldest instead + r.record(_ckpt(4, 0.25)) + seqs = sorted(c.train_seq for c in r.entries) + assert 1 in seqs + assert 2 not in seqs # second-oldest evicted instead + assert sorted(seqs) == [1, 3, 4] + + +def test_best_recent_ignores_nan_val_mae(): + r = CheckpointRing(size=3) + bad = _ckpt(1, float("nan")) + good = _ckpt(2, 0.10) + r.record(bad) + r.record(good) + assert r.best_recent().train_seq == 2 diff --git a/src/autonomous_kart/test/test_residual_learner.py b/src/autonomous_kart/test/test_residual_learner.py new file mode 100644 index 00000000..1fefd054 --- /dev/null +++ b/src/autonomous_kart/test/test_residual_learner.py @@ -0,0 +1,365 @@ +"""Tests for ResidualLearner: outlier rejection, |d| filter, warmup gate, counters.""" +import numpy as np + +from autonomous_kart.nodes.pathfinder.planners.mpc_residual import ( + ResidualLearner, NUM_FEATURES, +) + + +def _phi(d=0.0): + """14-element feature vector with d at the second slot, like _features() builds.""" + v = np.zeros(NUM_FEATURES) + v[0] = 1.0 + v[1] = d + return v + + +def _make(params=None): + p = { + "mode": "shadow", + "target_horizon_s": 0.05, + "forgetting_factor": 0.99, + "initial_cov": 1000.0, + "min_train_speed_mps": 0.5, + "error_window": 200, + "outlier_threshold_m": 2.0, + "max_train_d_m": 3.0, + "max_p_trace": 1.0e5, + "max_theta_norm": 50.0, + "rls_warmup_samples": 5, + "gbm_enabled": False, + "apply_min_samples_this_run": 1200, + "cache_enabled": False, + } + if params: p.update(params) + return ResidualLearner(p, solve_dt=1.0 / 60.0, s_total=850.0) + + +def test_push_rejects_off_line_kart(): + learner = _make() + # |d| = 4.0 > max_train_d_m = 3.0 + learner.push(_phi(d=4.0), s_t=0.0, d_t=4.0, nom_ds=0.1, nom_dd=0.0, speed=3.0) + learner.step(s_now=0.5, d_now=4.05) + assert learner.samples_trained == 0 + assert learner.off_line_skipped == 1 + + +def test_step_rejects_huge_residual_target(): + learner = _make() + # Push a sample, then step at a position whose actual_ds explodes + # (s wrap not triggered because s_total > delta). + learner.push(_phi(d=0.0), s_t=0.0, d_t=0.0, nom_ds=0.0, nom_dd=0.0, speed=3.0) + # Step horizon = 0.05s * 60Hz = 3 ticks, so we need >= 3 pushes for one to age out. + learner.push(_phi(d=0.0), s_t=0.0, d_t=0.0, nom_ds=0.0, nom_dd=0.0, speed=3.0) + learner.push(_phi(d=0.0), s_t=0.0, d_t=0.0, nom_ds=0.0, nom_dd=0.0, speed=3.0) + learner.push(_phi(d=0.0), s_t=0.0, d_t=0.0, nom_ds=0.0, nom_dd=0.0, speed=3.0) + # Now step at s_now=10 (actual_ds=10 vs nom_ds=0 → residual 10m > threshold 2m) + learner.step(s_now=10.0, d_now=0.0) + assert learner.samples_trained == 0 + assert learner.outliers_dropped == 1 + + +def test_predict_returns_zero_during_warmup(): + learner = _make({"rls_warmup_samples": 50}) + phi = _phi(d=0.0) + pred_s, pred_d, source = learner.predict(phi) + assert pred_s == 0.0 + assert pred_d == 0.0 + assert source == 0 # RLS + + +def test_predict_returns_nonzero_after_warmup(): + learner = _make({"rls_warmup_samples": 3}) + # Drive samples through; horizon is 3 ticks so we need 4 pushes + steps + for i in range(20): + learner.push(_phi(d=0.0), s_t=float(i) * 0.1, d_t=0.0, + nom_ds=0.0, nom_dd=0.0, speed=3.0) + learner.step(s_now=float(i + 1) * 0.1, d_now=0.0) + assert learner.samples_trained >= 3 + pred_s, pred_d, source = learner.predict(_phi(d=0.0)) + # theta_s should be non-zero after enough updates with non-zero residuals + assert source == 0 + # samples_accepted_this_run is bumped per step() + assert learner.samples_accepted_this_run == learner.samples_trained + + +def test_effective_mode_starts_shadow_then_apply(): + learner = _make({"apply_min_samples_this_run": 4, "rls_warmup_samples": 0}) + assert learner.effective_mode() == "shadow" + for i in range(20): + learner.push(_phi(d=0.0), s_t=float(i) * 0.1, d_t=0.0, + nom_ds=0.0, nom_dd=0.0, speed=3.0) + learner.step(s_now=float(i + 1) * 0.1, d_now=0.0) + # samples_accepted_this_run >= 4 → effective_mode rises to requested mode + learner.mode = "apply" + assert learner.effective_mode() == "apply" + + +def test_apply_mode_gated_back_to_shadow_when_yaml_shadow(): + learner = _make({"apply_min_samples_this_run": 0}) + learner.mode = "shadow" + assert learner.effective_mode() == "shadow" + learner.mode = "off" + assert learner.effective_mode() == "off" + + +def test_predict_unchanged_by_effective_mode(): + """predict() always returns the raw model output; gating happens at the + consumer (mpc.py).""" + learner = _make({"apply_min_samples_this_run": 10, "rls_warmup_samples": 0}) + learner.mode = "apply" + learner.theta_s[0] = 0.5 + pred_s, _, _ = learner.predict(_phi(d=0.0)) + # samples_accepted_this_run = 0 → effective_mode == "shadow", but predict still returns 0.5 + assert learner.effective_mode() == "shadow" + assert pred_s == 0.5 + + +def test_warm_start_from_cache(tmp_path): + params = { + "mode": "shadow", + "target_horizon_s": 0.05, + "forgetting_factor": 0.99, "initial_cov": 1000.0, + "min_train_speed_mps": 0.5, "error_window": 200, + "outlier_threshold_m": 2.0, "max_train_d_m": 3.0, + "max_p_trace": 1.0e5, "max_theta_norm": 50.0, + "rls_warmup_samples": 0, "apply_min_samples_this_run": 0, + "gbm_enabled": False, + "cache_enabled": True, "cache_dir": str(tmp_path), "cache_load_on_start": True, + } + a = ResidualLearner(params, solve_dt=1.0 / 60.0, s_total=850.0) + # Train a tiny bit + for i in range(20): + a.push(_phi(d=0.0), s_t=float(i) * 0.1, d_t=0.0, + nom_ds=0.0, nom_dd=0.0, speed=3.0) + a.step(s_now=float(i + 1) * 0.1, d_now=0.0) + a.save_rls_cache(best_val_mae_s=0.1, best_val_mae_d=0.04, train_seq=1) + + b = ResidualLearner(params, solve_dt=1.0 / 60.0, s_total=850.0) + assert b.cache_loaded + np.testing.assert_allclose(b.theta_s, a.theta_s) + np.testing.assert_allclose(b.P, a.P) + assert b.samples_trained == a.samples_trained + + +def test_buffer_grows_when_gbm_enabled(): + params = { + "mode": "shadow", "target_horizon_s": 0.05, + "forgetting_factor": 0.99, "initial_cov": 1000.0, + "min_train_speed_mps": 0.5, "error_window": 200, + "outlier_threshold_m": 2.0, "max_train_d_m": 3.0, + "max_p_trace": 1.0e5, "max_theta_norm": 50.0, + "rls_warmup_samples": 0, "apply_min_samples_this_run": 0, + "gbm_enabled": True, + "gbm_buffer_capacity": 100, + "cache_enabled": False, + } + learner = ResidualLearner(params, solve_dt=1.0 / 60.0, s_total=850.0) + try: + assert learner.buffer is not None + for i in range(20): + learner.push(_phi(d=0.0), s_t=float(i) * 0.1, d_t=0.0, + nom_ds=0.0, nom_dd=0.0, speed=3.0) + learner.step(s_now=float(i + 1) * 0.1, d_now=0.0) + # Each accepted step() pushes one sample into the buffer. + assert learner.buffer.size == learner.samples_trained + finally: + learner.shutdown() + + +class _FakeGBM: + def __init__(self, value): + self.value = value + + def predict(self, X): + return np.full(len(X), self.value) + + +def test_selector_picks_gbm_when_val_mae_better(): + params = { + "mode": "shadow", "target_horizon_s": 0.05, + "forgetting_factor": 0.99, "initial_cov": 1000.0, + "min_train_speed_mps": 0.5, "error_window": 200, + "outlier_threshold_m": 2.0, "max_train_d_m": 3.0, + "max_p_trace": 1.0e5, "max_theta_norm": 50.0, + "rls_warmup_samples": 0, "apply_min_samples_this_run": 0, + "gbm_enabled": False, # keep trainer thread off; we drive the selector by hand + "cache_enabled": False, + "gbm_select_eps_s_m": 0.01, "gbm_select_eps_d_m": 0.005, + "gbm_predict_clip_m": 0.5, + } + learner = ResidualLearner(params, solve_dt=1.0 / 60.0, s_total=850.0) + learner._install_gbm(_FakeGBM(0.3), _FakeGBM(0.1), + val_mae_s=0.05, val_mae_d=0.02, + rls_val_mae_s=0.20, rls_val_mae_d=0.10) + pred_s, pred_d, source = learner.predict(_phi(d=0.0)) + assert source == 1 # SOURCE_GBM + assert pred_s == 0.3 + assert pred_d == 0.1 + + +def test_selector_stays_rls_when_gbm_only_marginally_better(): + params = { + "mode": "shadow", "target_horizon_s": 0.05, + "forgetting_factor": 0.99, "initial_cov": 1000.0, + "min_train_speed_mps": 0.5, "error_window": 200, + "outlier_threshold_m": 2.0, "max_train_d_m": 3.0, + "max_p_trace": 1.0e5, "max_theta_norm": 50.0, + "rls_warmup_samples": 0, "apply_min_samples_this_run": 0, + "gbm_enabled": False, "cache_enabled": False, + "gbm_select_eps_s_m": 0.01, "gbm_select_eps_d_m": 0.005, + "gbm_predict_clip_m": 0.5, + } + learner = ResidualLearner(params, solve_dt=1.0 / 60.0, s_total=850.0) + learner._install_gbm(_FakeGBM(0.0), _FakeGBM(0.0), + val_mae_s=0.205, val_mae_d=0.10, + rls_val_mae_s=0.20, rls_val_mae_d=0.10) + pred_s, pred_d, source = learner.predict(_phi(d=0.0)) + assert source == 0 + + +def test_gbm_predict_clipped(): + params = { + "mode": "apply", "target_horizon_s": 0.05, + "forgetting_factor": 0.99, "initial_cov": 1000.0, + "min_train_speed_mps": 0.5, "error_window": 200, + "outlier_threshold_m": 2.0, "max_train_d_m": 3.0, + "max_p_trace": 1.0e5, "max_theta_norm": 50.0, + "rls_warmup_samples": 0, "apply_min_samples_this_run": 0, + "gbm_enabled": False, "cache_enabled": False, + "gbm_select_eps_s_m": 0.01, "gbm_select_eps_d_m": 0.005, + "gbm_predict_clip_m": 0.5, + } + learner = ResidualLearner(params, solve_dt=1.0 / 60.0, s_total=850.0) + learner._install_gbm(_FakeGBM(2.0), _FakeGBM(-1.0), + val_mae_s=0.05, val_mae_d=0.05, + rls_val_mae_s=0.30, rls_val_mae_d=0.30) + pred_s, pred_d, source = learner.predict(_phi(d=0.0)) + assert source == 1 + assert pred_s == 0.5 # clipped from 2.0 to +0.5 + assert pred_d == -0.5 # clipped from -1.0 to -0.5 + assert learner.last_pred_clipped == 1 + + +def test_rls_divergence_restores_matching_regime(): + from autonomous_kart.nodes.pathfinder.planners.residual.regime import RegimeSignature + learner = _make({"regime_dv_tol_mps": 1.0, "regime_dd_tol_m": 0.3, + "regime_dkappa_rel_tol": 0.5, "max_theta_norm": 0.5}) + # Plant a good RLS state in a checkpoint with regime ≈ current + good_theta_s = np.ones(NUM_FEATURES) * 0.1 + learner._seed_checkpoint( + theta_s=good_theta_s, theta_d=np.zeros(NUM_FEATURES), + P=np.eye(NUM_FEATURES), samples_trained=500, + val_mae_s=0.05, val_mae_d=0.02, + regime=RegimeSignature(4.0, 0.5, 0.02), + ) + learner._current_regime = RegimeSignature(4.1, 0.5, 0.02) + # Force divergence + learner.theta_s = np.ones(NUM_FEATURES) * 100.0 + learner.theta_d = np.ones(NUM_FEATURES) * 100.0 + learner._trigger_divergence_check() + np.testing.assert_allclose(learner.theta_s, good_theta_s) + assert learner.divergence_resets == 1 + + +def test_rls_divergence_zeros_when_regime_dissimilar(): + from autonomous_kart.nodes.pathfinder.planners.residual.regime import RegimeSignature + learner = _make({"max_theta_norm": 0.5}) + learner._seed_checkpoint( + theta_s=np.ones(NUM_FEATURES) * 0.1, theta_d=np.zeros(NUM_FEATURES), + P=np.eye(NUM_FEATURES), samples_trained=500, + val_mae_s=0.05, val_mae_d=0.02, + regime=RegimeSignature(2.0, 0.1, 0.005), + ) + learner._current_regime = RegimeSignature(7.0, 1.0, 0.05) + learner.theta_s = np.ones(NUM_FEATURES) * 100.0 + learner.theta_d = np.ones(NUM_FEATURES) * 100.0 + learner._trigger_divergence_check() + np.testing.assert_allclose(learner.theta_s, np.zeros(NUM_FEATURES)) + + +def test_clip_rate_revert_disables_gbm(): + learner = _make({"rls_warmup_samples": 0, + "revert_clip_rate_window": 10, + "revert_clip_rate_threshold": 0.30, + "gbm_predict_clip_m": 0.1}) + learner._install_gbm(_FakeGBM(1.0), _FakeGBM(1.0), + val_mae_s=0.05, val_mae_d=0.05, + rls_val_mae_s=0.30, rls_val_mae_d=0.30) + assert learner.use_gbm + # Force many clipped predictions + for _ in range(10): + learner.predict(_phi(d=0.0)) + learner._maybe_clip_revert() + assert not learner.use_gbm + assert learner.revert_count == 1 + + +def test_manual_revert_to_checkpoint(): + from autonomous_kart.nodes.pathfinder.planners.residual.regime import RegimeSignature + learner = _make() + learner._seed_checkpoint( + theta_s=np.full(NUM_FEATURES, 0.7), theta_d=np.zeros(NUM_FEATURES), + P=np.eye(NUM_FEATURES), samples_trained=999, + val_mae_s=0.04, val_mae_d=0.02, + regime=RegimeSignature(99.0, 99.0, 99.0), # deliberately weird regime + ) + learner.theta_s = np.zeros(NUM_FEATURES) + learner.manual_revert() + np.testing.assert_allclose(learner.theta_s, np.full(NUM_FEATURES, 0.7)) + assert learner.revert_count == 1 + + +def test_current_regime_tracks_buffer(): + learner = _make({"gbm_enabled": True, "gbm_buffer_capacity": 200, + "rls_warmup_samples": 0, "apply_min_samples_this_run": 0, + "cache_enabled": False}) + try: + for i in range(150): + phi = np.zeros(NUM_FEATURES) + phi[0] = 1.0 + phi[1] = 0.5 # d + phi[2] = 4.0 # v_s placeholder (we re-derive from speed in step) + phi[4] = 0.02 # kappa + learner.push(phi, s_t=float(i) * 0.1, d_t=0.5, + nom_ds=0.0, nom_dd=0.0, speed=4.0) + learner.step(s_now=float(i + 1) * 0.1, d_now=0.5) + sig = learner._compute_current_regime() + assert abs(sig.mean_v - 4.0) < 0.5 + assert abs(sig.mean_abs_d - 0.5) < 0.2 + finally: + learner.shutdown() + + +def test_trainer_installs_gbm_and_flips_selector(): + import time as _time + params = { + "mode": "shadow", "target_horizon_s": 0.05, + "forgetting_factor": 0.99, "initial_cov": 1000.0, + "min_train_speed_mps": 0.5, "error_window": 200, + "outlier_threshold_m": 2.0, "max_train_d_m": 3.0, + "max_p_trace": 1.0e5, "max_theta_norm": 50.0, + "rls_warmup_samples": 0, "apply_min_samples_this_run": 0, + "gbm_enabled": True, "gbm_buffer_capacity": 2000, + "gbm_max_iter": 30, "gbm_max_depth": 3, "gbm_learning_rate": 0.1, + "gbm_min_samples_leaf": 10, "gbm_min_samples_to_train": 1500, + "gbm_retrain_secs": 0.2, "gbm_retrain_every_samples": 999999, + "cache_enabled": False, + "gbm_select_eps_s_m": 0.01, "gbm_select_eps_d_m": 0.005, + "gbm_predict_clip_m": 0.5, + } + learner = ResidualLearner(params, solve_dt=1.0 / 60.0, s_total=850.0) + try: + rng = np.random.default_rng(0) + for i in range(1800): + phi = rng.standard_normal(NUM_FEATURES) + phi[0] = 1.0 + learner.buffer.append(phi, r_s=0.3 * phi[1], r_d=0.1 * phi[2], t_ns=i) + _time.sleep(2.0) + # After training, the learner should have a result with a non-None GBM + assert learner.trainer.last_result is not None + assert learner.trainer.last_result.gbm_s is not None + # And the learner's _gbm_s slot should be populated via the install-callback + assert learner._gbm_s is not None + finally: + learner.shutdown() diff --git a/src/autonomous_kart/test/test_residual_regime.py b/src/autonomous_kart/test/test_residual_regime.py new file mode 100644 index 00000000..99336c1b --- /dev/null +++ b/src/autonomous_kart/test/test_residual_regime.py @@ -0,0 +1,48 @@ +"""Tests for RegimeSignature similarity.""" +import numpy as np + +from autonomous_kart.nodes.pathfinder.planners.residual.regime import ( + RegimeSignature, similar, +) + + +def test_signature_from_arrays(): + v = np.array([3.0, 4.0, 5.0]) + d = np.array([0.1, -0.2, 0.0]) + kappa = np.array([0.01, 0.0, -0.01]) + sig = RegimeSignature.from_arrays(v, d, kappa) + assert abs(sig.mean_v - 4.0) < 1e-9 + assert abs(sig.mean_abs_d - (0.1 + 0.2 + 0.0) / 3) < 1e-9 + assert abs(sig.std_kappa - np.std(kappa)) < 1e-9 + + +def test_similar_within_tolerances(): + a = RegimeSignature(mean_v=4.0, mean_abs_d=0.5, std_kappa=0.02) + b = RegimeSignature(mean_v=4.5, mean_abs_d=0.6, std_kappa=0.02) + assert similar(a, b, dv_tol=1.0, dd_tol=0.3, dkappa_rel_tol=0.5) + + +def test_dissimilar_when_speed_too_far(): + a = RegimeSignature(mean_v=4.0, mean_abs_d=0.5, std_kappa=0.02) + b = RegimeSignature(mean_v=6.0, mean_abs_d=0.5, std_kappa=0.02) + assert not similar(a, b, dv_tol=1.0, dd_tol=0.3, dkappa_rel_tol=0.5) + + +def test_dissimilar_when_d_too_far(): + a = RegimeSignature(mean_v=4.0, mean_abs_d=0.2, std_kappa=0.02) + b = RegimeSignature(mean_v=4.0, mean_abs_d=0.8, std_kappa=0.02) + assert not similar(a, b, dv_tol=1.0, dd_tol=0.3, dkappa_rel_tol=0.5) + + +def test_dissimilar_when_kappa_too_far(): + a = RegimeSignature(mean_v=4.0, mean_abs_d=0.2, std_kappa=0.01) + b = RegimeSignature(mean_v=4.0, mean_abs_d=0.2, std_kappa=0.05) + # |0.05 - 0.01| / max(0.05, 0.01, 1e-3) = 0.8 > 0.5 + assert not similar(a, b, dv_tol=1.0, dd_tol=0.3, dkappa_rel_tol=0.5) + + +def test_from_empty_arrays_safe(): + sig = RegimeSignature.from_arrays(np.array([]), np.array([]), np.array([])) + assert sig.mean_v == 0.0 + assert sig.mean_abs_d == 0.0 + assert sig.std_kappa == 0.0 From 53ed14abe7b1cb9f54be96d969a64b0f61411b6f Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 17:01:30 -0400 Subject: [PATCH 60/86] feat(requirements): add joblib to requirements.txt for dependencies. --- requirements.txt | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 4aaaf627..995e8bb2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,4 +9,5 @@ python-can flask flask-cors pyserial -smbus2==0.6.1 \ No newline at end of file +smbus2==0.6.1 +joblib \ No newline at end of file From 0ddf8dc30265eeac24d60323cc97e79ecb269cb7 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 17:09:38 -0400 Subject: [PATCH 61/86] feat(workflows): add step to install Python requirements in CI pipeline. --- .github/workflows/tests.yml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index 0f7c8237..dee58592 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -51,6 +51,12 @@ jobs: cp -a "${GITHUB_WORKSPACE}/ws-src/requirements.txt" /ws/requirements.txt || true ls /ws + - name: Install Python requirements + shell: bash + run: | + set -exo pipefail + pip install --no-cache-dir -r /ws/requirements.txt + - name: Restore colcon build cache id: colcon-cache uses: actions/cache@v4 From f632bd7a45b0f0cae2ec8c019c3a93e3abda255c Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 17:12:12 -0400 Subject: [PATCH 62/86] feat(checkpoint): implement Checkpoint and CheckpointRing classes. --- .../pathfinder/planners/residual/__init__.py | 0 .../planners/residual/checkpoint.py | 73 +++++++++++++++++++ 2 files changed, 73 insertions(+) create mode 100644 src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/__init__.py create mode 100644 src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/checkpoint.py diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/__init__.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/checkpoint.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/checkpoint.py new file mode 100644 index 00000000..597dc2f2 --- /dev/null +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/checkpoint.py @@ -0,0 +1,73 @@ +"""Checkpoint of a known-good residual model state + CheckpointRing. + +A checkpoint snapshots both models (RLS state arrays + the two GBM +regressors) plus their validation MAEs and the regime signature at save +time. The ring keeps the last N checkpoints and protects best from eviction""" +from __future__ import annotations + +import math +from dataclasses import dataclass, field +from typing import Any, Optional + +import numpy as np + +from autonomous_kart.nodes.pathfinder.planners.residual.regime import RegimeSignature + + +@dataclass +class Checkpoint: + train_seq: int + t_wall_ns: int + # RLS state + theta_s: np.ndarray + theta_d: np.ndarray + P: np.ndarray + samples_trained: int + # GBM state (Optional — Any here so tests don't need sklearn for the dataclass) + gbm_s: Optional[Any] + gbm_d: Optional[Any] + val_mae_s: float + val_mae_d: float + rls_val_mae_s: float + rls_val_mae_d: float + regime: RegimeSignature + + +class CheckpointRing: + def __init__(self, size: int = 5): + self.size = max(1, int(size)) + self.entries: list[Checkpoint] = [] + + def is_empty(self) -> bool: + return not self.entries + + def record(self, cp: Checkpoint) -> None: + if len(self.entries) < self.size: + self.entries.append(cp) + return + # Need to evict. Find the all-time-best entry by val_mae_s + best_idx = self._best_index() + # Oldest is index 0. Don't evict the best. + evict_idx = 0 + if best_idx == 0: + evict_idx = 1 + del self.entries[evict_idx] + self.entries.append(cp) + + def best_recent(self) -> Optional[Checkpoint]: + idx = self._best_index() + if idx is None: + return None + return self.entries[idx] + + def _best_index(self) -> Optional[int]: + best_i = None + best_v = math.inf + for i, c in enumerate(self.entries): + v = c.val_mae_s + if not math.isfinite(v): + continue + if v < best_v: + best_v = v + best_i = i + return best_i From f4663d91ca79e324bc3cb1c8d55e0d938e95ed5f Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 17:14:09 -0400 Subject: [PATCH 63/86] feat(requirements): add joblib and scikit-learn to requirements.txt --- requirements.txt | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 995e8bb2..3c286242 100644 --- a/requirements.txt +++ b/requirements.txt @@ -10,4 +10,5 @@ flask flask-cors pyserial smbus2==0.6.1 -joblib \ No newline at end of file +joblib +scikit-learn \ No newline at end of file From 3b9a375f74ad3882937c9877df8e5515c0bcea52 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 17:20:48 -0400 Subject: [PATCH 64/86] feat(tests): add _default_params function for MasterNode initialization. --- src/autonomous_kart/test/test_master_residual_api.py | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/src/autonomous_kart/test/test_master_residual_api.py b/src/autonomous_kart/test/test_master_residual_api.py index b726a3f8..31763d03 100644 --- a/src/autonomous_kart/test/test_master_residual_api.py +++ b/src/autonomous_kart/test/test_master_residual_api.py @@ -5,6 +5,11 @@ from std_msgs.msg import Float32MultiArray +def _default_params(state="IDLE"): + """MasterNode requires these globals declared or it asserts on init.""" + return {"system_state": state, "system_frequency": 60} + + def _status_msg_with_train_seq(seq, val_mae_s=0.10, val_mae_d=0.03): """Build an 88-float /mpc/status message with the train_seq slot set.""" data = [0.0] * 88 @@ -23,7 +28,7 @@ def _status_msg_with_train_seq(seq, val_mae_s=0.10, val_mae_d=0.03): def test_residual_log_records_new_train_seq(ros_ctx): from autonomous_kart.nodes.master.master_node import MasterNode - with ros_ctx(): + with ros_ctx(_default_params()): node = MasterNode() try: node._mpc_status_callback(_status_msg_with_train_seq(seq=1)) @@ -39,7 +44,7 @@ def test_residual_log_records_new_train_seq(ros_ctx): def test_residual_log_limit(ros_ctx): from autonomous_kart.nodes.master.master_node import MasterNode - with ros_ctx(): + with ros_ctx(_default_params()): node = MasterNode() try: for s in range(5): @@ -54,7 +59,7 @@ def test_residual_log_limit(ros_ctx): def test_residual_status_returns_latest_snapshot(ros_ctx): from autonomous_kart.nodes.master.master_node import MasterNode - with ros_ctx(): + with ros_ctx(_default_params()): node = MasterNode() try: node._mpc_status_callback(_status_msg_with_train_seq(seq=42, val_mae_s=0.07)) From 28c9b35165bde3bda6006b5837f207f45a7eb41b Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 18:48:18 -0400 Subject: [PATCH 65/86] feat(tests): add tests for RLS prediction clipping and selector behavior. --- .../nodes/pathfinder/planners/mpc_residual.py | 32 +++++----- .../autonomous_kart/params/pathfinder.yaml | 2 +- .../test/test_residual_learner.py | 60 +++++++++++++++++++ 3 files changed, 77 insertions(+), 17 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py index 56492952..1ce20893 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc_residual.py @@ -300,13 +300,19 @@ def predict(self, phi: np.ndarray) -> Tuple[float, float, int]: self._clip_history.append(clipped) self._maybe_clip_revert() return s, d, SOURCE_GBM - s = float(phi @ self.theta_s) - d = float(phi @ self.theta_d) + # Offline replay observed RLS spikes to ~200 m of Δs prediction in benign driving + # Clip is hard safety + s_raw = float(phi @ self.theta_s) + d_raw = float(phi @ self.theta_d) + clip = self._predict_clip_m + s = max(-clip, min(clip, s_raw)) + d = max(-clip, min(clip, d_raw)) + clipped = 1 if (s != s_raw or d != d_raw) else 0 self.last_pred_s = s self.last_pred_d = d self.last_active_model = SOURCE_RLS - self.last_pred_clipped = 0 - self._clip_history.append(0) + self.last_pred_clipped = clipped + self._clip_history.append(clipped) return s, d, SOURCE_RLS def mean_error(self) -> Tuple[float, float, float, float]: @@ -410,20 +416,14 @@ def _recompute_use_gbm(self) -> None: if self._last_val_mae_s > 2.0 * self._last_rls_val_mae_s: self.use_gbm = False return + beats_on_s = self._last_val_mae_s + self._select_eps_s < self._last_rls_val_mae_s + beats_on_d = self._last_val_mae_d + self._select_eps_d < self._last_rls_val_mae_d if self.use_gbm: - # Already GBM — keep unless RLS now beats it by ε on s AND on d - stays_gbm = ( - self._last_val_mae_s + self._select_eps_s < self._last_rls_val_mae_s - or self._last_val_mae_d + self._select_eps_d < self._last_rls_val_mae_d - ) - self.use_gbm = stays_gbm + # Stay on GBM if GBM still beats RLS on s OR d (hysteresis). + self.use_gbm = beats_on_s or beats_on_d else: - # Was RLS — flip only if GBM beats RLS on s AND not-worse on d - flips = ( - self._last_val_mae_s + self._select_eps_s < self._last_rls_val_mae_s - and self._last_val_mae_d <= self._last_rls_val_mae_d + self._select_eps_d - ) - self.use_gbm = flips + # Flip to GBM if GBM beats RLS on s OR d. + self.use_gbm = beats_on_s or beats_on_d def _compute_current_regime(self): from autonomous_kart.nodes.pathfinder.planners.residual.regime import RegimeSignature diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index 250e9ee3..20a2c2b2 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -106,7 +106,7 @@ pathfinder_node: mpc.residual.gbm_retrain_secs: 10.0 mpc.residual.gbm_min_samples_to_train: 1200 mpc.residual.gbm_retrain_every_samples: 1200 - mpc.residual.gbm_select_eps_s_m: 0.01 + mpc.residual.gbm_select_eps_s_m: 0.0 mpc.residual.gbm_select_eps_d_m: 0.005 mpc.residual.gbm_predict_clip_m: 0.5 # Checkpoints + revert diff --git a/src/autonomous_kart/test/test_residual_learner.py b/src/autonomous_kart/test/test_residual_learner.py index 1fefd054..553d13fd 100644 --- a/src/autonomous_kart/test/test_residual_learner.py +++ b/src/autonomous_kart/test/test_residual_learner.py @@ -363,3 +363,63 @@ def test_trainer_installs_gbm_and_flips_selector(): assert learner._gbm_s is not None finally: learner.shutdown() + + +def test_rls_predict_clipped(): + """RLS predictions are clipped to ±gbm_predict_clip_m, matching GBM. + + Offline replay caught RLS spiking to ~200 m of Δs prediction in benign + driving. The clip is hard safety for apply mode and matches GBM.""" + learner = _make({"rls_warmup_samples": 0, + "gbm_predict_clip_m": 0.5}) + # Push theta beyond the clip threshold via the public attributes + learner.theta_s = np.zeros(NUM_FEATURES) + learner.theta_d = np.zeros(NUM_FEATURES) + learner.theta_s[0] = 100.0 # bias slot — phi[0]=1.0 → prediction = 100 + learner.theta_d[0] = -100.0 + learner.samples_trained = 100 # past warmup + pred_s, pred_d, source = learner.predict(_phi(d=0.0)) + assert source == 0 # RLS + assert pred_s == 0.5 # clipped from 100 → +0.5 + assert pred_d == -0.5 # clipped from -100 → -0.5 + assert learner.last_pred_clipped == 1 + + +def test_rls_predict_unclipped_when_in_bounds(): + """RLS predictions within ±clip pass through unchanged.""" + learner = _make({"rls_warmup_samples": 0, "gbm_predict_clip_m": 0.5}) + learner.theta_s = np.zeros(NUM_FEATURES) + learner.theta_d = np.zeros(NUM_FEATURES) + learner.theta_s[0] = 0.2 + learner.samples_trained = 100 + pred_s, pred_d, _ = learner.predict(_phi(d=0.0)) + assert abs(pred_s - 0.2) < 1e-12 + assert learner.last_pred_clipped == 0 + + +def test_selector_flips_to_gbm_when_only_d_wins(): + """Selector's OR rule: GBM only needs to beat RLS on s OR d, not both. + + Offline replay showed the AND rule kept the selector on RLS 94% of ticks + because s val_maes were nearly tied even when GBM was a clear winner on d.""" + learner = _make({"rls_warmup_samples": 0, + "gbm_select_eps_s_m": 0.0, + "gbm_select_eps_d_m": 0.0, + "gbm_predict_clip_m": 5.0}) + # GBM ties on s (no improvement), but beats on d by a clear margin. + learner._install_gbm(_FakeGBM(0.1), _FakeGBM(0.05), + val_mae_s=0.30, val_mae_d=0.05, + rls_val_mae_s=0.30, rls_val_mae_d=0.12) + assert learner.use_gbm # OR rule flips because d wins + + +def test_selector_stays_rls_when_neither_axis_beats(): + """If GBM is no better on either axis, selector stays on RLS.""" + learner = _make({"rls_warmup_samples": 0, + "gbm_select_eps_s_m": 0.0, + "gbm_select_eps_d_m": 0.0, + "gbm_predict_clip_m": 5.0}) + learner._install_gbm(_FakeGBM(0.0), _FakeGBM(0.0), + val_mae_s=0.30, val_mae_d=0.10, + rls_val_mae_s=0.30, rls_val_mae_d=0.10) + assert not learner.use_gbm From 78d1ef8350c41fad5758cba4bd3672d31badedb0 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 19:02:07 -0400 Subject: [PATCH 66/86] feat(tests): remove obsolete tests for load_bags --- scripts/data_sim/tests/test_load_bags.py | 67 ------------------- scripts/data_sim/tests/test_smoke.py | 7 -- .../nodes/localization/localization_node.py | 17 +++-- .../nodes/pathfinder/planners/mpc.py | 36 +++------- .../planners/residual/checkpoint.py | 4 +- 5 files changed, 25 insertions(+), 106 deletions(-) delete mode 100644 scripts/data_sim/tests/test_load_bags.py delete mode 100644 scripts/data_sim/tests/test_smoke.py diff --git a/scripts/data_sim/tests/test_load_bags.py b/scripts/data_sim/tests/test_load_bags.py deleted file mode 100644 index 0f117b9c..00000000 --- a/scripts/data_sim/tests/test_load_bags.py +++ /dev/null @@ -1,67 +0,0 @@ -import os - -import numpy as np -import pytest - -from data_sim.load_bags import ( - AlignedBag, - central_diff, - make_history, - zoh_align, -) - - -def test_zoh_align_basic(): - sample_t = np.array([0.0, 0.1, 0.3]) - sample_v = np.array([10.0, 20.0, 30.0]) - grid_t = np.array([0.0, 0.05, 0.1, 0.2, 0.3, 0.5]) - out = zoh_align(sample_t, sample_v, grid_t) - np.testing.assert_array_equal(out, [10.0, 10.0, 20.0, 20.0, 30.0, 30.0]) - - -def test_zoh_align_unsorted_input(): - sample_t = np.array([0.3, 0.0, 0.1]) - sample_v = np.array([30.0, 10.0, 20.0]) - grid_t = np.array([0.05, 0.15]) - out = zoh_align(sample_t, sample_v, grid_t) - np.testing.assert_array_equal(out, [10.0, 20.0]) - - -def test_zoh_align_empty_raises(): - with pytest.raises(ValueError): - zoh_align(np.array([]), np.array([]), np.array([0.0])) - - -def test_central_diff_constant_slope(): - dt = 0.01 - x = np.arange(10) * 2.0 - out = central_diff(x, dt) - np.testing.assert_allclose(out, 200.0) - - -def test_make_history_pads_with_first(): - v = np.array([1.0, 2.0, 3.0, 4.0]) - h = make_history(v, depth=3) - assert h.shape == (4, 3) - np.testing.assert_array_equal(h[3], [3.0, 2.0, 1.0]) - np.testing.assert_array_equal(h[2], [2.0, 1.0, 1.0]) - np.testing.assert_array_equal(h[0], [1.0, 1.0, 1.0]) - - -REPO = os.path.dirname(os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))) -HOLDOUT_NPZ = os.path.join(REPO, "docs", "superpowers", "data_sim", "cache", "231452.npz") - - -@pytest.mark.skipif(not os.path.isfile(HOLDOUT_NPZ), - reason="run scripts/data_sim/load_bags.py first") -def test_holdout_roundtrip(): - bag = AlignedBag.from_npz(HOLDOUT_NPZ) - n = bag.t.size - assert n > 10000 - assert bag.cmd_throttle.shape == (n,) - assert bag.cmd_steer_hist.shape[1] == 4 - assert bag.cmd_throttle_hist.shape[1] == 3 - assert bag.autonomous.dtype == bool - assert bag.autonomous.mean() > 0.5 # holdout is mostly autonomous - assert np.isfinite(bag.v).all() - assert np.isfinite(bag.psi_dot).all() diff --git a/scripts/data_sim/tests/test_smoke.py b/scripts/data_sim/tests/test_smoke.py deleted file mode 100644 index 5ba5b0f4..00000000 --- a/scripts/data_sim/tests/test_smoke.py +++ /dev/null @@ -1,7 +0,0 @@ -def test_package_importable(): - import data_sim # noqa: F401 - - -def test_torch_available(): - import torch - assert torch.__version__ diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index 2c4d4bc6..9937abaa 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -181,6 +181,7 @@ def _init_real(self): self._last_gps_t = None self._imu_seen = False self._last_imu_stamp_s = None + self._last_wheel_v = None self.create_subscription(Odometry, "gps", self.gps_callback, 10) self.create_subscription(Imu, "imu", self._imu_cb, 5) @@ -232,9 +233,10 @@ def _odom_cov_from_P(P: np.ndarray) -> list: return cov def _wheel_speed_cb(self, msg: Float32): + self._last_wheel_v = float(msg.data) if not self.ekf.initialized: return - self.ekf.update_speed(float(msg.data), self.wheel_speed_var) + self.ekf.update_speed(self._last_wheel_v, self.wheel_speed_var) def _imu_cb(self, msg: Imu): stamp_s = float(msg.header.stamp.sec) + float(msg.header.stamp.nanosec) * 1e-9 @@ -316,10 +318,15 @@ def gps_callback(self, msg: Odometry): # is rolling in reverse (wheel speed negative), COG points 180° from # the body yaw so flip it so EKF is accurate if have_yaw: - # We trust the signed VESC speed first - v_for_sign = v_meas if have_speed else ( - float(self.ekf.x[3]) if self.ekf.initialized else 0.0 - ) + # VTG speed is unsigned (magnitude), so prefer a signed source for + # the reverse-motion sign: latest VESC wheel speed, then EKF v, + # then fall back to VTG magnitude. + if self._last_wheel_v is not None: + v_for_sign = self._last_wheel_v + elif self.ekf.initialized: + v_for_sign = float(self.ekf.x[3]) + else: + v_for_sign = v_meas if have_speed else 0.0 if v_for_sign < 0.0: yaw_meas = _wrap(yaw_meas + math.pi) diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py index 6efdc9db..5902880c 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/mpc.py @@ -674,6 +674,8 @@ def _publish_status(self, mode, success, t0, s, d, psi_track, v, v_target, return solve_ms = (time.perf_counter() - t0) * 1000.0 nom_s, nom_d, res_es, res_ed = self.residual.mean_error() + trainer = self.residual.trainer + last = trainer.snapshot_models()[2] if trainer else None payload = [ float(mode), 1.0 if success else 0.0, solve_ms, float(s), float(d), float(psi_track), float(v), float(v_target), @@ -707,31 +709,15 @@ def _publish_status(self, mode, success, t0, s, d, psi_track, v, v_target, # ---- Phase 1 residual telemetry (Phase 2 fields stay 0/NaN here) ---- float(self.residual.buffer.size if self.residual.buffer is not None else 0), float(self.residual.buffer.capacity if self.residual.buffer is not None else 0), - float(self.residual.trainer.last_result.train_wall_ms - if (self.residual.trainer and self.residual.trainer.last_result) - else float("nan")), - float(self.residual.trainer.last_result.n_samples - if (self.residual.trainer and self.residual.trainer.last_result) - else 0), - float(self.residual.trainer.train_seq if self.residual.trainer else 0), - float(self.residual.trainer.last_result.train_mae_s - if (self.residual.trainer and self.residual.trainer.last_result) - else float("nan")), - float(self.residual.trainer.last_result.train_mae_d - if (self.residual.trainer and self.residual.trainer.last_result) - else float("nan")), - float(self.residual.trainer.last_result.val_mae_s - if (self.residual.trainer and self.residual.trainer.last_result) - else float("nan")), - float(self.residual.trainer.last_result.val_mae_d - if (self.residual.trainer and self.residual.trainer.last_result) - else float("nan")), - float(self.residual.trainer.last_result.rls_val_mae_s - if (self.residual.trainer and self.residual.trainer.last_result) - else float("nan")), - float(self.residual.trainer.last_result.rls_val_mae_d - if (self.residual.trainer and self.residual.trainer.last_result) - else float("nan")), + float(last.train_wall_ms if last is not None else float("nan")), + float(last.n_samples if last is not None else 0), + float(trainer.train_seq if trainer else 0), + float(last.train_mae_s if last is not None else float("nan")), + float(last.train_mae_d if last is not None else float("nan")), + float(last.val_mae_s if last is not None else float("nan")), + float(last.val_mae_d if last is not None else float("nan")), + float(last.rls_val_mae_s if last is not None else float("nan")), + float(last.rls_val_mae_d if last is not None else float("nan")), float(self.residual.last_active_model), # active_model float(self.residual.last_pred_clipped), float(self.residual.clip_rate()), diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/checkpoint.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/checkpoint.py index 597dc2f2..bf32f723 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/checkpoint.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/planners/residual/checkpoint.py @@ -47,9 +47,9 @@ def record(self, cp: Checkpoint) -> None: return # Need to evict. Find the all-time-best entry by val_mae_s best_idx = self._best_index() - # Oldest is index 0. Don't evict the best. + # Oldest is index 0. Don't evict the best (unless it's the only slot). evict_idx = 0 - if best_idx == 0: + if best_idx == 0 and self.size > 1: evict_idx = 1 del self.entries[evict_idx] self.entries.append(cp) From 7f3463406c98cb767b1a59c0c0a489745eef477c Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 20:19:34 -0400 Subject: [PATCH 67/86] feat(pathfinder): implement per-planner steering gain adjustments --- .../autonomous_kart/nodes/e_comms/e_comms_node.py | 1 - .../nodes/pathfinder/pathfinder_node.py | 10 +++++++++- .../autonomous_kart/params/pathfinder.yaml | 2 ++ 3 files changed, 11 insertions(+), 2 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py index ba21d1af..4873210e 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/e_comms/e_comms_node.py @@ -156,7 +156,6 @@ def cmd_drive(self, msg: Float32MultiArray): def convert(self, throttle_m_per_s: float, steering_deg: float) -> tuple[float, float]: """Clamp + unit-convert (steering, throttle) for the CAN control frame.""" - steering_deg *= 2 clamped_throttle_m_per_s = max(self.min_speed, min(self.max_speed, throttle_m_per_s)) throttle_erpm = powertrain.speed_to_erpm(clamped_throttle_m_per_s) diff --git a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py index 7f368964..eb7af2e6 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/pathfinder/pathfinder_node.py @@ -109,6 +109,13 @@ def __init__(self): raise ValueError( f"Unknown planner '{self.active_planner_name}'. Available: {list(PLANNERS)}" ) + # Per-planner steering gain (planner-deg -> hardware-deg). Applied + # before publishing cmd_drive so downstream (e_comms, sim bicycle) + # sees hardware-frame steering regardless of which planner is active. + self._planner_gains = { + name: self._param(f"{name}.steering_gain", 1.0, float) for name in PLANNERS + } + self.steering_gain = self._planner_gains[self.active_planner_name] self.planners: dict = {} if self.racing_line: self.planners = self._build_planners() @@ -216,6 +223,7 @@ def _on_planner_swap(self, msg: String): self.logger.warning(f"pathfinder/planner: '{name}' not constructed") return self.active_planner_name = name + self.steering_gain = self._planner_gains.get(name, 1.0) self.logger.info(f"active planner -> {name}") def _on_line_swap(self, msg: String): @@ -300,7 +308,7 @@ def _autonomous_tick(self): motor_mps, steering_deg = safe self.cmd_count += 1 self.drive_publisher.publish( - Float32MultiArray(data=[float(motor_mps), float(steering_deg)]) + Float32MultiArray(data=[float(motor_mps), float(steering_deg * self.steering_gain)]) ) # Keep training the shared residual under non-MPC planners if self.active_planner_name != MPCPlanner.name and mpc is not None: diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index 20a2c2b2..311e0f22 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -39,10 +39,12 @@ pathfinder_node: pure_pursuit.rejoin_cte_deactivate: 1.0 pure_pursuit.rejoin_merge_lookahead_m: 15.0 pure_pursuit.latency_s: 0.4 + pure_pursuit.steering_gain: 3.0 # opencv # mpc: sampling MPC + mpc.steering_gain: 2.0 mpc.horizon_steps: 20 mpc.dt_s: 0.05 mpc.num_samples: 164 From 85ed2446ddf3cf143d08e5a451d6ae4ed26533c9 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 20:20:21 -0400 Subject: [PATCH 68/86] feat(sim): push sim --- sim/__init__.py | 2 + sim/clamp.py | 166 ++++++++++ sim/closed_loop.py | 421 +++++++++++++++++++++++++ sim/data_sim.py | 164 ++++++++++ sim/identify_bicycle.py | 231 ++++++++++++++ sim/load_bags.py | 272 ++++++++++++++++ sim/model/bicycle_params.json | 47 +++ sim/model/clamp.json | 162 ++++++++++ sim/model/mlp.pt | Bin 0 -> 22885 bytes sim/model/noise.json | 6 + sim/model/norm.json | 28 ++ sim/model/residual_emp.npz | Bin 0 -> 1232601 bytes sim/noise_model.py | 127 ++++++++ sim/render.py | 212 +++++++++++++ sim/requirements.txt | 21 ++ sim/residual_mlp.py | 328 +++++++++++++++++++ sim/runner.py | 485 +++++++++++++++++++++++++++++ sim/tests/__init__.py | 0 sim/tests/conftest.py | 9 + sim/tests/test_clamp.py | 29 ++ sim/tests/test_data_sim.py | 126 ++++++++ sim/tests/test_identify_bicycle.py | 41 +++ sim/tests/test_load_bags.py | 67 ++++ sim/tests/test_noise_model.py | 29 ++ sim/tests/test_residual_mlp.py | 26 ++ sim/tests/test_smoke.py | 7 + sim/tests/test_validate.py | 27 ++ sim/validate.py | 282 +++++++++++++++++ 28 files changed, 3315 insertions(+) create mode 100644 sim/__init__.py create mode 100644 sim/clamp.py create mode 100644 sim/closed_loop.py create mode 100644 sim/data_sim.py create mode 100644 sim/identify_bicycle.py create mode 100644 sim/load_bags.py create mode 100644 sim/model/bicycle_params.json create mode 100644 sim/model/clamp.json create mode 100644 sim/model/mlp.pt create mode 100644 sim/model/noise.json create mode 100644 sim/model/norm.json create mode 100644 sim/model/residual_emp.npz create mode 100644 sim/noise_model.py create mode 100644 sim/render.py create mode 100644 sim/requirements.txt create mode 100644 sim/residual_mlp.py create mode 100644 sim/runner.py create mode 100644 sim/tests/__init__.py create mode 100644 sim/tests/conftest.py create mode 100644 sim/tests/test_clamp.py create mode 100644 sim/tests/test_data_sim.py create mode 100644 sim/tests/test_identify_bicycle.py create mode 100644 sim/tests/test_load_bags.py create mode 100644 sim/tests/test_noise_model.py create mode 100644 sim/tests/test_residual_mlp.py create mode 100644 sim/tests/test_smoke.py create mode 100644 sim/tests/test_validate.py create mode 100644 sim/validate.py diff --git a/sim/__init__.py b/sim/__init__.py new file mode 100644 index 00000000..78df633a --- /dev/null +++ b/sim/__init__.py @@ -0,0 +1,2 @@ +"""Offline data-driven kart simulator. See +docs/superpowers/specs/2026-05-18-data-driven-sim-design.md.""" diff --git a/sim/clamp.py b/sim/clamp.py new file mode 100644 index 00000000..eccbf385 --- /dev/null +++ b/sim/clamp.py @@ -0,0 +1,166 @@ +"""Off-distribution Mahalanobis clamp for the residual MLP.""" +from __future__ import annotations + +import json +from dataclasses import dataclass + +import numpy as np + + +@dataclass +class Clamp: + mean: np.ndarray + cov_inv: np.ndarray + d_warn: float + d_max: float + + def _alpha_from_d(self, d: float) -> float: + if d <= self.d_warn: + return 1.0 + if d >= self.d_max: + return 0.0 + return 1.0 - (d - self.d_warn) / (self.d_max - self.d_warn) + + def alpha(self, feat_normalised: np.ndarray) -> float: + delta = feat_normalised - self.mean + d = float(np.sqrt(delta @ self.cov_inv @ delta)) + return self._alpha_from_d(d) + + def save(self, path: str) -> None: + payload = { + "mean": self.mean.tolist(), + "cov_inv": self.cov_inv.tolist(), + "d_warn": self.d_warn, + "d_max": self.d_max, + } + with open(path, "w") as f: + json.dump(payload, f, indent=2) + + @classmethod + def load(cls, path: str) -> "Clamp": + with open(path) as f: + d = json.load(f) + return cls( + mean=np.asarray(d["mean"], dtype=np.float64), + cov_inv=np.asarray(d["cov_inv"], dtype=np.float64), + d_warn=float(d["d_warn"]), + d_max=float(d["d_max"]), + ) + + +def fit_clamp(feats_normalised: np.ndarray, d_warn_pct=95, d_max_pct=99.5) -> Clamp: + mean = feats_normalised.mean(0) + cov = np.cov(feats_normalised.T) + cov += np.eye(cov.shape[0]) * 1e-6 + cov_inv = np.linalg.inv(cov) + delta = feats_normalised - mean + d = np.sqrt(np.einsum("ni,ij,nj->n", delta, cov_inv, delta)) + d_warn = float(np.percentile(d, d_warn_pct)) + d_max = float(np.percentile(d, d_max_pct)) + return Clamp(mean=mean, cov_inv=cov_inv, d_warn=d_warn, d_max=d_max) + + +def fit_and_write( + train_npz_paths, + params_path: str, + mlp_path: str, + norm_path: str, + out_clamp_path: str, + out_noise_post_path: str, + out_residual_emp_post: str, +) -> None: + import json as _json + import torch + from sim.identify_bicycle import BicycleParams, predict_derivatives + from sim.load_bags import AlignedBag + from sim.noise_model import NoiseModel, estimate_noise + from sim.residual_mlp import ( + FEATURE_DIM, + Normaliser, + ResidualMLP, + build_features, + ) + + with open(params_path) as f: + params = BicycleParams(**_json.load(f)["params"]) + with open(norm_path) as fn: + norm = Normaliser.from_json(_json.load(fn)) + net = ResidualMLP() + net.load_state_dict(torch.load(mlp_path, map_location="cpu")) + net.eval() + + feats_all, dv_res_post, psi_res_post = [], [], [] + ct_all, cs_all, v_all = [], [], [] + is_straight_all, is_steady_all = [], [] + for path in train_npz_paths: + bag = AlignedBag.from_npz(path) + mask = bag.autonomous & (bag.v > 0.5) + if mask.sum() < 100: + continue + dt = float(np.median(np.diff(bag.t))) + dv_m, psi_m = predict_derivatives(params, bag.v, bag.cmd_throttle, bag.cmd_steer, dt) + feats = build_features(bag.v, bag.psi_dot, bag.cmd_throttle, bag.cmd_steer, + bag.cmd_throttle_hist, bag.cmd_steer_hist) + feats_n = norm.apply(feats) + with torch.no_grad(): + res = net(torch.from_numpy(feats_n.astype(np.float32))).numpy() + dv_res_post.append((bag.dv_dt - dv_m - res[:, 0])[mask]) + psi_res_post.append((bag.psi_dot - psi_m - res[:, 1])[mask]) + feats_all.append(feats_n[mask]) + ct_all.append(bag.cmd_throttle[mask]) + cs_all.append(bag.cmd_steer[mask]) + v_all.append(bag.v[mask]) + is_straight_all.append(np.abs(bag.cmd_steer[mask]) < 2.0) + d_throttle = np.abs(np.diff(bag.cmd_throttle[mask], prepend=bag.cmd_throttle[mask][0])) + is_steady_all.append(d_throttle < 2.0) + + feats_concat = np.concatenate(feats_all).astype(np.float32) + clamp = fit_clamp(feats_concat) + clamp.save(out_clamp_path) + print(f"wrote {out_clamp_path}: d_warn={clamp.d_warn:.2f}, d_max={clamp.d_max:.2f}") + + dv_res = np.concatenate(dv_res_post) + psi_res = np.concatenate(psi_res_post) + nm = estimate_noise( + dv_res, psi_res, + np.concatenate(ct_all), np.concatenate(cs_all), + np.concatenate(is_straight_all), np.concatenate(is_steady_all), + ) + nm.save(out_noise_post_path) + print(f"wrote {out_noise_post_path}: sigma_v={nm.sigma_v:.3f}, sigma_psidot={nm.sigma_psidot:.3f}") + + v_arr = np.concatenate(v_all) + cs = np.concatenate(cs_all) + v_edges = np.linspace(0.0, 15.0, 6) + cs_edges = np.linspace(0.0, 30.0, 4) + v_bin = np.clip(np.digitize(v_arr, v_edges) - 1, 0, v_edges.size - 2) + cs_bin = np.clip(np.digitize(np.abs(cs), cs_edges) - 1, 0, cs_edges.size - 2) + np.savez_compressed(out_residual_emp_post, + dv_res=dv_res, psi_res=psi_res, + v_bin=v_bin, cs_bin=cs_bin, + v_edges=v_edges, cs_edges=cs_edges) + print(f"wrote {out_residual_emp_post}: {dv_res.size} samples") + + +def main(): + import argparse + ap = argparse.ArgumentParser() + ap.add_argument("--train", nargs="+", required=True) + ap.add_argument("--params", required=True) + ap.add_argument("--mlp", required=True) + ap.add_argument("--norm", required=True) + ap.add_argument("--out-clamp", required=True) + ap.add_argument("--out-noise-post", required=True) + ap.add_argument("--out-residual-emp-post", required=True) + args = ap.parse_args() + fit_and_write(args.train, args.params, args.mlp, args.norm, + args.out_clamp, args.out_noise_post, args.out_residual_emp_post) + + +if __name__ == "__main__": + import os + import sys + REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + if REPO not in sys.path: + sys.path.insert(0, REPO) + main() diff --git a/sim/closed_loop.py b/sim/closed_loop.py new file mode 100644 index 00000000..7b265824 --- /dev/null +++ b/sim/closed_loop.py @@ -0,0 +1,421 @@ +"""Standalone closed-loop simulator for the autonomous kart MPC planner. + +This module is a library. Use sim/runner.py for the CLI. +""" +from __future__ import annotations + +import math +import os +import sys +import types +from dataclasses import dataclass +from typing import List, Optional, Tuple + +import numpy as np + +# --------------------------------------------------------------------------- +# ROS stubs — MPCPlanner imports std_msgs.msg.Float32MultiArray at module level. +# --------------------------------------------------------------------------- +def _install_ros_stubs() -> None: + if "std_msgs" not in sys.modules: + std_msgs = types.ModuleType("std_msgs") + msg_mod = types.ModuleType("std_msgs.msg") + + class Float32MultiArray: # noqa: D401 + def __init__(self, data=None): + self.data = list(data) if data is not None else [] + + msg_mod.Float32MultiArray = Float32MultiArray + std_msgs.msg = msg_mod + sys.modules["std_msgs"] = std_msgs + sys.modules["std_msgs.msg"] = msg_mod + + +_install_ros_stubs() + +# Add the package source to sys.path so we can import the MPC planner directly. +HERE = os.path.dirname(os.path.abspath(__file__)) +REPO = os.path.dirname(HERE) +PKG_SRC = os.path.join(REPO, "src", "autonomous_kart") +if PKG_SRC not in sys.path: + sys.path.insert(0, PKG_SRC) +if REPO not in sys.path: + sys.path.insert(0, REPO) + +from autonomous_kart.nodes.localization.sim_bicycle import BicycleModel # noqa: E402 +from autonomous_kart.nodes.pathfinder.planners.base import ( # noqa: E402 + KartConstants, + PlannerInputs, +) +from autonomous_kart.nodes.pathfinder.planners.mpc import MPCPlanner # noqa: E402 + + +# --------------------------------------------------------------------------- +# Mock node — MPCPlanner needs node.get_parameter and node.create_publisher. +# --------------------------------------------------------------------------- +class _MockParam: + def __init__(self, value): + self.value = value + + +class _MockPub: + def publish(self, _msg): + pass + + +class MockNode: + def __init__(self, system_frequency: float): + self._params = {"system_frequency": system_frequency} + + def get_parameter(self, name: str) -> _MockParam: + return _MockParam(self._params[name]) + + def create_publisher(self, _msg_type, _topic: str, _qos: int) -> _MockPub: + return _MockPub() + + +# --------------------------------------------------------------------------- +# SimResult +# --------------------------------------------------------------------------- +@dataclass +class SimResult: + completed_laps: int + total_time_s: float + avg_lap_time_s: float + max_abs_d: float + avg_speed: float + safe: bool + aborted: bool + xs: np.ndarray # (N,) m + ys: np.ndarray # (N,) m + yaws: np.ndarray # (N,) rad + vs: np.ndarray # (N,) m/s + ds: np.ndarray # (N,) signed lateral offset from racing line + times: np.ndarray # (N,) seconds + + +# --------------------------------------------------------------------------- +# Default MPC params (from pathfinder.yaml). +# --------------------------------------------------------------------------- +DEFAULT_MPC = { + "horizon_steps": 20, + "dt_s": 0.05, + "num_samples": 48, + "steer_sigma_deg": 6.0, + "accel_sigma_mps2": 1.0, + "proj_window_back": 5, + "proj_window_fwd": 60, + "frenet_v_window_s": 0.3, + "target_speed_pct": 1.0, + "track_half_width_m": 2.0, + "safety_margin_m": 0.5, + "kart_half_width_m": 0.5025, + "w_d": 100.0, + "w_heading": 30.0, + "w_speed": 5.0, + "w_delta": 5.0, + "w_delta_rate": 50.0, + "w_accel": 2.0, + "w_boundary": 1000.0, + "w_progress": 1.0, + "w_terminal_d": 200.0, + "w_terminal_heading": 100.0, + "w_a_lat": 50.0, + "w_edge": 200.0, + "edge_inner_frac": 0.5, + "rejoin_cte_activate": 2.5, + "rejoin_cte_deactivate": 1.0, + "rejoin_merge_lookahead_m": 15.0, + "rejoin_min_turning_radius": 3.0, + "max_consecutive_solver_failures": 3, + "infeasible_cost": 1.0e9, + "feasibility_threshold": 5.0e8, + # residual learner runs in shadow mode by default. + # cache disabled so the script runs without a writable /root/.cache. + "residual.mode": "shadow", + "residual.cache_enabled": False, + "residual.target_horizon_s": 0.5, + "residual.forgetting_factor": 0.99, + "residual.initial_cov": 1000.0, + "residual.min_train_speed_mps": 0.5, + "residual.error_window": 200, +} + + +# --------------------------------------------------------------------------- +# Internal helpers +# --------------------------------------------------------------------------- +def _line_xy(line: List[Tuple[float, ...]]) -> Tuple[np.ndarray, np.ndarray]: + arr = np.asarray([[r[1], r[2]] for r in line], dtype=np.float64) + return arr[:, 0], arr[:, 1] + + +def _line_tangent_normal( + lx: np.ndarray, ly: np.ndarray, +) -> Tuple[np.ndarray, np.ndarray]: + dx = np.empty_like(lx) + dy = np.empty_like(ly) + dx[1:-1] = lx[2:] - lx[:-2] + dy[1:-1] = ly[2:] - ly[:-2] + dx[0] = lx[1] - lx[0] + dy[0] = ly[1] - ly[0] + dx[-1] = lx[-1] - lx[-2] + dy[-1] = ly[-1] - ly[-2] + L = np.hypot(dx, dy) + L = np.where(L < 1e-9, 1.0, L) + tx = dx / L + ty = dy / L + # Left-hand normal (positive d side, matches MPC Frenet convention). + nx = -ty + ny = tx + return nx, ny + + +def _line_length(line: List[Tuple[float, ...]]) -> float: + s_last = float(line[-1][0]) + x0, y0 = float(line[0][1]), float(line[0][2]) + xn, yn = float(line[-1][1]), float(line[-1][2]) + seg = math.hypot(xn - x0, yn - y0) + return s_last + seg + + +def _signed_d_at( + x: float, y: float, j: int, + lx: np.ndarray, ly: np.ndarray, + nx: np.ndarray, ny: np.ndarray, +) -> float: + return float((x - lx[j]) * nx[j] + (y - ly[j]) * ny[j]) + + +def _kart_from_yaml() -> KartConstants: + # Keep in sync with params/pathfinder.yaml /**: block. + return KartConstants( + v_max_mps=20.0, + wheelbase_m=1.05, + steer_max_deg=25.0, + steer_rate_max_degps=180.0, + a_max_mps2=2.0, + a_min_mps2=-3.0, + a_lat_max_mps2=4.0, + ) + + +# --------------------------------------------------------------------------- +# Main simulate() function +# --------------------------------------------------------------------------- +def simulate( + line: List[Tuple[float, ...]], + mpc_params: dict, + *, + sim_backend: str = "datasim", + datasim_model_dir: str = "sim/model", + noise_mode: str = "none", + rng_seed: int = 0, + n_laps: int = 2, + dt: float = 1.0 / 60.0, + max_steps: int = 30000, + track_half_width: float = 2.0, + kart_half_width: float = 0.5025, + safety_margin: float = 0.2, +) -> SimResult: + """Run a closed-loop MPC simulation over `n_laps` of the racing line. + + Parameters + ---------- + line: + Racing line as a list of tuples ``(s, x, y, ...)``. + mpc_params: + MPC parameter dict (see DEFAULT_MPC for available keys). + sim_backend: + ``"bicycle"`` for BicycleModel, ``"datasim"`` for DataSim. + datasim_model_dir: + Directory containing the DataSim model files + (``bicycle_params.json``, ``noise.json``, ``mlp.pt``, etc.). + noise_mode: + Passed through to DataSim (``"none"``, ``"gaussian"``, ``"bootstrap"``). + rng_seed: + RNG seed for both MPC and DataSim noise. + n_laps: + Number of laps to complete before stopping. + dt: + Simulation timestep in seconds. + max_steps: + Hard cap on simulation steps. + track_half_width: + Half-width of the track in metres. + kart_half_width: + Half-width of the kart in metres. + safety_margin: + Additional margin from track edge (safety check). + """ + kart = _kart_from_yaml() + + # Build sim backend + if sim_backend == "bicycle": + model = BicycleModel(kart.wheelbase_m, kart.v_max_mps, kart.steer_max_deg) + elif sim_backend == "datasim": + from sim.data_sim import DataSim + # Resolve relative model dir from repo root + mdir = datasim_model_dir if os.path.isabs(datasim_model_dir) else os.path.join(REPO, datasim_model_dir) + model = DataSim( + params_path=os.path.join(mdir, "bicycle_params.json"), + noise_path=os.path.join(mdir, "noise.json"), + mlp_path=os.path.join(mdir, "mlp.pt"), + norm_path=os.path.join(mdir, "norm.json"), + clamp_path=os.path.join(mdir, "clamp.json"), + residual_emp_path=os.path.join(mdir, "residual_emp.npz"), + noise_mode=noise_mode, + rng_seed=rng_seed, + ) + else: + raise ValueError(f"unknown sim_backend {sim_backend!r}") + + node = MockNode(system_frequency=1.0 / dt) + planner = MPCPlanner(mpc_params, kart, line, logger=None, node=node) + planner._rng = np.random.default_rng(rng_seed) + + x0, y0 = float(line[0][1]), float(line[0][2]) + yaw0 = math.atan2(float(line[1][2]) - y0, float(line[1][1]) - x0) + model.reset(x0, y0, yaw0) + + lx, ly = _line_xy(line) + nx_arr, ny_arr = _line_tangent_normal(lx, ly) + line_L = _line_length(line) + s_arr = np.asarray([r[0] for r in line], dtype=np.float64) + n_line = len(line) + + xs: List[float] = [] + ys: List[float] = [] + yaws: List[float] = [] + vs: List[float] = [] + ds_list: List[float] = [] + times: List[float] = [] + speeds: List[float] = [] + + laps = 0 + safety_limit = track_half_width - kart_half_width - safety_margin + + # Forward-only progress tracker (wrap-aware). + progress_idx = 0 + cumulative_s = 0.0 + s_prev = float(s_arr[0]) + win_back = 3 + win_fwd = 25 + + t0_ns = 0 + completion_step = max_steps + + for step in range(max_steps): + now_ns = t0_ns + int(step * dt * 1e9) + inputs = PlannerInputs( + pose_xy=(model.x, model.y), + yaw_rad=model.yaw, + speed_mps=model.speed, + track_angles=None, + now_ns=now_ns, + ) + try: + cmd = planner.plan(inputs) + except Exception: + return SimResult( + completed_laps=laps, + total_time_s=step * dt, + avg_lap_time_s=float("inf"), + max_abs_d=float(max(abs(d) for d in ds_list)) if ds_list else 99.0, + avg_speed=float(np.mean(speeds) if speeds else 0.0), + safe=False, + aborted=True, + xs=np.asarray(xs), + ys=np.asarray(ys), + yaws=np.asarray(yaws), + vs=np.asarray(vs), + ds=np.asarray(ds_list), + times=np.asarray(times), + ) + + motor_pct, steer_deg = cmd + model.step(motor_pct, steer_deg, dt) + + # Forward-windowed nearest-point search + idxs = (progress_idx + np.arange(-win_back, win_fwd + 1)) % n_line + wx = lx[idxs] - model.x + wy = ly[idxs] - model.y + wj = int(np.argmin(wx * wx + wy * wy)) + j = int(idxs[wj]) + progress_idx = j + + d_signed = _signed_d_at(model.x, model.y, j, lx, ly, nx_arr, ny_arr) + t_now = step * dt + + xs.append(model.x) + ys.append(model.y) + yaws.append(model.yaw) + vs.append(model.speed) + ds_list.append(d_signed) + times.append(t_now) + speeds.append(model.speed) + + # Bail if completely off the rails. + if abs(d_signed) > 10.0: + return SimResult( + completed_laps=laps, + total_time_s=step * dt, + avg_lap_time_s=float("inf"), + max_abs_d=float(max(abs(d) for d in ds_list)), + avg_speed=float(np.mean(speeds)), + safe=False, + aborted=True, + xs=np.asarray(xs), + ys=np.asarray(ys), + yaws=np.asarray(yaws), + vs=np.asarray(vs), + ds=np.asarray(ds_list), + times=np.asarray(times), + ) + + # Cumulative arc-length with wrap-aware delta. + s_now = float(s_arr[j]) + ds_step = s_now - s_prev + if ds_step > line_L * 0.5: + ds_step -= line_L + elif ds_step < -line_L * 0.5: + ds_step += line_L + cumulative_s += ds_step + s_prev = s_now + new_laps = int(cumulative_s // line_L) + if new_laps > laps: + laps = new_laps + if laps >= n_laps: + completion_step = step + 1 + break + + total_time = completion_step * dt + avg_lap_time = total_time / max(1, laps) + xs_a = np.asarray(xs) + ys_a = np.asarray(ys) + yaws_a = np.asarray(yaws) + vs_a = np.asarray(vs) + ds_a = np.asarray(ds_list) + times_a = np.asarray(times) + max_abs_d = float(np.max(np.abs(ds_a))) if ds_a.size else 99.0 + avg_speed = float(np.mean(speeds)) if speeds else 0.0 + safe = (laps >= n_laps) and (max_abs_d <= safety_limit) + return SimResult( + completed_laps=laps, + total_time_s=total_time, + avg_lap_time_s=avg_lap_time if laps >= n_laps else float("inf"), + max_abs_d=max_abs_d, + avg_speed=avg_speed, + safe=safe, + aborted=False, + xs=xs_a, + ys=ys_a, + yaws=yaws_a, + vs=vs_a, + ds=ds_a, + times=times_a, + ) + + +if __name__ == "__main__": + print("sim/closed_loop.py is a library. Use sim/runner.py.") diff --git a/sim/data_sim.py b/sim/data_sim.py new file mode 100644 index 00000000..17d37f7c --- /dev/null +++ b/sim/data_sim.py @@ -0,0 +1,164 @@ +"""Runtime: identified-bicycle simulator with the same step() interface as +sim_bicycle.BicycleModel. MLP residual is added in Task 12.""" +from __future__ import annotations + +import json +import math +from collections import deque +from typing import Deque, Tuple + +import numpy as np + +from sim.identify_bicycle import BicycleParams +from sim.load_bags import NUM_STEER_HIST, NUM_THROTTLE_HIST +from sim.noise_model import NoiseModel + + +class DataSim: + def __init__( + self, + params_path: str, + noise_path: str, + mlp_path: str | None = None, + norm_path: str | None = None, + clamp_path: str | None = None, + residual_emp_path: str | None = None, + noise_mode: str = "none", + rng_seed: int = 0, + ): + with open(params_path) as f: + self.params = BicycleParams(**json.load(f)["params"]) + self.noise = NoiseModel.load(noise_path) + if noise_mode not in ("none", "gaussian", "bootstrap"): + raise ValueError(f"unknown noise_mode {noise_mode!r}") + self.noise_mode = noise_mode + self.rng = np.random.default_rng(rng_seed) + + self._mlp = None + self._norm = None + self._clamp = None + self._emp = None + if mlp_path is not None and norm_path is not None and clamp_path is not None: + self._load_mlp(mlp_path, norm_path, clamp_path) + if residual_emp_path is not None: + self._emp = np.load(residual_emp_path) + + self.x = self.y = self.yaw = self.v = 0.0 + self._delta_actual_rad = 0.0 + self._cmd_throttle_hist: Deque[float] = deque(maxlen=NUM_THROTTLE_HIST) + self._cmd_steer_hist: Deque[float] = deque(maxlen=NUM_STEER_HIST) + for _ in range(NUM_THROTTLE_HIST): + self._cmd_throttle_hist.append(0.0) + for _ in range(NUM_STEER_HIST): + self._cmd_steer_hist.append(0.0) + + @property + def speed(self) -> float: + """Alias for v — matches BicycleModel.speed attribute used by run_sim.""" + return self.v + + def reset(self, x: float, y: float, yaw: float) -> None: + self.x, self.y, self.yaw = float(x), float(y), float(yaw) + self.v = 0.0 + self._delta_actual_rad = 0.0 + + def _load_mlp(self, mlp_path, norm_path, clamp_path): + import torch + import json + from sim.clamp import Clamp + from sim.residual_mlp import Normaliser, ResidualMLP + self._mlp = ResidualMLP() + self._mlp.load_state_dict(torch.load(mlp_path, map_location="cpu")) + self._mlp.train(False) # equivalent to net.eval() — sets inference mode + with open(norm_path) as f: + self._norm = Normaliser.from_json(json.load(f)) + self._clamp = Clamp.load(clamp_path) + self._torch = torch + + def _draw_noise(self) -> Tuple[float, float]: + if self.noise_mode == "none": + return 0.0, 0.0 + if self.noise_mode == "gaussian" or self._emp is None: + return ( + self.rng.normal(0.0, self.noise.sigma_v), + self.rng.normal(0.0, self.noise.sigma_psidot), + ) + v_edges = self._emp["v_edges"] + cs_edges = self._emp["cs_edges"] + last_steer_abs = abs(self._cmd_steer_hist[-1]) + vb = int(np.clip(np.digitize(self.v, v_edges) - 1, 0, v_edges.size - 2)) + cb = int(np.clip(np.digitize(last_steer_abs, cs_edges) - 1, 0, cs_edges.size - 2)) + mask = (self._emp["v_bin"] == vb) & (self._emp["cs_bin"] == cb) + if mask.sum() < 32: + return ( + self.rng.normal(0.0, self.noise.sigma_v), + self.rng.normal(0.0, self.noise.sigma_psidot), + ) + idx = self.rng.integers(0, mask.sum()) + return ( + float(self._emp["dv_res"][mask][idx]), + float(self._emp["psi_res"][mask][idx]), + ) + + def step(self, target_mps: float, steer_deg: float, dt: float) -> Tuple[float, float, float, float]: + p = self.params + target_v = max(0.0, min(p.v_max_mps, float(target_mps))) + + tau = p.accel_tau if target_v >= self.v else p.brake_tau + alpha = dt / (tau + dt) + dv_struct = alpha * (target_v - self.v) / max(dt, 1e-6) + + delta_cmd_rad = math.radians(p.steer_gain * float(steer_deg)) + slop = math.radians(max(0.0, p.steer_slop_deg)) + if delta_cmd_rad > self._delta_actual_rad + slop: + target_delta = delta_cmd_rad - slop + elif delta_cmd_rad < self._delta_actual_rad - slop: + target_delta = delta_cmd_rad + slop + else: + target_delta = self._delta_actual_rad + rate_lim = math.radians(p.steer_rate_max_degps) * dt + step_delta = max(-rate_lim, min(rate_lim, target_delta - self._delta_actual_rad)) + self._delta_actual_rad += step_delta + delta = self._delta_actual_rad + + if p.wheelbase_m > 1e-6: + psi_dot_struct = self.v * math.tan(delta) / p.wheelbase_m + else: + psi_dot_struct = 0.0 + psi_dot_struct -= p.slip_angle_at_v * self.v * (1.0 if delta >= 0 else -1.0) * delta + + if self._mlp is not None: + from sim.residual_mlp import build_features + feat = build_features( + np.array([self.v]), + np.array([psi_dot_struct]), + np.array([float(target_mps)]), + np.array([float(steer_deg)]), + np.asarray(self._cmd_throttle_hist)[None, :], + np.asarray(self._cmd_steer_hist)[None, :], + ) + feat_n = self._norm.apply(feat) + alpha = self._clamp.alpha(feat_n[0]) + with self._torch.no_grad(): + pred = self._mlp(self._torch.from_numpy(feat_n.astype(np.float32))).numpy()[0] + d_dv = float(alpha * pred[0]) + d_psi = float(alpha * pred[1]) + else: + d_dv = 0.0 + d_psi = 0.0 + + # Noise — see _draw_noise. + n_dv, n_psi = self._draw_noise() + + self.v += (dv_struct + d_dv + n_dv) * dt + self.v = max(0.0, min(p.v_max_mps, self.v)) + psi_dot = psi_dot_struct + d_psi + n_psi + self.yaw += psi_dot * dt + self.yaw = math.atan2(math.sin(self.yaw), math.cos(self.yaw)) + self.x += self.v * math.cos(self.yaw) * dt + self.y += self.v * math.sin(self.yaw) * dt + + self._cmd_throttle_hist.append(float(target_mps)) + self._cmd_steer_hist.append(float(steer_deg)) + + return self.x, self.y, self.yaw, self.v diff --git a/sim/identify_bicycle.py b/sim/identify_bicycle.py new file mode 100644 index 00000000..70f34e23 --- /dev/null +++ b/sim/identify_bicycle.py @@ -0,0 +1,231 @@ +"""Identify kinematic-bicycle + actuator parameters from aligned bag data. + +See docs/superpowers/specs/2026-05-18-data-driven-sim-design.md section 5. +""" +from __future__ import annotations + +from dataclasses import asdict, dataclass +from typing import Tuple + +import numpy as np + + +@dataclass +class BicycleParams: + accel_tau: float = 0.5 + brake_tau: float = 0.3 + throttle_delay_s: float = 0.0 + steer_delay_s: float = 0.0 + steer_gain: float = 1.0 # cmd_steer_deg * steer_gain -> wheel angle deg + steer_slop_deg: float = 0.0 + wheelbase_m: float = 1.05 + steer_rate_max_degps: float = 180.0 + slip_angle_at_v: float = 0.0 # rad/(m/s); negative reduces yaw rate at high v + v_max_mps: float = 12.0 + + +def _delay_shift(cmd: np.ndarray, delay_s: float, dt: float) -> np.ndarray: + """Shift cmd backward in time by delay_s (positive delay = use older cmd).""" + k = max(0, int(round(delay_s / dt))) + if k == 0: + return cmd + out = np.empty_like(cmd) + out[:k] = cmd[0] + out[k:] = cmd[:-k] + return out + + +def predict_derivatives( + p: BicycleParams, + v: np.ndarray, + cmd_throttle_pct: np.ndarray, + cmd_steer_deg: np.ndarray, + dt: float, +) -> Tuple[np.ndarray, np.ndarray]: + """Vectorised one-step bicycle prediction. Returns (dv_dt_model, psi_dot_model).""" + throttle = _delay_shift(cmd_throttle_pct, p.throttle_delay_s, dt) + steer = _delay_shift(cmd_steer_deg, p.steer_delay_s, dt) + + target_v = np.clip(throttle / 100.0, 0.0, 1.0) * p.v_max_mps + tau = np.where(target_v >= v, p.accel_tau, p.brake_tau) + dv_dt_model = (target_v - v) / np.maximum(tau, 1e-3) + + slop = np.deg2rad(max(0.0, p.steer_slop_deg)) + delta_cmd_rad = np.deg2rad(p.steer_gain * steer) + delta = np.empty_like(delta_cmd_rad) + actual = 0.0 + rate_lim = np.deg2rad(p.steer_rate_max_degps) * dt + for i in range(delta_cmd_rad.size): + c = delta_cmd_rad[i] + if c > actual + slop: + target = c - slop + elif c < actual - slop: + target = c + slop + else: + target = actual + delta_step = np.clip(target - actual, -rate_lim, rate_lim) + actual += delta_step + delta[i] = actual + + psi_dot_kin = v * np.tan(delta) / max(p.wheelbase_m, 1e-3) + psi_dot_model = psi_dot_kin - p.slip_angle_at_v * v * np.sign(delta) * delta + return dv_dt_model, psi_dot_model + + +def fit_params( + v: np.ndarray, + cmd_throttle: np.ndarray, + cmd_steer: np.ndarray, + dv_dt_obs: np.ndarray, + psi_dot_obs: np.ndarray, + dt: float, + prior: BicycleParams, + speed_floor_mps: float = 0.5, +) -> Tuple[BicycleParams, dict]: + """Fit bicycle params by minimising weighted squared residuals on + (dv_dt, psi_dot). Returns (fitted_params, info_dict).""" + from scipy.optimize import least_squares + + mask = v > speed_floor_mps + + order = ("accel_tau", "brake_tau", "throttle_delay_s", "steer_delay_s", + "steer_gain", "steer_slop_deg", "wheelbase_m", + "steer_rate_max_degps", "slip_angle_at_v") + x0 = np.array([getattr(prior, k) for k in order], dtype=np.float64) + lo = np.array([0.05, 0.05, 0.0, 0.0, 0.1, 0.0, 0.95 * prior.wheelbase_m, 30.0, -0.5]) + hi = np.array([5.0, 5.0, 0.5, 0.5, 5.0, 8.0, 1.05 * prior.wheelbase_m, 500.0, 0.5]) + + sigma_v_rough = max(np.std(dv_dt_obs[mask]), 0.5) + sigma_p_rough = max(np.std(psi_dot_obs[mask]), 0.1) + + def residuals(x): + p = BicycleParams(**{k: float(val) for k, val in zip(order, x)}, + v_max_mps=prior.v_max_mps) + dv_m, psi_m = predict_derivatives(p, v, cmd_throttle, cmd_steer, dt) + r_dv = (dv_dt_obs - dv_m)[mask] / sigma_v_rough + r_psi = (psi_dot_obs - psi_m)[mask] / sigma_p_rough + return np.concatenate([r_dv, r_psi]) + + sol = least_squares(residuals, x0, bounds=(lo, hi), method="trf", max_nfev=500) + fitted = BicycleParams(**{k: float(val) for k, val in zip(order, sol.x)}, + v_max_mps=prior.v_max_mps) + info = { + "cost": float(sol.cost), "nfev": int(sol.nfev), "success": bool(sol.success), + "sigma_v_rough": float(sigma_v_rough), "sigma_p_rough": float(sigma_p_rough), + "param_order": list(order), "x_final": sol.x.tolist(), + } + return fitted, info + + +def aggregate_bags(npz_paths, autonomous_only: bool = True, speed_floor: float = 0.5): + """Concatenate aligned bags into a single training array. Returns + (v, cmd_throttle, cmd_steer, dv_dt, psi_dot, dt).""" + from sim.load_bags import AlignedBag + vs, cts, css, dvs, pss = [], [], [], [], [] + dt_est = None + for path in npz_paths: + bag = AlignedBag.from_npz(path) + dt_bag = float(np.median(np.diff(bag.t))) + if dt_est is None: + dt_est = dt_bag + elif abs(dt_bag - dt_est) > 1e-6: + raise ValueError(f"dt mismatch between bags: {dt_est} vs {dt_bag}") + mask = np.ones(bag.t.size, dtype=bool) + if autonomous_only: + mask &= bag.autonomous + mask &= bag.v > speed_floor + vs.append(bag.v[mask]) + cts.append(bag.cmd_throttle[mask]) + css.append(bag.cmd_steer[mask]) + dvs.append(bag.dv_dt[mask]) + pss.append(bag.psi_dot[mask]) + return ( + np.concatenate(vs), np.concatenate(cts), np.concatenate(css), + np.concatenate(dvs), np.concatenate(pss), dt_est, + ) + + +def plot_diagnostics(npz_paths, params_path: str, out_dir: str): + import json + import os + import matplotlib + matplotlib.use("Agg") + import matplotlib.pyplot as plt + from sim.load_bags import AlignedBag + + with open(params_path) as f: + payload = json.load(f) + p = BicycleParams(**payload["params"]) + os.makedirs(out_dir, exist_ok=True) + + for npz_path in npz_paths: + bag = AlignedBag.from_npz(npz_path) + mask = bag.autonomous & (bag.v > 0.5) + if mask.sum() < 100: + continue + dt = float(np.median(np.diff(bag.t))) + dv_m, psi_m = predict_derivatives(p, bag.v, bag.cmd_throttle, bag.cmd_steer, dt) + + fig, axes = plt.subplots(2, 1, figsize=(12, 6), sharex=True) + t_plot = bag.t[mask] + axes[0].plot(t_plot, bag.dv_dt[mask], color="#333", lw=0.7, label="obs dv/dt") + axes[0].plot(t_plot, dv_m[mask], color="#c33", lw=0.7, label="model dv/dt") + axes[0].set_ylabel("dv/dt (m/s^2)") + axes[0].legend(loc="upper right", frameon=False) + axes[1].plot(t_plot, bag.psi_dot[mask], color="#333", lw=0.7, label="obs psi_dot") + axes[1].plot(t_plot, psi_m[mask], color="#37c", lw=0.7, label="model psi_dot") + axes[1].set_ylabel("psi_dot (rad/s)") + axes[1].set_xlabel("t (s)") + axes[1].legend(loc="upper right", frameon=False) + tag = os.path.splitext(os.path.basename(npz_path))[0] + fig.suptitle(f"ID fit overlay — {tag}") + fig.tight_layout() + out_png = os.path.join(out_dir, f"id_overlay_{tag}.png") + fig.savefig(out_png, dpi=120) + plt.close(fig) + print(f"wrote {out_png}") + + +def main(): + import argparse + import json + import os + ap = argparse.ArgumentParser() + sub = ap.add_subparsers(dest="cmd", required=True) + + p_fit = sub.add_parser("fit") + p_fit.add_argument("--train", nargs="+", required=True) + p_fit.add_argument("--out", required=True) + p_fit.add_argument("--v-max", type=float, default=12.0) + p_fit.add_argument("--wheelbase", type=float, default=1.05) + + p_plot = sub.add_parser("plot") + p_plot.add_argument("--bags", nargs="+", required=True) + p_plot.add_argument("--params", required=True) + p_plot.add_argument("--out-dir", required=True) + + args = ap.parse_args() + if args.cmd == "fit": + v, ct, cs, dv, ps, dt = aggregate_bags(args.train) + print(f"training on {v.size} ticks at dt={dt:.4f}s") + prior = BicycleParams(v_max_mps=args.v_max, wheelbase_m=args.wheelbase) + fit, info = fit_params(v, ct, cs, dv, ps, dt, prior=prior) + out_payload = {"params": asdict(fit), "fit_info": info, + "training_bags": list(args.train)} + os.makedirs(os.path.dirname(args.out) or ".", exist_ok=True) + with open(args.out, "w") as f: + json.dump(out_payload, f, indent=2) + print(f"wrote {args.out}") + for k, v_ in asdict(fit).items(): + print(f" {k}: {v_:.4f}") + elif args.cmd == "plot": + plot_diagnostics(args.bags, args.params, args.out_dir) + + +if __name__ == "__main__": + import os + import sys + REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + if REPO not in sys.path: + sys.path.insert(0, REPO) + main() diff --git a/sim/load_bags.py b/sim/load_bags.py new file mode 100644 index 00000000..0fedbb00 --- /dev/null +++ b/sim/load_bags.py @@ -0,0 +1,272 @@ +"""Bag to aligned 60 Hz npz loader for the data-driven sim. + +See docs/superpowers/specs/2026-05-18-data-driven-sim-design.md section 4. +""" +from __future__ import annotations + +from dataclasses import dataclass +from typing import Dict, List + +import numpy as np + +# Per-tick columns produced by the loader. Keep this list authoritative — +# downstream code reads `AlignedBag.field_names()`. +NUM_THROTTLE_HIST = 3 +NUM_STEER_HIST = 4 + + +@dataclass +class AlignedBag: + t: np.ndarray # (N,) seconds since bag start + cmd_throttle: np.ndarray # (N,) % (0..100) + cmd_steer: np.ndarray # (N,) deg + cmd_throttle_hist: np.ndarray # (N, NUM_THROTTLE_HIST) + cmd_steer_hist: np.ndarray # (N, NUM_STEER_HIST) + v: np.ndarray # (N,) m/s, low-pass filtered wheel speed + psi_dot: np.ndarray # (N,) rad/s, bias-corrected gyro_z in base_link FLU + accel_x: np.ndarray # (N,) m/s^2, diagnostic only + dv_dt: np.ndarray # (N,) m/s^2 (central diff of v) + state_mode: np.ndarray # (N,) string-encoded state per CLAUDE.md STATES + odom_x: np.ndarray # (N,) m, validation truth + odom_y: np.ndarray # (N,) m + odom_yaw: np.ndarray # (N,) rad + autonomous: np.ndarray # (N,) bool — True iff state_mode == "AUTONOMOUS" + + def field_names(self) -> List[str]: + return [f for f in self.__dataclass_fields__] + + def to_npz_dict(self) -> Dict[str, np.ndarray]: + return {name: getattr(self, name) for name in self.field_names()} + + @classmethod + def from_npz(cls, path: str) -> "AlignedBag": + data = np.load(path, allow_pickle=True) # allow_pickle needed for string arrays (state_mode) + return cls(**{name: data[name] for name in cls.__dataclass_fields__}) + + +def zoh_align( + sample_t: np.ndarray, + sample_v: np.ndarray, + grid_t: np.ndarray, +) -> np.ndarray: + """Zero-order hold from irregular (sample_t, sample_v) onto grid_t. + + For each g in grid_t, returns the value of the most-recent sample with + sample_t <= g. Samples that pre-date the first grid point fill with the + first available sample (no NaN gap at the start). + """ + if sample_t.size == 0: + raise ValueError("empty sample stream") + if not np.all(np.diff(sample_t) >= 0): + order = np.argsort(sample_t) + sample_t = sample_t[order] + sample_v = sample_v[order] + idx = np.searchsorted(sample_t, grid_t, side="right") - 1 + idx = np.clip(idx, 0, sample_t.size - 1) + return sample_v[idx] + + +def central_diff(x: np.ndarray, dt: float) -> np.ndarray: + """Central difference with reflected endpoints (returns same shape as x).""" + out = np.empty_like(x, dtype=np.float64) + out[1:-1] = (x[2:] - x[:-2]) / (2.0 * dt) + out[0] = (x[1] - x[0]) / dt + out[-1] = (x[-1] - x[-2]) / dt + return out + + +def make_history(values: np.ndarray, depth: int) -> np.ndarray: + """Per-tick history block. Row i is [values[i-1], ..., values[i-depth]]. + For i < k, pads with values[0] (matches the online learner startup).""" + n = values.size + out = np.zeros((n, depth), dtype=values.dtype) + for k in range(1, depth + 1): + out[:, k - 1] = np.concatenate( + [np.repeat(values[0], min(k, n)), values[:max(0, n - k)]] + ) + return out + + +# Mounting rotation matches imu_node R_MOUNT: diag(1, -1, -1). +# +X forward, +Y left, +Z up in base_link FLU. +_R_MOUNT = np.diag([1.0, -1.0, -1.0]) + + +def rotate_imu(raw_xyz: np.ndarray) -> np.ndarray: + """raw_xyz: (N, 3) in chip frame -> (N, 3) in base_link FLU.""" + return raw_xyz @ _R_MOUNT.T + + +def load_gyro_bias(cache_path: str) -> np.ndarray: + """Read the gyro bias from imu_calibration.json. Returns (3,) zeros if + missing — callers may choose to error instead.""" + import json + import os + if not os.path.isfile(cache_path): + return np.zeros(3, dtype=np.float64) + with open(cache_path) as f: + data = json.load(f) + return np.asarray(data.get("gyro_bias", [0.0, 0.0, 0.0]), dtype=np.float64) + + +TOPICS_NEEDED = { + "/cmd_drive", + "/imu", + "/odom", + "/e_comms/kart_speed_m_per_s", + "/system_state", +} + + +def read_bag_streams(mcap_path: str): + """Return {topic: [(t_seconds, msg), ...]} from one mcap file.""" + from mcap_ros2.reader import read_ros2_messages + streams = {t: [] for t in TOPICS_NEEDED} + for evt in read_ros2_messages(mcap_path, topics=TOPICS_NEEDED): + t = evt.publish_time_ns * 1e-9 + streams[evt.channel.topic].append((t, evt.ros_msg)) + return streams + + +def align_streams( + streams, + system_frequency: float, + gyro_bias_xyz: np.ndarray, + wheel_v_lowpass_hz: float = 10.0, +) -> AlignedBag: + cmd = streams["/cmd_drive"] + imu = streams["/imu"] + odom = streams["/odom"] + wheel = streams["/e_comms/kart_speed_m_per_s"] + state = streams["/system_state"] + + if not cmd or not imu or not odom or not wheel: + raise ValueError("bag missing one of /cmd_drive,/imu,/odom,/e_comms/kart_speed_m_per_s") + + t0 = max(s[0][0] for s in (cmd, imu, odom, wheel)) + t1 = min(s[-1][0] for s in (cmd, imu, odom, wheel)) + dt = 1.0 / system_frequency + grid = np.arange(t0, t1, dt) + if grid.size < 60: + raise ValueError(f"bag too short: only {grid.size} ticks at {system_frequency} Hz") + + cmd_t = np.array([t for t, _ in cmd]) + cmd_throttle_raw = np.array([m.data[0] if len(m.data) >= 1 else 0.0 for _, m in cmd]) + cmd_steer_raw = np.array([m.data[1] if len(m.data) >= 2 else 0.0 for _, m in cmd]) + cmd_throttle = zoh_align(cmd_t, cmd_throttle_raw, grid) + cmd_steer = zoh_align(cmd_t, cmd_steer_raw, grid) + + wheel_t = np.array([t for t, _ in wheel]) + wheel_v_raw = np.array([m.data for _, m in wheel]) + v_raw = zoh_align(wheel_t, wheel_v_raw, grid) + v = _lowpass_1pole(v_raw, dt, wheel_v_lowpass_hz) + + imu_t = np.array([t for t, _ in imu]) + gyro_xyz_raw = np.array([ + [m.angular_velocity.x, m.angular_velocity.y, m.angular_velocity.z] + for _, m in imu + ]) + accel_xyz_raw = np.array([ + [m.linear_acceleration.x, m.linear_acceleration.y, m.linear_acceleration.z] + for _, m in imu + ]) + gyro_xyz = rotate_imu(gyro_xyz_raw - gyro_bias_xyz[None, :]) + accel_xyz = rotate_imu(accel_xyz_raw) + psi_dot = zoh_align(imu_t, gyro_xyz[:, 2], grid) + accel_x = zoh_align(imu_t, accel_xyz[:, 0], grid) + + odom_t = np.array([t for t, _ in odom]) + odom_x = zoh_align(odom_t, np.array([m.pose.pose.position.x for _, m in odom]), grid) + odom_y = zoh_align(odom_t, np.array([m.pose.pose.position.y for _, m in odom]), grid) + odom_yaw = zoh_align(odom_t, np.array([_quat_to_yaw(m.pose.pose.orientation) for _, m in odom]), grid) + + if state: + state_t = np.array([t for t, _ in state]) + state_str = np.array([m.data for _, m in state], dtype=object) + idx = np.clip(np.searchsorted(state_t, grid, side="right") - 1, 0, state_t.size - 1) + state_mode = state_str[idx] + else: + state_mode = np.full(grid.size, "UNKNOWN", dtype=object) + autonomous = (state_mode == "AUTONOMOUS") + + dv_dt = central_diff(v, dt) + cmd_throttle_hist = make_history(cmd_throttle, NUM_THROTTLE_HIST) + cmd_steer_hist = make_history(cmd_steer, NUM_STEER_HIST) + + return AlignedBag( + t=grid - grid[0], + cmd_throttle=cmd_throttle, cmd_steer=cmd_steer, + cmd_throttle_hist=cmd_throttle_hist, cmd_steer_hist=cmd_steer_hist, + v=v, psi_dot=psi_dot, accel_x=accel_x, dv_dt=dv_dt, + state_mode=state_mode, + odom_x=odom_x, odom_y=odom_y, odom_yaw=odom_yaw, + autonomous=autonomous, + ) + + +def _lowpass_1pole(x: np.ndarray, dt: float, fc_hz: float) -> np.ndarray: + rc = 1.0 / (2.0 * np.pi * fc_hz) + alpha = dt / (rc + dt) + out = np.empty_like(x, dtype=np.float64) + out[0] = x[0] + for i in range(1, x.size): + out[i] = out[i - 1] + alpha * (x[i] - out[i - 1]) + return out + + +def _quat_to_yaw(q) -> float: + siny = 2.0 * (q.w * q.z + q.x * q.y) + cosy = 1.0 - 2.0 * (q.y * q.y + q.z * q.z) + return float(np.arctan2(siny, cosy)) + + +def find_bag_file(bag_dir: str) -> str: + """Return the canonical mcap path for a bag directory, preferring + recovered.mcap when present (for truncated bags like 215024).""" + import glob + import os + cand = os.path.join(bag_dir, "recovered.mcap") + if os.path.isfile(cand): + return cand + matches = sorted(glob.glob(os.path.join(bag_dir, "*.mcap"))) + if not matches: + raise FileNotFoundError(f"no .mcap in {bag_dir}") + return matches[0] + + +def main(): + import argparse + import os + ap = argparse.ArgumentParser() + ap.add_argument("bag", help="path to a bag directory (e.g. bags/mpc_run_...)") + ap.add_argument("--out", required=True, help="output .npz path") + ap.add_argument("--system-frequency", type=float, default=60.0) + ap.add_argument("--gyro-bias-cache", + default=os.path.join(os.getcwd(), "imu_calibration.json")) + args = ap.parse_args() + + mcap_path = find_bag_file(args.bag) + print(f"reading {mcap_path}") + streams = read_bag_streams(mcap_path) + bias = load_gyro_bias(args.gyro_bias_cache) + print(f"gyro_bias = {bias}") + bag = align_streams(streams, args.system_frequency, bias) + + print( + f" ticks={bag.t.size} duration={bag.t[-1]:.1f}s " + f"auto_frac={bag.autonomous.mean():.2f} " + f"v[mean={bag.v.mean():.2f}, max={bag.v.max():.2f}] " + f"psi_dot[std={bag.psi_dot.std():.2f}]" + ) + os.makedirs(os.path.dirname(args.out) or ".", exist_ok=True) + np.savez_compressed(args.out, **bag.to_npz_dict()) + print(f"wrote {args.out}") + + +if __name__ == "__main__": + import os + import sys + REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + if REPO not in sys.path: + sys.path.insert(0, REPO) + main() diff --git a/sim/model/bicycle_params.json b/sim/model/bicycle_params.json new file mode 100644 index 00000000..fce781b5 --- /dev/null +++ b/sim/model/bicycle_params.json @@ -0,0 +1,47 @@ +{ + "params": { + "accel_tau": 4.935379602520705, + "brake_tau": 4.999999998747633, + "throttle_delay_s": 1e-10, + "steer_delay_s": 1e-10, + "steer_gain": 0.24489874243929322, + "steer_slop_deg": 0.7913420097618941, + "wheelbase_m": 1.1003142014724272, + "steer_rate_max_degps": 30.00000017051059, + "slip_angle_at_v": -0.1884535407901888, + "v_max_mps": 12.0 + }, + "fit_info": { + "cost": 85958.63796924372, + "nfev": 15, + "success": true, + "sigma_v_rough": 1.1269939613139455, + "sigma_p_rough": 0.3576502527752695, + "param_order": [ + "accel_tau", + "brake_tau", + "throttle_delay_s", + "steer_delay_s", + "steer_gain", + "steer_slop_deg", + "wheelbase_m", + "steer_rate_max_degps", + "slip_angle_at_v" + ], + "x_final": [ + 4.935379602520705, + 4.999999998747633, + 1e-10, + 1e-10, + 0.24489874243929322, + 0.7913420097618941, + 1.1003142014724272, + 30.00000017051059, + -0.1884535407901888 + ] + }, + "training_bags": [ + "docs/superpowers/data_sim/cache/215024.npz", + "docs/superpowers/data_sim/cache/232625.npz" + ] +} \ No newline at end of file diff --git a/sim/model/clamp.json b/sim/model/clamp.json new file mode 100644 index 00000000..934b0827 --- /dev/null +++ b/sim/model/clamp.json @@ -0,0 +1,162 @@ +{ + "mean": [ + -3.622347503551282e-05, + -4.7494907562395383e-07, + -3.481137173366733e-05, + -2.3936604520713445e-06, + -7.244829612318426e-05, + -2.7927037081099115e-05, + -4.8886726290220395e-05, + -1.928525250605162e-07, + -3.1945442060532514e-06, + 2.365051841479726e-06, + 1.8522185882829945e-06 + ], + "cov_inv": [ + [ + 1.1286884987285855, + 0.02761257135429068, + -0.06630396557357165, + -0.08441366793705705, + -0.0025375994635208616, + -0.0011232587393130652, + -0.27955741981537396, + -0.0008012255435661687, + -0.002739000332770218, + -0.0050978212646418655, + -0.033043542866325444 + ], + [ + 0.027612571354290665, + 1.1535368585009154, + 0.045300550052850816, + 0.1363346834302017, + -0.06702122138926007, + 0.12120882535053482, + 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Section 5 of the spec.""" +from __future__ import annotations + +import json +from dataclasses import asdict, dataclass + +import numpy as np + + +@dataclass +class NoiseModel: + sigma_v: float + sigma_psidot: float + sigma_steer_cmd: float + sigma_throttle_cmd: float + + def save(self, path: str) -> None: + with open(path, "w") as f: + json.dump(asdict(self), f, indent=2) + + @classmethod + def load(cls, path: str) -> "NoiseModel": + with open(path) as f: + return cls(**json.load(f)) + + +def estimate_noise( + v_residual: np.ndarray, + psi_dot_residual: np.ndarray, + cmd_throttle: np.ndarray, + cmd_steer: np.ndarray, + is_straight: np.ndarray, + is_steady_throttle: np.ndarray, +) -> NoiseModel: + sigma_v = float(np.std(v_residual)) + sigma_psidot = float(np.std(psi_dot_residual)) + sigma_steer_cmd = _jitter_std(cmd_steer, mask=is_straight, window=15) + sigma_throttle_cmd = _jitter_std(cmd_throttle, mask=is_steady_throttle, window=15) + return NoiseModel(sigma_v=sigma_v, sigma_psidot=sigma_psidot, + sigma_steer_cmd=sigma_steer_cmd, + sigma_throttle_cmd=sigma_throttle_cmd) + + +def _jitter_std(x: np.ndarray, mask: np.ndarray, window: int) -> float: + if mask.sum() < window * 2: + return float(np.std(x)) + kernel = np.ones(window) / window + smoothed = np.convolve(x, kernel, mode="same") + return float(np.std((x - smoothed)[mask])) + + +def compute_pre_mlp_artifacts( + train_npz_paths, + params_path: str, + out_noise_json: str, + out_residual_emp: str, +) -> None: + """Predict bicycle derivatives on the training bags, compute residuals, + write the noise model and the empirical residual pool used for bootstrap.""" + import os + from sim.identify_bicycle import BicycleParams, predict_derivatives + from sim.load_bags import AlignedBag + + with open(params_path) as f: + p = BicycleParams(**json.load(f)["params"]) + + v_all, dv_res_all, psi_res_all = [], [], [] + ct_all, cs_all = [], [] + is_straight_all, is_steady_all = [], [] + for path in train_npz_paths: + bag = AlignedBag.from_npz(path) + mask = bag.autonomous & (bag.v > 0.5) + if mask.sum() < 100: + continue + dt = float(np.median(np.diff(bag.t))) + dv_m, psi_m = predict_derivatives(p, bag.v, bag.cmd_throttle, bag.cmd_steer, dt) + dv_res_all.append(bag.dv_dt[mask] - dv_m[mask]) + psi_res_all.append(bag.psi_dot[mask] - psi_m[mask]) + ct_all.append(bag.cmd_throttle[mask]) + cs_all.append(bag.cmd_steer[mask]) + v_all.append(bag.v[mask]) + is_straight_all.append(np.abs(bag.cmd_steer[mask]) < 2.0) + d_throttle = np.abs(np.diff(bag.cmd_throttle[mask], prepend=bag.cmd_throttle[mask][0])) + is_steady_all.append(d_throttle < 2.0) + + dv_res = np.concatenate(dv_res_all) + psi_res = np.concatenate(psi_res_all) + ct = np.concatenate(ct_all) + cs = np.concatenate(cs_all) + v_arr = np.concatenate(v_all) + is_straight = np.concatenate(is_straight_all) + is_steady = np.concatenate(is_steady_all) + nm = estimate_noise(dv_res, psi_res, ct, cs, is_straight, is_steady) + nm.save(out_noise_json) + print(f"wrote {out_noise_json}: {asdict(nm)}") + + v_edges = np.linspace(0.0, 15.0, 6) + cs_edges = np.linspace(0.0, 30.0, 4) + v_bin = np.clip(np.digitize(v_arr, v_edges) - 1, 0, v_edges.size - 2) + cs_bin = np.clip(np.digitize(np.abs(cs), cs_edges) - 1, 0, cs_edges.size - 2) + np.savez_compressed( + out_residual_emp, + dv_res=dv_res, psi_res=psi_res, + v_bin=v_bin, cs_bin=cs_bin, + v_edges=v_edges, cs_edges=cs_edges, + ) + print(f"wrote {out_residual_emp}: {dv_res.size} samples") + + +def main(): + import argparse + ap = argparse.ArgumentParser() + ap.add_argument("--train", nargs="+", required=True) + ap.add_argument("--params", required=True) + ap.add_argument("--out-noise", required=True) + ap.add_argument("--out-residual-emp", required=True) + args = ap.parse_args() + compute_pre_mlp_artifacts(args.train, args.params, args.out_noise, args.out_residual_emp) + + +if __name__ == "__main__": + import os + import sys + REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + if REPO not in sys.path: + sys.path.insert(0, REPO) + main() diff --git a/sim/render.py b/sim/render.py new file mode 100644 index 00000000..9da85842 --- /dev/null +++ b/sim/render.py @@ -0,0 +1,212 @@ +"""GIF render of a SimResult on the racing-line track. matplotlib-based.""" +from __future__ import annotations + +import os +import sys +from typing import Optional, Sequence + +import numpy as np + + +HERE = os.path.dirname(os.path.abspath(__file__)) +REPO = os.path.dirname(HERE) +if REPO not in sys.path: + sys.path.insert(0, REPO) + + +def load_line_xy(path: str) -> tuple[np.ndarray, np.ndarray]: + """Load (lx, ly) from a racing-line CSV (cols x at idx 1, y at idx 2).""" + lx, ly = [], [] + with open(path) as f: + for row in f: + parts = row.strip().split(",") + if len(parts) < 3: + continue + try: + lx.append(float(parts[1])) + ly.append(float(parts[2])) + except ValueError: + continue + return np.asarray(lx, dtype=np.float64), np.asarray(ly, dtype=np.float64) + + +def _tangent_normal(lx: np.ndarray, ly: np.ndarray): + dx = np.empty_like(lx) + dy = np.empty_like(ly) + dx[1:-1] = lx[2:] - lx[:-2] + dy[1:-1] = ly[2:] - ly[:-2] + dx[0] = lx[1] - lx[0] + dy[0] = ly[1] - ly[0] + dx[-1] = lx[-1] - lx[-2] + dy[-1] = ly[-1] - ly[-2] + L = np.hypot(dx, dy) + L = np.where(L < 1e-9, 1.0, L) + tx, ty = dx / L, dy / L + return -ty, tx # left-hand normal + + +def render_gif( + xs: np.ndarray, + ys: np.ndarray, + yaws: np.ndarray, + vs: np.ndarray, + ds: np.ndarray, + times: np.ndarray, + line_path: str, + out_path: str, + *, + mpc_params: Optional[dict] = None, + track_half_width: float = 2.0, + kart_length_m: float = 1.05, + kart_width_m: float = 0.5, + fps: int = 30, + max_frames: int = 300, + title: str = "Kart sim", +) -> None: + import matplotlib + matplotlib.use("Agg") + import matplotlib.pyplot as plt + import matplotlib.patches as mpatches + from matplotlib.animation import FuncAnimation, PillowWriter + + lx, ly = load_line_xy(line_path) + nx, ny = _tangent_normal(lx, ly) + left_x = lx + nx * track_half_width + left_y = ly + ny * track_half_width + right_x = lx - nx * track_half_width + right_y = ly - ny * track_half_width + + # Decimate frames + N = len(xs) + stride = max(1, N // max_frames) + idxs = np.arange(0, N, stride)[:max_frames] + n_frames = len(idxs) + + # Fixed view limits + all_x = np.concatenate([xs, lx]) + all_y = np.concatenate([ys, ly]) + margin = 5.0 + xlim = (float(all_x.min()) - margin, float(all_x.max()) + margin) + ylim = (float(all_y.min()) - margin, float(all_y.max()) + margin) + + fig, ax = plt.subplots(figsize=(8, 6)) + ax.set_aspect("equal") + ax.set_xlim(xlim) + ax.set_ylim(ylim) + ax.set_title(title, fontsize=9) + ax.axis("off") + + # Static background + ax.plot(left_x, left_y, color="#444", lw=1.0) + ax.plot(right_x, right_y, color="#444", lw=1.0) + ax.plot(lx, ly, color="#999", lw=0.5, ls="--") + + trail_line, = ax.plot([], [], color="#0a7", alpha=0.5, lw=1.5) + + # Kart rectangle (initially off-screen) + kart_rect = mpatches.Rectangle( + (-kart_length_m / 2, -kart_width_m / 2), + kart_length_m, + kart_width_m, + color="#0a7", + zorder=5, + ) + ax.add_patch(kart_rect) + + info_text = ax.text( + 0.01, 0.99, "", + transform=ax.transAxes, + va="top", ha="left", + fontsize=7, + family="monospace", + color="#111", + ) + + # Build MPC param snippet if provided + param_keys = ["target_speed_pct", "w_d", "w_heading", "w_progress", "w_boundary", "w_terminal_d"] + param_text_str = "" + if mpc_params is not None: + lines_p = [] + for k in param_keys: + if k in mpc_params: + lines_p.append(f"{k}={mpc_params[k]:.3g}") + param_text_str = "\n".join(lines_p[:6]) + param_text = ax.text( + 0.01, 0.01, param_text_str, + transform=ax.transAxes, + va="bottom", ha="left", + fontsize=6, + family="monospace", + color="#555", + ) + + trail_len = 30 + + def _update(frame_idx): + k = int(idxs[frame_idx]) + # Trail + t_start = max(0, frame_idx - trail_len) + trail_idxs = idxs[t_start : frame_idx + 1] + trail_line.set_data(xs[trail_idxs], ys[trail_idxs]) + + # Kart rectangle: translate + rotate + import matplotlib.transforms as mtransforms + cx, cy = float(xs[k]), float(ys[k]) + yaw_deg = float(np.degrees(yaws[k])) + t = ( + mtransforms.Affine2D() + .rotate_deg(yaw_deg) + .translate(cx, cy) + + ax.transData + ) + kart_rect.set_transform(t) + + # Text overlay + info_text.set_text( + f"t={float(times[k]):.1f}s v={float(vs[k]):.2f}m/s d={float(ds[k]):+.2f}m" + ) + return trail_line, kart_rect, info_text, param_text + + anim = FuncAnimation(fig, _update, frames=n_frames, interval=1000 // fps, blit=True) + + os.makedirs(os.path.dirname(os.path.abspath(out_path)), exist_ok=True) + writer = PillowWriter(fps=fps) + anim.save(out_path, writer=writer) + plt.close(fig) + print(f"wrote {out_path} ({n_frames} frames @ {fps} fps)") + + +if __name__ == "__main__": + import argparse + import json + + ap = argparse.ArgumentParser(description="Render a trajectory.npz as a GIF.") + ap.add_argument("--trajectory", required=True) + ap.add_argument("--line", required=True) + ap.add_argument("--out", required=True) + ap.add_argument("--params", default=None) + ap.add_argument("--fps", type=int, default=30) + ap.add_argument("--max-frames", type=int, default=300) + ap.add_argument("--title", default="Kart sim") + args = ap.parse_args() + + data = np.load(args.trajectory) + mpc_params = None + if args.params: + with open(args.params) as f: + mpc_params = json.load(f) + + render_gif( + xs=data["xs"], + ys=data["ys"], + yaws=data["yaws"], + vs=data["vs"], + ds=data["ds"], + times=data["times"], + line_path=args.line, + out_path=args.out, + mpc_params=mpc_params, + fps=args.fps, + max_frames=args.max_frames, + title=args.title, + ) diff --git a/sim/requirements.txt b/sim/requirements.txt new file mode 100644 index 00000000..c597d07d --- /dev/null +++ b/sim/requirements.txt @@ -0,0 +1,21 @@ +numpy>=1.24,<2 +scipy>=1.10 + +# ML +torch>=2.2 + +# Plotting / GIF render +matplotlib>=3.7 +imageio>=2.31 +pillow>=10.0 + +# Hyperparameter sweeps +optuna>=3.5 +joblib>=1.3 + +# Bag loading +mcap>=1.1 +mcap-ros2-support>=0.5 + +# Tests +pytest>=7 diff --git a/sim/residual_mlp.py b/sim/residual_mlp.py new file mode 100644 index 00000000..5ec68b29 --- /dev/null +++ b/sim/residual_mlp.py @@ -0,0 +1,328 @@ +"""Residual MLP for the data-driven sim. Section 6 of the spec.""" +from __future__ import annotations + +from dataclasses import dataclass + +import numpy as np +import torch +import torch.nn as nn + +FEATURE_DIM = 11 # v + psi_dot + cmd_throttle + cmd_steer + hist[3] + hist[4] + + +def build_features( + v: np.ndarray, + psi_dot: np.ndarray, + cmd_throttle: np.ndarray, + cmd_steer: np.ndarray, + cmd_throttle_hist: np.ndarray, + cmd_steer_hist: np.ndarray, +) -> np.ndarray: + """Stack per-tick features in the layout the MLP expects.""" + return np.concatenate( + [ + v[:, None], psi_dot[:, None], + cmd_throttle[:, None], cmd_steer[:, None], + cmd_throttle_hist, cmd_steer_hist, + ], + axis=1, + ).astype(np.float32) + + +@dataclass +class Normaliser: + mean: np.ndarray + std: np.ndarray + + def apply(self, x: np.ndarray) -> np.ndarray: + return (x - self.mean) / np.maximum(self.std, 1e-6) + + def to_json(self) -> dict: + return {"mean": self.mean.tolist(), "std": self.std.tolist()} + + @classmethod + def from_json(cls, d: dict) -> "Normaliser": + return cls(mean=np.asarray(d["mean"], dtype=np.float32), + std=np.asarray(d["std"], dtype=np.float32)) + + +class ResidualMLP(nn.Module): + def __init__(self, hidden: int = 64): + super().__init__() + self.net = nn.Sequential( + nn.Linear(FEATURE_DIM, hidden), nn.Tanh(), + nn.Linear(hidden, hidden), nn.Tanh(), + nn.Linear(hidden, 2), + ) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.net(x) + + +def _precompute_steer_actual(params, cmd_steer: np.ndarray, dt: float) -> np.ndarray: + """Run steer dynamics forward and return the accumulated delta (rad) at each tick. + + This matches the internal `actual` variable in predict_derivatives, allowing + rollout to start with the correct steer state at any anchor index without + re-running the full prefix each time. + """ + p = params + slop = np.deg2rad(max(0.0, p.steer_slop_deg)) + rate_lim = np.deg2rad(p.steer_rate_max_degps) * dt + n = cmd_steer.size + actual_arr = np.empty(n, dtype=np.float64) + actual = 0.0 + for i in range(n): + c = np.deg2rad(p.steer_gain * float(cmd_steer[i])) + if c > actual + slop: + target = c - slop + elif c < actual - slop: + target = c + slop + else: + target = actual + actual += float(np.clip(target - actual, -rate_lim, rate_lim)) + actual_arr[i] = actual + return actual_arr + + +def _bicycle_step_stateful( + params, v: float, cmd_throttle: float, cmd_steer: float, + dt: float, steer_actual: float +) -> tuple: + """One-step bicycle prediction given pre-accumulated steer_actual (rad). + Returns (dv_dt, psi_dot, new_steer_actual).""" + p = params + slop = np.deg2rad(max(0.0, p.steer_slop_deg)) + rate_lim = np.deg2rad(p.steer_rate_max_degps) * dt + + target_v = np.clip(cmd_throttle / 100.0, 0.0, 1.0) * p.v_max_mps + tau = p.accel_tau if target_v >= v else p.brake_tau + dv_dt = (target_v - v) / max(tau, 1e-3) + + c = np.deg2rad(p.steer_gain * cmd_steer) + if c > steer_actual + slop: + t = c - slop + elif c < steer_actual - slop: + t = c + slop + else: + t = steer_actual + new_actual = steer_actual + float(np.clip(t - steer_actual, -rate_lim, rate_lim)) + + psi_dot_kin = v * np.tan(new_actual) / max(p.wheelbase_m, 1e-3) + psi_dot = psi_dot_kin - p.slip_angle_at_v * v * np.sign(new_actual) * new_actual + return dv_dt, psi_dot, new_actual + + +def _rollout_loss( + net: ResidualMLP, norm: Normaliser, + bag_dict: dict, anchors: np.ndarray, horizon: int, dt: float, + sigma_v: float, sigma_psidot: float, + bicycle_predict, + device: str = "cpu", +) -> torch.Tensor: + """For each anchor index, roll the sim forward `horizon` ticks feeding + the bag's actual command sequence and penalise (v, psi_dot) drift from + the bag at every intermediate step. Gradients flow only through the MLP + output at each step (state integration is detached). + + `bicycle_predict` is a (params, steer_actual_arr) tuple where steer_actual_arr + is the precomputed per-tick steer delta (rad) from _precompute_steer_actual. + """ + params, steer_actual_arr = bicycle_predict + mean_t = torch.from_numpy(norm.mean).to(device) + std_t = torch.from_numpy(np.maximum(norm.std, 1e-6)).to(device) + + losses = [] + for a in anchors: + if a + horizon >= bag_dict["v"].size: + continue + v = float(bag_dict["v"][a]) + psi_dot = float(bag_dict["psi_dot"][a]) + # Steer state at anchor: use precomputed value from tick before anchor + steer_actual = float(steer_actual_arr[a - 1]) if a > 0 else 0.0 + rt_loss = torch.zeros((), device=device) + for h in range(horizon): + i = a + h + dv_struct, psi_struct, steer_actual = _bicycle_step_stateful( + params, v, + float(bag_dict["cmd_throttle"][i]), + float(bag_dict["cmd_steer"][i]), + dt, steer_actual, + ) + feat = build_features( + np.array([v]), np.array([psi_dot]), + bag_dict["cmd_throttle"][i:i + 1], + bag_dict["cmd_steer"][i:i + 1], + bag_dict["cmd_throttle_hist"][i:i + 1], + bag_dict["cmd_steer_hist"][i:i + 1], + ) + x = (torch.from_numpy(feat).to(device) - mean_t) / std_t + res = net(x).squeeze(0) + # dv_pred and psi_pred are tensors carrying gradients through res + dv_pred = dv_struct + res[0] + psi_pred = psi_struct + res[1] + target_v = float(bag_dict["v"][i + 1]) + target_psi = float(bag_dict["psi_dot"][i + 1]) + # Loss terms: v_next = v + dv_pred*dt; psi_next = psi_pred + # Gradients flow through dv_pred and psi_pred to the MLP + v_next = v + dv_pred * dt + rt_loss = rt_loss + ((v_next - target_v) ** 2) / max(sigma_v, 1e-3) ** 2 + rt_loss = rt_loss + ((psi_pred - target_psi) ** 2) / max(sigma_psidot, 1e-3) ** 2 + # State update: detach so next step's features are based on predicted scalars + v = float(v_next.detach()) + psi_dot = float(psi_pred.detach()) + losses.append(rt_loss / horizon) + if not losses: + return torch.zeros((), device=device) + return torch.stack(losses).mean() + + +def _bicycle_predict_fn(params): + from sim.identify_bicycle import predict_derivatives + def fn(v, ct, cs, dt): + return predict_derivatives(params, v, ct, cs, dt) + return fn + + +def _stack_training_data(train_npz_paths, params, autonomous_only=True, speed_floor=0.5): + from sim.load_bags import AlignedBag + feats_all, tgt_all = [], [] + bag_dicts = [] + dt_last = None + for path in train_npz_paths: + bag = AlignedBag.from_npz(path) + mask = (bag.autonomous if autonomous_only else np.ones_like(bag.autonomous)) & (bag.v > speed_floor) + if mask.sum() < 100: + continue + dt = float(np.median(np.diff(bag.t))) + dt_last = dt + dv_m, psi_m = _bicycle_predict_fn(params)(bag.v, bag.cmd_throttle, bag.cmd_steer, dt) + feats = build_features(bag.v, bag.psi_dot, bag.cmd_throttle, bag.cmd_steer, + bag.cmd_throttle_hist, bag.cmd_steer_hist) + target = np.stack([bag.dv_dt - dv_m, bag.psi_dot - psi_m], axis=1).astype(np.float32) + feats_all.append(feats[mask]) + tgt_all.append(target[mask]) + bag_dicts.append({k: getattr(bag, k) for k in bag.field_names()}) + return np.concatenate(feats_all), np.concatenate(tgt_all), bag_dicts, dt_last + + +def _valid_anchor_indices(bag_dict: dict, horizon: int, speed_floor: float = 0.5) -> np.ndarray: + """Return indices safe to use as rollout anchors: v > speed_floor with horizon room.""" + v = bag_dict["v"] + n = v.size + idx = np.where((v > speed_floor) & (np.arange(n) + horizon < n))[0] + return idx + + +def main(): + import argparse + import json + import os + from sim.identify_bicycle import BicycleParams + from sim.noise_model import NoiseModel + + ap = argparse.ArgumentParser() + ap.add_argument("--train", nargs="+", required=True) + ap.add_argument("--val", nargs="+", required=True) + ap.add_argument("--params", required=True) + ap.add_argument("--noise", required=True) + ap.add_argument("--out-dir", required=True) + ap.add_argument("--epochs", type=int, default=30) + ap.add_argument("--rollout-weight", type=float, default=0.3) + ap.add_argument("--rollout-horizon", type=int, default=30) + ap.add_argument("--rollout-anchors-per-epoch", type=int, default=200) + args = ap.parse_args() + + with open(args.params) as f: + params = BicycleParams(**json.load(f)["params"]) + noise = NoiseModel.load(args.noise) + + feats_tr, tgt_tr, bag_dicts_tr, dt = _stack_training_data(args.train, params) + feats_va, tgt_va, bag_dicts_va, _ = _stack_training_data(args.val, params) + print(f"train ticks={feats_tr.shape[0]} val ticks={feats_va.shape[0]}") + + norm = Normaliser(mean=feats_tr.mean(0).astype(np.float32), + std=feats_tr.std(0).astype(np.float32)) + x_tr = torch.from_numpy(norm.apply(feats_tr)) + y_tr = torch.from_numpy(tgt_tr) + x_va = torch.from_numpy(norm.apply(feats_va)) + y_va = torch.from_numpy(tgt_va) + + net = ResidualMLP() + opt = torch.optim.Adam(net.parameters(), lr=3e-3) + sched = torch.optim.lr_scheduler.CosineAnnealingLR(opt, T_max=args.epochs) + w = torch.tensor([1.0 / max(noise.sigma_v, 1e-3) ** 2, + 1.0 / max(noise.sigma_psidot, 1e-3) ** 2], dtype=torch.float32) + + rng = np.random.default_rng(0) + best_val = float("inf") + history = {"train_single": [], "val_single": [], "val_rollout": []} + + # Precompute steer state at every tick for O(1) anchor warm-up + steer_actual_tr = _precompute_steer_actual(params, bag_dicts_tr[0]["cmd_steer"], dt) + steer_actual_va = _precompute_steer_actual(params, bag_dicts_va[0]["cmd_steer"], dt) + bicycle_tr = (params, steer_actual_tr) + bicycle_va = (params, steer_actual_va) + + valid_tr = _valid_anchor_indices(bag_dicts_tr[0], args.rollout_horizon) + valid_va = _valid_anchor_indices(bag_dicts_va[0], args.rollout_horizon) + print(f"valid rollout anchors: train={valid_tr.size} val={valid_va.size}") + + # Fixed validation anchors — same set every epoch so val_rollout is a + # consistent metric for early-stopping. Use 4× the per-epoch training + # anchors for a tighter estimate. + val_rng = np.random.default_rng(12345) + val_anchor_count = max(args.rollout_anchors_per_epoch * 4, 400) + fixed_val_anchors = val_rng.choice(valid_va, size=val_anchor_count, replace=True) + + for epoch in range(args.epochs): + net.train() + idx = torch.randperm(x_tr.shape[0]) + epoch_single = 0.0 + for s in range(0, x_tr.shape[0], 4096): + b = idx[s:s + 4096] + single = ((net(x_tr[b]) - y_tr[b]) ** 2 * w).mean() + anchors = rng.choice(valid_tr, size=args.rollout_anchors_per_epoch, replace=True) + rollout = _rollout_loss(net, norm, bag_dicts_tr[0], anchors, + args.rollout_horizon, dt, + noise.sigma_v, noise.sigma_psidot, + bicycle_tr) + loss = single + args.rollout_weight * rollout + opt.zero_grad() + loss.backward() + opt.step() + epoch_single += single.item() * b.numel() + epoch_single /= x_tr.shape[0] + sched.step() + + net.eval() + with torch.no_grad(): + val_single = ((net(x_va) - y_va) ** 2 * w).mean().item() + val_rollout = _rollout_loss(net, norm, bag_dicts_va[0], fixed_val_anchors, + args.rollout_horizon, dt, + noise.sigma_v, noise.sigma_psidot, + bicycle_va).item() + history["train_single"].append(epoch_single) + history["val_single"].append(val_single) + history["val_rollout"].append(val_rollout) + print(f"epoch {epoch:3d} train_single={epoch_single:.4f} " + f"val_single={val_single:.4f} val_rollout={val_rollout:.4f}") + + if val_single < best_val: + best_val = val_single + os.makedirs(args.out_dir, exist_ok=True) + torch.save(net.state_dict(), os.path.join(args.out_dir, "mlp.pt")) + with open(os.path.join(args.out_dir, "norm.json"), "w") as f: + json.dump(norm.to_json(), f, indent=2) + with open(os.path.join(args.out_dir, "training_history.json"), "w") as f: + json.dump(history, f, indent=2) + print(f"best val_single = {best_val:.4f}") + + +if __name__ == "__main__": + import os + import sys + REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + if REPO not in sys.path: + sys.path.insert(0, REPO) + main() diff --git a/sim/runner.py b/sim/runner.py new file mode 100644 index 00000000..f07f2e80 --- /dev/null +++ b/sim/runner.py @@ -0,0 +1,485 @@ +"""Cluster-friendly runner for the offline kart simulator. + +Subcommands: + one — run a single MPC param set; optionally render a GIF + sweep — Optuna sweep over MPC params, parallel across trials + render — render a saved trajectory.npz as a GIF +""" +from __future__ import annotations + +import argparse +import json +import math +import os +import sys +import time +from typing import Optional + +HERE = os.path.dirname(os.path.abspath(__file__)) +REPO = os.path.dirname(HERE) +if REPO not in sys.path: + sys.path.insert(0, REPO) + +import numpy as np + + +# --------------------------------------------------------------------------- +# Racing-line loader (same logic as optimize_mpc_sim.py:load_line) +# --------------------------------------------------------------------------- +def load_line(path: str): + line = [] + with open(path) as f: + for row in f: + parts = row.strip().split(",") + if len(parts) < 6: + continue + try: + line.append(tuple(float(x) for x in parts)) + except ValueError: + continue + return line + + +# --------------------------------------------------------------------------- +# Sweep objective helpers (top-level so they can be serialized by joblib/loky) +# --------------------------------------------------------------------------- +def _sample_params(trial, defaults: dict) -> dict: + """Optuna trial -> mpc params dict. Mirrors optimize_mpc_sim.sample_params.""" + p = dict(defaults) + p["horizon_steps"] = trial.suggest_int("horizon_steps", 10, 40) + p["num_samples"] = trial.suggest_int("num_samples", 32, 128, step=8) + p["steer_sigma_deg"] = trial.suggest_float("steer_sigma_deg", 2.0, 12.0) + p["accel_sigma_mps2"] = trial.suggest_float("accel_sigma_mps2", 0.3, 2.5) + p["proj_window_fwd"] = trial.suggest_int("proj_window_fwd", 30, 120) + p["target_speed_pct"] = trial.suggest_float("target_speed_pct", 0.4, 1.0) + p["w_d"] = trial.suggest_float("w_d", 5.0, 500.0, log=True) + p["w_heading"] = trial.suggest_float("w_heading", 1.0, 200.0, log=True) + p["w_speed"] = trial.suggest_float("w_speed", 0.5, 50.0, log=True) + p["w_delta_rate"] = trial.suggest_float("w_delta_rate", 5.0, 300.0, log=True) + p["w_boundary"] = trial.suggest_float("w_boundary", 100.0, 10000.0, log=True) + p["w_progress"] = trial.suggest_float("w_progress", 0.1, 50.0, log=True) + p["w_terminal_d"] = trial.suggest_float("w_terminal_d", 20.0, 600.0, log=True) + p["w_terminal_heading"] = trial.suggest_float("w_terminal_heading", 10.0, 400.0, log=True) + p["w_a_lat"] = trial.suggest_float("w_a_lat", 5.0, 300.0, log=True) + p["w_edge"] = trial.suggest_float("w_edge", 10.0, 2000.0, log=True) + p["edge_inner_frac"] = trial.suggest_float("edge_inner_frac", 0.2, 0.95) + return p + + +def _sweep_objective( + trial, + line, + defaults: dict, + sim_backend: str, + datasim_model_dir: str, + noise_mode: str, + n_laps: int, + seeds_per_trial: int, + safety_margin: float, +): + """Top-level Optuna objective — defined at module level for n_jobs > 1.""" + from sim.closed_loop import simulate + + params = _sample_params(trial, defaults) + results = [] + for seed in range(seeds_per_trial): + r = simulate( + line, params, + sim_backend=sim_backend, + datasim_model_dir=datasim_model_dir, + noise_mode=noise_mode, + rng_seed=seed, + n_laps=n_laps, + safety_margin=safety_margin, + ) + results.append(r) + + all_complete = all(r.completed_laps >= n_laps and not r.aborted for r in results) + worst_max_d = max(r.max_abs_d for r in results) + worst_laps = min(r.completed_laps for r in results) + lap_times = [r.avg_lap_time_s for r in results if r.completed_laps >= n_laps] + mean_lap_time = float(np.mean(lap_times)) if lap_times else float("inf") + worst_lap_time = float(np.max(lap_times)) if lap_times else float("inf") + mean_speed = float(np.mean([r.avg_speed for r in results])) + + track_half = params.get("track_half_width_m", 2.0) + kart_half = params.get("kart_half_width_m", 0.5025) + limit = track_half - kart_half - safety_margin + safe_all = all_complete and worst_max_d <= limit + + trial.set_user_attr("laps_min", worst_laps) + trial.set_user_attr("mean_lap_time_s", mean_lap_time) + trial.set_user_attr("worst_lap_time_s", worst_lap_time) + trial.set_user_attr("worst_max_abs_d", worst_max_d) + trial.set_user_attr("mean_speed", mean_speed) + trial.set_user_attr("safe", safe_all) + trial.set_user_attr("all_complete", all_complete) + + if not all_complete: + shortfall = sum(max(0, n_laps - r.completed_laps) for r in results) + return 1.0e6 + 1.0e4 * shortfall + if not safe_all: + over = max(0.0, worst_max_d - limit) + return 1.0e5 + 1.0e3 * over + mean_lap_time + return mean_lap_time + + +# --------------------------------------------------------------------------- +# Subcommand: one +# --------------------------------------------------------------------------- +def _add_one_parser(sub): + p = sub.add_parser("one", help="run a single MPC param set") + p.add_argument("--line", default="data/racing_line/line6.csv") + p.add_argument("--sim", choices=["bicycle", "datasim"], default="datasim") + p.add_argument("--datasim-model-dir", default="sim/model") + p.add_argument("--noise-mode", choices=["none", "gaussian", "bootstrap"], default="none") + p.add_argument("--params-json", default=None, help="JSON overlay onto DEFAULT_MPC") + p.add_argument("--laps", type=int, default=2) + p.add_argument("--seed", type=int, default=0) + p.add_argument("--torch-threads", type=int, default=0) + p.add_argument("--out-dir", default=None) + p.add_argument("--render", action="store_true") + p.add_argument("--fps", type=int, default=30) + p.add_argument("--max-frames", type=int, default=300) + + +def cmd_one(args): + from sim.closed_loop import DEFAULT_MPC, simulate + + if args.torch_threads > 0: + import torch + torch.set_num_threads(args.torch_threads) + + out_dir = args.out_dir or os.path.join("runs", f"one-{int(time.time())}") + os.makedirs(out_dir, exist_ok=True) + + line_path = args.line if os.path.isabs(args.line) else os.path.join(REPO, args.line) + line = load_line(line_path) + if len(line) < 10: + raise SystemExit(f"racing line at {line_path} too short / not found") + + mpc_params = dict(DEFAULT_MPC) + if args.params_json: + with open(args.params_json) as f: + overlay = json.load(f) + mpc_params.update(overlay) + + result = simulate( + line, mpc_params, + sim_backend=args.sim, + datasim_model_dir=args.datasim_model_dir, + noise_mode=args.noise_mode, + rng_seed=args.seed, + n_laps=args.laps, + ) + + # Save params + params_out = dict(mpc_params) + params_out["_meta"] = { + "sim": args.sim, + "noise_mode": args.noise_mode, + "seed": args.seed, + "laps": args.laps, + "line": args.line, + } + with open(os.path.join(out_dir, "params.json"), "w") as f: + json.dump(params_out, f, indent=2) + + # Save metrics + metrics = { + "completed_laps": result.completed_laps, + "total_time_s": result.total_time_s, + "avg_lap_time_s": result.avg_lap_time_s, + "max_abs_d": result.max_abs_d, + "avg_speed": result.avg_speed, + "safe": result.safe, + "aborted": result.aborted, + } + with open(os.path.join(out_dir, "metrics.json"), "w") as f: + json.dump(metrics, f, indent=2) + + # Save trajectory + np.savez( + os.path.join(out_dir, "trajectory.npz"), + xs=result.xs, ys=result.ys, yaws=result.yaws, + vs=result.vs, ds=result.ds, times=result.times, + ) + + if args.render: + from sim.render import render_gif + render_gif( + result.xs, result.ys, result.yaws, result.vs, result.ds, result.times, + line_path=line_path, + out_path=os.path.join(out_dir, "out.gif"), + mpc_params=mpc_params, + fps=args.fps, + max_frames=args.max_frames, + title=f"{args.sim} sim — {result.completed_laps} laps, {result.avg_lap_time_s:.1f}s/lap", + ) + + print( + f"one: laps={result.completed_laps} avg_lap={result.avg_lap_time_s:.2f}s " + f"max|d|={result.max_abs_d:.3f}m avg_v={result.avg_speed:.2f}m/s " + f"safe={result.safe} aborted={result.aborted} -> {out_dir}" + ) + + +# --------------------------------------------------------------------------- +# Subcommand: sweep +# --------------------------------------------------------------------------- +def _add_sweep_parser(sub): + p = sub.add_parser("sweep", help="Optuna sweep over MPC params") + p.add_argument("--line", default="data/racing_line/line6.csv") + p.add_argument("--sim", choices=["bicycle", "datasim"], default="datasim") + p.add_argument("--datasim-model-dir", default="sim/model") + p.add_argument("--noise-mode", choices=["none", "gaussian", "bootstrap"], default="none") + p.add_argument("--laps", type=int, default=2) + p.add_argument("--torch-threads", type=int, default=0) + p.add_argument("--trials", type=int, default=120) + p.add_argument("--n-jobs", type=int, default=max(1, (os.cpu_count() or 2) // 2)) + p.add_argument("--startup", type=int, default=20) + p.add_argument("--seeds-per-trial", type=int, default=3) + p.add_argument("--safety-margin", type=float, default=0.2) + p.add_argument("--log", choices=["summary", "full"], default="summary") + p.add_argument("--render-best", action="store_true") + p.add_argument("--out-dir", default=None) + p.add_argument("--resume", action="store_true") + p.add_argument("--seed", type=int, default=42) + + +def cmd_sweep(args): + import optuna + import functools + from sim.closed_loop import DEFAULT_MPC + + optuna.logging.set_verbosity(optuna.logging.WARNING) + + if args.torch_threads > 0: + import torch + torch.set_num_threads(args.torch_threads) + + out_dir = args.out_dir or os.path.join("sweeps", f"sweep-{int(time.time())}") + os.makedirs(out_dir, exist_ok=True) + + line_path = args.line if os.path.isabs(args.line) else os.path.join(REPO, args.line) + line = load_line(line_path) + if len(line) < 10: + raise SystemExit(f"racing line at {line_path} too short / not found") + + sampler = optuna.samplers.TPESampler(seed=args.seed, n_startup_trials=args.startup) + study = optuna.create_study(direction="minimize", sampler=sampler) + + # Resume: load prior trials from trials.json + trials_path = os.path.join(out_dir, "trials.json") + if args.resume and os.path.exists(trials_path): + with open(trials_path) as f: + prior = json.load(f) + for t in prior: + study.add_trial(optuna.trial.create_trial( + params=t.get("params", {}), + distributions={}, + value=t.get("value", float("inf")), + )) + + # Bind with functools.partial over a module-level function (required for n_jobs > 1) + objective = functools.partial( + _sweep_objective, + line=line, + defaults=dict(DEFAULT_MPC), + sim_backend=args.sim, + datasim_model_dir=args.datasim_model_dir, + noise_mode=args.noise_mode, + n_laps=args.laps, + seeds_per_trial=args.seeds_per_trial, + safety_margin=args.safety_margin, + ) + + jsonl_path = os.path.join(out_dir, "trials.jsonl") + log_mode = args.log + + def _per_trial_cb(study, trial): + attrs = trial.user_attrs + safe = attrs.get("safe", False) + laps_min = attrs.get("laps_min", 0) + lap_t = attrs.get("mean_lap_time_s", float("inf")) + max_d = attrs.get("worst_max_abs_d", float("inf")) + all_complete = attrs.get("all_complete", False) + tag = "OK " if safe else ("UNSAFE" if all_complete else "FAIL ") + + # Write JSONL line + if log_mode == "summary": + rec = { + "number": trial.number, + "value": trial.value, + "mean_lap_time_s": lap_t, + "worst_max_abs_d": max_d, + "safe": safe, + "all_complete": all_complete, + } + else: + rec = { + "number": trial.number, + "value": trial.value, + "params": trial.params, + **attrs, + } + with open(jsonl_path, "a") as jf: + jf.write(json.dumps(rec) + "\n") + + # Progress line (<=100 chars) + msg = ( + f" trial {trial.number:3d} [{tag}] laps_min={laps_min} " + f"lap_t={lap_t:.2f}s max|d|={max_d:.3f}m obj={trial.value:.3g}" + ) + print(msg[:100]) + + print( + f"Optuna sweep: {args.trials} trials, {args.laps}-lap eval, " + f"{args.seeds_per_trial} seed(s), {args.n_jobs} job(s), " + f"safety={args.safety_margin}m -> {out_dir}" + ) + t0 = time.time() + study.optimize(objective, n_trials=args.trials, n_jobs=args.n_jobs, + callbacks=[_per_trial_cb]) + print(f"Sweep done in {time.time() - t0:.1f}s") + + # Save all trials + all_trials = sorted([ + { + "number": t.number, + "value": t.value, + "params": t.params, + **t.user_attrs, + } + for t in study.trials + ], key=lambda x: x["number"]) + with open(trials_path, "w") as f: + json.dump(all_trials, f, indent=2) + + # Find best safe trial + safe_trials = [t for t in study.trials if t.user_attrs.get("safe")] + best_json_path = os.path.join(out_dir, "best.json") + if safe_trials: + best_t = min(safe_trials, key=lambda t: t.user_attrs.get("mean_lap_time_s", float("inf"))) + with open(best_json_path, "w") as f: + json.dump({ + "trial_number": best_t.number, + "params": best_t.params, + "metrics": dict(best_t.user_attrs), + }, f, indent=2) + + # Write summary.txt + summary_path = os.path.join(out_dir, "summary.txt") + with open(summary_path, "w") as f: + f.write(f"Sweep: {len(all_trials)} trials total, {len(safe_trials)} safe\n\n") + if safe_trials: + top10 = sorted(safe_trials, key=lambda t: t.user_attrs.get("mean_lap_time_s", float("inf")))[:10] + f.write("Top-10 safe trials by mean lap time:\n") + for t in top10: + attrs = t.user_attrs + f.write( + f" #{t.number:3d} lap_t={attrs.get('mean_lap_time_s', float('inf')):.3f}s" + f" max|d|={attrs.get('worst_max_abs_d', float('inf')):.3f}m" + f" speed={attrs.get('mean_speed', 0):.2f}m/s\n" + ) + best_lap = top10[0].user_attrs.get("mean_lap_time_s", float("inf")) + f.write(f"\n{len(safe_trials)} safe / {len(all_trials)} trials, best lap = {best_lap:.3f}s\n") + else: + f.write("No safe trials found.\n") + + if args.render_best and safe_trials: + from sim.closed_loop import DEFAULT_MPC, simulate + from sim.render import render_gif + + best_params = dict(DEFAULT_MPC) + best_params.update(best_t.params) + result = simulate( + line, best_params, + sim_backend=args.sim, + datasim_model_dir=args.datasim_model_dir, + noise_mode=args.noise_mode, + rng_seed=0, + n_laps=args.laps, + max_steps=200000, + ) + np.savez( + os.path.join(out_dir, "best_trajectory.npz"), + xs=result.xs, ys=result.ys, yaws=result.yaws, + vs=result.vs, ds=result.ds, times=result.times, + ) + render_gif( + result.xs, result.ys, result.yaws, result.vs, result.ds, result.times, + line_path=line_path, + out_path=os.path.join(out_dir, "best.gif"), + mpc_params=best_params, + title=f"Best trial #{best_t.number} — {result.completed_laps} laps", + ) + + n_safe = len(safe_trials) + best_lap_str = ( + f"{min(t.user_attrs.get('mean_lap_time_s', float('inf')) for t in safe_trials):.2f}s" + if safe_trials else "N/A" + ) + print( + f"sweep: {len(all_trials)} trials, {n_safe} safe, " + f"best_lap={best_lap_str} -> {out_dir}" + ) + + +# --------------------------------------------------------------------------- +# Subcommand: render +# --------------------------------------------------------------------------- +def _add_render_parser(sub): + p = sub.add_parser("render", help="render a saved trajectory.npz as a GIF") + p.add_argument("--trajectory", required=True) + p.add_argument("--line", required=True) + p.add_argument("--params", default=None) + p.add_argument("--out", required=True) + p.add_argument("--fps", type=int, default=30) + p.add_argument("--max-frames", type=int, default=300) + p.add_argument("--title", default="Kart sim") + + +def cmd_render(args): + from sim.render import render_gif + + data = np.load(args.trajectory) + mpc_params = None + if args.params: + with open(args.params) as f: + mpc_params = json.load(f) + + render_gif( + xs=data["xs"], + ys=data["ys"], + yaws=data["yaws"], + vs=data["vs"], + ds=data["ds"], + times=data["times"], + line_path=args.line if os.path.isabs(args.line) else os.path.join(REPO, args.line), + out_path=args.out, + mpc_params=mpc_params, + fps=args.fps, + max_frames=args.max_frames, + title=args.title, + ) + + +# --------------------------------------------------------------------------- +# Main dispatch +# --------------------------------------------------------------------------- +def main(): + ap = argparse.ArgumentParser( + description=__doc__, + formatter_class=argparse.RawDescriptionHelpFormatter, + ) + sub = ap.add_subparsers(dest="cmd", required=True) + _add_one_parser(sub) + _add_sweep_parser(sub) + _add_render_parser(sub) + args = ap.parse_args() + {"one": cmd_one, "sweep": cmd_sweep, "render": cmd_render}[args.cmd](args) + + +if __name__ == "__main__": + main() diff --git a/sim/tests/__init__.py b/sim/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/sim/tests/conftest.py b/sim/tests/conftest.py new file mode 100644 index 00000000..156c4c91 --- /dev/null +++ b/sim/tests/conftest.py @@ -0,0 +1,9 @@ +"""Shared pytest fixtures for sim tests.""" +import os +import sys + +# Make `sim` importable as a top-level package by inserting the repo root. +HERE = os.path.dirname(os.path.abspath(__file__)) +REPO = os.path.dirname(os.path.dirname(HERE)) +if REPO not in sys.path: + sys.path.insert(0, REPO) diff --git a/sim/tests/test_clamp.py b/sim/tests/test_clamp.py new file mode 100644 index 00000000..b21f51f6 --- /dev/null +++ b/sim/tests/test_clamp.py @@ -0,0 +1,29 @@ +import numpy as np + +from sim.clamp import Clamp, fit_clamp + + +def test_alpha_one_at_training_mean(): + rng = np.random.default_rng(0) + feats = rng.normal(0, 1, (5000, 11)) + clamp = fit_clamp(feats, d_warn_pct=95, d_max_pct=99.5) + assert clamp.alpha(np.zeros(11)) == 1.0 + + +def test_alpha_zero_far_off(): + rng = np.random.default_rng(0) + feats = rng.normal(0, 1, (5000, 11)) + clamp = fit_clamp(feats, d_warn_pct=95, d_max_pct=99.5) + far = np.full(11, 100.0) + assert clamp.alpha(far) == 0.0 + + +def test_alpha_between_at_midpoint(): + rng = np.random.default_rng(0) + feats = rng.normal(0, 1, (5000, 11)) + clamp = fit_clamp(feats, d_warn_pct=95, d_max_pct=99.5) + halfway = (clamp.d_warn + clamp.d_max) / 2 + assert clamp._alpha_from_d(clamp.d_warn) == 1.0 + assert clamp._alpha_from_d(clamp.d_max) == 0.0 + mid_alpha = clamp._alpha_from_d(halfway) + assert 0.45 < mid_alpha < 0.55 diff --git a/sim/tests/test_data_sim.py b/sim/tests/test_data_sim.py new file mode 100644 index 00000000..e387e771 --- /dev/null +++ b/sim/tests/test_data_sim.py @@ -0,0 +1,126 @@ +import json + +import numpy as np +import pytest + +from sim.data_sim import DataSim +from sim.identify_bicycle import BicycleParams +from sim.noise_model import NoiseModel + + +@pytest.fixture +def temp_artifacts(tmp_path): + params = BicycleParams() + params_path = tmp_path / "bicycle_params.json" + with open(params_path, "w") as f: + json.dump({"params": params.__dict__, "fit_info": {}}, f) + noise = NoiseModel(sigma_v=0.5, sigma_psidot=0.05, + sigma_steer_cmd=0.2, sigma_throttle_cmd=0.5) + noise_path = tmp_path / "noise.json" + noise.save(str(noise_path)) + return {"params": str(params_path), "noise": str(noise_path)} + + +def test_step_returns_4_tuple_and_no_nan(temp_artifacts): + sim = DataSim(params_path=temp_artifacts["params"], + noise_path=temp_artifacts["noise"], + noise_mode="none") + sim.reset(0.0, 0.0, 0.0) + out = sim.step(target_mps=8.0, steer_deg=10.0, dt=1 / 60) + assert len(out) == 4 + assert all(np.isfinite(out)) + + +def test_zero_command_no_motion(temp_artifacts): + sim = DataSim(params_path=temp_artifacts["params"], + noise_path=temp_artifacts["noise"], + noise_mode="none") + sim.reset(1.0, 2.0, 0.3) + for _ in range(60): + x, y, yaw, v = sim.step(0.0, 0.0, 1 / 60) + assert abs(v) < 0.01 + assert abs(x - 1.0) < 0.01 + assert abs(y - 2.0) < 0.01 + + +def test_deterministic_when_noise_none(temp_artifacts): + sim_a = DataSim(params_path=temp_artifacts["params"], + noise_path=temp_artifacts["noise"], + noise_mode="none") + sim_b = DataSim(params_path=temp_artifacts["params"], + noise_path=temp_artifacts["noise"], + noise_mode="none") + sim_a.reset(0, 0, 0) + sim_b.reset(0, 0, 0) + cmds = [(50.0, 5.0)] * 100 + [(80.0, -3.0)] * 100 + for tm, sd in cmds: + a = sim_a.step(tm, sd, 1 / 60) + b = sim_b.step(tm, sd, 1 / 60) + assert a == b + + +def test_gaussian_noise_differs_from_none(temp_artifacts): + sim_n = DataSim(params_path=temp_artifacts["params"], + noise_path=temp_artifacts["noise"], noise_mode="none") + sim_g = DataSim(params_path=temp_artifacts["params"], + noise_path=temp_artifacts["noise"], noise_mode="gaussian", + rng_seed=42) + sim_n.reset(0, 0, 0) + sim_g.reset(0, 0, 0) + diffs = 0 + for _ in range(120): + a = sim_n.step(8.0, 5.0, 1 / 60) + b = sim_g.step(8.0, 5.0, 1 / 60) + if a != b: + diffs += 1 + assert diffs > 60, f"gaussian noise did not move the sim ({diffs}/120)" + + +def test_bootstrap_falls_back_when_no_emp(temp_artifacts): + sim = DataSim(params_path=temp_artifacts["params"], + noise_path=temp_artifacts["noise"], noise_mode="bootstrap") + sim.reset(0, 0, 0) + out = sim.step(8.0, 5.0, 1 / 60) + assert all(np.isfinite(out)) + + +def test_mlp_reduces_to_bicycle_off_distribution(tmp_path, temp_artifacts): + import json + import torch + from sim.clamp import Clamp + from sim.residual_mlp import FEATURE_DIM, Normaliser, ResidualMLP + + # Build a deliberately constant-output residual MLP. + net = ResidualMLP() + with torch.no_grad(): + for p in net.parameters(): + p.zero_() + net.net[-1].bias[:] = torch.tensor([0.5, 0.05]) + mlp_path = tmp_path / "mlp.pt" + torch.save(net.state_dict(), str(mlp_path)) + norm = Normaliser(mean=np.zeros(FEATURE_DIM, dtype=np.float32), + std=np.ones(FEATURE_DIM, dtype=np.float32)) + norm_path = tmp_path / "norm.json" + with open(norm_path, "w") as f: + json.dump(norm.to_json(), f) + # Tight clamp around the origin — far-off inputs should give alpha = 0. + clamp = Clamp( + mean=np.zeros(FEATURE_DIM), + cov_inv=np.eye(FEATURE_DIM), + d_warn=1.0, d_max=2.0, + ) + clamp_path = tmp_path / "clamp.json" + clamp.save(str(clamp_path)) + + sim_off = DataSim( + params_path=temp_artifacts["params"], + noise_path=temp_artifacts["noise"], + mlp_path=str(mlp_path), norm_path=str(norm_path), clamp_path=str(clamp_path), + noise_mode="none", + ) + sim_off.reset(0, 0, 0) + sim_off.v = 12.0 + out = sim_off.step(12.0, 60.0, 1 / 60) + # With alpha = 0 the residual contributes nothing; sim should behave as + # ID-only and finish with finite outputs. + assert all(np.isfinite(out)) diff --git a/sim/tests/test_identify_bicycle.py b/sim/tests/test_identify_bicycle.py new file mode 100644 index 00000000..61f0f2e4 --- /dev/null +++ b/sim/tests/test_identify_bicycle.py @@ -0,0 +1,41 @@ +import numpy as np + +from sim.identify_bicycle import ( + BicycleParams, + fit_params, + predict_derivatives, +) + + +def _synth_run(p: BicycleParams, dt: float, n: int, seed: int = 0): + rng = np.random.default_rng(seed) + cmd_throttle = 30.0 + 30.0 * np.sin(np.linspace(0, 12 * np.pi, n)) + rng.normal(0, 2, n) + cmd_steer = 10.0 * np.sin(np.linspace(0, 25 * np.pi, n)) + cmd_throttle = np.clip(cmd_throttle, 0.0, 100.0) + # Use the full-array predict_derivatives (same path as fit_params residuals) so + # the synthetic data is exactly self-consistent with the model. + v = np.zeros(n) + dv_dt_obs, _ = predict_derivatives(p, v, cmd_throttle, cmd_steer, dt) + for i in range(n - 1): + v[i + 1] = v[i] + dv_dt_obs[i] * dt + dv_dt_obs, psi_dot_obs = predict_derivatives(p, v, cmd_throttle, cmd_steer, dt) + return v, cmd_throttle, cmd_steer, dv_dt_obs, psi_dot_obs + + +def test_recovers_known_params_no_noise(): + truth = BicycleParams( + accel_tau=0.6, brake_tau=0.3, + throttle_delay_s=0.05, steer_delay_s=0.05, + steer_gain=0.4, steer_slop_deg=1.0, + wheelbase_m=1.05, steer_rate_max_degps=180.0, + slip_angle_at_v=0.0, v_max_mps=12.0, + ) + dt = 1.0 / 60.0 + v, ct, cs, dv, ps = _synth_run(truth, dt, n=4000, seed=0) + fit, info = fit_params(v, ct, cs, dv, ps, dt, prior=BicycleParams(v_max_mps=12.0)) + assert info["success"] + # Tolerances are loose because the slop+rate-limit makes the surface non-smooth. + assert abs(fit.accel_tau - truth.accel_tau) < 0.15 + assert abs(fit.brake_tau - truth.brake_tau) < 0.15 + assert abs(fit.steer_gain - truth.steer_gain) < 0.1 + assert abs(fit.wheelbase_m - truth.wheelbase_m) < 0.1 diff --git a/sim/tests/test_load_bags.py b/sim/tests/test_load_bags.py new file mode 100644 index 00000000..1b85a28e --- /dev/null +++ b/sim/tests/test_load_bags.py @@ -0,0 +1,67 @@ +import os + +import numpy as np +import pytest + +from sim.load_bags import ( + AlignedBag, + central_diff, + make_history, + zoh_align, +) + + +def test_zoh_align_basic(): + sample_t = np.array([0.0, 0.1, 0.3]) + sample_v = np.array([10.0, 20.0, 30.0]) + grid_t = np.array([0.0, 0.05, 0.1, 0.2, 0.3, 0.5]) + out = zoh_align(sample_t, sample_v, grid_t) + np.testing.assert_array_equal(out, [10.0, 10.0, 20.0, 20.0, 30.0, 30.0]) + + +def test_zoh_align_unsorted_input(): + sample_t = np.array([0.3, 0.0, 0.1]) + sample_v = np.array([30.0, 10.0, 20.0]) + grid_t = np.array([0.05, 0.15]) + out = zoh_align(sample_t, sample_v, grid_t) + np.testing.assert_array_equal(out, [10.0, 20.0]) + + +def test_zoh_align_empty_raises(): + with pytest.raises(ValueError): + zoh_align(np.array([]), np.array([]), np.array([0.0])) + + +def test_central_diff_constant_slope(): + dt = 0.01 + x = np.arange(10) * 2.0 + out = central_diff(x, dt) + np.testing.assert_allclose(out, 200.0) + + +def test_make_history_pads_with_first(): + v = np.array([1.0, 2.0, 3.0, 4.0]) + h = make_history(v, depth=3) + assert h.shape == (4, 3) + np.testing.assert_array_equal(h[3], [3.0, 2.0, 1.0]) + np.testing.assert_array_equal(h[2], [2.0, 1.0, 1.0]) + np.testing.assert_array_equal(h[0], [1.0, 1.0, 1.0]) + + +REPO = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) +HOLDOUT_NPZ = os.path.join(REPO, "docs", "superpowers", "data_sim", "cache", "231452.npz") + + +@pytest.mark.skipif(not os.path.isfile(HOLDOUT_NPZ), + reason="run sim/load_bags.py first") +def test_holdout_roundtrip(): + bag = AlignedBag.from_npz(HOLDOUT_NPZ) + n = bag.t.size + assert n > 10000 + assert bag.cmd_throttle.shape == (n,) + assert bag.cmd_steer_hist.shape[1] == 4 + assert bag.cmd_throttle_hist.shape[1] == 3 + assert bag.autonomous.dtype == bool + assert bag.autonomous.mean() > 0.5 # holdout is mostly autonomous + assert np.isfinite(bag.v).all() + assert np.isfinite(bag.psi_dot).all() diff --git a/sim/tests/test_noise_model.py b/sim/tests/test_noise_model.py new file mode 100644 index 00000000..a3b0b046 --- /dev/null +++ b/sim/tests/test_noise_model.py @@ -0,0 +1,29 @@ +import numpy as np + +from sim.noise_model import NoiseModel, estimate_noise + + +def test_zero_residuals_give_small_sigma(): + n = 1000 + rng = np.random.default_rng(0) + v_resid = rng.normal(0.0, 0.5, n) + psi_resid = rng.normal(0.0, 0.05, n) + cmd_throttle = rng.normal(50.0, 1.0, n) + cmd_steer = rng.normal(0.0, 0.5, n) + is_straight = np.abs(cmd_steer) < 1.0 + is_steady = np.abs(np.diff(cmd_throttle, prepend=cmd_throttle[0])) < 0.5 + nm = estimate_noise(v_resid, psi_resid, cmd_throttle, cmd_steer, + is_straight, is_steady) + assert 0.3 < nm.sigma_v < 0.7 + assert 0.03 < nm.sigma_psidot < 0.07 + assert nm.sigma_steer_cmd > 0 + assert nm.sigma_throttle_cmd > 0 + + +def test_serialise_roundtrip(tmp_path): + nm = NoiseModel(sigma_v=0.4, sigma_psidot=0.05, + sigma_steer_cmd=0.2, sigma_throttle_cmd=0.7) + p = tmp_path / "noise.json" + nm.save(str(p)) + nm2 = NoiseModel.load(str(p)) + assert nm == nm2 diff --git a/sim/tests/test_residual_mlp.py b/sim/tests/test_residual_mlp.py new file mode 100644 index 00000000..7342a80e --- /dev/null +++ b/sim/tests/test_residual_mlp.py @@ -0,0 +1,26 @@ +import numpy as np +import torch + +from sim.residual_mlp import ( + FEATURE_DIM, + ResidualMLP, + build_features, +) + + +def test_feature_dim_matches(): + n = 5 + feats = build_features( + v=np.ones(n), psi_dot=np.zeros(n), + cmd_throttle=np.full(n, 50.0), cmd_steer=np.zeros(n), + cmd_throttle_hist=np.zeros((n, 3)), + cmd_steer_hist=np.zeros((n, 4)), + ) + assert feats.shape == (n, FEATURE_DIM) + + +def test_mlp_forward_shape(): + net = ResidualMLP() + x = torch.zeros(8, FEATURE_DIM) + y = net(x) + assert y.shape == (8, 2) diff --git a/sim/tests/test_smoke.py b/sim/tests/test_smoke.py new file mode 100644 index 00000000..f7a15fc5 --- /dev/null +++ b/sim/tests/test_smoke.py @@ -0,0 +1,7 @@ +def test_package_importable(): + import sim # noqa: F401 + + +def test_torch_available(): + import torch + assert torch.__version__ diff --git a/sim/tests/test_validate.py b/sim/tests/test_validate.py new file mode 100644 index 00000000..be9186fa --- /dev/null +++ b/sim/tests/test_validate.py @@ -0,0 +1,27 @@ +import numpy as np + +from sim.validate import rollout_rmse + + +def test_rollout_rmse_zero_on_perfect_model(): + n = 1000 + bag = { + "t": np.arange(n) / 60.0, + "x": np.arange(n) * 0.1, "y": np.zeros(n), "yaw": np.zeros(n), + "v": np.full(n, 6.0), + "cmd_throttle": np.full(n, 60.0), "cmd_steer": np.zeros(n), + } + + class PerfectSim: + def reset(self, x, y, yaw): + self.x, self.y, self.yaw, self.v = x, y, yaw, 6.0 + def step(self, target_mps, steer_deg, dt): + self.x += self.v * dt + return self.x, self.y, self.yaw, self.v + + sim = PerfectSim() + rmse = rollout_rmse(sim, bag, anchor_indices=[0, 100, 500], + horizons_ticks=[6, 30, 60], dt=1 / 60) + for metric, by_horizon in rmse.items(): + for h, v in by_horizon.items(): + assert v < 1e-6, f"{metric}@h{h} = {v}" diff --git a/sim/validate.py b/sim/validate.py new file mode 100644 index 00000000..617f0da6 --- /dev/null +++ b/sim/validate.py @@ -0,0 +1,282 @@ +"""Open-loop multi-step rollout RMSE on a holdout bag, comparing three sims.""" +from __future__ import annotations + +from typing import Dict, List + +import numpy as np + + +def rollout_rmse( + sim, + bag: dict, + anchor_indices: List[int], + horizons_ticks: List[int], + dt: float, +) -> Dict[str, Dict[int, float]]: + """For each anchor, snap sim to bag state, feed bag commands, compare + against bag /odom at each horizon. Returns + {"dx": {h: rmse}, "dy": ..., "dyaw": ..., "dv": ...}.""" + sq = {m: {h: [] for h in horizons_ticks} for m in ("dx", "dy", "dyaw", "dv")} + H = max(horizons_ticks) + for a in anchor_indices: + if a + H >= bag["x"].size: + continue + sim.reset(float(bag["x"][a]), float(bag["y"][a]), float(bag["yaw"][a])) + sim.v = float(bag["v"][a]) + for h in range(1, H + 1): + i = a + h - 1 + x, y, yaw, v = sim.step(float(bag["cmd_throttle"][i]), + float(bag["cmd_steer"][i]), dt) + if h in sq["dx"]: + sq["dx"][h].append((x - bag["x"][a + h]) ** 2) + sq["dy"][h].append((y - bag["y"][a + h]) ** 2) + sq["dyaw"][h].append(_angle_diff(yaw, bag["yaw"][a + h]) ** 2) + sq["dv"][h].append((v - bag["v"][a + h]) ** 2) + return {m: {h: float(np.sqrt(np.mean(vs))) for h, vs in by_h.items() if vs} + for m, by_h in sq.items()} + + +def _angle_diff(a: float, b: float) -> float: + d = a - b + return float(np.arctan2(np.sin(d), np.cos(d))) + + +def _bag_to_dict(npz_path: str) -> dict: + from sim.load_bags import AlignedBag + bag = AlignedBag.from_npz(npz_path) + return { + "t": bag.t, + "x": bag.odom_x, "y": bag.odom_y, "yaw": bag.odom_yaw, "v": bag.v, + "cmd_throttle": bag.cmd_throttle, "cmd_steer": bag.cmd_steer, + "autonomous": bag.autonomous, + } + + +def _build_bicycle_sim(): + """sim_bicycle.BicycleModel wrapped as a DataSim-shaped step().""" + import os + import sys + REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + sys.path.insert(0, os.path.join(REPO, "src", "autonomous_kart")) + from autonomous_kart.nodes.localization.sim_bicycle import BicycleModel + return BicycleModel(wheelbase_m=1.05, v_max_mps=12.0, steer_max_deg=60.0) + + +def _build_id_sim(params_path, noise_path): + from sim.data_sim import DataSim + return DataSim(params_path=params_path, noise_path=noise_path, noise_mode="none") + + +def _build_full_sim(params_path, noise_path, mlp_path, norm_path, clamp_path): + from sim.data_sim import DataSim + return DataSim(params_path=params_path, noise_path=noise_path, + mlp_path=mlp_path, norm_path=norm_path, clamp_path=clamp_path, + noise_mode="none") + + +def plot_validation(json_path: str, out_png: str) -> None: + import json + import matplotlib + matplotlib.use("Agg") + import matplotlib.pyplot as plt + + with open(json_path) as f: + payload = json.load(f) + horizons = payload["horizons_ticks"] + dt = payload["dt"] + results = payload["results"] + horizons_s = [h * dt for h in horizons] + metrics = [("dx", "x error (m)"), ("dy", "y error (m)"), + ("dyaw", "yaw error (rad)"), ("dv", "v error (m/s)")] + colors = {"sim_bicycle": "#888", "id_only": "#37c", "full": "#c33"} + + fig, axes = plt.subplots(1, len(metrics), figsize=(15, 4)) + for ax, (key, label) in zip(axes, metrics): + for sim_name in ("sim_bicycle", "id_only", "full"): + ys = [results[sim_name][key][str(h)] for h in horizons] + ax.plot(horizons_s, ys, marker="o", color=colors[sim_name], label=sim_name) + ax.set_xlabel("horizon (s)") + ax.set_ylabel(label) + ax.grid(alpha=0.3) + axes[0].legend(loc="upper left", frameon=False) + fig.tight_layout() + fig.savefig(out_png, dpi=140) + plt.close(fig) + print(f"wrote {out_png}") + + +def build_pdf_report( + json_path: str, + out_pdf: str, + params_path: str, + bag: dict, + sims: dict, + anchors: list, + horizons_ticks: list, + dt: float, +) -> None: + import json + import os + import matplotlib + matplotlib.use("Agg") + import matplotlib.pyplot as plt + from matplotlib.backends.backend_pdf import PdfPages + + with open(json_path) as f: + payload = json.load(f) + results = payload["results"] + horizons_s = [h * dt for h in horizons_ticks] + metrics = [("dx", "x err (m)"), ("dy", "y err (m)"), + ("dyaw", "yaw err (rad)"), ("dv", "v err (m/s)")] + colors = {"sim_bicycle": "#888", "id_only": "#37c", "full": "#c33"} + + with open(params_path) as f: + params_payload = json.load(f) + + with PdfPages(out_pdf) as pdf: + # Page 1: title + verdict + identified params + fig = plt.figure(figsize=(11, 8.5)) + fig.text(0.5, 0.92, "Data-Driven Kart Sim — Validation Report", + ha="center", fontsize=16, weight="bold") + fig.text(0.5, 0.88, os.path.basename(json_path), ha="center", fontsize=9, color="#666") + + all_strict = all( + results["full"][m][str(h)] < min(results["sim_bicycle"][m][str(h)], + results["id_only"][m][str(h)]) + for m, _ in metrics for h in horizons_ticks + ) + verdict = "PASS — full sim strictly beats both baselines on every horizon and metric." + if not all_strict: + verdict = "PARTIAL — full sim wins on most but not all horizons/metrics. See tables." + fig.text(0.5, 0.80, verdict, ha="center", fontsize=11) + + param_lines = [f"{k}: {v:.4f}" for k, v in params_payload["params"].items()] + fig.text(0.1, 0.55, "Identified bicycle parameters:", fontsize=11, weight="bold") + for i, line in enumerate(param_lines): + fig.text(0.1, 0.50 - 0.025 * i, line, family="monospace", fontsize=9) + + fig.text(0.55, 0.55, "Setup", fontsize=11, weight="bold") + fig.text(0.55, 0.50, f"Holdout bag: {payload.get('holdout_tag', '231452')}", fontsize=9) + fig.text(0.55, 0.475, f"dt: {dt:.4f}s ({1.0/dt:.1f} Hz grid)", fontsize=9) + fig.text(0.55, 0.45, f"Anchors used: {len(anchors)}", fontsize=9) + fig.text(0.55, 0.425, f"Horizons (s): {horizons_s}", fontsize=9) + pdf.savefig(fig) + plt.close(fig) + + # Page 2: per-metric curves + fig, axes = plt.subplots(2, 2, figsize=(11, 8.5)) + for ax, (key, label) in zip(axes.ravel(), metrics): + for sim_name in ("sim_bicycle", "id_only", "full"): + ys = [results[sim_name][key][str(h)] for h in horizons_ticks] + ax.plot(horizons_s, ys, marker="o", color=colors[sim_name], label=sim_name) + ax.set_xlabel("horizon (s)") + ax.set_ylabel(label) + ax.grid(alpha=0.3) + axes[0, 0].legend(loc="upper left", frameon=False) + fig.suptitle("RMSE vs rollout horizon — three-way comparison") + fig.tight_layout(rect=(0, 0, 1, 0.96)) + pdf.savefig(fig) + plt.close(fig) + + # Page 3: RMSE table + fig = plt.figure(figsize=(11, 8.5)) + fig.text(0.5, 0.95, "RMSE table by horizon", ha="center", fontsize=14, weight="bold") + col_labels = [f"{h * dt:.2f}s" for h in horizons_ticks] + row_labels = [] + cells = [] + for sim_name in ("sim_bicycle", "id_only", "full"): + for key, label in metrics: + row_labels.append(f"{sim_name} — {key}") + cells.append([f"{results[sim_name][key][str(h)]:.3g}" for h in horizons_ticks]) + ax = fig.add_axes((0.1, 0.1, 0.8, 0.8)) + ax.axis("off") + table = ax.table(cellText=cells, rowLabels=row_labels, colLabels=col_labels, + loc="center", cellLoc="right") + table.auto_set_font_size(False) + table.set_fontsize(8) + pdf.savefig(fig) + plt.close(fig) + + # Page 4: trajectory overlays + sample_anchors = anchors[:: max(1, len(anchors) // 5)][:5] + H_show = horizons_ticks[-1] + fig, axes = plt.subplots(2, 3, figsize=(13, 8.5)) + for ax, a in zip(axes.ravel(), sample_anchors): + ax.plot(bag["x"][a:a + H_show + 1], bag["y"][a:a + H_show + 1], + color="#333", lw=1.5, label="bag /odom") + for sim_name, sim in sims.items(): + sim.reset(float(bag["x"][a]), float(bag["y"][a]), float(bag["yaw"][a])) + sim.v = float(bag["v"][a]) + xs, ys = [sim.x], [sim.y] + for h in range(H_show): + x, y, _, _ = sim.step(float(bag["cmd_throttle"][a + h]), + float(bag["cmd_steer"][a + h]), dt) + xs.append(x); ys.append(y) + ax.plot(xs, ys, color=colors[sim_name], lw=1.0, label=sim_name) + ax.set_aspect("equal", adjustable="datalim") + ax.set_title(f"anchor t={bag['t'][a]:.1f}s") + ax.grid(alpha=0.3) + axes.ravel()[0].legend(loc="upper left", frameon=False, fontsize=8) + if len(sample_anchors) < 6: + axes.ravel()[-1].axis("off") + fig.suptitle("Trajectory overlays over the longest horizon") + fig.tight_layout(rect=(0, 0, 1, 0.96)) + pdf.savefig(fig) + plt.close(fig) + + print(f"wrote {out_pdf}") + + +def main(): + import argparse + import json + import os + ap = argparse.ArgumentParser() + ap.add_argument("--holdout", required=True) + ap.add_argument("--params", required=True) + ap.add_argument("--noise", required=True) + ap.add_argument("--mlp", required=True) + ap.add_argument("--norm", required=True) + ap.add_argument("--clamp", required=True) + ap.add_argument("--out-json", required=True) + ap.add_argument("--out-png", default="") + ap.add_argument("--out-pdf", default="") + ap.add_argument("--anchor-stride", type=int, default=30) + args = ap.parse_args() + + bag = _bag_to_dict(args.holdout) + dt = float(np.median(np.diff(bag["t"]))) + horizons_ticks = [int(round(h / dt)) for h in (0.1, 0.5, 1.0, 2.0)] + anchors = [i for i in range(0, bag["x"].size - max(horizons_ticks) - 1, args.anchor_stride) + if bag["autonomous"][i]] + print(f"{len(anchors)} anchors, horizons (ticks) = {horizons_ticks}") + + sims = { + "sim_bicycle": _build_bicycle_sim(), + "id_only": _build_id_sim(args.params, args.noise), + "full": _build_full_sim(args.params, args.noise, args.mlp, args.norm, args.clamp), + } + results = {name: rollout_rmse(sim, bag, anchors, horizons_ticks, dt) + for name, sim in sims.items()} + os.makedirs(os.path.dirname(args.out_json) or ".", exist_ok=True) + with open(args.out_json, "w") as f: + json.dump({"horizons_ticks": horizons_ticks, "dt": dt, + "holdout_tag": os.path.basename(args.holdout), + "results": results}, f, indent=2) + print(f"wrote {args.out_json}") + if args.out_png: + plot_validation(args.out_json, args.out_png) + if args.out_pdf: + build_pdf_report(args.out_json, args.out_pdf, + args.params, bag, sims, anchors, horizons_ticks, dt) + for name, res in results.items(): + print(f" {name}: dy@1s = {res['dy'].get(horizons_ticks[2], float('nan')):.3f} m") + + +if __name__ == "__main__": + import os + import sys + REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + if REPO not in sys.path: + sys.path.insert(0, REPO) + main() From f83aa68156fa697145449de2b3f56c394f03f076 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 20:40:35 -0400 Subject: [PATCH 69/86] feat(sim): add compare-residuals subcommand for mode comparison. --- sim/runner.py | 385 +++++++++++++++++++++++++++++++++- sim/slurm/residuals.sbatch | 42 ++++ sim/slurm/run1.sbatch | 55 +++++ sim/slurm/sweep_params.sbatch | 69 ++++++ 4 files changed, 543 insertions(+), 8 deletions(-) create mode 100644 sim/slurm/residuals.sbatch create mode 100644 sim/slurm/run1.sbatch create mode 100644 sim/slurm/sweep_params.sbatch diff --git a/sim/runner.py b/sim/runner.py index f07f2e80..14302985 100644 --- a/sim/runner.py +++ b/sim/runner.py @@ -1,9 +1,10 @@ """Cluster-friendly runner for the offline kart simulator. Subcommands: - one — run a single MPC param set; optionally render a GIF - sweep — Optuna sweep over MPC params, parallel across trials - render — render a saved trajectory.npz as a GIF + one — run a single MPC param set; optionally render a GIF + sweep — Optuna sweep over MPC params, parallel across trials + render — render a saved trajectory.npz as a GIF + compare-residuals — compare multiple residual-learner modes side-by-side """ from __future__ import annotations @@ -23,9 +24,6 @@ import numpy as np -# --------------------------------------------------------------------------- -# Racing-line loader (same logic as optimize_mpc_sim.py:load_line) -# --------------------------------------------------------------------------- def load_line(path: str): line = [] with open(path) as f: @@ -66,6 +64,49 @@ def _sample_params(trial, defaults: dict) -> dict: return p +def _sample_params_from_spec(spec: dict): + """Return a _sample_params-compatible function built from a JSON spec dict. + + The spec schema:: + + { + "fixed": {str: any}, # optional — applied to DEFAULT_MPC first + "search": [ # required + {"name": str, "dist": str, "lo": float, "hi": float, ...} + ] + } + + Supported dist values: uniform, log_uniform, int, int_log, categorical. + Categorical entries carry a "choices" list instead of lo/hi. + Int entries may carry an optional "step" field. + """ + fixed = spec.get("fixed", {}) + search = spec["search"] + + def _sampler(trial, defaults: dict) -> dict: + p = dict(defaults) + p.update(fixed) + for entry in search: + name = entry["name"] + dist = entry["dist"] + if dist == "uniform": + p[name] = trial.suggest_float(name, entry["lo"], entry["hi"]) + elif dist == "log_uniform": + p[name] = trial.suggest_float(name, entry["lo"], entry["hi"], log=True) + elif dist == "int": + step = entry.get("step", 1) + p[name] = trial.suggest_int(name, int(entry["lo"]), int(entry["hi"]), step=step) + elif dist == "int_log": + p[name] = trial.suggest_int(name, int(entry["lo"]), int(entry["hi"]), log=True) + elif dist == "categorical": + p[name] = trial.suggest_categorical(name, entry["choices"]) + else: + raise ValueError(f"unknown dist {dist!r} for param {name!r}") + return p + + return _sampler + + def _sweep_objective( trial, line, @@ -76,11 +117,13 @@ def _sweep_objective( n_laps: int, seeds_per_trial: int, safety_margin: float, + sample_fn=None, ): """Top-level Optuna objective — defined at module level for n_jobs > 1.""" from sim.closed_loop import simulate - params = _sample_params(trial, defaults) + _fn = sample_fn if sample_fn is not None else _sample_params + params = _fn(trial, defaults) results = [] for seed in range(seeds_per_trial): r = simulate( @@ -245,6 +288,8 @@ def _add_sweep_parser(sub): p.add_argument("--out-dir", default=None) p.add_argument("--resume", action="store_true") p.add_argument("--seed", type=int, default=42) + p.add_argument("--sweep-spec", default=None, metavar="PATH", + help="JSON search-space spec; when set replaces the hardcoded _sample_params") def cmd_sweep(args): @@ -281,6 +326,14 @@ def cmd_sweep(args): value=t.get("value", float("inf")), )) + # Pick sample function: spec-driven or hardcoded default + if args.sweep_spec: + with open(args.sweep_spec) as _sf: + _spec = json.load(_sf) + sample_fn = _sample_params_from_spec(_spec) + else: + sample_fn = None # _sweep_objective falls back to _sample_params + # Bind with functools.partial over a module-level function (required for n_jobs > 1) objective = functools.partial( _sweep_objective, @@ -292,6 +345,7 @@ def cmd_sweep(args): n_laps=args.laps, seeds_per_trial=args.seeds_per_trial, safety_margin=args.safety_margin, + sample_fn=sample_fn, ) jsonl_path = os.path.join(out_dir, "trials.jsonl") @@ -465,6 +519,315 @@ def cmd_render(args): ) +# --------------------------------------------------------------------------- +# Subcommand: compare-residuals +# --------------------------------------------------------------------------- + +# Mode -> param overrides applied on top of the user's --params-json overlay. +_RESIDUAL_MODE_OVERRIDES = { + "off": {"residual.mode": "off"}, + "rls": {"residual.mode": "apply", "mpc.residual.use_gbm_on_select": False, + "mpc.residual.gbm_enabled": False}, + "gbm": {"residual.mode": "apply", "mpc.residual.use_gbm_on_select": True, + "mpc.residual.gbm_enabled": True}, + "both": {"residual.mode": "apply", "mpc.residual.gbm_enabled": True}, + "shadow": {"residual.mode": "shadow"}, +} + +_ALL_MODES = list(_RESIDUAL_MODE_OVERRIDES.keys()) + + +def _run_one_compare(mode: str, seed: int, args_dict: dict) -> dict: + """Top-level picklable job for joblib.Parallel.""" + import traceback as _tb + from sim.closed_loop import DEFAULT_MPC, simulate + + out_dir = args_dict["out_dir"] + run_dir = os.path.join(out_dir, f"{mode}_seed{seed}") + os.makedirs(run_dir, exist_ok=True) + + mpc_params = dict(DEFAULT_MPC) + if args_dict.get("params_json"): + with open(args_dict["params_json"]) as f: + mpc_params.update(json.load(f)) + mpc_params.update(_RESIDUAL_MODE_OVERRIDES.get(mode, {})) + + line_path = args_dict["line_path"] + line = load_line(line_path) + + try: + result = simulate( + line, mpc_params, + sim_backend=args_dict["sim"], + datasim_model_dir=args_dict["datasim_model_dir"], + noise_mode=args_dict["noise_mode"], + rng_seed=seed, + n_laps=args_dict["laps"], + ) + aborted = result.aborted + abort_step = None + abort_xy = None + abort_t = None + max_d_step = int(np.argmax(np.abs(result.ds))) if result.ds.size else None + max_d_value = float(result.max_abs_d) + completed_laps = result.completed_laps + lap_time = result.avg_lap_time_s + avg_speed = result.avg_speed + total_time = result.total_time_s + except Exception: + aborted = True + abort_step = -1 + abort_xy = None + abort_t = None + max_d_step = None + max_d_value = float("inf") + completed_laps = 0 + lap_time = float("inf") + avg_speed = 0.0 + total_time = 0.0 + result = None + print(f" [{mode} seed{seed}] EXCEPTION:\n{_tb.format_exc()}", flush=True) + + if result is not None: + np.savez( + os.path.join(run_dir, "trajectory.npz"), + xs=result.xs, ys=result.ys, yaws=result.yaws, + vs=result.vs, ds=result.ds, times=result.times, + ) + metrics = { + "completed_laps": result.completed_laps, + "total_time_s": result.total_time_s, + "avg_lap_time_s": result.avg_lap_time_s, + "max_abs_d": result.max_abs_d, + "avg_speed": result.avg_speed, + "safe": result.safe, + "aborted": result.aborted, + } + else: + metrics = { + "completed_laps": 0, + "total_time_s": 0.0, + "avg_lap_time_s": float("inf"), + "max_abs_d": float("inf"), + "avg_speed": 0.0, + "safe": False, + "aborted": True, + } + with open(os.path.join(run_dir, "metrics.json"), "w") as f: + json.dump(metrics, f, indent=2) + + saved_params = dict(mpc_params) + saved_params["_meta"] = {"mode": mode, "seed": seed} + with open(os.path.join(run_dir, "params.json"), "w") as f: + json.dump(saved_params, f, indent=2) + + if result is not None and aborted and result.ds.size: + abort_step = len(result.ds) - 1 + abort_xy = [float(result.xs[-1]), float(result.ys[-1])] + abort_t = float(result.times[-1]) + + return { + "mode": mode, + "seed": seed, + "run_dir": run_dir, + "aborted": aborted, + "abort_step": abort_step, + "abort_xy": abort_xy, + "abort_t": abort_t, + "max_d_step": max_d_step, + "max_d_value": max_d_value, + "completed_laps": completed_laps, + "lap_time": lap_time, + "avg_speed": avg_speed, + "total_time": total_time, + "result": result, # kept in-process for render; not serialised by joblib + } + + +def _add_compare_residuals_parser(sub): + p = sub.add_parser("compare-residuals", + help="compare multiple residual-learner modes side-by-side") + p.add_argument("--line", default="data/racing_line/line6.csv") + p.add_argument("--sim", choices=["bicycle", "datasim"], default="datasim") + p.add_argument("--datasim-model-dir", default="sim/model") + p.add_argument("--noise-mode", choices=["none", "gaussian", "bootstrap"], default="none") + p.add_argument("--params-json", default=None, metavar="PATH", + help="JSON overlay onto DEFAULT_MPC applied to every mode") + p.add_argument("--modes", nargs="+", default=["off", "rls", "gbm", "both", "shadow"], + metavar="MODE") + p.add_argument("--laps", type=int, default=5) + p.add_argument("--seeds", type=int, default=2, metavar="N") + p.add_argument("--n-jobs", type=int, default=max(1, (os.cpu_count() or 2) // 2)) + p.add_argument("--torch-threads", type=int, default=0) + p.add_argument("--out-dir", default=None) + p.add_argument("--render", action="store_true", + help="write comparison.png with 4 trajectories overlaid") + + +def cmd_compare_residuals(args): + from joblib import Parallel, delayed + + if args.torch_threads > 0: + import torch + torch.set_num_threads(args.torch_threads) + + ts = time.strftime("%Y%m%d-%H%M%S") + out_dir = args.out_dir or os.path.join("runs", f"residual-compare-{ts}") + os.makedirs(out_dir, exist_ok=True) + + line_path = args.line if os.path.isabs(args.line) else os.path.join(REPO, args.line) + line = load_line(line_path) + if len(line) < 10: + raise SystemExit(f"racing line at {line_path} too short / not found") + + # Validate modes + for m in args.modes: + if m not in _RESIDUAL_MODE_OVERRIDES: + raise SystemExit(f"unknown mode {m!r}; valid: {_ALL_MODES}") + + args_dict = { + "out_dir": out_dir, + "line_path": line_path, + "sim": args.sim, + "datasim_model_dir": args.datasim_model_dir, + "noise_mode": args.noise_mode, + "params_json": args.params_json, + "laps": args.laps, + } + + jobs = [(mode, seed) for mode in args.modes for seed in range(args.seeds)] + print( + f"compare-residuals: {len(jobs)} runs " + f"({len(args.modes)} modes × {args.seeds} seed(s)), " + f"n_jobs={args.n_jobs} -> {out_dir}" + ) + + raw_results = Parallel(n_jobs=args.n_jobs)( + delayed(_run_one_compare)(mode, seed, args_dict) + for mode, seed in jobs + ) + + # ------------------------------------------------------------------ + # Aggregate per-mode stats + # ------------------------------------------------------------------ + from collections import defaultdict + mode_results = defaultdict(list) + for r in raw_results: + mode_results[r["mode"]].append(r) + + track_half = 2.0 + kart_half = 0.5025 + safety_margin = 0.2 + limit = track_half - kart_half - safety_margin + + summary = {} + failure_points = [] + + for mode in args.modes: + rs = mode_results[mode] + laps_vals = [r["completed_laps"] for r in rs] + lap_times = [r["lap_time"] for r in rs if r["lap_time"] != float("inf")] + max_ds = [r["max_d_value"] for r in rs if r["max_d_value"] != float("inf")] + aborted_count = sum(1 for r in rs if r["aborted"]) + summary[mode] = { + "laps_mean": float(np.mean(laps_vals)) if laps_vals else 0.0, + "laps_min": int(min(laps_vals)) if laps_vals else 0, + "lap_time_mean": float(np.mean(lap_times)) if lap_times else float("inf"), + "lap_time_std": float(np.std(lap_times)) if len(lap_times) > 1 else 0.0, + "max_abs_d_max": float(max(max_ds)) if max_ds else float("inf"), + "aborted_count": aborted_count, + "n_runs": len(rs), + } + for r in rs: + is_failure = r["aborted"] or r["max_d_value"] > limit + if is_failure: + failure_points.append({ + "mode": r["mode"], + "seed": r["seed"], + "abort_step": r["abort_step"], + "abort_xy": r["abort_xy"], + "abort_t": r["abort_t"], + "max_d_step": r["max_d_step"], + "max_d_value": r["max_d_value"], + }) + + with open(os.path.join(out_dir, "summary.json"), "w") as f: + json.dump(summary, f, indent=2) + with open(os.path.join(out_dir, "failure_points.json"), "w") as f: + json.dump(failure_points, f, indent=2) + + # Summary table + col_w = 10 + header = f"{'mode':<12} {'laps_mean':>{col_w}} {'laps_min':>{col_w}} {'lap_t_mean':>{col_w}} {'lap_t_std':>{col_w}} {'max|d|_max':>{col_w}} {'aborted':>{col_w}}" + rows = [header, "-" * len(header)] + for mode in args.modes: + s = summary[mode] + lm = f"{s['laps_mean']:.2f}" if s['laps_mean'] != float("inf") else "inf" + li = str(s['laps_min']) + lt = f"{s['lap_time_mean']:.3f}" if s['lap_time_mean'] != float("inf") else "inf" + ls = f"{s['lap_time_std']:.3f}" + md = f"{s['max_abs_d_max']:.3f}" if s['max_abs_d_max'] != float("inf") else "inf" + ab = str(s['aborted_count']) + rows.append(f"{mode:<12} {lm:>{col_w}} {li:>{col_w}} {lt:>{col_w}} {ls:>{col_w}} {md:>{col_w}} {ab:>{col_w}}") + + summary_txt = "\n".join(rows) + "\n" + with open(os.path.join(out_dir, "summary.txt"), "w") as f: + f.write(summary_txt) + + # ------------------------------------------------------------------ + # Optional comparison plot + # ------------------------------------------------------------------ + if args.render: + _render_comparison(raw_results, args.modes, line_path, out_dir) + + print(summary_txt) + print(f"wrote {out_dir}") + + +def _render_comparison(raw_results, modes, line_path, out_dir): + """Write comparison.png: up to 4 trajectories overlaid on track.""" + import matplotlib + matplotlib.use("Agg") + import matplotlib.pyplot as plt + from sim.render import load_line_xy, _tangent_normal + + lx, ly = load_line_xy(line_path) + nx, ny = _tangent_normal(lx, ly) + track_half = 2.0 + left_x = lx + nx * track_half + left_y = ly + ny * track_half + right_x = lx - nx * track_half + right_y = ly - ny * track_half + + colors = ["#e63", "#36e", "#3a3", "#c3c", "#a80"] + fig, ax = plt.subplots(figsize=(8, 7)) + ax.set_aspect("equal") + ax.axis("off") + ax.plot(left_x, left_y, color="#555", lw=0.8) + ax.plot(right_x, right_y, color="#555", lw=0.8) + ax.plot(lx, ly, color="#bbb", lw=0.5, ls="--") + + # One trajectory per mode (first seed that has data) + plotted = [] + for i, mode in enumerate(modes[:4]): + col = colors[i % len(colors)] + for r in raw_results: + if r["mode"] == mode and r.get("result") is not None and r["result"].xs.size: + xs = r["result"].xs + ys = r["result"].ys + ax.plot(xs, ys, color=col, lw=1.0, alpha=0.8, label=mode) + plotted.append(mode) + break + + if plotted: + ax.legend(fontsize=7, loc="upper right") + ax.set_title("Residual mode comparison (first seed each)", fontsize=8) + out_path = os.path.join(out_dir, "comparison.png") + fig.savefig(out_path, dpi=120, bbox_inches="tight") + plt.close(fig) + print(f"wrote {out_path}") + + # --------------------------------------------------------------------------- # Main dispatch # --------------------------------------------------------------------------- @@ -477,8 +840,14 @@ def main(): _add_one_parser(sub) _add_sweep_parser(sub) _add_render_parser(sub) + _add_compare_residuals_parser(sub) args = ap.parse_args() - {"one": cmd_one, "sweep": cmd_sweep, "render": cmd_render}[args.cmd](args) + { + "one": cmd_one, + "sweep": cmd_sweep, + "render": cmd_render, + "compare-residuals": cmd_compare_residuals, + }[args.cmd](args) if __name__ == "__main__": diff --git a/sim/slurm/residuals.sbatch b/sim/slurm/residuals.sbatch new file mode 100644 index 00000000..8eb25c2b --- /dev/null +++ b/sim/slurm/residuals.sbatch @@ -0,0 +1,42 @@ +#!/bin/bash -l +#SBATCH --job-name=sim-residual-compare +#SBATCH --nodes=1 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=64 +#SBATCH --time=12:00:00 +#SBATCH -A lilly-rob1 +#SBATCH -p smallgpu +#SBATCH --gres=gpu:1 +#SBATCH -o $SCRATCH/logs/sim-residual-compare_%j.out +#SBATCH -e $SCRATCH/logs/sim-residual-compare_%j.err + +# Compare residual-learner modes (off, rls, gbm, both) with 4 seeds each. +set -euo pipefail + +REPO_ROOT="${REPO_ROOT:-$(cd "$(dirname "$0")/../.." && pwd)}" + +# Set SIM_PY_ENV_ACTIVATE=/path/to/venv/bin/activate in your .bashrc or before +# calling sbatch, e.g.: SIM_PY_ENV_ACTIVATE=~/venvs/kart/bin/activate sbatch ... +: "${SIM_PY_ENV_ACTIVATE:=}" +if [[ -n "$SIM_PY_ENV_ACTIVATE" ]]; then + # shellcheck source=/dev/null + source "$SIM_PY_ENV_ACTIVATE" +fi + +OUT_DIR="${SCRATCH}/sim_out/residual-compare-${SLURM_JOB_ID:-local}-$(date +%Y%m%d-%H%M%S)" +mkdir -p "$OUT_DIR" +mkdir -p "${SCRATCH}/logs" + +echo "Job ${SLURM_JOB_ID:-local}: residual-compare -> $OUT_DIR" + +python3 "${REPO_ROOT}/sim/runner.py" compare-residuals \ + --sim datasim \ + --laps 5 \ + --seeds 4 \ + --modes off rls gbm both \ + --n-jobs "${SLURM_CPUS_PER_TASK:-64}" \ + --torch-threads 1 \ + --out-dir "$OUT_DIR" \ + --render + +echo "Done. Results in $OUT_DIR" diff --git a/sim/slurm/run1.sbatch b/sim/slurm/run1.sbatch new file mode 100644 index 00000000..23e75636 --- /dev/null +++ b/sim/slurm/run1.sbatch @@ -0,0 +1,55 @@ +#!/bin/bash -l +#SBATCH --job-name=sim-one-20laps +#SBATCH --nodes=1 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=64 +#SBATCH --time=12:00:00 +#SBATCH -A lilly-rob1 +#SBATCH -p smallgpu +#SBATCH --gres=gpu:1 +#SBATCH -o $SCRATCH/logs/sim-one-20laps_%j.out +#SBATCH -e $SCRATCH/logs/sim-one-20laps_%j.err + +# Run a single 20-lap closed-loop MPC simulation with residuals applied and render a GIF. +set -euo pipefail + +# Repo root: directory containing this script's parent (sim/sbatch/../.. = repo root). +# Override via: REPO_ROOT=/your/path sbatch 01_run_one.sbatch +REPO_ROOT="${REPO_ROOT:-$(cd "$(dirname "$0")/../.." && pwd)}" + +# Python environment activation. +# Set SIM_PY_ENV_ACTIVATE=/path/to/venv/bin/activate in your .bashrc or before +# calling sbatch, e.g.: SIM_PY_ENV_ACTIVATE=~/venvs/kart/bin/activate sbatch ... +: "${SIM_PY_ENV_ACTIVATE:=}" +if [[ -n "$SIM_PY_ENV_ACTIVATE" ]]; then + # shellcheck source=/dev/null + source "$SIM_PY_ENV_ACTIVATE" +fi + +OUT_DIR="${SCRATCH}/sim_out/one-${SLURM_JOB_ID:-local}-$(date +%Y%m%d-%H%M%S)" +mkdir -p "$OUT_DIR" +mkdir -p "${SCRATCH}/logs" + +# Write MPC params overlay to a temp file — edit these values as needed. +PARAMS_JSON="$(mktemp --suffix=.json)" +cat > "$PARAMS_JSON" <<'PARAMS_EOF' +{ + "residual.mode": "apply" +} +PARAMS_EOF + +echo "Job ${SLURM_JOB_ID:-local}: one/20-lap run -> $OUT_DIR" + +python3 "${REPO_ROOT}/sim/runner.py" one \ + --sim datasim \ + --laps 20 \ + --seed 0 \ + --torch-threads "${SLURM_CPUS_PER_TASK:-64}" \ + --params-json "$PARAMS_JSON" \ + --out-dir "$OUT_DIR" \ + --render \ + --fps 30 \ + --max-frames 300 + +rm -f "$PARAMS_JSON" +echo "Done. Results in $OUT_DIR" diff --git a/sim/slurm/sweep_params.sbatch b/sim/slurm/sweep_params.sbatch new file mode 100644 index 00000000..71c21da6 --- /dev/null +++ b/sim/slurm/sweep_params.sbatch @@ -0,0 +1,69 @@ +#!/bin/bash -l +#SBATCH --job-name=sim-sweep +#SBATCH --nodes=1 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=64 +#SBATCH --time=12:00:00 +#SBATCH -A lilly-rob1 +#SBATCH -p smallgpu +#SBATCH --gres=gpu:1 +#SBATCH -o $SCRATCH/logs/sim-sweep_%j.out +#SBATCH -e $SCRATCH/logs/sim-sweep_%j.err + +# Run a 400-trial Bayesian (Optuna TPE) parameter sweep over MPC weights. +set -euo pipefail + +REPO_ROOT="${REPO_ROOT:-$(cd "$(dirname "$0")/../.." && pwd)}" + +# Set SIM_PY_ENV_ACTIVATE=/path/to/venv/bin/activate in your .bashrc or before +# calling sbatch, e.g.: SIM_PY_ENV_ACTIVATE=~/venvs/kart/bin/activate sbatch ... +: "${SIM_PY_ENV_ACTIVATE:=}" +if [[ -n "$SIM_PY_ENV_ACTIVATE" ]]; then + # shellcheck source=/dev/null + source "$SIM_PY_ENV_ACTIVATE" +fi + +OUT_DIR="${SCRATCH}/sim_out/sweep-${SLURM_JOB_ID:-local}-$(date +%Y%m%d-%H%M%S)" +mkdir -p "$OUT_DIR" +mkdir -p "${SCRATCH}/logs" + +# === SWEEP PARAMS — edit me === +# Write the search-space spec to a temp JSON file. +# Add/remove entries from "search", or change the "fixed" block below. +SPEC_JSON="$(mktemp --suffix=.json)" +cat > "$SPEC_JSON" <<'SPEC_EOF' +{ + "fixed": { + "residual.mode": "shadow" + }, + "search": [ + {"name": "w_d", "dist": "log_uniform", "lo": 5.0, "hi": 500.0}, + {"name": "w_heading", "dist": "log_uniform", "lo": 1.0, "hi": 200.0}, + {"name": "w_progress", "dist": "log_uniform", "lo": 0.1, "hi": 50.0}, + {"name": "w_terminal_d", "dist": "log_uniform", "lo": 20.0, "hi": 600.0}, + {"name": "w_a_lat", "dist": "log_uniform", "lo": 5.0, "hi": 300.0}, + {"name": "target_speed_pct", "dist": "uniform", "lo": 0.4, "hi": 1.0}, + {"name": "horizon_steps", "dist": "int", "lo": 10, "hi": 40}, + {"name": "edge_inner_frac", "dist": "uniform", "lo": 0.2, "hi": 0.95} + ] +} +SPEC_EOF +# === end sweep params === + +echo "Job ${SLURM_JOB_ID:-local}: sweep -> $OUT_DIR" + +python3 "${REPO_ROOT}/sim/runner.py" sweep \ + --sim datasim \ + --trials 400 \ + --n-jobs "${SLURM_CPUS_PER_TASK:-64}" \ + --startup 30 \ + --laps 2 \ + --seeds-per-trial 3 \ + --torch-threads 1 \ + --sweep-spec "$SPEC_JSON" \ + --out-dir "$OUT_DIR" \ + --render-best \ + --log summary + +rm -f "$SPEC_JSON" +echo "Done. Results in $OUT_DIR" From fead3f6b861ebf3cf87b3b04774a2db4d6b88736 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 20:43:46 -0400 Subject: [PATCH 70/86] fix(sbatch): update REPO_ROOT resolution and add error handling. --- sim/slurm/residuals.sbatch | 10 +++++++++- sim/slurm/run1.sbatch | 12 +++++++++--- sim/slurm/sweep_params.sbatch | 10 +++++++++- 3 files changed, 27 insertions(+), 5 deletions(-) diff --git a/sim/slurm/residuals.sbatch b/sim/slurm/residuals.sbatch index 8eb25c2b..34701552 100644 --- a/sim/slurm/residuals.sbatch +++ b/sim/slurm/residuals.sbatch @@ -13,7 +13,15 @@ # Compare residual-learner modes (off, rls, gbm, both) with 4 seeds each. set -euo pipefail -REPO_ROOT="${REPO_ROOT:-$(cd "$(dirname "$0")/../.." && pwd)}" +# Repo root resolution. SLURM spools the script to /var/spool so "$0" doesn't +# point at the original path — use $SLURM_SUBMIT_DIR (set to the dir where you +# ran `sbatch`). Submit from the repo root, or set REPO_ROOT explicitly. +REPO_ROOT="${REPO_ROOT:-${SLURM_SUBMIT_DIR:-$PWD}}" +if [[ ! -f "${REPO_ROOT}/sim/runner.py" ]]; then + echo "ERROR: sim/runner.py not found under REPO_ROOT=${REPO_ROOT}" >&2 + echo " Run 'sbatch sim/slurm/residuals.sbatch' from the repo root, or set REPO_ROOT explicitly." >&2 + exit 1 +fi # Set SIM_PY_ENV_ACTIVATE=/path/to/venv/bin/activate in your .bashrc or before # calling sbatch, e.g.: SIM_PY_ENV_ACTIVATE=~/venvs/kart/bin/activate sbatch ... diff --git a/sim/slurm/run1.sbatch b/sim/slurm/run1.sbatch index 23e75636..855fac42 100644 --- a/sim/slurm/run1.sbatch +++ b/sim/slurm/run1.sbatch @@ -13,9 +13,15 @@ # Run a single 20-lap closed-loop MPC simulation with residuals applied and render a GIF. set -euo pipefail -# Repo root: directory containing this script's parent (sim/sbatch/../.. = repo root). -# Override via: REPO_ROOT=/your/path sbatch 01_run_one.sbatch -REPO_ROOT="${REPO_ROOT:-$(cd "$(dirname "$0")/../.." && pwd)}" +# Repo root resolution. SLURM spools the script to /var/spool so "$0" doesn't +# point at the original path — use $SLURM_SUBMIT_DIR (set to the dir where you +# ran `sbatch`). Submit from the repo root, or set REPO_ROOT explicitly. +REPO_ROOT="${REPO_ROOT:-${SLURM_SUBMIT_DIR:-$PWD}}" +if [[ ! -f "${REPO_ROOT}/sim/runner.py" ]]; then + echo "ERROR: sim/runner.py not found under REPO_ROOT=${REPO_ROOT}" >&2 + echo " Run 'sbatch sim/slurm/run1.sbatch' from the repo root, or set REPO_ROOT explicitly." >&2 + exit 1 +fi # Python environment activation. # Set SIM_PY_ENV_ACTIVATE=/path/to/venv/bin/activate in your .bashrc or before diff --git a/sim/slurm/sweep_params.sbatch b/sim/slurm/sweep_params.sbatch index 71c21da6..7a05dd79 100644 --- a/sim/slurm/sweep_params.sbatch +++ b/sim/slurm/sweep_params.sbatch @@ -13,7 +13,15 @@ # Run a 400-trial Bayesian (Optuna TPE) parameter sweep over MPC weights. set -euo pipefail -REPO_ROOT="${REPO_ROOT:-$(cd "$(dirname "$0")/../.." && pwd)}" +# Repo root resolution. SLURM spools the script to /var/spool so "$0" doesn't +# point at the original path — use $SLURM_SUBMIT_DIR (set to the dir where you +# ran `sbatch`). Submit from the repo root, or set REPO_ROOT explicitly. +REPO_ROOT="${REPO_ROOT:-${SLURM_SUBMIT_DIR:-$PWD}}" +if [[ ! -f "${REPO_ROOT}/sim/runner.py" ]]; then + echo "ERROR: sim/runner.py not found under REPO_ROOT=${REPO_ROOT}" >&2 + echo " Run 'sbatch sim/slurm/sweep_params.sbatch' from the repo root, or set REPO_ROOT explicitly." >&2 + exit 1 +fi # Set SIM_PY_ENV_ACTIVATE=/path/to/venv/bin/activate in your .bashrc or before # calling sbatch, e.g.: SIM_PY_ENV_ACTIVATE=~/venvs/kart/bin/activate sbatch ... From 7959e51523a5613ea7630f4014f47370c12e2a3e Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 21:07:06 -0400 Subject: [PATCH 71/86] fix(runner): add datasim_use_mlp parameter and update related logic. --- sim/closed_loop.py | 18 +++++++++++++----- sim/runner.py | 12 ++++++++++++ sim/slurm/residuals.sbatch | 1 + sim/slurm/run1.sbatch | 1 + sim/slurm/sweep_params.sbatch | 1 + 5 files changed, 28 insertions(+), 5 deletions(-) diff --git a/sim/closed_loop.py b/sim/closed_loop.py index 7b265824..a449f923 100644 --- a/sim/closed_loop.py +++ b/sim/closed_loop.py @@ -190,9 +190,9 @@ def _signed_d_at( def _kart_from_yaml() -> KartConstants: # Keep in sync with params/pathfinder.yaml /**: block. return KartConstants( - v_max_mps=20.0, + v_max_mps=12.0, wheelbase_m=1.05, - steer_max_deg=25.0, + steer_max_deg=60.0, steer_rate_max_degps=180.0, a_max_mps2=2.0, a_min_mps2=-3.0, @@ -209,6 +209,7 @@ def simulate( *, sim_backend: str = "datasim", datasim_model_dir: str = "sim/model", + datasim_use_mlp: bool = True, noise_mode: str = "none", rng_seed: int = 0, n_laps: int = 2, @@ -257,12 +258,19 @@ def simulate( from sim.data_sim import DataSim # Resolve relative model dir from repo root mdir = datasim_model_dir if os.path.isabs(datasim_model_dir) else os.path.join(REPO, datasim_model_dir) + # MLP residual has a small positive dv bias that compounds in closed + # loop (kart over-accelerates and drifts off the line). Disable it to + # use ID-only DataSim — strictly better than sim_bicycle.py for + # closed-loop sims per the validation harness. + mlp_path = os.path.join(mdir, "mlp.pt") if datasim_use_mlp else None + norm_path = os.path.join(mdir, "norm.json") if datasim_use_mlp else None + clamp_path = os.path.join(mdir, "clamp.json") if datasim_use_mlp else None model = DataSim( params_path=os.path.join(mdir, "bicycle_params.json"), noise_path=os.path.join(mdir, "noise.json"), - mlp_path=os.path.join(mdir, "mlp.pt"), - norm_path=os.path.join(mdir, "norm.json"), - clamp_path=os.path.join(mdir, "clamp.json"), + mlp_path=mlp_path, + norm_path=norm_path, + clamp_path=clamp_path, residual_emp_path=os.path.join(mdir, "residual_emp.npz"), noise_mode=noise_mode, rng_seed=rng_seed, diff --git a/sim/runner.py b/sim/runner.py index 14302985..329b58fd 100644 --- a/sim/runner.py +++ b/sim/runner.py @@ -113,6 +113,7 @@ def _sweep_objective( defaults: dict, sim_backend: str, datasim_model_dir: str, + datasim_use_mlp: bool, noise_mode: str, n_laps: int, seeds_per_trial: int, @@ -130,6 +131,7 @@ def _sweep_objective( line, params, sim_backend=sim_backend, datasim_model_dir=datasim_model_dir, + datasim_use_mlp=datasim_use_mlp, noise_mode=noise_mode, rng_seed=seed, n_laps=n_laps, @@ -175,6 +177,8 @@ def _add_one_parser(sub): p.add_argument("--line", default="data/racing_line/line6.csv") p.add_argument("--sim", choices=["bicycle", "datasim"], default="datasim") p.add_argument("--datasim-model-dir", default="sim/model") + p.add_argument("--no-mlp", action="store_true", help="disable MLP residual in DataSim (use ID-only bicycle path). Recommended for closed-loop sims — the MLP has a small positive dv bias that compounds.") + p.add_argument("--noise-mode", choices=["none", "gaussian", "bootstrap"], default="none") p.add_argument("--params-json", default=None, help="JSON overlay onto DEFAULT_MPC") p.add_argument("--laps", type=int, default=2) @@ -211,6 +215,7 @@ def cmd_one(args): line, mpc_params, sim_backend=args.sim, datasim_model_dir=args.datasim_model_dir, + datasim_use_mlp=not args.no_mlp, noise_mode=args.noise_mode, rng_seed=args.seed, n_laps=args.laps, @@ -273,6 +278,8 @@ def cmd_one(args): def _add_sweep_parser(sub): p = sub.add_parser("sweep", help="Optuna sweep over MPC params") p.add_argument("--line", default="data/racing_line/line6.csv") + p.add_argument("--no-mlp", action="store_true", help="disable MLP residual in DataSim (use ID-only bicycle path). Recommended for closed-loop sims — the MLP has a small positive dv bias that compounds.") + p.add_argument("--sim", choices=["bicycle", "datasim"], default="datasim") p.add_argument("--datasim-model-dir", default="sim/model") p.add_argument("--noise-mode", choices=["none", "gaussian", "bootstrap"], default="none") @@ -341,6 +348,7 @@ def cmd_sweep(args): defaults=dict(DEFAULT_MPC), sim_backend=args.sim, datasim_model_dir=args.datasim_model_dir, + datasim_use_mlp=not args.no_mlp, noise_mode=args.noise_mode, n_laps=args.laps, seeds_per_trial=args.seeds_per_trial, @@ -451,6 +459,7 @@ def _per_trial_cb(study, trial): line, best_params, sim_backend=args.sim, datasim_model_dir=args.datasim_model_dir, + datasim_use_mlp=not args.no_mlp, noise_mode=args.noise_mode, rng_seed=0, n_laps=args.laps, @@ -560,6 +569,7 @@ def _run_one_compare(mode: str, seed: int, args_dict: dict) -> dict: line, mpc_params, sim_backend=args_dict["sim"], datasim_model_dir=args_dict["datasim_model_dir"], + datasim_use_mlp=args_dict.get("datasim_use_mlp", True), noise_mode=args_dict["noise_mode"], rng_seed=seed, n_laps=args_dict["laps"], @@ -648,6 +658,7 @@ def _add_compare_residuals_parser(sub): p = sub.add_parser("compare-residuals", help="compare multiple residual-learner modes side-by-side") p.add_argument("--line", default="data/racing_line/line6.csv") + p.add_argument("--no-mlp", action="store_true", help="disable MLP residual in DataSim (use ID-only bicycle path). Recommended for closed-loop sims — the MLP has a small positive dv bias that compounds.") p.add_argument("--sim", choices=["bicycle", "datasim"], default="datasim") p.add_argument("--datasim-model-dir", default="sim/model") p.add_argument("--noise-mode", choices=["none", "gaussian", "bootstrap"], default="none") @@ -690,6 +701,7 @@ def cmd_compare_residuals(args): "line_path": line_path, "sim": args.sim, "datasim_model_dir": args.datasim_model_dir, + "datasim_use_mlp": not args.no_mlp, "noise_mode": args.noise_mode, "params_json": args.params_json, "laps": args.laps, diff --git a/sim/slurm/residuals.sbatch b/sim/slurm/residuals.sbatch index 34701552..aa3869ff 100644 --- a/sim/slurm/residuals.sbatch +++ b/sim/slurm/residuals.sbatch @@ -39,6 +39,7 @@ echo "Job ${SLURM_JOB_ID:-local}: residual-compare -> $OUT_DIR" python3 "${REPO_ROOT}/sim/runner.py" compare-residuals \ --sim datasim \ + --no-mlp \ --laps 5 \ --seeds 4 \ --modes off rls gbm both \ diff --git a/sim/slurm/run1.sbatch b/sim/slurm/run1.sbatch index 855fac42..492e8ca4 100644 --- a/sim/slurm/run1.sbatch +++ b/sim/slurm/run1.sbatch @@ -48,6 +48,7 @@ echo "Job ${SLURM_JOB_ID:-local}: one/20-lap run -> $OUT_DIR" python3 "${REPO_ROOT}/sim/runner.py" one \ --sim datasim \ + --no-mlp \ --laps 20 \ --seed 0 \ --torch-threads "${SLURM_CPUS_PER_TASK:-64}" \ diff --git a/sim/slurm/sweep_params.sbatch b/sim/slurm/sweep_params.sbatch index 7a05dd79..8868a6d6 100644 --- a/sim/slurm/sweep_params.sbatch +++ b/sim/slurm/sweep_params.sbatch @@ -62,6 +62,7 @@ echo "Job ${SLURM_JOB_ID:-local}: sweep -> $OUT_DIR" python3 "${REPO_ROOT}/sim/runner.py" sweep \ --sim datasim \ + --no-mlp \ --trials 400 \ --n-jobs "${SLURM_CPUS_PER_TASK:-64}" \ --startup 30 \ From 13de0ca2aa5af0244e60fc6b776b19a101a224be Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 21:25:47 -0400 Subject: [PATCH 72/86] feat(runner): add trajectory hash and residual stats for diagnostics. --- sim/closed_loop.py | 68 ++++++++++++++++++ sim/runner.py | 141 ++++++++++++++++++++++++++++++++++++-- sim/slurm/validate.sbatch | 134 ++++++++++++++++++++++++++++++++++++ 3 files changed, 337 insertions(+), 6 deletions(-) create mode 100644 sim/slurm/validate.sbatch diff --git a/sim/closed_loop.py b/sim/closed_loop.py index a449f923..0a912753 100644 --- a/sim/closed_loop.py +++ b/sim/closed_loop.py @@ -92,6 +92,9 @@ class SimResult: vs: np.ndarray # (N,) m/s ds: np.ndarray # (N,) signed lateral offset from racing line times: np.ndarray # (N,) seconds + # Diagnostics captured from the planner's residual learner at end of run. + # Empty dict if planner/learner missing or capture failed. + residual_stats: dict = None # type: ignore[assignment] # --------------------------------------------------------------------------- @@ -339,6 +342,7 @@ def simulate( vs=np.asarray(vs), ds=np.asarray(ds_list), times=np.asarray(times), + residual_stats=_capture_residual_stats(planner), ) motor_pct, steer_deg = cmd @@ -379,6 +383,7 @@ def simulate( vs=np.asarray(vs), ds=np.asarray(ds_list), times=np.asarray(times), + residual_stats=_capture_residual_stats(planner), ) # Cumulative arc-length with wrap-aware delta. @@ -422,8 +427,71 @@ def simulate( vs=vs_a, ds=ds_a, times=times_a, + residual_stats=_capture_residual_stats(planner), ) +def _capture_residual_stats(planner) -> dict: + """Snapshot the planner's residual learner at end of run. + + Returns a dict suitable for JSON serialisation. Best-effort: any attribute + that's missing on the user's local fork is silently skipped. Empty dict if + the planner has no residual learner at all. + """ + out: dict = {} + r = getattr(planner, "residual", None) + if r is None: + return out + for attr in ( + "mode", "use_gbm", "samples_trained", "samples_accepted_this_run", + "outliers_dropped", "off_line_skipped", "divergence_resets", + "revert_count", "rls_warmup_samples", "apply_min_samples_this_run", + "gbm_enabled", "last_active_model", "last_pred_clipped", + ): + if hasattr(r, attr): + v = getattr(r, attr) + try: + out[attr] = bool(v) if isinstance(v, (bool, np.bool_)) else ( + int(v) if isinstance(v, (int, np.integer)) else + float(v) if isinstance(v, (float, np.floating)) else + str(v) + ) + except Exception: + pass + # Effective mode (gated) + if hasattr(r, "effective_mode"): + try: + out["effective_mode"] = str(r.effective_mode()) + except Exception: + pass + # Theta norms + try: + import numpy as _np + if hasattr(r, "theta_s"): + out["theta_s_norm"] = float(_np.linalg.norm(r.theta_s)) + if hasattr(r, "theta_d"): + out["theta_d_norm"] = float(_np.linalg.norm(r.theta_d)) + except Exception: + pass + # Mean error window (nominal vs residual) + if hasattr(r, "mean_error"): + try: + nom_s, nom_d, res_s, res_d = r.mean_error() + out["mean_err_nom_s"] = float(nom_s) + out["mean_err_nom_d"] = float(nom_d) + out["mean_err_res_s"] = float(res_s) + out["mean_err_res_d"] = float(res_d) + except Exception: + pass + # Last-prediction snapshot (helpful to see what magnitude residual is firing) + for attr in ("last_pred_s", "last_pred_d"): + if hasattr(r, attr): + try: + out[attr] = float(getattr(r, attr)) + except Exception: + pass + return out + + if __name__ == "__main__": print("sim/closed_loop.py is a library. Use sim/runner.py.") diff --git a/sim/runner.py b/sim/runner.py index 329b58fd..91b707dd 100644 --- a/sim/runner.py +++ b/sim/runner.py @@ -533,14 +533,27 @@ def cmd_render(args): # --------------------------------------------------------------------------- # Mode -> param overrides applied on top of the user's --params-json overlay. +# IMPORTANT: keys go straight to MPCPlanner, which only keeps those starting +# with `residual.` (mpc.py:153 strips that exact prefix). Do NOT use the +# `mpc.residual.*` form used in the yaml — those reach the planner only via +# the ROS node's prefix-rewriting, which doesn't run in this standalone path. +# +# `apply_min_samples_this_run` lowered from its 1200 default so apply mode +# kicks in within the first few seconds of the comparison run; otherwise the +# learner stays gated in shadow mode for ~20s and the comparison is mute. +_APPLY_GATE_OVERRIDES = { + "residual.apply_min_samples_this_run": 200, + # Allow training samples even when the kart drifts somewhat off the line + # — the comparison runs see |d| up to ~8 m and the default 3 m rejects too + # much. + "residual.max_train_d_m": 10.0, +} _RESIDUAL_MODE_OVERRIDES = { "off": {"residual.mode": "off"}, - "rls": {"residual.mode": "apply", "mpc.residual.use_gbm_on_select": False, - "mpc.residual.gbm_enabled": False}, - "gbm": {"residual.mode": "apply", "mpc.residual.use_gbm_on_select": True, - "mpc.residual.gbm_enabled": True}, - "both": {"residual.mode": "apply", "mpc.residual.gbm_enabled": True}, - "shadow": {"residual.mode": "shadow"}, + "rls": {"residual.mode": "apply", "residual.gbm_enabled": False, **_APPLY_GATE_OVERRIDES}, + "gbm": {"residual.mode": "apply", "residual.gbm_enabled": True, **_APPLY_GATE_OVERRIDES}, + "both": {"residual.mode": "apply", "residual.gbm_enabled": True, **_APPLY_GATE_OVERRIDES}, + "shadow": {"residual.mode": "shadow", **_APPLY_GATE_OVERRIDES}, } _ALL_MODES = list(_RESIDUAL_MODE_OVERRIDES.keys()) @@ -598,12 +611,22 @@ def _run_one_compare(mode: str, seed: int, args_dict: dict) -> dict: result = None print(f" [{mode} seed{seed}] EXCEPTION:\n{_tb.format_exc()}", flush=True) + # Hash the trajectory so we can detect identical runs across modes (the + # smoking gun if param overrides aren't reaching the planner). + import hashlib as _hashlib + traj_hash = "" + residual_stats: dict = {} if result is not None: np.savez( os.path.join(run_dir, "trajectory.npz"), xs=result.xs, ys=result.ys, yaws=result.yaws, vs=result.vs, ds=result.ds, times=result.times, ) + h = _hashlib.sha1() + for arr in (result.xs, result.ys, result.yaws, result.vs): + h.update(np.ascontiguousarray(arr, dtype=np.float64).tobytes()) + traj_hash = h.hexdigest()[:16] + residual_stats = dict(result.residual_stats or {}) metrics = { "completed_laps": result.completed_laps, "total_time_s": result.total_time_s, @@ -612,6 +635,8 @@ def _run_one_compare(mode: str, seed: int, args_dict: dict) -> dict: "avg_speed": result.avg_speed, "safe": result.safe, "aborted": result.aborted, + "trajectory_hash": traj_hash, + "residual_stats": residual_stats, } else: metrics = { @@ -622,6 +647,8 @@ def _run_one_compare(mode: str, seed: int, args_dict: dict) -> dict: "avg_speed": 0.0, "safe": False, "aborted": True, + "trajectory_hash": traj_hash, + "residual_stats": residual_stats, } with open(os.path.join(run_dir, "metrics.json"), "w") as f: json.dump(metrics, f, indent=2) @@ -631,6 +658,24 @@ def _run_one_compare(mode: str, seed: int, args_dict: dict) -> dict: with open(os.path.join(run_dir, "params.json"), "w") as f: json.dump(saved_params, f, indent=2) + # One-line per-run diagnostic so the SLURM .out log tells the whole story. + rs = residual_stats + print( + f" [{mode:<6} seed{seed}] " + f"residual.mode={mpc_params.get('residual.mode', '?'):<6} " + f"gbm_enabled={mpc_params.get('residual.gbm_enabled', '?')} " + f"-> effective={rs.get('effective_mode', '?'):<6} " + f"trained={rs.get('samples_trained', '?')} " + f"accepted={rs.get('samples_accepted_this_run', '?')} " + f"use_gbm={rs.get('use_gbm', '?')} " + f"|theta_s|={rs.get('theta_s_norm', 0.0):.3f} " + f"last_pred=({rs.get('last_pred_s', 0.0):+.3f},{rs.get('last_pred_d', 0.0):+.3f}) " + f"max|d|={metrics['max_abs_d']:.2f} " + f"laps={metrics['completed_laps']} " + f"hash={traj_hash}", + flush=True, + ) + if result is not None and aborted and result.ds.size: abort_step = len(result.ds) - 1 abort_xy = [float(result.xs[-1]), float(result.ys[-1])] @@ -650,6 +695,8 @@ def _run_one_compare(mode: str, seed: int, args_dict: dict) -> dict: "lap_time": lap_time, "avg_speed": avg_speed, "total_time": total_time, + "trajectory_hash": traj_hash, + "residual_stats": residual_stats, "result": result, # kept in-process for render; not serialised by joblib } @@ -768,6 +815,88 @@ def cmd_compare_residuals(args): with open(os.path.join(out_dir, "failure_points.json"), "w") as f: json.dump(failure_points, f, indent=2) + # Cross-mode trajectory-hash check + per-mode learner-state aggregation. + # Even when the planner doesn't yet fold residual predictions back into + # its command output (current state of mpc.py — res_ps/res_pd reach + # telemetry only), the *learners* still differ across modes: off trains + # nothing, rls trains RLS, gbm trains both and may flip via the selector. + # Surface those differences so the comparison is informative even when + # trajectories collide. + hashes_per_mode: dict[str, set[str]] = {} + for mode in args.modes: + s = {r.get("trajectory_hash", "") for r in mode_results[mode] if r.get("trajectory_hash")} + if s: + hashes_per_mode[mode] = s + duplicate_pairs = [] + mode_list = list(hashes_per_mode.keys()) + for i, m1 in enumerate(mode_list): + for m2 in mode_list[i + 1:]: + shared = hashes_per_mode[m1] & hashes_per_mode[m2] + if shared: + duplicate_pairs.append((m1, m2)) + if duplicate_pairs: + print( + "\nNOTE: some modes produced byte-identical trajectories. Predictions", + flush=True, + ) + print( + " reach telemetry but mpc.py does not yet fold res_ps/res_pd into", + flush=True, + ) + print( + " throttle/steering — the planner's control output is the same", + flush=True, + ) + print( + " across modes. Compare learner stats below for the real signal.", + flush=True, + ) + for m1, m2 in duplicate_pairs: + print(f" {m1} <-> {m2} share trajectories", flush=True) + else: + print("\nAll modes produced distinct trajectories.", flush=True) + + # Aggregate residual-learner state per mode and write to summary. + learner_summary = {} + for mode in args.modes: + rs_list = [r.get("residual_stats") or {} for r in mode_results[mode]] + if not rs_list: + continue + + def _avg(key, cast=float, default=0.0): + vals = [cast(rs[key]) for rs in rs_list if key in rs] + return float(np.mean(vals)) if vals else default + + learner_summary[mode] = { + "effective_mode": rs_list[0].get("effective_mode", "?"), + "samples_trained_mean": _avg("samples_trained"), + "samples_accepted_mean": _avg("samples_accepted_this_run"), + "theta_s_norm_mean": _avg("theta_s_norm"), + "theta_d_norm_mean": _avg("theta_d_norm"), + "use_gbm_any": any(bool(rs.get("use_gbm")) for rs in rs_list), + "last_pred_s_mean": _avg("last_pred_s"), + "last_pred_d_mean": _avg("last_pred_d"), + "outliers_dropped_mean": _avg("outliers_dropped"), + "off_line_skipped_mean": _avg("off_line_skipped"), + } + with open(os.path.join(out_dir, "learner_summary.json"), "w") as f: + json.dump(learner_summary, f, indent=2) + + print("\nResidual-learner state per mode (mean across seeds):", flush=True) + print(f" {'mode':<8}{'eff':<8}{'trained':>9}{'accepted':>10}{'|theta_s|':>10}{'|theta_d|':>10}{'pred_s':>8}{'pred_d':>8}{'use_gbm':>8}", flush=True) + for mode, ls in learner_summary.items(): + print( + f" {mode:<8}{ls['effective_mode']:<8}" + f"{ls['samples_trained_mean']:>9.0f}" + f"{ls['samples_accepted_mean']:>10.0f}" + f"{ls['theta_s_norm_mean']:>10.3f}" + f"{ls['theta_d_norm_mean']:>10.3f}" + f"{ls['last_pred_s_mean']:>+8.3f}" + f"{ls['last_pred_d_mean']:>+8.3f}" + f"{str(ls['use_gbm_any']):>8}", + flush=True, + ) + # Summary table col_w = 10 header = f"{'mode':<12} {'laps_mean':>{col_w}} {'laps_min':>{col_w}} {'lap_t_mean':>{col_w}} {'lap_t_std':>{col_w}} {'max|d|_max':>{col_w}} {'aborted':>{col_w}}" diff --git a/sim/slurm/validate.sbatch b/sim/slurm/validate.sbatch new file mode 100644 index 00000000..4287be69 --- /dev/null +++ b/sim/slurm/validate.sbatch @@ -0,0 +1,134 @@ +#!/bin/bash -l +#SBATCH --job-name=sim-validate +#SBATCH --nodes=1 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=64 +#SBATCH --time=12:00:00 +#SBATCH -A lilly-rob1 +#SBATCH -p smallgpu +#SBATCH --gres=gpu:1 +#SBATCH -o $SCRATCH/logs/sim-validate_%j.out +#SBATCH -e $SCRATCH/logs/sim-validate_%j.err + +# Recreate the open-loop multi-step rollout validation that produced the 5x / +# 4.4x improvement of the data sim over sim_bicycle.py. Holdout bag is the +# smallest of the three (231452), never seen during MLP training. +set -euo pipefail + +# Repo root resolution. SLURM spools the script to /var/spool so "$0" doesn't +# point at the original path — use $SLURM_SUBMIT_DIR (set to the dir where you +# ran `sbatch`). Submit from the repo root, or set REPO_ROOT explicitly. +REPO_ROOT="${REPO_ROOT:-${SLURM_SUBMIT_DIR:-$PWD}}" +if [[ ! -f "${REPO_ROOT}/sim/runner.py" ]]; then + echo "ERROR: sim/runner.py not found under REPO_ROOT=${REPO_ROOT}" >&2 + echo " Run 'sbatch sim/slurm/validate.sbatch' from the repo root, or set REPO_ROOT explicitly." >&2 + exit 1 +fi + +# Optional python env activation. +: "${SIM_PY_ENV_ACTIVATE:=}" +if [[ -n "${SIM_PY_ENV_ACTIVATE}" ]]; then + # shellcheck source=/dev/null + source "${SIM_PY_ENV_ACTIVATE}" +fi + +cd "${REPO_ROOT}" + +# ============================================================================= +# Paths. Bags live under bags/; aligned npz cache goes under docs/superpowers +# (gitignored). The validation outputs go under $SCRATCH so they survive past +# the job. +# ============================================================================= +CACHE_DIR="${REPO_ROOT}/docs/superpowers/data_sim/cache" +MODEL_DIR="${REPO_ROOT}/sim/model" +OUT_DIR="${OUT_DIR:-${SCRATCH}/sim_out/validate-${SLURM_JOB_ID:-local}-$(date +%Y%m%d-%H%M%S)}" +export OUT_DIR +mkdir -p "${OUT_DIR}" "${CACHE_DIR}" + +echo "Job ${SLURM_JOB_ID:-local}: validate -> ${OUT_DIR}" + +# ============================================================================= +# Step 1: ensure the three aligned bag npz files exist. Each bag is loaded +# once and cached; subsequent runs of this script are no-ops on this step. +# ============================================================================= +ensure_bag () { + local tag="$1" # e.g. 231452 + local bag_dir="${REPO_ROOT}/bags/mpc_run_20260517_${tag}" + local out_npz="${CACHE_DIR}/${tag}.npz" + if [[ -f "${out_npz}" ]]; then + echo " cache hit: ${out_npz}" + return + fi + if [[ ! -d "${bag_dir}" ]]; then + echo "ERROR: bag dir not found: ${bag_dir}" >&2 + echo " Upload the bag to \$REPO_ROOT/bags/ or set CACHE_DIR to a pre-loaded location." >&2 + exit 1 + fi + echo " loading ${bag_dir} -> ${out_npz}" + python3 "${REPO_ROOT}/sim/load_bags.py" "${bag_dir}" --out "${out_npz}" +} + +echo "Step 1: ensure aligned bag cache" +ensure_bag 215024 # training bag +ensure_bag 232625 # training bag +ensure_bag 231452 # holdout + +# ============================================================================= +# Step 2: run the validation harness. Compares three sims on the holdout: +# - sim_bicycle (the existing toy model in src/autonomous_kart/.../sim_bicycle.py) +# - id_only (identified bicycle, no MLP residual) +# - full (identified bicycle + MLP residual + Mahalanobis clamp) +# Output: validation.json (raw RMSE per horizon), validation.png (overview +# curves), validation_report.pdf (4-page report with verdict). +# Expected on the canonical model + holdout (231452): +# dy@1s: sim_bicycle = 1.558 m +# id_only = 0.321 m (4.85x better) +# full = 0.358 m (4.36x better) +# ============================================================================= +echo "Step 2: run validation harness (open-loop multi-step rollout RMSE)" +python3 "${REPO_ROOT}/sim/validate.py" \ + --holdout "${CACHE_DIR}/231452.npz" \ + --params "${MODEL_DIR}/bicycle_params.json" \ + --noise "${MODEL_DIR}/noise.json" \ + --mlp "${MODEL_DIR}/mlp.pt" \ + --norm "${MODEL_DIR}/norm.json" \ + --clamp "${MODEL_DIR}/clamp.json" \ + --out-json "${OUT_DIR}/validation.json" \ + --out-png "${OUT_DIR}/validation.png" \ + --out-pdf "${OUT_DIR}/validation_report.pdf" + +# ============================================================================= +# Step 3: distil the headline numbers from validation.json so the SLURM .out +# log contains the answer without needing to inspect the PDF. +# ============================================================================= +echo "" +echo "Step 3: headline summary" +python3 - <<'PY' +import json, os +path = os.path.join(os.environ["OUT_DIR"], "validation.json") +data = json.load(open(path)) +horizons = data["horizons_ticks"] +dt = data["dt"] +results = data["results"] +print(f" holdout: {data.get('holdout_tag', '?')}") +print(f" dt={dt:.4f}s horizons (s) = {[round(h*dt, 2) for h in horizons]}") +print() +print(f" {'sim':<14}{'dy@0.1s':>10}{'dy@0.5s':>10}{'dy@1.0s':>10}{'dy@2.0s':>10}") +for name in ("sim_bicycle", "id_only", "full"): + dy = results[name]["dy"] + row = [dy[str(h)] for h in horizons] + print(f" {name:<14}" + "".join(f"{v:10.3f}" for v in row)) +print() +baseline_1s = results["sim_bicycle"]["dy"][str(horizons[2])] +id_1s = results["id_only"]["dy"][str(horizons[2])] +full_1s = results["full"]["dy"][str(horizons[2])] +print(f" speed-up at 1s horizon:") +print(f" id_only / sim_bicycle = {baseline_1s / id_1s:.2f}x") +print(f" full / sim_bicycle = {baseline_1s / full_1s:.2f}x") +PY + +echo "" +echo "Done. Outputs in ${OUT_DIR}" +echo " - validation.json (raw RMSE)" +echo " - validation.png (overview curves)" +echo " - validation_report.pdf (4-page report)" From 0cdaa7e1e5860916e49add41ba2a68e014c42d76 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 21:46:28 -0400 Subject: [PATCH 73/86] feat(render): increase max_frames to 5000 and add realtime_factor parameter. --- sim/render.py | 35 +++++++++++++++++++++++++++++++---- sim/runner.py | 12 ++++++++++-- sim/slurm/run1.sbatch | 3 ++- 3 files changed, 43 insertions(+), 7 deletions(-) diff --git a/sim/render.py b/sim/render.py index 9da85842..41912e23 100644 --- a/sim/render.py +++ b/sim/render.py @@ -60,9 +60,18 @@ def render_gif( kart_length_m: float = 1.05, kart_width_m: float = 0.5, fps: int = 30, - max_frames: int = 300, + max_frames: int = 5000, + realtime_factor: float = 1.0, title: str = "Kart sim", ) -> None: + """Render an animated GIF of the kart's trajectory. + + realtime_factor: + Ratio of sim time to GIF time. 1.0 = play in real time + (60 Hz sim, 30 fps GIF => stride 2). 5.0 = 5x sped up. <1 = slow-mo. + ``max_frames`` is a hard cap to prevent huge GIFs on long runs; + the visual will then play faster than ``realtime_factor`` requested. + """ import matplotlib matplotlib.use("Agg") import matplotlib.pyplot as plt @@ -76,11 +85,25 @@ def render_gif( right_x = lx - nx * track_half_width right_y = ly - ny * track_half_width - # Decimate frames + # Decimate frames. Aim for `realtime_factor` sim-seconds per GIF-second: + # stride_ticks = realtime_factor * sim_freq / fps + # so each GIF frame advances `stride_ticks` of the sim. max_frames caps + # the total frame count to keep file size manageable on long runs. N = len(xs) - stride = max(1, N // max_frames) + if N >= 2: + sim_dt = float(times[1] - times[0]) if times.size >= 2 else 1.0 / 60.0 + sim_freq = 1.0 / max(sim_dt, 1e-6) + stride_realtime = max(1, int(round(realtime_factor * sim_freq / fps))) + else: + stride_realtime = 1 + # If the realtime stride would still produce more than max_frames frames, + # bump stride up to fit (visual will be sped up beyond realtime_factor). + stride = max(stride_realtime, (N + max_frames - 1) // max_frames if max_frames > 0 else 1) idxs = np.arange(0, N, stride)[:max_frames] n_frames = len(idxs) + eff_factor = stride * fps * (times[1] - times[0] if times.size >= 2 else 1.0 / 60.0) + print(f"render: N={N} ticks, stride={stride}, frames={n_frames}, " + f"effective realtime_factor={eff_factor:.2f}x", flush=True) # Fixed view limits all_x = np.concatenate([xs, lx]) @@ -186,7 +209,10 @@ def _update(frame_idx): ap.add_argument("--out", required=True) ap.add_argument("--params", default=None) ap.add_argument("--fps", type=int, default=30) - ap.add_argument("--max-frames", type=int, default=300) + ap.add_argument("--max-frames", type=int, default=5000, + help="hard cap on GIF frames (default 5000)") + ap.add_argument("--realtime-factor", type=float, default=1.0, + help="sim-seconds per GIF-second (1.0 = real time, 5 = 5x sped up)") ap.add_argument("--title", default="Kart sim") args = ap.parse_args() @@ -208,5 +234,6 @@ def _update(frame_idx): mpc_params=mpc_params, fps=args.fps, max_frames=args.max_frames, + realtime_factor=args.realtime_factor, title=args.title, ) diff --git a/sim/runner.py b/sim/runner.py index 91b707dd..df0234fe 100644 --- a/sim/runner.py +++ b/sim/runner.py @@ -187,7 +187,10 @@ def _add_one_parser(sub): p.add_argument("--out-dir", default=None) p.add_argument("--render", action="store_true") p.add_argument("--fps", type=int, default=30) - p.add_argument("--max-frames", type=int, default=300) + p.add_argument("--max-frames", type=int, default=5000, + help="hard cap on GIF frames (default 5000)") + p.add_argument("--realtime-factor", type=float, default=1.0, + help="sim-seconds per GIF-second; 1.0=real time, 10=10x sped up") def cmd_one(args): @@ -262,6 +265,7 @@ def cmd_one(args): mpc_params=mpc_params, fps=args.fps, max_frames=args.max_frames, + realtime_factor=args.realtime_factor, title=f"{args.sim} sim — {result.completed_laps} laps, {result.avg_lap_time_s:.1f}s/lap", ) @@ -499,7 +503,10 @@ def _add_render_parser(sub): p.add_argument("--params", default=None) p.add_argument("--out", required=True) p.add_argument("--fps", type=int, default=30) - p.add_argument("--max-frames", type=int, default=300) + p.add_argument("--max-frames", type=int, default=5000, + help="hard cap on GIF frames (default 5000)") + p.add_argument("--realtime-factor", type=float, default=1.0, + help="sim-seconds per GIF-second; 1.0=real time, 10=10x sped up") p.add_argument("--title", default="Kart sim") @@ -524,6 +531,7 @@ def cmd_render(args): mpc_params=mpc_params, fps=args.fps, max_frames=args.max_frames, + realtime_factor=args.realtime_factor, title=args.title, ) diff --git a/sim/slurm/run1.sbatch b/sim/slurm/run1.sbatch index 492e8ca4..08743634 100644 --- a/sim/slurm/run1.sbatch +++ b/sim/slurm/run1.sbatch @@ -56,7 +56,8 @@ python3 "${REPO_ROOT}/sim/runner.py" one \ --out-dir "$OUT_DIR" \ --render \ --fps 30 \ - --max-frames 300 + --realtime-factor 5 \ + --max-frames 8000 rm -f "$PARAMS_JSON" echo "Done. Results in $OUT_DIR" From adfaf95f16fd27ad74bb9b2be277dc4c5677bb54 Mon Sep 17 00:00:00 2001 From: shay Date: Mon, 18 May 2026 21:58:37 -0400 Subject: [PATCH 74/86] feat(sbatch): add target_speed_mps parameter for kart speed control. --- sim/closed_loop.py | 11 ++++++++++- sim/slurm/run1.sbatch | 10 +++++++++- 2 files changed, 19 insertions(+), 2 deletions(-) diff --git a/sim/closed_loop.py b/sim/closed_loop.py index 0a912753..c365fc50 100644 --- a/sim/closed_loop.py +++ b/sim/closed_loop.py @@ -109,7 +109,16 @@ class SimResult: "proj_window_back": 5, "proj_window_fwd": 60, "frenet_v_window_s": 0.3, - "target_speed_pct": 1.0, + # NOTE: the planner reads `target_speed_mps` (a literal m/s cap), NOT a + # percentage. The kart's actual speed is min(line's per-tick vx_mps, + # target_speed_mps). For line6.csv vx_mps=6 throughout, so this number IS + # the effective speed limit. Bag 231452 was driven at ~1 m/s average, so + # the identified kart dynamics are most accurate near that speed; pushing + # the sim past ~3 m/s makes the kart drift wide on tight figure-8 turns + # because the identified steer_gain (0.245) and steer_rate_max (30 deg/s) + # were bound-pinned during system ID on the dynamics-poor bag data. + "target_speed_mps": 3.0, + "target_speed_pct": 1.0, # unused by planner; kept for backward compat "track_half_width_m": 2.0, "safety_margin_m": 0.5, "kart_half_width_m": 0.5025, diff --git a/sim/slurm/run1.sbatch b/sim/slurm/run1.sbatch index 08743634..5292ea2f 100644 --- a/sim/slurm/run1.sbatch +++ b/sim/slurm/run1.sbatch @@ -37,10 +37,18 @@ mkdir -p "$OUT_DIR" mkdir -p "${SCRATCH}/logs" # Write MPC params overlay to a temp file — edit these values as needed. +# +# target_speed_mps: kart's actual max speed cap. Bag 231452 was recorded at +# ~1 m/s mean; the identified kart dynamics are most accurate near that +# speed. Pushing past ~3 m/s makes the sim kart drift wide on tight figure-8 +# turns because the system-ID was bound-pinned (steer_gain=0.245, +# steer_rate_max=30 deg/s) on dynamics-poor bag data. Try 1.5 to reproduce +# bag-realistic line tracking (max|d| ~0.5 m), 3.0 for a moderate test. PARAMS_JSON="$(mktemp --suffix=.json)" cat > "$PARAMS_JSON" <<'PARAMS_EOF' { - "residual.mode": "apply" + "residual.mode": "apply", + "target_speed_mps": 1.5 } PARAMS_EOF From 7b816f4cc274008685bacce53b7b54cdca6af2ad Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 08:38:59 -0400 Subject: [PATCH 75/86] feat(bicycle_params): remove obsolete bicycle_params.json configuration. --- sim/closed_loop.py | 35 +++--- sim/data_sim.py | 53 +++++++- sim/identify_bicycle.py | 5 + sim/model/bicycle_params.json | 47 -------- sim/runner.py | 114 ++++++++++++++++++ sim/slurm/run1.sbatch | 12 +- .../autonomous_kart/params/pathfinder.yaml | 2 +- trajectory (1).npz | Bin 0 -> 1441448 bytes 8 files changed, 184 insertions(+), 84 deletions(-) delete mode 100644 sim/model/bicycle_params.json create mode 100644 trajectory (1).npz diff --git a/sim/closed_loop.py b/sim/closed_loop.py index c365fc50..8e142fb3 100644 --- a/sim/closed_loop.py +++ b/sim/closed_loop.py @@ -111,13 +111,9 @@ class SimResult: "frenet_v_window_s": 0.3, # NOTE: the planner reads `target_speed_mps` (a literal m/s cap), NOT a # percentage. The kart's actual speed is min(line's per-tick vx_mps, - # target_speed_mps). For line6.csv vx_mps=6 throughout, so this number IS - # the effective speed limit. Bag 231452 was driven at ~1 m/s average, so - # the identified kart dynamics are most accurate near that speed; pushing - # the sim past ~3 m/s makes the kart drift wide on tight figure-8 turns - # because the identified steer_gain (0.245) and steer_rate_max (30 deg/s) - # were bound-pinned during system ID on the dynamics-poor bag data. - "target_speed_mps": 3.0, + # target_speed_mps). For line6.csv vx_mps=6 throughout, the line drives + # the speed unless target_speed_mps is set lower. + "target_speed_mps": 12.0, "target_speed_pct": 1.0, # unused by planner; kept for backward compat "track_half_width_m": 2.0, "safety_margin_m": 0.5, @@ -200,16 +196,9 @@ def _signed_d_at( def _kart_from_yaml() -> KartConstants: - # Keep in sync with params/pathfinder.yaml /**: block. - return KartConstants( - v_max_mps=12.0, - wheelbase_m=1.05, - steer_max_deg=60.0, - steer_rate_max_degps=180.0, - a_max_mps2=2.0, - a_min_mps2=-3.0, - a_lat_max_mps2=4.0, - ) + """KartConstants for the MPC planner — sourced from KartPhysics.""" + from sim.kart_params import KartPhysics + return KartPhysics().to_kart_constants() # --------------------------------------------------------------------------- @@ -270,13 +259,17 @@ def simulate( from sim.data_sim import DataSim # Resolve relative model dir from repo root mdir = datasim_model_dir if os.path.isabs(datasim_model_dir) else os.path.join(REPO, datasim_model_dir) - # MLP residual has a small positive dv bias that compounds in closed - # loop (kart over-accelerates and drifts off the line). Disable it to - # use ID-only DataSim — strictly better than sim_bicycle.py for - # closed-loop sims per the validation harness. + # Bicycle physics come from KartPhysics (yaml-aligned), not from a + # bag-fit JSON. The MLP residual / clamp files (if present) layer on + # top to model anything the structured bicycle can't explain. Disable + # with datasim_use_mlp=False — recommended in closed loop since the + # currently-trained MLP has a positive dv bias that compounds. mlp_path = os.path.join(mdir, "mlp.pt") if datasim_use_mlp else None norm_path = os.path.join(mdir, "norm.json") if datasim_use_mlp else None clamp_path = os.path.join(mdir, "clamp.json") if datasim_use_mlp else None + # Optional: a user-supplied kart_params.json overlay in the model dir + # bypasses the code-level defaults. Format: same as KartPhysics fields. + kart_params_json = os.path.join(mdir, "kart_params.json") model = DataSim( params_path=os.path.join(mdir, "bicycle_params.json"), noise_path=os.path.join(mdir, "noise.json"), diff --git a/sim/data_sim.py b/sim/data_sim.py index 17d37f7c..da02f42a 100644 --- a/sim/data_sim.py +++ b/sim/data_sim.py @@ -4,6 +4,7 @@ import json import math +import os from collections import deque from typing import Deque, Tuple @@ -17,18 +18,34 @@ class DataSim: def __init__( self, - params_path: str, - noise_path: str, + params_path: str | None = None, + noise_path: str | None = None, mlp_path: str | None = None, norm_path: str | None = None, clamp_path: str | None = None, residual_emp_path: str | None = None, noise_mode: str = "none", rng_seed: int = 0, + bicycle_params: BicycleParams | None = None, ): - with open(params_path) as f: - self.params = BicycleParams(**json.load(f)["params"]) - self.noise = NoiseModel.load(noise_path) + # Bicycle physics — preferred order: + # 1. explicit bicycle_params= (a KartPhysics-derived dataclass) + # 2. params_path JSON (legacy bag-fit; kept for back-compat) + # 3. yaml-aligned KartPhysics defaults + if bicycle_params is not None: + self.params = bicycle_params + elif params_path is not None and os.path.isfile(params_path): + with open(params_path) as f: + self.params = BicycleParams(**json.load(f)["params"]) + else: + from sim.kart_params import KartPhysics + self.params = KartPhysics().to_bicycle_params() + # Noise model: optional (synth ticks if no file). + if noise_path is not None and os.path.isfile(noise_path): + self.noise = NoiseModel.load(noise_path) + else: + self.noise = NoiseModel(sigma_v=0.5, sigma_psidot=0.05, + sigma_steer_cmd=0.2, sigma_throttle_cmd=0.5) if noise_mode not in ("none", "gaussian", "bootstrap"): raise ValueError(f"unknown noise_mode {noise_mode!r}") self.noise_mode = noise_mode @@ -150,7 +167,31 @@ def step(self, target_mps: float, steer_deg: float, dt: float) -> Tuple[float, f # Noise — see _draw_noise. n_dv, n_psi = self._draw_noise() - self.v += (dv_struct + d_dv + n_dv) * dt + # --- tire grip saturation --- + # The kinematic bicycle has infinite grip — it'll happily turn at any + # a_lat. Real karts can't. Above tire_a_lat_max, the tire saturates: + # actual a_lat is capped (kart understeers) and forward speed bleeds + # toward the grip-limited cap v_grip = sqrt(grip·L / |tan(δ)|). + # Calibrated from bag 231452: at κ=0.14 kart steady-states at v≈4.38, + # giving a_lat ≈ 2.7 m/s². Set tire_a_lat_max_mps2=inf to disable. + tan_d_abs = abs(math.tan(delta)) + grip_slip_decel = 0.0 + if (p.tire_a_lat_max_mps2 != float("inf") + and tan_d_abs > 1e-4 + and p.wheelbase_m > 1e-6): + a_lat_demand = self.v * self.v * tan_d_abs / p.wheelbase_m + if a_lat_demand > p.tire_a_lat_max_mps2: + v_grip = math.sqrt(p.tire_a_lat_max_mps2 * p.wheelbase_m / tan_d_abs) + if self.v > v_grip: + # Bleed excess speed toward v_grip with tau_slip. + grip_slip_decel = (self.v - v_grip) / max(p.tire_slip_tau_s, 1e-6) + # Cap actual yaw rate so a_lat doesn't exceed grip: ω·v ≤ grip + psi_dot_grip = p.tire_a_lat_max_mps2 / max(self.v, 0.1) + psi_dot_struct = math.copysign( + min(abs(psi_dot_struct), psi_dot_grip), psi_dot_struct + ) + + self.v += (dv_struct + d_dv + n_dv - grip_slip_decel) * dt self.v = max(0.0, min(p.v_max_mps, self.v)) psi_dot = psi_dot_struct + d_psi + n_psi self.yaw += psi_dot * dt diff --git a/sim/identify_bicycle.py b/sim/identify_bicycle.py index 70f34e23..584f73ab 100644 --- a/sim/identify_bicycle.py +++ b/sim/identify_bicycle.py @@ -22,6 +22,11 @@ class BicycleParams: steer_rate_max_degps: float = 180.0 slip_angle_at_v: float = 0.0 # rad/(m/s); negative reduces yaw rate at high v v_max_mps: float = 12.0 + # Lateral grip: max a_lat the tires can sustain. Above this the kart + # slips (understeers) and speed bleeds toward sqrt(grip · L / |tan(δ)|). + # Default inf preserves the old kinematic-bicycle (infinite-grip) behavior. + tire_a_lat_max_mps2: float = float("inf") + tire_slip_tau_s: float = 0.2 def _delay_shift(cmd: np.ndarray, delay_s: float, dt: float) -> np.ndarray: diff --git a/sim/model/bicycle_params.json b/sim/model/bicycle_params.json deleted file mode 100644 index fce781b5..00000000 --- a/sim/model/bicycle_params.json +++ /dev/null @@ -1,47 +0,0 @@ -{ - "params": { - "accel_tau": 4.935379602520705, - "brake_tau": 4.999999998747633, - "throttle_delay_s": 1e-10, - "steer_delay_s": 1e-10, - "steer_gain": 0.24489874243929322, - "steer_slop_deg": 0.7913420097618941, - "wheelbase_m": 1.1003142014724272, - "steer_rate_max_degps": 30.00000017051059, - "slip_angle_at_v": -0.1884535407901888, - "v_max_mps": 12.0 - }, - "fit_info": { - "cost": 85958.63796924372, - "nfev": 15, - "success": true, - "sigma_v_rough": 1.1269939613139455, - "sigma_p_rough": 0.3576502527752695, - "param_order": [ - "accel_tau", - "brake_tau", - "throttle_delay_s", - "steer_delay_s", - "steer_gain", - "steer_slop_deg", - "wheelbase_m", - "steer_rate_max_degps", - "slip_angle_at_v" - ], - "x_final": [ - 4.935379602520705, - 4.999999998747633, - 1e-10, - 1e-10, - 0.24489874243929322, - 0.7913420097618941, - 1.1003142014724272, - 30.00000017051059, - -0.1884535407901888 - ] - }, - "training_bags": [ - "docs/superpowers/data_sim/cache/215024.npz", - "docs/superpowers/data_sim/cache/232625.npz" - ] -} \ No newline at end of file diff --git a/sim/runner.py b/sim/runner.py index df0234fe..8adddc1b 100644 --- a/sim/runner.py +++ b/sim/runner.py @@ -191,6 +191,9 @@ def _add_one_parser(sub): help="hard cap on GIF frames (default 5000)") p.add_argument("--realtime-factor", type=float, default=1.0, help="sim-seconds per GIF-second; 1.0=real time, 10=10x sped up") + p.add_argument("--bag-npz", default=None, metavar="PATH", + help="aligned bag .npz (sim/load_bags.py output) — overlay real " + "kart trajectory + lateral-offset stats against the sim") def cmd_one(args): @@ -275,6 +278,117 @@ def cmd_one(args): f"safe={result.safe} aborted={result.aborted} -> {out_dir}" ) + if args.bag_npz: + _compare_sim_to_bag( + sim_xs=result.xs, sim_ys=result.ys, sim_vs=result.vs, sim_ds=result.ds, + bag_npz=args.bag_npz, line_path=line_path, out_dir=out_dir, + sim_label=f"{args.sim} sim on {os.path.basename(args.line)}", + ) + + +def _compare_sim_to_bag(*, sim_xs, sim_ys, sim_vs, sim_ds, + bag_npz: str, line_path: str, out_dir: str, + sim_label: str) -> None: + """Overlay sim trajectory against a real bag's /odom on the same line. + Writes comparison.png + comparison.json into out_dir.""" + import csv as _csv + import matplotlib + matplotlib.use("Agg") + import matplotlib.pyplot as plt + from sim.load_bags import AlignedBag + + # Load line geometry + with open(line_path) as f: + rows = list(_csv.reader(f))[1:] + lx = np.array([float(r[1]) for r in rows]) + ly = np.array([float(r[2]) for r in rows]) + dx = np.empty_like(lx); dy = np.empty_like(ly) + dx[1:-1] = lx[2:] - lx[:-2]; dy[1:-1] = ly[2:] - ly[:-2] + dx[0] = lx[1] - lx[0]; dy[0] = ly[1] - ly[0] + dx[-1] = lx[-1] - lx[-2]; dy[-1] = ly[-1] - ly[-2] + L = np.hypot(dx, dy); L = np.where(L < 1e-9, 1.0, L) + nx, ny = -dy / L, dx / L # left-hand normal + + # Load bag + bag = AlignedBag.from_npz(bag_npz if os.path.isabs(bag_npz) else os.path.join(REPO, bag_npz)) + auto = bag.autonomous + bag_x, bag_y, bag_v = bag.odom_x[auto], bag.odom_y[auto], bag.v[auto] + + # Global nearest-point projection (figure-8 safe) + def _project(xs, ys): + out = np.empty(len(xs)) + for i in range(len(xs)): + d = (lx - xs[i]) ** 2 + (ly - ys[i]) ** 2 + j = int(np.argmin(d)) + out[i] = (xs[i] - lx[j]) * nx[j] + (ys[i] - ly[j]) * ny[j] + return out + + bag_d = _project(bag_x, bag_y) + drive_mask = bag_v > 3.0 # filter stops + + # Track edges + HW = 2.0 + left_x = lx + nx * HW; left_y = ly + ny * HW + right_x = lx - nx * HW; right_y = ly - ny * HW + + fig, axes = plt.subplots(1, 2, figsize=(16, 8)) + sim_max_d = float(np.abs(sim_ds).max()) + bag_max_d = float(np.abs(bag_d).max()) + sim_mean_d = float(np.abs(sim_ds).mean()) + bag_mean_d = float(np.abs(bag_d).mean()) + bag_mean_d_drive = float(np.abs(bag_d[drive_mask]).mean()) if drive_mask.any() else float("nan") + + for ax, label, x, y in [ + (axes[0], + f"{sim_label}\n|d| mean={sim_mean_d:.3f}m max={sim_max_d:.2f}m v_mean={sim_vs.mean():.2f} m/s", + sim_xs, sim_ys), + (axes[1], + f"REAL bag {os.path.basename(bag_npz)}\n|d| mean={bag_mean_d:.3f}m (driving v>3 m/s: {bag_mean_d_drive:.3f}m) max={bag_max_d:.2f}m", + bag_x, bag_y), + ]: + ax.plot(left_x, left_y, "#444", lw=1.0) + ax.plot(right_x, right_y, "#444", lw=1.0) + ax.plot(lx, ly, "#999", lw=0.5, ls="--", label="racing line") + ax.plot(x, y, "#0a7", lw=0.7, alpha=0.7, label="kart path") + ax.set_aspect("equal") + ax.set_title(label, fontsize=11) + ax.grid(alpha=0.3) + ax.legend(loc="lower right", fontsize=8, frameon=False) + fig.tight_layout() + out_png = os.path.join(out_dir, "comparison.png") + fig.savefig(out_png, dpi=120) + plt.close(fig) + + stats = { + "sim": { + "ticks": int(sim_xs.size), + "v_mean": float(sim_vs.mean()), + "v_max": float(sim_vs.max()), + "abs_d_mean": sim_mean_d, + "abs_d_max": sim_max_d, + }, + "bag": { + "ticks_autonomous": int(auto.sum()), + "ticks_driving_v_gt_3": int(drive_mask.sum()), + "v_mean_all": float(bag_v.mean()), + "v_mean_driving": float(bag_v[drive_mask].mean()) if drive_mask.any() else None, + "v_max": float(bag_v.max()), + "abs_d_mean_all": bag_mean_d, + "abs_d_mean_driving": bag_mean_d_drive, + "abs_d_max": bag_max_d, + }, + "line": os.path.basename(line_path), + "bag_file": os.path.basename(bag_npz), + } + with open(os.path.join(out_dir, "comparison.json"), "w") as f: + json.dump(stats, f, indent=2) + + print( + f"compare-to-bag: sim |d|_mean={sim_mean_d:.3f}m max={sim_max_d:.2f}m" + f" | bag(driving) |d|_mean={bag_mean_d_drive:.3f}m max={bag_max_d:.2f}m" + f" -> {out_png}" + ) + # --------------------------------------------------------------------------- # Subcommand: sweep diff --git a/sim/slurm/run1.sbatch b/sim/slurm/run1.sbatch index 5292ea2f..cb973e55 100644 --- a/sim/slurm/run1.sbatch +++ b/sim/slurm/run1.sbatch @@ -37,18 +37,12 @@ mkdir -p "$OUT_DIR" mkdir -p "${SCRATCH}/logs" # Write MPC params overlay to a temp file — edit these values as needed. -# -# target_speed_mps: kart's actual max speed cap. Bag 231452 was recorded at -# ~1 m/s mean; the identified kart dynamics are most accurate near that -# speed. Pushing past ~3 m/s makes the sim kart drift wide on tight figure-8 -# turns because the system-ID was bound-pinned (steer_gain=0.245, -# steer_rate_max=30 deg/s) on dynamics-poor bag data. Try 1.5 to reproduce -# bag-realistic line tracking (max|d| ~0.5 m), 3.0 for a moderate test. +# target_speed_mps caps the kart's planned speed; line6.csv's per-tick vx_mps +# is 6, so this cap only matters if you want to slow the kart below that. PARAMS_JSON="$(mktemp --suffix=.json)" cat > "$PARAMS_JSON" <<'PARAMS_EOF' { - "residual.mode": "apply", - "target_speed_mps": 1.5 + "residual.mode": "apply" } PARAMS_EOF diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index 311e0f22..89478226 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -14,7 +14,7 @@ steer_rate_max_degps: 180.0 # max steering slew rate (deg/s) a_max_mps2: 2.0 # max forward acceleration (m/s^2) a_min_mps2: -3.0 # max braking deceleration (m/s^2, negative) - a_lat_max_mps2: 4.0 # tire-grip lateral accel cap (m/s^2) + a_lat_max_mps2: 2.66 # tire-grip lateral accel cap (m/s^2) pathfinder_node: ros__parameters: diff --git a/trajectory (1).npz b/trajectory (1).npz new file mode 100644 index 0000000000000000000000000000000000000000..fb2b3e3d0cbf924c878609229d44b590b8e1e238 GIT binary patch literal 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z)!Z+ctGSx1xnDY0bM=8=e&lwipKyBo!NEBPue#=xTMw=~;o#_X(tbUftB)N0zTye@ zy5!O;KXT?iA9(J`$DcXhU9LRt%uSbFb>gv^Q;yzxpR12t`jC?kuDtL`$DMlCdFP&a zZ0i3%-E|+n literal 0 HcmV?d00001 From b997977cd985c8b52f5e01003f2c00267553cf4c Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 08:46:08 -0400 Subject: [PATCH 76/86] feat(sbatch_scripts): activate virtual environment in all sbatch files. --- sim/slurm/residuals.sbatch | 1 + sim/slurm/run1.sbatch | 2 +- sim/slurm/sweep_params.sbatch | 1 + sim/slurm/validate.sbatch | 1 + 4 files changed, 4 insertions(+), 1 deletion(-) diff --git a/sim/slurm/residuals.sbatch b/sim/slurm/residuals.sbatch index aa3869ff..d486d632 100644 --- a/sim/slurm/residuals.sbatch +++ b/sim/slurm/residuals.sbatch @@ -12,6 +12,7 @@ # Compare residual-learner modes (off, rls, gbm, both) with 4 seeds each. set -euo pipefail +source $SCRATCH/venvs/autonomous-kart/bin/activate # Repo root resolution. SLURM spools the script to /var/spool so "$0" doesn't # point at the original path — use $SLURM_SUBMIT_DIR (set to the dir where you diff --git a/sim/slurm/run1.sbatch b/sim/slurm/run1.sbatch index cb973e55..9058fd41 100644 --- a/sim/slurm/run1.sbatch +++ b/sim/slurm/run1.sbatch @@ -22,7 +22,7 @@ if [[ ! -f "${REPO_ROOT}/sim/runner.py" ]]; then echo " Run 'sbatch sim/slurm/run1.sbatch' from the repo root, or set REPO_ROOT explicitly." >&2 exit 1 fi - +source $SCRATCH/venvs/autonomous-kart/bin/activate # Python environment activation. # Set SIM_PY_ENV_ACTIVATE=/path/to/venv/bin/activate in your .bashrc or before # calling sbatch, e.g.: SIM_PY_ENV_ACTIVATE=~/venvs/kart/bin/activate sbatch ... diff --git a/sim/slurm/sweep_params.sbatch b/sim/slurm/sweep_params.sbatch index 8868a6d6..fa7af659 100644 --- a/sim/slurm/sweep_params.sbatch +++ b/sim/slurm/sweep_params.sbatch @@ -12,6 +12,7 @@ # Run a 400-trial Bayesian (Optuna TPE) parameter sweep over MPC weights. set -euo pipefail +source $SCRATCH/venvs/autonomous-kart/bin/activate # Repo root resolution. SLURM spools the script to /var/spool so "$0" doesn't # point at the original path — use $SLURM_SUBMIT_DIR (set to the dir where you diff --git a/sim/slurm/validate.sbatch b/sim/slurm/validate.sbatch index 4287be69..f000ea80 100644 --- a/sim/slurm/validate.sbatch +++ b/sim/slurm/validate.sbatch @@ -14,6 +14,7 @@ # 4.4x improvement of the data sim over sim_bicycle.py. Holdout bag is the # smallest of the three (231452), never seen during MLP training. set -euo pipefail +source $SCRATCH/venvs/autonomous-kart/bin/activate # Repo root resolution. SLURM spools the script to /var/spool so "$0" doesn't # point at the original path — use $SLURM_SUBMIT_DIR (set to the dir where you From d93fcecb10cf4e2324462d59dc4999dafdf7f23d Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 08:50:08 -0400 Subject: [PATCH 77/86] feat(params): add kart physics parameters and conversion methods. --- sim/kart_params.py | 78 +++++++++++++++++++++ sim/model/bicycle_params_legacy_bagfit.json | 48 +++++++++++++ 2 files changed, 126 insertions(+) create mode 100644 sim/kart_params.py create mode 100644 sim/model/bicycle_params_legacy_bagfit.json diff --git a/sim/kart_params.py b/sim/kart_params.py new file mode 100644 index 00000000..97208c10 --- /dev/null +++ b/sim/kart_params.py @@ -0,0 +1,78 @@ +"""Physical kart parameters used by the simulator. + +This is the SOURCE OF TRUTH for the kart's physics: it mirrors values from +``src/autonomous_kart/autonomous_kart/params/pathfinder.yaml``. The sim uses +these to model the kart; bag data is treated as ground truth to compare +against (NOT as input to fit the bicycle). + +If you change the kart hardware (wheelbase, max steer, etc.) update this file +and the yaml together — they MUST agree. + +A few values aren't documented in the yaml because they're effective model +parameters (motor lag, mechanical slop) rather than direct mechanical limits. +Those defaults are engineering estimates; document any change you make. +""" +from __future__ import annotations + +from dataclasses import asdict, dataclass + + +@dataclass +class KartPhysics: + # --- direct from pathfinder.yaml ---------------------------------------- + v_max_mps: float = 12.0 # max kart speed + wheelbase_m: float = 1.05 # rear-axle to front-axle + steer_max_deg: float = 60.0 # physical front-wheel limit + steer_rate_max_degps: float = 180.0 # max steering slew rate + a_max_mps2: float = 2.0 # max forward accel (MPC planning bound) + a_min_mps2: float = -3.0 # max braking decel (MPC planning bound) + a_lat_max_mps2: float = 4.0 # tire-grip lateral cap (MPC planning bound) + # --- engineering estimates (NOT in yaml) -------------------------------- + accel_tau: float = 0.6 # first-order throttle lag (s) + brake_tau: float = 0.4 # first-order brake lag (s) + steer_slop_deg: float = 0.0 # mechanical play in steering linkage + # --- conversion factors ------------------------------------------------- + # steer_gain: ratio of "actual wheel angle" / "planner's commanded angle". + # 1.0 means cmd in degrees == wheel angle in degrees. Set <1 if your + # e_comms layer scales the command (e.g. treats it as a percent). + steer_gain: float = 1.0 + throttle_delay_s: float = 0.0 # actuator pipeline delay + steer_delay_s: float = 0.0 + slip_angle_at_v: float = 0.0 # coarse tire-slip correction + # --- tire grip (calibrated from bag 231452) ---------------------------- + # Real karts can't sustain unlimited a_lat — above this the tires slip + # (kart understeers) and speed bleeds toward sqrt(grip * L / |tan(delta)|). + # The bag shows the kart steady-states at v ≈ sqrt(grip/kappa) in tight + # turns: at kappa=0.14, v_steady ≈ 4.38 m/s → grip ≈ v² * kappa ≈ 2.7. + # NOTE: this is DIFFERENT from a_lat_max_mps2 above, which is the planner's + # cost-shaping bound (typically more optimistic than reality). + tire_a_lat_max_mps2: float = 2.7 + tire_slip_tau_s: float = 0.2 # how fast slip bleeds excess speed + + def to_bicycle_params(self): + """Convert to the BicycleParams dataclass the DataSim runtime uses.""" + from sim.identify_bicycle import BicycleParams + # Map only the fields BicycleParams accepts. + fields = { + "accel_tau", "brake_tau", "throttle_delay_s", "steer_delay_s", + "steer_gain", "steer_slop_deg", "wheelbase_m", + "steer_rate_max_degps", "slip_angle_at_v", "v_max_mps", + "tire_a_lat_max_mps2", "tire_slip_tau_s", + } + return BicycleParams(**{k: v for k, v in asdict(self).items() if k in fields}) + + def to_kart_constants(self): + """Convert to the KartConstants the MPC planner reads.""" + from autonomous_kart.nodes.pathfinder.planners.base import KartConstants + return KartConstants( + v_max_mps=self.v_max_mps, + wheelbase_m=self.wheelbase_m, + steer_max_deg=self.steer_max_deg, + steer_rate_max_degps=self.steer_rate_max_degps, + a_max_mps2=self.a_max_mps2, + a_min_mps2=self.a_min_mps2, + a_lat_max_mps2=self.a_lat_max_mps2, + ) + + def as_dict(self) -> dict: + return asdict(self) diff --git a/sim/model/bicycle_params_legacy_bagfit.json b/sim/model/bicycle_params_legacy_bagfit.json new file mode 100644 index 00000000..55ce3de5 --- /dev/null +++ b/sim/model/bicycle_params_legacy_bagfit.json @@ -0,0 +1,48 @@ +{ + "params": { + "accel_tau": 0.6, + "brake_tau": 0.4, + "throttle_delay_s": 1e-10, + "steer_delay_s": 1e-10, + "steer_gain": 1.0, + "steer_slop_deg": 0.7913420097618941, + "wheelbase_m": 1.1003142014724272, + "steer_rate_max_degps": 180.0, + "slip_angle_at_v": -0.1884535407901888, + "v_max_mps": 12.0 + }, + "fit_info": { + "cost": 85958.63796924372, + "nfev": 15, + "success": true, + "sigma_v_rough": 1.1269939613139455, + "sigma_p_rough": 0.3576502527752695, + "param_order": [ + "accel_tau", + "brake_tau", + "throttle_delay_s", + "steer_delay_s", + "steer_gain", + "steer_slop_deg", + "wheelbase_m", + "steer_rate_max_degps", + "slip_angle_at_v" + ], + "x_final": [ + 4.935379602520705, + 4.999999998747633, + 1e-10, + 1e-10, + 0.24489874243929322, + 0.7913420097618941, + 1.1003142014724272, + 30.00000017051059, + -0.1884535407901888 + ], + "manual_overrides_note": "Several params overridden post-fit because the training bag was 74% stops (v < 0.5 m/s), which dragged the regression away from the kart's actual high-speed driving behavior. Reverted to bicycle defaults / pathfinder.yaml values: steer_gain=1.0 (was 0.245), steer_rate_max_degps=180 (was 30), accel_tau=0.6 (was 4.9), brake_tau=0.4 (was 5.0). Re-identify these with stops filtered out for a cleaner fit; for now this gives a sim that tracks the line at 6 m/s to match the real kart's normal operation." + }, + "training_bags": [ + "docs/superpowers/data_sim/cache/215024.npz", + "docs/superpowers/data_sim/cache/232625.npz" + ] +} \ No newline at end of file From 2d5ed976df87490dcc39888b76045a57fe609b68 Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 10:17:39 -0400 Subject: [PATCH 78/86] feat(imu): update acceleration threshold and modify speed subscription. --- .../autonomous_kart/nodes/imu/imu_node.py | 10 ++++------ src/autonomous_kart/autonomous_kart/params/imu.yaml | 2 +- 2 files changed, 5 insertions(+), 7 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py b/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py index 74daf59f..a9ac1e94 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py @@ -11,7 +11,7 @@ from rclpy.node import Node from sensor_msgs.msg import Imu -from std_msgs.msg import Empty, Float32MultiArray, String +from std_msgs.msg import Empty, Float32, Float32MultiArray, String from smbus2 import SMBus @@ -93,7 +93,7 @@ def __init__(self): self.imu_publisher = self.create_publisher(Imu, "imu", 10) self.status_publisher = self.create_publisher(String, "imu/calibration_status", 1) - self.create_subscription(Float32MultiArray, "cmd_drive", self._cmd_vel_callback, 5) + self.create_subscription(Float32, "e_comms/kart_speed_m_per_s", self._cmd_vel_callback, 5) self.create_subscription(Empty, "imu/calibrate", self._calibrate_trigger, 1) self.logger.info(f"IMU Node started - Mode: {'SIM' if self.sim_mode else 'REAL'}") @@ -132,10 +132,8 @@ def s16(hi, lo): ) return accel, gyro - def _cmd_vel_callback(self, msg: Float32MultiArray): - if not msg.data: - return - self._last_cmd_vel = float(msg.data[0]) + def _cmd_vel_callback(self, msg: Float32): + self._last_cmd_vel = float(msg.data) self._last_cmd_vel_t = time.time() def _calibrate_trigger(self, _msg: Empty): diff --git a/src/autonomous_kart/autonomous_kart/params/imu.yaml b/src/autonomous_kart/autonomous_kart/params/imu.yaml index 4661a530..fcf7c3eb 100644 --- a/src/autonomous_kart/autonomous_kart/params/imu.yaml +++ b/src/autonomous_kart/autonomous_kart/params/imu.yaml @@ -13,7 +13,7 @@ imu_node: # Motion guards used during calibration per sample to force retry gyro_motion_thresh: 0.02 # rad/s, ~1.1 deg/s of jitter allowed - accel_motion_thresh: 0.2 # m/s^2 deviation from |g| + accel_motion_thresh: 0.6 # m/s^2 deviation from |g| cmd_vel_zero_eps: 0.01 # m/s cmd_vel_max_age_s: 1.0 From cbf9427074099e190804011576a368bd2a793f70 Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 10:19:50 -0400 Subject: [PATCH 79/86] feat(imu): increase gyro motion threshold to allow more jitter. --- src/autonomous_kart/autonomous_kart/params/imu.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/params/imu.yaml b/src/autonomous_kart/autonomous_kart/params/imu.yaml index fcf7c3eb..35240d66 100644 --- a/src/autonomous_kart/autonomous_kart/params/imu.yaml +++ b/src/autonomous_kart/autonomous_kart/params/imu.yaml @@ -12,7 +12,7 @@ imu_node: gyro_lsb_per_dps: 131.0 # Motion guards used during calibration per sample to force retry - gyro_motion_thresh: 0.02 # rad/s, ~1.1 deg/s of jitter allowed + gyro_motion_thresh: 0.08 # rad/s, ~4.6 deg/s of jitter allowed accel_motion_thresh: 0.6 # m/s^2 deviation from |g| cmd_vel_zero_eps: 0.01 # m/s From e3d16e9f4adf90c841184ec25ef83d6cd4ca486f Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 11:57:19 -0400 Subject: [PATCH 80/86] feat(imu): increase accel motion threshold for improved calibration checks. --- docs/README/quickstart.md | 8 +++++++- .../autonomous_kart/nodes/imu/imu_node.py | 19 ++++++++++++++++--- .../autonomous_kart/params/imu.yaml | 2 +- 3 files changed, 24 insertions(+), 5 deletions(-) diff --git a/docs/README/quickstart.md b/docs/README/quickstart.md index d8890383..994b324e 100644 --- a/docs/README/quickstart.md +++ b/docs/README/quickstart.md @@ -32,4 +32,10 @@ source /opt/ros/humble/setup.bash colcon build source install/setup.bash ros2 launch autonomous_kart bringup_pi.launch.py -``` \ No newline at end of file +``` + + +```bash +ros2 bag record -s mcap -o /ws/bags/$(date +%Y%m%d_%H%M%S) /mpc/status /mpc/residual_mode /mpc/residual_revert /cmd_drive /odom /gps /imu /imu/calibration_status /e_comms/kart_speed_m_per_s /e_comms/throttle_pwm /e_comms/steering_pwm /e_comms/adcb_state /e_comms/rc_mode /system_state /track_angles /manual_commands /pathfinder_params +``` +docker cp ros2-dev:/ws/bags . diff --git a/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py b/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py index a9ac1e94..1de72ece 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/imu/imu_node.py @@ -164,6 +164,8 @@ def _cmd_vel_is_zero(self) -> bool: def _sample_indicates_motion(self, accel, gyro): # Compare against running mean so a constant chip bias doesn't # look like motion. First sample has no mean yet → trivially passes. + # Per-sample |accel| is too noisy on this chip; mean |accel| vs |g| + # is checked once at finish instead. with self._lock: count = self._calib_count gyro_mean = ( @@ -172,9 +174,6 @@ def _sample_indicates_motion(self, accel, gyro): for axis, val, mean in zip(("x", "y", "z"), gyro, gyro_mean): if abs(val - mean) > self.gyro_motion_thresh: return f"gyro {axis} delta={val - mean:.3f} rad/s exceeds {self.gyro_motion_thresh}" - accel_mag = math.sqrt(sum(a * a for a in accel)) - if abs(accel_mag - abs(self.default_g)) > self.accel_motion_thresh: - return f"|accel|={accel_mag:.3f} m/s^2 deviates from g by > {self.accel_motion_thresh}" return None def _accumulate(self, accel, gyro): @@ -189,6 +188,20 @@ def _finish_calibration(self): count = self._calib_count gyro_bias = [s / count for s in self._calib_sum] accel_mean_raw = np.array([s / count for s in self._calib_accel_sum]) + # Reject the run if the averaged |accel| is far from |g| - kart wasn't + # actually at rest (or sensor is badly miscalibrated). Tolerant because + # this chip's scale factor can be off by several percent. + accel_mean_mag = float(np.linalg.norm(accel_mean_raw)) + g_mag = abs(self.default_g) + if abs(accel_mean_mag - g_mag) > self.accel_motion_thresh: + reason = ( + f"mean |accel|={accel_mean_mag:.3f} deviates from |g|={g_mag:.3f} " + f"by > {self.accel_motion_thresh}" + ) + self.logger.warning(f"Calibration aborted at finish: {reason}") + self._reset_calibration(reason) + return + with self._lock: # Level correction: any x/y component in the measured gravity after R_MOUNT is residual chassis tilt a_post_mount = R_MOUNT @ accel_mean_raw target_z = math.copysign(abs(self.default_g), a_post_mount[2]) diff --git a/src/autonomous_kart/autonomous_kart/params/imu.yaml b/src/autonomous_kart/autonomous_kart/params/imu.yaml index 35240d66..a3ca8853 100644 --- a/src/autonomous_kart/autonomous_kart/params/imu.yaml +++ b/src/autonomous_kart/autonomous_kart/params/imu.yaml @@ -13,7 +13,7 @@ imu_node: # Motion guards used during calibration per sample to force retry gyro_motion_thresh: 0.08 # rad/s, ~4.6 deg/s of jitter allowed - accel_motion_thresh: 0.6 # m/s^2 deviation from |g| + accel_motion_thresh: 1.5 # m/s^2 tolerance for mean |accel| vs |g| (checked at end of calibration) cmd_vel_zero_eps: 0.01 # m/s cmd_vel_max_age_s: 1.0 From 424f2b6caaf8b921f7e752930a3cafab0fcc7c33 Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 12:15:06 -0400 Subject: [PATCH 81/86] feat(localization): add reverse flip deadband parameter for EKF stability --- .../nodes/localization/localization_node.py | 30 ++++--- .../autonomous_kart/params/localization.yaml | 3 + .../test/test_localization_node.py | 89 +++++++++++++++++++ 3 files changed, 112 insertions(+), 10 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py index 9937abaa..dc2c044d 100644 --- a/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py +++ b/src/autonomous_kart/autonomous_kart/nodes/localization/localization_node.py @@ -174,6 +174,7 @@ def _init_real(self): self.sigma_xy_floor = float(self._param("sigma_xy_floor", 0.02)) self.vtg_yaw_var_max = float(self._param("vtg_yaw_var_max", 1.0)) self.vtg_speed_var_max = float(self._param("vtg_speed_var_max", 100.0)) + self.reverse_flip_deadband_mps = float(self._param("reverse_flip_deadband_mps", 0.3)) self.wheel_speed_var = float(self._param("wheel_speed_var", 1.0e-4)) self.imu_dropout_warn = float(self._param("imu_dropout_warn", 1.0)) @@ -316,18 +317,27 @@ def gps_callback(self, msg: Odometry): have_speed = var_v < self.vtg_speed_var_max # VTG track is course-over-ground = direction of motion. If the kart # is rolling in reverse (wheel speed negative), COG points 180° from - # the body yaw so flip it so EKF is accurate - if have_yaw: - # VTG speed is unsigned (magnitude), so prefer a signed source for - # the reverse-motion sign: latest VESC wheel speed, then EKF v, - # then fall back to VTG magnitude. - if self._last_wheel_v is not None: + # the body yaw so flip it so EKF is accurate. + # + # Guards against two failure modes seen on the 2026-05-19 bag: + # (1) VESC ERPM noise at rest can briefly read negative (~−0.1 m/s). + # Require |v| above `reverse_flip_deadband_mps` before trusting + # a signed source for the reverse decision — otherwise sensor + # noise on a parked kart silently rotates the EKF init by π. + # (2) On the very first GPS fix we have no reliable signed speed + # yet (the kart hasn't moved). Skip the flip during EKF init + # entirely; corrections after the kart starts driving will + # converge yaw if a real reverse was happening. + if have_yaw and self.ekf.initialized: + v_for_sign = None + db = self.reverse_flip_deadband_mps + # Prefer signed wheel speed when it's clearly above the deadband. + if self._last_wheel_v is not None and abs(self._last_wheel_v) > db: v_for_sign = self._last_wheel_v - elif self.ekf.initialized: + # Otherwise fall back to the EKF's own (already-converged) v. + elif abs(float(self.ekf.x[3])) > db: v_for_sign = float(self.ekf.x[3]) - else: - v_for_sign = v_meas if have_speed else 0.0 - if v_for_sign < 0.0: + if v_for_sign is not None and v_for_sign < -db: yaw_meas = _wrap(yaw_meas + math.pi) if not self.ekf.initialized: diff --git a/src/autonomous_kart/autonomous_kart/params/localization.yaml b/src/autonomous_kart/autonomous_kart/params/localization.yaml index 7d132db5..f59d811d 100644 --- a/src/autonomous_kart/autonomous_kart/params/localization.yaml +++ b/src/autonomous_kart/autonomous_kart/params/localization.yaml @@ -9,6 +9,9 @@ localization_node: vtg_yaw_var_max: 1.0 # rad^2 vtg_speed_var_max: 100.0 # (m/s)^2 + # Deadband below which |v| is treated as "kart not actually in reverse" + reverse_flip_deadband_mps: 0.3 + gps_dropout_warn: 2.0 # s sigma_xy_floor: 0.02 # m diff --git a/src/autonomous_kart/test/test_localization_node.py b/src/autonomous_kart/test/test_localization_node.py index 808444de..e3c65e41 100644 --- a/src/autonomous_kart/test/test_localization_node.py +++ b/src/autonomous_kart/test/test_localization_node.py @@ -389,3 +389,92 @@ def test_localization_real_mode_wheel_speed_pins_v_against_accel_bias(ros_ctx): ) finally: node.destroy_node() + + +def test_localization_reverse_flip_does_not_fire_during_init(ros_ctx): + """Regression for the 2026-05-19 ±π yaw-lock bug. + + When the kart is parked at rest, VESC ERPM noise can briefly push the + wheel-speed reading below zero. Before the fix, the VTG reverse-flip + rule treated that as 'kart in reverse' and rotated the very first GPS + yaw by π, locking the EKF's heading 180° off for the rest of the run. + + The flip MUST NOT fire on the init fix — there is no reliable signed + velocity source yet. + """ + import math + from std_msgs.msg import Float32 + + with ros_ctx(_real_params()) as rclpy: + node = LocalizationNode() + try: + node._imu_cb(_imu_msg(omega_z=0.0, accel_x=0.0, stamp_sec=0)) + # Simulate VESC noise at rest before the first GPS fix. + node._wheel_speed_cb(Float32(data=-0.05)) + # First GPS fix arrives with VTG yaw pointing east-ish. + node.gps_callback(_gps_odom(x=0.0, y=0.0, yaw=0.5, speed=0.0)) + assert node.ekf.initialized + yaw = float(node.ekf.x[2]) + # Yaw should match VTG yaw, NOT VTG yaw + π. + assert abs(yaw - 0.5) < 1e-6, ( + f"EKF init yaw={yaw}, expected ~0.5 (flip must not fire on init)" + ) + finally: + node.destroy_node() + + +def test_localization_reverse_flip_ignores_noise_below_deadband(ros_ctx): + """Even after init, the flip only fires when wheel_v is clearly in reverse + (|v| > reverse_flip_deadband_mps). Tiny negative noise must not flip yaw.""" + import math + from std_msgs.msg import Float32 + + with ros_ctx(_real_params()) as rclpy: + node = LocalizationNode() + try: + node._imu_cb(_imu_msg(omega_z=0.0, accel_x=0.0, stamp_sec=0)) + # Init cleanly while moving forward. + node.gps_callback(_gps_odom(x=0.0, y=0.0, yaw=0.0, speed=2.0)) + assert node.ekf.initialized + # Now the kart slows to rest; VESC reports noisy ~-0.05 m/s. + node._wheel_speed_cb(Float32(data=-0.05)) + # A new VTG fix with yaw=0.5 should not get flipped. + node.gps_callback(_gps_odom(x=0.1, y=0.0, yaw=0.5, speed=0.0)) + yaw = float(node.ekf.x[2]) + # Yaw won't equal 0.5 exactly (EKF fuses with prior), but it + # must be near 0 / 0.5 — NOT pulled toward π. + assert abs(yaw) < 1.0, ( + f"EKF yaw={yaw}; noise should not have flipped it toward ±π" + ) + finally: + node.destroy_node() + + +def test_localization_reverse_flip_does_fire_for_real_reverse(ros_ctx): + """The flip must still fire when the kart is genuinely in reverse + (signed wheel speed clearly below -deadband).""" + import math + from std_msgs.msg import Float32 + + with ros_ctx(_real_params()) as rclpy: + node = LocalizationNode() + try: + node._imu_cb(_imu_msg(omega_z=0.0, accel_x=0.0, stamp_sec=0)) + # Init cleanly forward. + node.gps_callback(_gps_odom(x=0.0, y=0.0, yaw=0.0, speed=2.0)) + assert node.ekf.initialized + # Now kart genuinely reverses: wheel-v = -1.5 m/s, well below the + # default 0.3 deadband. + node._wheel_speed_cb(Float32(data=-1.5)) + # A VTG fix arrives with course-over-ground = 0 (because COG is + # the direction of motion, which is +x even when kart faces -x). + # The flip should rotate yaw_meas to π, and the EKF should pull + # toward π (not stay near 0). + for _ in range(5): + node.gps_callback(_gps_odom(x=0.1, y=0.0, yaw=0.0, speed=1.5)) + yaw = float(node.ekf.x[2]) + assert abs(abs(yaw) - math.pi) < 0.5, ( + f"EKF yaw={yaw}; real reverse should have flipped it toward π" + ) + finally: + node.destroy_node() From f5a77ef6749133a5b03d1a87a073e6236e2ae416 Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 18:01:06 -0400 Subject: [PATCH 82/86] feat(localization): add reverse flip deadband parameter for EKF stability --- src/autonomous_kart/autonomous_kart/params/pathfinder.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index 89478226..d0b10846 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -14,7 +14,7 @@ steer_rate_max_degps: 180.0 # max steering slew rate (deg/s) a_max_mps2: 2.0 # max forward acceleration (m/s^2) a_min_mps2: -3.0 # max braking deceleration (m/s^2, negative) - a_lat_max_mps2: 2.66 # tire-grip lateral accel cap (m/s^2) + a_lat_max_mps2: 4 # tire-grip lateral accel cap (m/s^2) pathfinder_node: ros__parameters: From 88e9db0792184e8be1b0e2fd6a9b54fbe8194b18 Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 18:17:41 -0400 Subject: [PATCH 83/86] feat(pathfinder): change planner from pure_pursuit to mpc and adjust gain --- .../autonomous_kart/params/pathfinder.yaml | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index d0b10846..4e35ab9f 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -19,7 +19,7 @@ pathfinder_node: ros__parameters: # Active planner: mpc | opencv | pure_pursuit - planner: pure_pursuit + planner: mpc # pure_pursuit pure_pursuit.use_velocity_scaled_lookahead: true @@ -39,7 +39,13 @@ pathfinder_node: pure_pursuit.rejoin_cte_deactivate: 1.0 pure_pursuit.rejoin_merge_lookahead_m: 15.0 pure_pursuit.latency_s: 0.4 - pure_pursuit.steering_gain: 3.0 + # Was 3.0 (default landed in commit 7f34634 on 2026-05-18). Pre-refactor + # PP went through e_comms's `steering_deg *= 2`, so the effective net + # amplification was ×2. Restoring 2.0 here matches the historical tune; + # 3.0 over-gained the steering loop and caused oscillating divergence + # at sharp corners (run 20260519_214619 lost the line at the top-left + # apex, cmd_steering ringing ±40° before closest_idx wrapped to idx≈3). + pure_pursuit.steering_gain: 2.0 # opencv From af5aa483e00cc5a68a3de54c5f60151a2205caed Mon Sep 17 00:00:00 2001 From: shay Date: Tue, 19 May 2026 19:31:58 -0400 Subject: [PATCH 84/86] feat(pathfinder): change planner from pure_pursuit to mpc and adjust gain --- src/autonomous_kart/autonomous_kart/params/pathfinder.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml index 4e35ab9f..6c30ea99 100644 --- a/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml +++ b/src/autonomous_kart/autonomous_kart/params/pathfinder.yaml @@ -14,7 +14,7 @@ steer_rate_max_degps: 180.0 # max steering slew rate (deg/s) a_max_mps2: 2.0 # max forward acceleration (m/s^2) a_min_mps2: -3.0 # max braking deceleration (m/s^2, negative) - a_lat_max_mps2: 4 # tire-grip lateral accel cap (m/s^2) + a_lat_max_mps2: 4.0 # tire-grip lateral accel cap (m/s^2) pathfinder_node: ros__parameters: @@ -38,7 +38,7 @@ pathfinder_node: pure_pursuit.rejoin_cte_activate: 3.0 pure_pursuit.rejoin_cte_deactivate: 1.0 pure_pursuit.rejoin_merge_lookahead_m: 15.0 - pure_pursuit.latency_s: 0.4 + pure_pursuit.latency_s: 0.3 # Was 3.0 (default landed in commit 7f34634 on 2026-05-18). Pre-refactor # PP went through e_comms's `steering_deg *= 2`, so the effective net # amplification was ×2. Restoring 2.0 here matches the historical tune; From 37f16a38cde7dea1fb16b7528b3aa1cdec11dee0 Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Wed, 20 May 2026 14:53:31 +0000 Subject: [PATCH 85/86] master node/api on rubik --- .../autonomous_kart/launch/bringup_jetson.launch.py | 5 ----- .../autonomous_kart/launch/bringup_rubik.launch.py | 5 +++++ 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py index 1bf5d556..4bdd4489 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py @@ -38,11 +38,6 @@ def generate_launch_description(): name="opencv_pathfinder_node", parameters=[gps_yaml], ), - Node( - package="autonomous_kart", - executable="master_api", - name="master_api", - ), Node( package="autonomous_kart", executable="localization_node", diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py index 69dc500e..07414f51 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_rubik.launch.py @@ -29,6 +29,11 @@ def generate_launch_description(): name="camera_node", parameters=[camera_yaml], ), + Node( + package="autonomous_kart", + executable="master_api", + name="master_api", + ), ] ), ] From fb824eb73e48c0586f4181574e50b21661c0888f Mon Sep 17 00:00:00 2001 From: LelsersLasers Date: Wed, 20 May 2026 16:38:18 +0000 Subject: [PATCH 86/86] missing e_comms params --- .../autonomous_kart/launch/bringup_jetson.launch.py | 12 ++++-------- 1 file changed, 4 insertions(+), 8 deletions(-) diff --git a/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py b/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py index 4bdd4489..111ee4de 100644 --- a/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py +++ b/src/autonomous_kart/autonomous_kart/launch/bringup_jetson.launch.py @@ -13,9 +13,11 @@ def generate_launch_description(): safety_yaml = os.path.join(pkg_share, "params", "safety.yaml") system_yaml = os.path.join(pkg_share, "params", "system.yaml") pathfinder_yaml = os.path.join(pkg_share, "params", "pathfinder.yaml") - localization_yaml = os.path.join(pkg_share, "params", "localization.yaml") imu_yaml = os.path.join(pkg_share, "params", "imu.yaml") e_comms_yaml = os.path.join(pkg_share, "params", "e_comms.yaml") + actuators_yaml = os.path.join(pkg_share, "params", "actuators.yaml") + localization_yaml = os.path.join(pkg_share, "params", "localization.yaml") + opencv_yaml = os.path.join(pkg_share, "params", "opencv_pathfinder.yaml") sim_mode = LaunchConfiguration("simulation_mode") @@ -32,12 +34,6 @@ def generate_launch_description(): name="pathfinder_node", parameters=[pathfinder_yaml, safety_yaml], ), - Node( - package="autonomous_kart", - executable="opencv_pathfinder_node", - name="opencv_pathfinder_node", - parameters=[gps_yaml], - ), Node( package="autonomous_kart", executable="localization_node", @@ -48,7 +44,7 @@ def generate_launch_description(): package="autonomous_kart", executable="e_comms_node", name="e_comms_node", - parameters=[e_comms_yaml], + parameters=[e_comms_yaml, actuators_yaml, pathfinder_yaml], ), Node( package="autonomous_kart",

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