| import h5py |
| import numpy as np |
| import matplotlib.pyplot as plt |
| import os |
| from datetime import datetime |
|
|
| PLOT_SINGLE_JOINT = False |
|
|
| def smooth_curve(data, window_size=11): |
| """Simple moving average filter""" |
| if window_size < 2: |
| return data |
| window = np.ones(int(window_size))/float(window_size) |
| |
| return np.convolve(data, window, mode='same') |
|
|
| def calc_numeric_velocity(time_list, position_list): |
| dt = np.diff(time_list) |
| dtheta = np.diff(position_list) |
| dt[dt == 0] = 0.005 |
| vel = dtheta / dt |
| t_mid = (time_list[:-1] + time_list[1:]) / 2 |
| return t_mid, vel |
|
|
| def plot_data(filename): |
| |
| with h5py.File(f'{filename}', 'r') as f: |
| command_time_list = f['command_time_list'][:] |
| command_val_list = f['command_val_list'][:] |
| motion_name = f['motion_name'][()].decode('utf-8') |
| current_time = f['current_time'][()].decode('utf-8') |
| |
| joint_time_list_left = f['robot1/joint_time_list'][:] |
| joint_val_list_left = f['robot1/joint_angle_list'][:] |
| joint_time_list_right = f['robot2/joint_time_list'][:] |
| joint_val_list_right = f['robot2/joint_angle_list'][:] |
| |
| joint_velocity_left = f['robot1/joint_velocity_list'][:] |
| joint_current_left = f['robot1/joint_current_list'][:] |
| joint_temperature_left = f['robot1/joint_temperature_list'][:] |
| joint_velocity_right = f['robot2/joint_velocity_list'][:] |
| joint_current_right = f['robot2/joint_current_list'][:] |
| joint_temperature_right = f['robot2/joint_temperature_list'][:] |
| |
| print(f"Loaded data: {len(command_time_list)} command points") |
| print(f"LeftArm joint data shape: {joint_val_list_left.shape}") |
| print(f"RightArm joint data shape: {joint_val_list_right.shape}") |
| print(f"LeftArm joint time points: {len(joint_time_list_left)}") |
| print(f"RightArm joint time points: {len(joint_time_list_right)}") |
|
|
| |
| parent_dir = os.path.abspath(os.path.dirname(__file__)) |
| plot_data_dir = os.path.join(parent_dir, 'plot_data', motion_name + current_time) |
| os.makedirs(plot_data_dir, exist_ok=True) |
| print(f"saving images in: {plot_data_dir}") |
|
|
| if PLOT_SINGLE_JOINT: |
| |
| for i in range(7): |
| |
| plt.figure(figsize=(10, 5)) |
| plt.plot(command_time_list, command_val_list[:, i], label='Command (LeftArm, rad)', color='b', linestyle='-') |
| plt.plot(joint_time_list_left, joint_val_list_left[:, i], label=f'LeftArm Joint {i+1} (rad)', color='r', linestyle='--') |
| plt.xlabel('Elapsed Time (s)') |
| plt.ylabel('Angle (rad)') |
| plt.title(f'Command vs LeftArm Joint {i+1} (rad)') |
| plt.legend(loc='best', fontsize=10) |
| plt.grid(True) |
| plt.tight_layout() |
| save_path = os.path.join(plot_data_dir, f'leftarm_joint_{i+1}.png') |
| plt.savefig(save_path) |
| plt.close() |
| print(f"image saved: {save_path}") |
|
|
| |
| plt.figure(figsize=(10, 5)) |
| plt.plot(command_time_list, command_val_list[:, i+7], label='Command (RightArm, rad)', color='b', linestyle='-') |
| plt.plot(joint_time_list_right, joint_val_list_right[:, i], label=f'RightArm Joint {i+1} (rad)', color='g', linestyle='--') |
| plt.xlabel('Elapsed Time (s)') |
| plt.ylabel('Angle (rad)') |
| plt.title(f'Command vs RightArm Joint {i+1} (rad)') |
| plt.legend(loc='best', fontsize=10) |
| plt.grid(True) |
| plt.tight_layout() |
| save_path = os.path.join(plot_data_dir, f'rightarm_joint_{i+1}.png') |
| plt.savefig(save_path) |
| plt.close() |
| print(f"image saved: {save_path}") |
|
|
| |
| fig, axs = plt.subplots(14, 1, figsize=(14, 32), sharex=True) |
| for i in range(7): |
| axs[i].plot(command_time_list, command_val_list[:, i], label='Command (LeftArm, rad)', color='b', linestyle='-') |
| axs[i].plot(joint_time_list_left, joint_val_list_left[:, i], label=f'LeftArm Joint {i+1} (rad)', color='r', linestyle='--') |
| axs[i].set_ylabel('Angle (rad)') |
| axs[i].set_title(f'LeftArm Joint {i+1}') |
| axs[i].legend(loc='best', fontsize=9) |
| axs[i].grid(True) |
| for i in range(7): |
| axs[i+7].plot(command_time_list, command_val_list[:, i+7], label='Command (RightArm, rad)', color='b', linestyle='-') |
| axs[i+7].plot(joint_time_list_right, joint_val_list_right[:, i], label=f'RightArm Joint {i+1} (rad)', color='g', linestyle='--') |
| axs[i+7].set_ylabel('Angle (rad)') |
| axs[i+7].set_title(f'RightArm Joint {i+1}') |
| axs[i+7].legend(loc='best', fontsize=9) |
| axs[i+7].grid(True) |
| axs[-1].set_xlabel('Elapsed Time (s)') |
| fig.suptitle(f'Command and Actual Angle || {motion_name}', fontsize=18) |
| plt.tight_layout(rect=[0, 0, 1, 0.97]) |
| alldata_path = os.path.join(plot_data_dir, 'alldata.png') |
| plt.savefig(alldata_path) |
| plt.close() |
| print(f"all joints plot saved: {alldata_path}") |
|
|
| |
| fig, axs = plt.subplots(14, 1, figsize=(14, 32), sharex=True) |
| for i in range(7): |
| orig_vel_left = joint_velocity_left[:, i] |
| axs[i].plot(joint_time_list_left, orig_vel_left, label=f'LeftArm Joint {i+1} (deg/s)', color='r') |
| axs[i].set_ylabel('Velocity (deg/s)') |
| axs[i].set_title(f'LeftArm Joint {i+1}') |
| axs[i].legend(loc='best', fontsize=9) |
| axs[i].grid(True) |
| for i in range(7): |
| orig_vel_right = joint_velocity_right[:, i] |
| axs[i+7].plot(joint_time_list_right, orig_vel_right, label=f'RightArm Joint {i+1} (deg/s)', color='g') |
| axs[i+7].set_ylabel('Velocity (deg/s)') |
| axs[i+7].set_title(f'RightArm Joint {i+1}') |
| axs[i+7].legend(loc='best', fontsize=9) |
| axs[i+7].grid(True) |
| axs[-1].set_xlabel('Elapsed Time (s)') |
| fig.suptitle(f'Raw Joint Velocity (deg/s) || {motion_name}', fontsize=18) |
| plt.tight_layout(rect=[0, 0, 1, 0.97]) |
| raw_vel_path = os.path.join(plot_data_dir, 'alldata_velocity_raw.png') |
| plt.savefig(raw_vel_path) |
| plt.close() |
| print(f"raw velocity plot saved: {raw_vel_path}") |
|
|
| |
| fig, axs = plt.subplots(14, 1, figsize=(14, 32), sharex=True) |
| for i in range(7): |
| t_left, num_vel_left = calc_numeric_velocity(joint_time_list_left, joint_val_list_left[:, i]) |
| num_vel_left_deg = num_vel_left |
| num_vel_left_smooth = smooth_curve(num_vel_left_deg, window_size=11) |
| orig_vel_left = joint_velocity_left[:, i] |
| axs[i].plot(t_left, num_vel_left_smooth, label=f'NumDiff Smoothed (deg/s)', color='orange', linestyle='-') |
| axs[i].plot(joint_time_list_left, orig_vel_left, label=f'Raw (deg/s)', color='r', linestyle='--') |
| axs[i].set_ylabel('Velocity (deg/s)') |
| axs[i].set_title(f'LeftArm Joint {i+1}') |
| axs[i].legend(loc='best', fontsize=9) |
| axs[i].grid(True) |
| for i in range(7): |
| t_right, num_vel_right = calc_numeric_velocity(joint_time_list_right, joint_val_list_right[:, i]) |
| num_vel_right_deg = num_vel_right |
| num_vel_right_smooth = smooth_curve(num_vel_right_deg, window_size=11) |
| orig_vel_right = joint_velocity_right[:, i] |
| axs[i+7].plot(t_right, num_vel_right_smooth, label=f'NumDiff Smoothed (deg/s)', color='orange', linestyle='-') |
| axs[i+7].plot(joint_time_list_right, orig_vel_right, label=f'Raw (deg/s)', color='g', linestyle='--') |
| axs[i+7].set_ylabel('Velocity (deg/s)') |
| axs[i+7].set_title(f'RightArm Joint {i+1}') |
| axs[i+7].legend(loc='best', fontsize=9) |
| axs[i+7].grid(True) |
| axs[-1].set_xlabel('Elapsed Time (s)') |
| fig.suptitle(f'Velocity Comparison (NumDiff Smoothed vs Raw) || {motion_name}', fontsize=18) |
| plt.tight_layout(rect=[0, 0, 1, 0.97]) |
| vel_compare_path = os.path.join(plot_data_dir, 'alldata_velocity_compare.png') |
| plt.savefig(vel_compare_path) |
| plt.close() |
| print(f"velocity compare plot saved: {vel_compare_path}") |
|
|
| |
| fig, axs = plt.subplots(14, 1, figsize=(14, 32), sharex=True) |
| for i in range(7): |
| axs[i].plot(joint_time_list_left, joint_current_left[:, i], label=f'LeftArm Joint {i+1} current (A)', color='r') |
| axs[i].set_ylabel('Current (A)') |
| axs[i].set_title(f'LeftArm Joint {i+1}') |
| axs[i].legend(loc='best', fontsize=9) |
| axs[i].grid(True) |
| for i in range(7): |
| axs[i+7].plot(joint_time_list_right, joint_current_right[:, i], label=f'RightArm Joint {i+1} current (A)', color='g') |
| axs[i+7].set_ylabel('Current (A)') |
| axs[i+7].set_title(f'RightArm Joint {i+1}') |
| axs[i+7].legend(loc='best', fontsize=9) |
| axs[i+7].grid(True) |
| axs[-1].set_xlabel('Elapsed Time (s)') |
| fig.suptitle(f'Joint Current || {motion_name}', fontsize=18) |
| plt.tight_layout(rect=[0, 0, 1, 0.97]) |
| cur_img_path = os.path.join(plot_data_dir, 'alldata_current.png') |
| plt.savefig(cur_img_path) |
| plt.close() |
| print(f"current plot saved: {cur_img_path}") |
|
|
| |
| fig, axs = plt.subplots(14, 1, figsize=(14, 32), sharex=True) |
| for i in range(7): |
| axs[i].plot(joint_time_list_left, joint_temperature_left[:, i], label=f'LeftArm Joint {i+1} temperature (°C)', color='r') |
| axs[i].set_ylabel('Temp (°C)') |
| axs[i].set_title(f'LeftArm Joint {i+1}') |
| axs[i].legend(loc='best', fontsize=9) |
| axs[i].grid(True) |
| for i in range(7): |
| axs[i+7].plot(joint_time_list_right, joint_temperature_right[:, i], label=f'RightArm Joint {i+1} temperature (°C)', color='g') |
| axs[i+7].set_ylabel('Temp (°C)') |
| axs[i+7].set_title(f'RightArm Joint {i+1}') |
| axs[i+7].legend(loc='best', fontsize=9) |
| axs[i+7].grid(True) |
| axs[-1].set_xlabel('Elapsed Time (s)') |
| fig.suptitle(f'Joint Temperature || {motion_name}', fontsize=18) |
| plt.tight_layout(rect=[0, 0, 1, 0.97]) |
| temp_img_path = os.path.join(plot_data_dir, 'alldata_temperature.png') |
| plt.savefig(temp_img_path) |
| plt.close() |
| print(f"temperature plot saved: {temp_img_path}") |
|
|
| if __name__ == "__main__": |
| run_dir = 'robot1/robot1_0kg' |
| files = [f for f in os.listdir(run_dir) if os.path.isfile(os.path.join(run_dir, f))] |
| print(f"Found {len(files)} files in {run_dir}:") |
| |
| for filename in files: |
| print(f"Plotting {filename} ...") |
| plot_data(run_dir + "/" + filename) |
| print("All plotting completed.") |
|
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