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"""Functions for generating synthetic KRec data.""" | ||
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import logging | ||
import time | ||
import uuid | ||
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import krec | ||
import numpy as np | ||
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def generate_synthetic_krec(num_frames=100, fps=30, frequency=10.0, num_actuators=10): | ||
"""Generate a synthetic KRec object with simple wave data for 10 actuators. | ||
States follow commands with a one-frame delay. | ||
Args: | ||
num_frames: Number of frames to generate | ||
fps: Frames per second | ||
frequency: Frequency multiplier for the sine waves (higher = faster oscillation) | ||
num_actuators: Number of actuators to simulate (default: 10) | ||
""" | ||
timestamps = np.arange(num_frames) / fps | ||
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# Generate command waves for each actuator | ||
# Each actuator gets the same frequency (which decreases over time) but different phase offset | ||
actuator_wave = {} | ||
for i in range(num_actuators): | ||
time_varying_frequency = frequency / (1 + timestamps / 3) | ||
phase = time_varying_frequency * timestamps | ||
phase_with_offset = phase + i | ||
actuator_wave[i] = np.sin(phase_with_offset) | ||
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start_time = int(time.time_ns()) | ||
header = krec.KRecHeader( | ||
uuid=str(uuid.uuid4()), | ||
task="simple_wave_test", | ||
robot_platform="test_platform", | ||
robot_serial="test_serial_001", | ||
start_timestamp=start_time, | ||
end_timestamp=start_time + int(num_frames * (1 / fps) * 1e9), | ||
) | ||
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for i in range(num_actuators): | ||
actuator_config = krec.ActuatorConfig( | ||
actuator_id=i, | ||
kp=1.0, | ||
kd=0.1, | ||
ki=0.01, | ||
max_torque=10.0, | ||
name=f"Joint{i}", | ||
) | ||
header.add_actuator_config(actuator_config) | ||
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krec_obj = krec.KRec(header) | ||
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for i in range(num_frames): | ||
frame = krec.KRecFrame( | ||
video_timestamp=start_time + int(timestamps[i] * 1e9), | ||
video_frame_number=i, | ||
inference_step=i, | ||
) | ||
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for j in range(num_actuators): | ||
command_val = actuator_wave[j][i] | ||
state_val = actuator_wave[j][i - 1] if i > 0 else 0.0 | ||
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command = krec.ActuatorCommand( | ||
actuator_id=j, | ||
position=command_val, | ||
velocity=0.0, | ||
torque=0.0, | ||
) | ||
frame.add_actuator_command(command) | ||
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state = krec.ActuatorState( | ||
actuator_id=j, | ||
online=True, | ||
position=state_val, | ||
velocity=0.0, | ||
torque=0.0, | ||
temperature=25.0, | ||
voltage=12.0, | ||
current=1.0, | ||
) | ||
frame.add_actuator_state(state) | ||
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imu_values = krec.IMUValues( | ||
accel=krec.Vec3(x=0.0, y=0.0, z=1.0), | ||
gyro=krec.Vec3(x=0.0, y=0.0, z=0.0), | ||
quaternion=krec.IMUQuaternion(x=0.0, y=0.0, z=0.0, w=1.0), | ||
) | ||
frame.set_imu_values(imu_values) | ||
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krec_obj.add_frame(frame) | ||
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return krec_obj | ||
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if __name__ == "__main__": | ||
logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s") | ||
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logging.info("Generating synthetic KRec data...") | ||
krec_obj = generate_synthetic_krec() | ||
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logging.info("Generated KRec with %d frames" % len(krec_obj)) | ||
logging.info("UUID: %s" % krec_obj.header.uuid) | ||
logging.info("Task: %s" % krec_obj.header.task) | ||
logging.info("Robot Platform: %s" % krec_obj.header.robot_platform) | ||
logging.info("Start Timestamp: %d" % krec_obj.header.start_timestamp) |
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