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"""Script demonstrating the use of crazyflie-firmware's Python bindings. | ||
Example | ||
------- | ||
In a terminal, run as: | ||
$ python cff.py | ||
""" | ||
import os | ||
import time | ||
import argparse | ||
from datetime import datetime | ||
import pdb | ||
import math | ||
import random | ||
import numpy as np | ||
import pybullet as p | ||
import matplotlib.pyplot as plt | ||
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import cffirmware | ||
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from gym_pybullet_drones.utils.enums import DroneModel, Physics | ||
from gym_pybullet_drones.envs.CtrlAviary import CtrlAviary | ||
from gym_pybullet_drones.control.DSLPIDControl import DSLPIDControl | ||
from gym_pybullet_drones.utils.Logger import Logger | ||
from gym_pybullet_drones.utils.utils import sync, str2bool | ||
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DEFAULT_DRONES = DroneModel("cf2x") | ||
DEFAULT_NUM_DRONES = 1 | ||
DEFAULT_PHYSICS = Physics("pyb") | ||
DEFAULT_GUI = True | ||
DEFAULT_RECORD_VISION = False | ||
DEFAULT_PLOT = True | ||
DEFAULT_USER_DEBUG_GUI = False | ||
DEFAULT_OBSTACLES = True | ||
DEFAULT_SIMULATION_FREQ_HZ = 240 | ||
DEFAULT_CONTROL_FREQ_HZ = 48 | ||
DEFAULT_DURATION_SEC = 12 | ||
DEFAULT_OUTPUT_FOLDER = 'results' | ||
DEFAULT_COLAB = False | ||
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def run( | ||
drone=DEFAULT_DRONES, | ||
num_drones=DEFAULT_NUM_DRONES, | ||
physics=DEFAULT_PHYSICS, | ||
gui=DEFAULT_GUI, | ||
record_video=DEFAULT_RECORD_VISION, | ||
plot=DEFAULT_PLOT, | ||
user_debug_gui=DEFAULT_USER_DEBUG_GUI, | ||
obstacles=DEFAULT_OBSTACLES, | ||
simulation_freq_hz=DEFAULT_SIMULATION_FREQ_HZ, | ||
control_freq_hz=DEFAULT_CONTROL_FREQ_HZ, | ||
duration_sec=DEFAULT_DURATION_SEC, | ||
output_folder=DEFAULT_OUTPUT_FOLDER, | ||
colab=DEFAULT_COLAB | ||
): | ||
#### Initialize the simulation ############################# | ||
H = .1 | ||
H_STEP = .05 | ||
R = .3 | ||
#INIT_XYZS = np.array([[R*np.cos((i/6)*2*np.pi+np.pi/2), R*np.sin((i/6)*2*np.pi+np.pi/2)-R, H+i*H_STEP] for i in range(num_drones)]) | ||
INIT_XYZS = np.array([[.5*i, .5*i, .1] for i in range(num_drones)]) | ||
INIT_RPYS = np.array([[0, 0, i * (np.pi/2)/num_drones] for i in range(num_drones)]) | ||
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#### Initialize a circular trajectory ###################### | ||
PERIOD = 10 | ||
NUM_WP = control_freq_hz*PERIOD | ||
TARGET_POS = np.zeros((NUM_WP,3)) | ||
for i in range(NUM_WP): | ||
TARGET_POS[i, :] = R*np.cos((i/NUM_WP)*(2*np.pi)+np.pi/2)+INIT_XYZS[0, 0], R*np.sin((i/NUM_WP)*(2*np.pi)+np.pi/2)-R+INIT_XYZS[0, 1], 0 | ||
wp_counters = np.array([int((i*NUM_WP/6)%NUM_WP) for i in range(num_drones)]) | ||
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delta = 75 # 3s @ 25hz control loop | ||
trajectory = [[0, 0, 0] for i in range(delta)] + \ | ||
[[0, 0, i/delta] for i in range(delta)] + \ | ||
[[i/delta, 0, 1] for i in range(delta)] + \ | ||
[[1, i/delta, 1] for i in range(delta)] + \ | ||
[[1-i/delta, 1, 1] for i in range(delta)] + \ | ||
[[0, 1-i/delta, 1] for i in range(delta)] + \ | ||
[[0, 0, 1-i/delta] for i in range(delta)] | ||
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#### Debug trajectory ###################################### | ||
#### Uncomment alt. target_pos in .computeControlFromState() | ||
# INIT_XYZS = np.array([[.3 * i, 0, .1] for i in range(num_drones)]) | ||
# INIT_RPYS = np.array([[0, 0, i * (np.pi/3)/num_drones] for i in range(num_drones)]) | ||
# NUM_WP = control_freq_hz*15 | ||
# TARGET_POS = np.zeros((NUM_WP,3)) | ||
# for i in range(NUM_WP): | ||
# if i < NUM_WP/6: | ||
# TARGET_POS[i, :] = (i*6)/NUM_WP, 0, 0.5*(i*6)/NUM_WP | ||
# elif i < 2 * NUM_WP/6: | ||
# TARGET_POS[i, :] = 1 - ((i-NUM_WP/6)*6)/NUM_WP, 0, 0.5 - 0.5*((i-NUM_WP/6)*6)/NUM_WP | ||
# elif i < 3 * NUM_WP/6: | ||
# TARGET_POS[i, :] = 0, ((i-2*NUM_WP/6)*6)/NUM_WP, 0.5*((i-2*NUM_WP/6)*6)/NUM_WP | ||
# elif i < 4 * NUM_WP/6: | ||
# TARGET_POS[i, :] = 0, 1 - ((i-3*NUM_WP/6)*6)/NUM_WP, 0.5 - 0.5*((i-3*NUM_WP/6)*6)/NUM_WP | ||
# elif i < 5 * NUM_WP/6: | ||
# TARGET_POS[i, :] = ((i-4*NUM_WP/6)*6)/NUM_WP, ((i-4*NUM_WP/6)*6)/NUM_WP, 0.5*((i-4*NUM_WP/6)*6)/NUM_WP | ||
# elif i < 6 * NUM_WP/6: | ||
# TARGET_POS[i, :] = 1 - ((i-5*NUM_WP/6)*6)/NUM_WP, 1 - ((i-5*NUM_WP/6)*6)/NUM_WP, 0.5 - 0.5*((i-5*NUM_WP/6)*6)/NUM_WP | ||
# wp_counters = np.array([0 for i in range(num_drones)]) | ||
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#### Create the environment ################################ | ||
env = CtrlAviary(drone_model=drone, | ||
num_drones=num_drones, | ||
initial_xyzs=INIT_XYZS, | ||
initial_rpys=INIT_RPYS, | ||
physics=physics, | ||
neighbourhood_radius=10, | ||
pyb_freq=simulation_freq_hz, | ||
ctrl_freq=control_freq_hz, | ||
gui=gui, | ||
record=record_video, | ||
obstacles=obstacles, | ||
user_debug_gui=user_debug_gui | ||
) | ||
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#### Obtain the PyBullet Client ID from the environment #### | ||
PYB_CLIENT = env.getPyBulletClient() | ||
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#### Initialize the logger ################################# | ||
logger = Logger(logging_freq_hz=control_freq_hz, | ||
num_drones=num_drones, | ||
output_folder=output_folder, | ||
colab=colab | ||
) | ||
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#### Initialize the controllers ############################ | ||
if drone in [DroneModel.CF2X, DroneModel.CF2P]: | ||
ctrl = [DSLPIDControl(drone_model=drone) for i in range(num_drones)] | ||
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cff_controller = cffirmware.controllerMellinger_t() | ||
cffirmware.controllerMellingerInit(cff_controller) | ||
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#### Run the simulation #################################### | ||
action = np.zeros((num_drones,4)) | ||
START = time.time() | ||
for i in range(0, int(duration_sec*env.CTRL_FREQ)): | ||
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#### Make it rain rubber ducks ############################# | ||
# if i/env.SIM_FREQ>5 and i%10==0 and i/env.SIM_FREQ<10: p.loadURDF("duck_vhacd.urdf", [0+random.gauss(0, 0.3),-0.5+random.gauss(0, 0.3),3], p.getQuaternionFromEuler([random.randint(0,360),random.randint(0,360),random.randint(0,360)]), physicsClientId=PYB_CLIENT) | ||
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#### Step the simulation ################################### | ||
obs, reward, terminated, truncated, info = env.step(action) | ||
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#### Compute control for the current way point ############# | ||
for j in range(num_drones): | ||
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try: | ||
target = trajectory[i] | ||
pos = target+[INIT_XYZS[j][0], INIT_XYZS[j][1], 0] | ||
vel = np.zeros(3) | ||
acc = np.zeros(3) | ||
yaw = i*np.pi/delta/2 | ||
rpy_rate = np.zeros(3) | ||
print(pos) | ||
except: | ||
break | ||
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action[j, :], _, _ = ctrl[j].computeControlFromState(control_timestep=env.CTRL_TIMESTEP, | ||
state=obs[j], | ||
target_pos=[pos[0], pos[1], pos[2]], | ||
# target_pos=np.hstack([TARGET_POS[wp_counters[j], 0:2], INIT_XYZS[j, 2]]), | ||
# target_pos=INIT_XYZS[j, :] + TARGET_POS[wp_counters[j], :], | ||
target_rpy=INIT_RPYS[j, :] | ||
) | ||
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state = cffirmware.state_t() | ||
state.attitude.roll = 0 | ||
state.attitude.pitch = -0 # WARNING: This needs to be negated | ||
state.attitude.yaw = 0 | ||
state.position.x = obs[j][0] | ||
state.position.y = obs[j][1] | ||
state.position.z = obs[j][2] | ||
state.velocity.x = obs[j][10] | ||
state.velocity.y = obs[j][11] | ||
state.velocity.z = obs[j][12] | ||
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sensors = cffirmware.sensorData_t() | ||
sensors.gyro.x = obs[j][7] | ||
sensors.gyro.y = obs[j][8] | ||
sensors.gyro.z = obs[j][9] | ||
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setpoint = cffirmware.setpoint_t() | ||
setpoint.mode.z = cffirmware.modeAbs | ||
setpoint.position.z = INIT_XYZS[j, 2] | ||
setpoint.mode.x = cffirmware.modeAbs | ||
setpoint.velocity.x = TARGET_POS[wp_counters[j], 0] | ||
setpoint.mode.y = cffirmware.modeAbs | ||
setpoint.velocity.y = TARGET_POS[wp_counters[j], 1] | ||
setpoint.mode.yaw = cffirmware.modeVelocity | ||
setpoint.attitudeRate.yaw = 0 | ||
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control = cffirmware.control_t() | ||
step = i | ||
cffirmware.controllerMellinger(cff_controller, control, setpoint, sensors, state, step) | ||
# assert control.controlMode == cffirmware.controlModeLegacy | ||
# print(control.thrust, control.roll, control.pitch, control.yaw) | ||
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actual = cffirmware.motors_thrust_uncapped_t() | ||
cffirmware.powerDistribution(control, actual) | ||
# print(actual.motors.m1, actual.motors.m2, actual.motors.m3, actual.motors.m4) | ||
PWM2RPM_SCALE = 0.2685 | ||
PWM2RPM_CONST = 4070.3 | ||
MIN_PWM = 20000 | ||
MAX_PWM = 65535 | ||
new_action = PWM2RPM_SCALE * np.clip(np.array([actual.motors.m1, actual.motors.m2, actual.motors.m3, actual.motors.m4]), MIN_PWM, MAX_PWM) + PWM2RPM_CONST | ||
print(i, new_action) | ||
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# action[j, :] = [actual.motors.m1, actual.motors.m2, actual.motors.m3, actual.motors.m4] | ||
# action[j, :] = new_action | ||
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#### Go to the next way point and loop ##################### | ||
for j in range(num_drones): | ||
wp_counters[j] = wp_counters[j] + 1 if wp_counters[j] < (NUM_WP-1) else 0 | ||
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#### Log the simulation #################################### | ||
for j in range(num_drones): | ||
logger.log(drone=j, | ||
timestamp=i/env.CTRL_FREQ, | ||
state=obs[j], | ||
control=np.hstack([TARGET_POS[wp_counters[j], 0:2], INIT_XYZS[j, 2], INIT_RPYS[j, :], np.zeros(6)]) | ||
# control=np.hstack([INIT_XYZS[j, :]+TARGET_POS[wp_counters[j], :], INIT_RPYS[j, :], np.zeros(6)]) | ||
) | ||
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#### Printout ############################################## | ||
# env.render() | ||
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#### Sync the simulation ################################### | ||
if gui: | ||
sync(i, START, env.CTRL_TIMESTEP) | ||
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#### Close the environment ################################# | ||
env.close() | ||
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#### Save the simulation results ########################### | ||
logger.save() | ||
logger.save_as_csv("pid") # Optional CSV save | ||
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#### Plot the simulation results ########################### | ||
if plot: | ||
logger.plot() | ||
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if __name__ == "__main__": | ||
#### Define and parse (optional) arguments for the script ## | ||
parser = argparse.ArgumentParser(description='Helix flight script using CtrlAviary and DSLPIDControl') | ||
parser.add_argument('--drone', default=DEFAULT_DRONES, type=DroneModel, help='Drone model (default: CF2X)', metavar='', choices=DroneModel) | ||
parser.add_argument('--num_drones', default=DEFAULT_NUM_DRONES, type=int, help='Number of drones (default: 3)', metavar='') | ||
parser.add_argument('--physics', default=DEFAULT_PHYSICS, type=Physics, help='Physics updates (default: PYB)', metavar='', choices=Physics) | ||
parser.add_argument('--gui', default=DEFAULT_GUI, type=str2bool, help='Whether to use PyBullet GUI (default: True)', metavar='') | ||
parser.add_argument('--record_video', default=DEFAULT_RECORD_VISION, type=str2bool, help='Whether to record a video (default: False)', metavar='') | ||
parser.add_argument('--plot', default=DEFAULT_PLOT, type=str2bool, help='Whether to plot the simulation results (default: True)', metavar='') | ||
parser.add_argument('--user_debug_gui', default=DEFAULT_USER_DEBUG_GUI, type=str2bool, help='Whether to add debug lines and parameters to the GUI (default: False)', metavar='') | ||
parser.add_argument('--obstacles', default=DEFAULT_OBSTACLES, type=str2bool, help='Whether to add obstacles to the environment (default: True)', metavar='') | ||
parser.add_argument('--simulation_freq_hz', default=DEFAULT_SIMULATION_FREQ_HZ, type=int, help='Simulation frequency in Hz (default: 240)', metavar='') | ||
parser.add_argument('--control_freq_hz', default=DEFAULT_CONTROL_FREQ_HZ, type=int, help='Control frequency in Hz (default: 48)', metavar='') | ||
parser.add_argument('--duration_sec', default=DEFAULT_DURATION_SEC, type=int, help='Duration of the simulation in seconds (default: 5)', metavar='') | ||
parser.add_argument('--output_folder', default=DEFAULT_OUTPUT_FOLDER, type=str, help='Folder where to save logs (default: "results")', metavar='') | ||
parser.add_argument('--colab', default=DEFAULT_COLAB, type=bool, help='Whether example is being run by a notebook (default: "False")', metavar='') | ||
ARGS = parser.parse_args() | ||
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run(**vars(ARGS)) |
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