Chapter 10 follow behaviors

This commit is contained in:
Danny Staple 2022-03-17 23:06:16 +00:00
parent a4a6689087
commit 4f7f3542bf
20 changed files with 879 additions and 0 deletions

5
.deploy/ch-10-1-follow.sh Executable file
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.deploy/send-it.sh \
ch-10/1-follow/follow.py \
ch-10/1-follow/robot.py \
ch-10/1-follow/pio_encoder.py \
ch-10/1-follow/pid.py

5
.deploy/ch-10-2-graphing.sh Executable file
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.deploy/send-it.sh \
ch-10/2-graphing/graphing_follow.py \
ch-10/2-graphing/robot.py \
ch-10/2-graphing/pio_encoder.py \
ch-10/2-graphing/pid.py

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ch-10/1-follow/follow.py Normal file
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import robot
import time
import pid
robot.left_distance.distance_mode = 1
max_speed = 0.9
set_point = 15
robot.left_distance.start_ranging()
follow_pid = pid.PID(0.1, 0, 0)
last_time = time.monotonic()
print("Starting")
try:
while True:
# do we have data
if robot.left_distance.data_ready:
left_dist = robot.left_distance.distance
# get error value
error_value = left_dist - set_point
# calculate time delta
new_time = time.monotonic()
time_delta = new_time - last_time
last_time = new_time
# get speeds from pid
speed = min(max_speed, follow_pid.update(error_value, time_delta))
speed = max(-max_speed, speed)
# make movements
print(f"Dist: {left_dist}, Err: {error_value}, Speed: {speed}")
robot.set_left(speed)
robot.set_right(speed)
# reset and loop
robot.left_distance.clear_interrupt()
time.sleep(0.1)
finally:
robot.stop()
robot.left_distance.clear_interrupt()
robot.left_distance.stop_ranging()

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ch-10/1-follow/pid.py Normal file
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class PID:
def __init__(self, proportional_k, integral_k, differential_k) -> None:
self.proportional_k = proportional_k
self.integral_k = integral_k
self.differential_k = differential_k
self.integral = 0
self.last_value = 0
def update(self, error_value, time_delta):
proportional = error_value * self.proportional_k
self.integral += error_value * time_delta
integral = self.integral * self.integral_k
differentiated_error = (error_value - self.last_value) / time_delta
differential = differentiated_error * self.differential_k
return proportional + integral + differential

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import rp2pio
import adafruit_pioasm
import array
program = """
; use the osr for count
; input pins c1 c2
set y, 0 ; clear y
mov osr, y ; and clear osr
read:
; x will be the old value
; y the new values
mov x, y ; store old Y in x
in null, 32 ; Clear ISR - using y
in pins, 2 ; read two pins into y
mov y, isr
jmp x!=y, different ; Jump if its different
jmp read ; otherwise loop back to read
different:
; x has old value, y has new.
; extract the upper bit of X.
in x, 31 ; get bit 31 - old p1 (remember which direction it came in)
in null, 31 ; keep only 1 bit
mov x, isr ; put this back in x
jmp !x, c1_old_zero
c1_old_not_zero:
jmp pin, count_up
jmp count_down
c1_old_zero:
jmp pin, count_down
; fall through
count_up:
; for a clockwise move - we'll add 1 by inverting
mov x, ~ osr ; store inverted OSR on x
jmp x--, fake ; use jump to take off 1
fake:
mov x, ~ x ; invert back
jmp send
count_down:
; for a clockwise move, just take one off
mov x, osr ; store osr in x
jmp x--, send ; dec and send
send:
; send x.
mov isr, x ; send it
push noblock ; put ISR into input FIFO
mov osr, x ; put X back in OSR
jmp read ; loop back
"""
assembled = adafruit_pioasm.assemble(program)
class QuadratureEncoder:
def __init__(self, first_pin, second_pin, reversed=False):
"""Encoder with 2 pins. Must use sequential pins on the board"""
self.sm = rp2pio.StateMachine(
assembled,
frequency=0,
first_in_pin=first_pin,
jmp_pin=second_pin,
in_pin_count=2
)
self.reversed = reversed
self._buffer = array.array('i', [0])
def read(self):
while self.sm.in_waiting:
self.sm.readinto(self._buffer)
if self.reversed:
return -self._buffer[0]
else:
return self._buffer[0]

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ch-10/1-follow/robot.py Executable file
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import board
import pwmio
import pio_encoder
import busio
import adafruit_vl53l1x
motor_A1 = pwmio.PWMOut(board.GP17)
motor_A2 = pwmio.PWMOut(board.GP16)
motor_B1 = pwmio.PWMOut(board.GP18)
motor_B2 = pwmio.PWMOut(board.GP19)
right_motor = motor_A1, motor_A2
left_motor = motor_B1, motor_B2
right_encoder = pio_encoder.QuadratureEncoder(board.GP20, board.GP21, reversed=True)
left_encoder = pio_encoder.QuadratureEncoder(board.GP26, board.GP27)
i2c0 = busio.I2C(sda=board.GP0, scl=board.GP1)
i2c1 = busio.I2C(sda=board.GP2, scl=board.GP3)
right_distance = adafruit_vl53l1x.VL53L1X(i2c0)
left_distance = adafruit_vl53l1x.VL53L1X(i2c1)
def stop():
motor_A1.duty_cycle = 0
motor_A2.duty_cycle = 0
motor_B1.duty_cycle = 0
motor_B2.duty_cycle = 0
def set_speed(motor, speed):
# Swap motor pins if we reverse the speed
if speed < 0:
direction = motor[1], motor[0]
speed = -speed
else:
direction = motor
speed = min(speed, 1) # limit to 1.0
max_speed = 2**16-1
direction[0].duty_cycle = int(max_speed * speed)
direction[1].duty_cycle = 0
def set_left(speed):
set_speed(left_motor, speed)
def set_right(speed):
set_speed(right_motor, speed)

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import time
import json
from adafruit_esp32spi import adafruit_esp32spi_wsgiserver
from adafruit_wsgi.wsgi_app import WSGIApp
import pid
import robot
import robot_wifi
class FollowApp:
def __init__(self) -> None:
self.max_speed = 0.9
self.follow_pid = pid.PID(0.1, 0.1, 0.015)
self.wifi = None
self.server = None
self.last_time = time.monotonic_ns()
self.left_dist = 0
self.pid_output = 0
def setup_robot(self):
robot.left_distance.distance_mode = 1
def setup_wifi(self, app):
print("Setting up wifi.")
self.wifi, esp = robot_wifi.connect_to_wifi()
self.server = adafruit_esp32spi_wsgiserver.WSGIServer(
80,
application=app
)
adafruit_esp32spi_wsgiserver.set_interface(esp)
print("Starting server")
self.server.start()
ip_int = ".".join(str(int(n)) for n in esp.ip_address)
print(f"IP Address is {ip_int}")
def index(self, request):
print("Handling request")
return 200, [('Content-Type', 'application/json')], [json.dumps(
{
"last_value": self.pid.last_value,
"pid_output": self.pid_output,
"time": self.last_time
}
)]
def movement_update(self):
# do we have data
if robot.left_distance.data_ready:
self.left_dist = robot.left_distance.distance
# calculate time delta
new_time = time.monotonic_ns()
time_delta = new_time - self.last_time
self.last_time = new_time
# get speeds from pid
self.pid_output = self.follow_pid.update(self.left_dist, time_delta)
speed = min(self.max_speed, self.pid_output)
speed = max(-self.max_speed, speed)
# make movements
if abs(speed) < 0.3:
speed = 0
robot.set_left(speed)
robot.set_right(speed)
# reset and loop
robot.left_distance.clear_interrupt()
def main_loop(self):
robot.left_distance.start_ranging()
self.last_time = time.monotonic()
while True:
try:
self.movement_update()
self.server.update_poll()
except RuntimeError as e:
print(f"Server poll error: {type(e)}, {e}")
robot.stop()
print(f"Resetting ESP...")
self.wifi.reset()
print("Reset complete.")
def start(self):
app = WSGIApp()
app.route("/")(self.index)
print("Starting")
try:
self.setup_robot()
self.setup_wifi(app)
self.main_loop()
finally:
robot.stop()
robot.left_distance.clear_interrupt()
robot.left_distance.stop_ranging()
FollowApp().start()

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""" Turn JSON data stream into graphs"""
import requests
import matplotlib.pyplot as plt
from matplotlib.animation import FuncAnimation
url = 'http://192.168.1.128'
class SensorStream:
def __init__(self) -> None:
self.reset()
def reset(self):
self.error_values = []
self.pid_outputs = []
self.times = []
def sensor_stream(self, frame):
response = requests.get(url, timeout=1)
print(f"Content: {response.content}")
print(f"status: {response.status_code}")
item = response.json()
print(f"Received: {item}")
if self.times and item['time'] < self.times[-1]:
self.reset()
self.times.append(item['time'])
self.error_values.append(item['last_value'])
self.pid_outputs.append(item['pid_output'])
if len(self.times) > 100:
self.times = self.times[-100:]
self.error_values = self.error_values[-100:]
self.pid_outputs = self.pid_outputs[-100:]
plt.cla() # clear axes.
# plot the items
plt.plot(self.times, self.error_values, label="error")
plt.plot(self.times, self.pid_outputs, label="pid")
plt.legend(loc='upper right')
def start(self):
# Create the animation. GFC - get current figure. random_stream - callback func.
self.ani = FuncAnimation(plt.gcf(), self.sensor_stream, interval=200)
plt.tight_layout()
plt.show()
SensorStream().start()

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matplotlib
requests

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ch-10/2-graphing/pid.py Normal file
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class PID:
def __init__(self, proportional_k, integral_k, differential_k, set_point):
self.proportional_k = proportional_k
self.integral_k = integral_k
self.differential_k = differential_k
self.set_point = set_point
self.error_sum = 0
self.last_value = 0
self.min_output = -1
self.max_output = 1
def update(self, measurement, time_delta):
error_value = measurement - self.set_point
proportional = error_value * self.proportional_k
# calculate integral
self.error_sum += error_value * time_delta
# clamp it
self.error_sum = min(self.max_output, self.error_sum)
self.error_sum = max(self.min_output, self.error_sum)
integral = self.error_sum * self.integral_k
differentiated_error = (error_value - self.last_value) / time_delta
differential = differentiated_error * self.differential_k
output = proportional + integral + differential
# clamp output
output = min(self.max_output, output)
output = max(self.min_output, output)
return output

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import rp2pio
import adafruit_pioasm
import array
program = """
; use the osr for count
; input pins c1 c2
set y, 0 ; clear y
mov osr, y ; and clear osr
read:
; x will be the old value
; y the new values
mov x, y ; store old Y in x
in null, 32 ; Clear ISR - using y
in pins, 2 ; read two pins into y
mov y, isr
jmp x!=y, different ; Jump if its different
jmp read ; otherwise loop back to read
different:
; x has old value, y has new.
; extract the upper bit of X.
in x, 31 ; get bit 31 - old p1 (remember which direction it came in)
in null, 31 ; keep only 1 bit
mov x, isr ; put this back in x
jmp !x, c1_old_zero
c1_old_not_zero:
jmp pin, count_up
jmp count_down
c1_old_zero:
jmp pin, count_down
; fall through
count_up:
; for a clockwise move - we'll add 1 by inverting
mov x, ~ osr ; store inverted OSR on x
jmp x--, fake ; use jump to take off 1
fake:
mov x, ~ x ; invert back
jmp send
count_down:
; for a clockwise move, just take one off
mov x, osr ; store osr in x
jmp x--, send ; dec and send
send:
; send x.
mov isr, x ; send it
push noblock ; put ISR into input FIFO
mov osr, x ; put X back in OSR
jmp read ; loop back
"""
assembled = adafruit_pioasm.assemble(program)
class QuadratureEncoder:
def __init__(self, first_pin, second_pin, reversed=False):
"""Encoder with 2 pins. Must use sequential pins on the board"""
self.sm = rp2pio.StateMachine(
assembled,
frequency=0,
first_in_pin=first_pin,
jmp_pin=second_pin,
in_pin_count=2
)
self.reversed = reversed
self._buffer = array.array('i', [0])
def read(self):
while self.sm.in_waiting:
self.sm.readinto(self._buffer)
if self.reversed:
return -self._buffer[0]
else:
return self._buffer[0]

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ch-10/2-graphing/robot.py Executable file
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import board
import pwmio
import pio_encoder
import busio
import adafruit_vl53l1x
motor_A1 = pwmio.PWMOut(board.GP17)
motor_A2 = pwmio.PWMOut(board.GP16)
motor_B1 = pwmio.PWMOut(board.GP18)
motor_B2 = pwmio.PWMOut(board.GP19)
right_motor = motor_A1, motor_A2
left_motor = motor_B1, motor_B2
right_encoder = pio_encoder.QuadratureEncoder(board.GP20, board.GP21, reversed=True)
left_encoder = pio_encoder.QuadratureEncoder(board.GP26, board.GP27)
i2c0 = busio.I2C(sda=board.GP0, scl=board.GP1)
i2c1 = busio.I2C(sda=board.GP2, scl=board.GP3)
right_distance = adafruit_vl53l1x.VL53L1X(i2c0)
left_distance = adafruit_vl53l1x.VL53L1X(i2c1)
def stop():
motor_A1.duty_cycle = 0
motor_A2.duty_cycle = 0
motor_B1.duty_cycle = 0
motor_B2.duty_cycle = 0
def set_speed(motor, speed):
# Swap motor pins if we reverse the speed
if speed < 0:
direction = motor[1], motor[0]
speed = -speed
else:
direction = motor
speed = min(speed, 1) # limit to 1.0
max_speed = 2**16-1
direction[0].duty_cycle = int(max_speed * speed)
direction[1].duty_cycle = 0
def set_left(speed):
set_speed(left_motor, speed)
def set_right(speed):
set_speed(right_motor, speed)

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import board
import busio
from digitalio import DigitalInOut
from adafruit_esp32spi import adafruit_esp32spi
from adafruit_esp32spi import adafruit_esp32spi_wifimanager
try:
from secrets import secrets
except ImportError:
print("WiFi secrets are kept in secrets.py, please add them there!")
raise
def connect_to_wifi():
esp32_cs = DigitalInOut(board.GP10)
esp32_ready = DigitalInOut(board.GP9)
esp32_reset = DigitalInOut(board.GP8)
spi = busio.SPI(board.GP14, MOSI=board.GP11, MISO=board.GP12)
esp = adafruit_esp32spi.ESP_SPIcontrol(spi, esp32_cs, esp32_ready, esp32_reset)
esp.reset()
wifi = adafruit_esp32spi_wifimanager.ESPSPI_WiFiManager(esp, secrets)
wifi.connect()
return wifi, esp

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""" Turn JSON data stream into graphs"""
from itertools import count
import requests
import matplotlib.pyplot as plt
from matplotlib.animation import FuncAnimation
url = 'http://192.168.1.128'
class SensorStream:
def __init__(self) -> None:
self.index = count()
self.error_values = []
self.sensor_values = []
self.pid_outputs = []
self.x_values = []
self.set_point = requests.get(f"{url}/set_point").json()
def sensor_stream(self):
item = requests.get(url).json()
print(f"Received: {item.decode('utf-8')}")
self.x_vals.append(next(self.index))
self.error_values.append(item['error_value'])
self.sensor_values.append(item['sensor_value'])
self.pid_outputs.append(item['pid_output'])
if len(self.x_vals) > 100:
self.x_vals = self.x_vals[-100:]
self.error_values = self.error_values[-100:]
self.sensor_values = self.sensor_values[-100:]
self.pid_outputs = self.pid_outputs[-100:]
plt.cla() # clear axes.
# plot the items
plt.plot(self.x_vals, self.error_values, label="error")
plt.plot(self.x_vals, self.sensor_values, label="sensor")
plt.plot(self.x_vals, self.pid_outputs, label="pid")
plt.legend(loc='upper right')
def start(self):
plt.style.use('fivethirtyeight')
# Create the animation. GFC - get current figure. random_stream - callback func.
self.ani = FuncAnimation(plt.gcf(), self.sensor_stream, interval=200)
plt.tight_layout()
plt.show()
SensorStream().start()

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class PID:
def __init__(self, proportional_k, integral_k, differential_k) -> None:
self.proportional_k = proportional_k
self.integral_k = integral_k
self.differential_k = differential_k
self.integral = 0
self.last_value = 0
def update(self, error_value, time_delta):
proportional = error_value * self.proportional_k
self.integral += error_value * time_delta
integral = self.integral * self.integral_k
differentiated_error = (error_value - self.last_value) / time_delta
differential = differentiated_error * self.differential_k
return proportional + integral + differential

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import rp2pio
import adafruit_pioasm
import array
program = """
; use the osr for count
; input pins c1 c2
set y, 0 ; clear y
mov osr, y ; and clear osr
read:
; x will be the old value
; y the new values
mov x, y ; store old Y in x
in null, 32 ; Clear ISR - using y
in pins, 2 ; read two pins into y
mov y, isr
jmp x!=y, different ; Jump if its different
jmp read ; otherwise loop back to read
different:
; x has old value, y has new.
; extract the upper bit of X.
in x, 31 ; get bit 31 - old p1 (remember which direction it came in)
in null, 31 ; keep only 1 bit
mov x, isr ; put this back in x
jmp !x, c1_old_zero
c1_old_not_zero:
jmp pin, count_up
jmp count_down
c1_old_zero:
jmp pin, count_down
; fall through
count_up:
; for a clockwise move - we'll add 1 by inverting
mov x, ~ osr ; store inverted OSR on x
jmp x--, fake ; use jump to take off 1
fake:
mov x, ~ x ; invert back
jmp send
count_down:
; for a clockwise move, just take one off
mov x, osr ; store osr in x
jmp x--, send ; dec and send
send:
; send x.
mov isr, x ; send it
push noblock ; put ISR into input FIFO
mov osr, x ; put X back in OSR
jmp read ; loop back
"""
assembled = adafruit_pioasm.assemble(program)
class QuadratureEncoder:
def __init__(self, first_pin, second_pin, reversed=False):
"""Encoder with 2 pins. Must use sequential pins on the board"""
self.sm = rp2pio.StateMachine(
assembled,
frequency=0,
first_in_pin=first_pin,
jmp_pin=second_pin,
in_pin_count=2
)
self.reversed = reversed
self._buffer = array.array('i', [0])
def read(self):
while self.sm.in_waiting:
self.sm.readinto(self._buffer)
if self.reversed:
return -self._buffer[0]
else:
return self._buffer[0]

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ch-10/3-wall-follow/robot.py Executable file
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import board
import pwmio
import pio_encoder
import busio
import adafruit_vl53l1x
motor_A1 = pwmio.PWMOut(board.GP17)
motor_A2 = pwmio.PWMOut(board.GP16)
motor_B1 = pwmio.PWMOut(board.GP18)
motor_B2 = pwmio.PWMOut(board.GP19)
right_motor = motor_A1, motor_A2
left_motor = motor_B1, motor_B2
right_encoder = pio_encoder.QuadratureEncoder(board.GP20, board.GP21, reversed=True)
left_encoder = pio_encoder.QuadratureEncoder(board.GP26, board.GP27)
i2c0 = busio.I2C(sda=board.GP0, scl=board.GP1)
i2c1 = busio.I2C(sda=board.GP2, scl=board.GP3)
right_distance = adafruit_vl53l1x.VL53L1X(i2c0)
left_distance = adafruit_vl53l1x.VL53L1X(i2c1)
def stop():
motor_A1.duty_cycle = 0
motor_A2.duty_cycle = 0
motor_B1.duty_cycle = 0
motor_B2.duty_cycle = 0
def set_speed(motor, speed):
# Swap motor pins if we reverse the speed
if speed < 0:
direction = motor[1], motor[0]
speed = -speed
else:
direction = motor
speed = min(speed, 1) # limit to 1.0
max_speed = 2**16-1
direction[0].duty_cycle = int(max_speed * speed)
direction[1].duty_cycle = 0
def set_left(speed):
set_speed(left_motor, speed)
def set_right(speed):
set_speed(right_motor, speed)

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import board
import busio
from digitalio import DigitalInOut
from adafruit_esp32spi import adafruit_esp32spi
from adafruit_esp32spi import adafruit_esp32spi_wifimanager
try:
from secrets import secrets
except ImportError:
print("WiFi secrets are kept in secrets.py, please add them there!")
raise
def connect_to_wifi():
esp32_cs = DigitalInOut(board.GP10)
esp32_ready = DigitalInOut(board.GP9)
esp32_reset = DigitalInOut(board.GP8)
spi = busio.SPI(board.GP14, MOSI=board.GP11, MISO=board.GP12)
esp = adafruit_esp32spi.ESP_SPIcontrol(spi, esp32_cs, esp32_ready, esp32_reset)
esp.reset()
wifi = adafruit_esp32spi_wifimanager.ESPSPI_WiFiManager(esp, secrets)
wifi.connect()
return wifi, esp

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import time
import json
import math
from adafruit_esp32spi import adafruit_esp32spi_wsgiserver
from adafruit_wsgi.wsgi_app import WSGIApp
import pid
import robot
import robot_wifi
app = WSGIApp()
class FollowWallApp:
def __init__(self) -> None:
self. self.speed = 0.6
= 0.6
self.max_deflection = 0.4
self.set_point = 15
self.follow_pid = pid.PID(0.1, 0, 0)
self.wifi = None
self.server = None
self.last_time = 0
self.left_dist = 0
self.error_value = 0
self.pid_output = 0
def setup_robot():
robot.left_distance.distance_mode = 1
def setup_wifi(self):
print("Setting up wifi.")
self.wifi, esp = robot_wifi.connect_to_wifi()
self.server = adafruit_esp32spi_wsgiserver.WSGIServer(
80,
application=app
)
adafruit_esp32spi_wsgiserver.set_interface(esp)
print("Starting server")
self.server.start()
ip_int = ".".join(str(int(n)) for n in esp.ip_address)
print(f"IP Address is {ip_int}")
@app.route("/")
def index(self, request):
return 200, [('Content-Type', 'application/json')], [json.dumps(
{
"error_value": self.error_value,
"left_dist": self.left_dist,
"pid_output": self.pid_output,
"last_time": self.last_time
}
)]
@app.route("/set_point")
def set_point(self, request):
return 200, [('Content-Type', 'application/json')], [json.dumps(self.set_point)]
def movement_update(self):
# do we have data
if robot.left_distance.data_ready:
self.left_dist = robot.left_distance.distance
# get error value
self.error_value = self.left_dist - self.set_point
# calculate time delta
new_time = time.monotonic()
time_delta = new_time - self.last_time
self.last_time = new_time
# get turn from pid
self.pid_output = self.follow_pid.update(self.error_value, time_delta)
deflection = min(self.max_deflection, self.pid_output)
deflection = max(-self.max_deflection, deflection)
# make movements
print(f"Dist: {self.left_dist}, Err: {self.error_value}, Deflection: {deflection}")
robot.set_left(self.speed + deflection)
robot.set_right(self.speed - deflection)
# reset and loop
robot.left_distance.clear_interrupt()
def main_loop(self):
robot.left_distance.start_ranging()
self.last_time = time.monotonic()
while True:
try:
self.movement_update()
self.server.update_poll()
time.sleep(0.1)
except RuntimeError as e:
print(f"Server poll error: {type(e)}, {e}")
robot.stop()
print(f"Resetting ESP...")
self.wifi.reset()
print("Reset complete.")
def start(self):
print("Starting")
try:
self.setup_robot()
self.setup_wifi()
self.main_loop()
finally:
robot.stop()
robot.left_distance.clear_interrupt()
robot.left_distance.stop_ranging()
FollowWallApp().start()