openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 200 supported car makes and models.
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import zmq
import math
import numpy as np
from common.realtime import sec_since_boot
from selfdrive.services import service_list
from selfdrive.swaglog import cloudlog
from selfdrive.controls.lib.lateral_mpc import libmpc_py
from selfdrive.controls.lib.drive_helpers import MPC_COST_LAT
from selfdrive.controls.lib.model_parser import ModelParser
import selfdrive.messaging as messaging
def calc_states_after_delay(states, v_ego, steer_angle, curvature_factor, steer_ratio, delay):
states[0].x = v_ego * delay
states[0].psi = v_ego * curvature_factor * math.radians(steer_angle) / steer_ratio * delay
return states
class PathPlanner(object):
def __init__(self, CP):
self.MP = ModelParser()
self.l_poly = [0., 0., 0., 0.]
self.r_poly = [0., 0., 0., 0.]
self.last_cloudlog_t = 0
context = zmq.Context()
self.plan = messaging.pub_sock(context, service_list['pathPlan'].port)
self.livempc = messaging.pub_sock(context, service_list['liveMpc'].port)
self.setup_mpc(CP.steerRateCost)
self.invalid_counter = 0
def setup_mpc(self, steer_rate_cost):
self.libmpc = libmpc_py.libmpc
self.libmpc.init(MPC_COST_LAT.PATH, MPC_COST_LAT.LANE, MPC_COST_LAT.HEADING, steer_rate_cost)
self.mpc_solution = libmpc_py.ffi.new("log_t *")
self.cur_state = libmpc_py.ffi.new("state_t *")
self.cur_state[0].x = 0.0
self.cur_state[0].y = 0.0
self.cur_state[0].psi = 0.0
self.cur_state[0].delta = 0.0
self.angle_steers_des = 0.0
self.angle_steers_des_mpc = 0.0
self.angle_steers_des_prev = 0.0
self.angle_steers_des_time = 0.0
def update(self, CP, VM, CS, md, live100, live_parameters):
v_ego = CS.carState.vEgo
angle_steers = CS.carState.steeringAngle
active = live100.live100.active
angle_offset_average = live_parameters.liveParameters.angleOffsetAverage
angle_offset_bias = live100.live100.angleModelBias + angle_offset_average
self.MP.update(v_ego, md)
# Run MPC
self.angle_steers_des_prev = self.angle_steers_des_mpc
VM.update_params(live_parameters.liveParameters.stiffnessFactor, live_parameters.liveParameters.steerRatio)
curvature_factor = VM.curvature_factor(v_ego)
l_poly = libmpc_py.ffi.new("double[4]", list(self.MP.l_poly))
r_poly = libmpc_py.ffi.new("double[4]", list(self.MP.r_poly))
p_poly = libmpc_py.ffi.new("double[4]", list(self.MP.p_poly))
# account for actuation delay
self.cur_state = calc_states_after_delay(self.cur_state, v_ego, angle_steers - angle_offset_average, curvature_factor, VM.sR, CP.steerActuatorDelay)
v_ego_mpc = max(v_ego, 5.0) # avoid mpc roughness due to low speed
self.libmpc.run_mpc(self.cur_state, self.mpc_solution,
l_poly, r_poly, p_poly,
self.MP.l_prob, self.MP.r_prob, self.MP.p_prob, curvature_factor, v_ego_mpc, self.MP.lane_width)
# reset to current steer angle if not active or overriding
if active:
delta_desired = self.mpc_solution[0].delta[1]
rate_desired = math.degrees(self.mpc_solution[0].rate[0] * VM.sR)
else:
delta_desired = math.radians(angle_steers - angle_offset_bias) / VM.sR
rate_desired = 0.0
self.cur_state[0].delta = delta_desired
self.angle_steers_des_mpc = float(math.degrees(delta_desired * VM.sR) + angle_offset_bias)
# Check for infeasable MPC solution
mpc_nans = np.any(np.isnan(list(self.mpc_solution[0].delta)))
t = sec_since_boot()
if mpc_nans:
self.libmpc.init(MPC_COST_LAT.PATH, MPC_COST_LAT.LANE, MPC_COST_LAT.HEADING, CP.steerRateCost)
self.cur_state[0].delta = math.radians(angle_steers) / VM.sR
if t > self.last_cloudlog_t + 5.0:
self.last_cloudlog_t = t
cloudlog.warning("Lateral mpc - nan: True")
if self.mpc_solution[0].cost > 20000. or mpc_nans: # TODO: find a better way to detect when MPC did not converge
self.invalid_counter += 1
else:
self.invalid_counter = 0
plan_valid = self.invalid_counter < 2
plan_send = messaging.new_message()
plan_send.init('pathPlan')
plan_send.pathPlan.laneWidth = float(self.MP.lane_width)
getting ready for Python 3 (#619) * tabs to spaces python 2 to 3: https://portingguide.readthedocs.io/en/latest/syntax.html#tabs-and-spaces * use the new except syntax python 2 to 3: https://portingguide.readthedocs.io/en/latest/exceptions.html#the-new-except-syntax * make relative imports absolute python 2 to 3: https://portingguide.readthedocs.io/en/latest/imports.html#absolute-imports * Queue renamed to queue in python 3 Use the six compatibility library to support both python 2 and 3: https://portingguide.readthedocs.io/en/latest/stdlib-reorg.html#renamed-modules * replace dict.has_key() with in python 2 to 3: https://portingguide.readthedocs.io/en/latest/dicts.html#removed-dict-has-key * make dict views compatible with python 3 python 2 to 3: https://portingguide.readthedocs.io/en/latest/dicts.html#dict-views-and-iterators Where needed, wrapping things that will be a view in python 3 with a list(). For example, if it's accessed with [] Python 3 has no iter*() methods, so just using the values() instead of itervalues() as long as it's not too performance intensive. Note that any minor performance hit of using a list instead of a view will go away when switching to python 3. If it is intensive, we could use the six version. * Explicitly use truncating division python 2 to 3: https://portingguide.readthedocs.io/en/latest/numbers.html#division python 3 treats / as float division. When we want the result to be an integer, use // * replace map() with list comprehension where a list result is needed. In python 3, map() returns an iterator. python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-map-and-filter * replace filter() with list comprehension In python 3, filter() returns an interatoooooooooooor. python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-map-and-filter * wrap zip() in list() where we need the result to be a list python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-zip * clean out some lint Removes these pylint warnings: ************* Module selfdrive.car.chrysler.chryslercan W: 15, 0: Unnecessary semicolon (unnecessary-semicolon) W: 16, 0: Unnecessary semicolon (unnecessary-semicolon) W: 25, 0: Unnecessary semicolon (unnecessary-semicolon) ************* Module common.dbc W:101, 0: Anomalous backslash in string: '\?'. String constant might be missing an r prefix. (anomalous-backslash-in-string) ************* Module selfdrive.car.gm.interface R:102, 6: Redefinition of ret.minEnableSpeed type from float to int (redefined-variable-type) R:103, 6: Redefinition of ret.mass type from int to float (redefined-variable-type) ************* Module selfdrive.updated R: 20, 6: Redefinition of r type from int to str (redefined-variable-type) old-commit-hash: 9dae0bfac4e54ec2b2e488d2b4ead1495c8f56d8
6 years ago
plan_send.pathPlan.dPoly = [float(x) for x in self.MP.d_poly]
plan_send.pathPlan.cPoly = [float(x) for x in self.MP.c_poly]
plan_send.pathPlan.cProb = float(self.MP.c_prob)
getting ready for Python 3 (#619) * tabs to spaces python 2 to 3: https://portingguide.readthedocs.io/en/latest/syntax.html#tabs-and-spaces * use the new except syntax python 2 to 3: https://portingguide.readthedocs.io/en/latest/exceptions.html#the-new-except-syntax * make relative imports absolute python 2 to 3: https://portingguide.readthedocs.io/en/latest/imports.html#absolute-imports * Queue renamed to queue in python 3 Use the six compatibility library to support both python 2 and 3: https://portingguide.readthedocs.io/en/latest/stdlib-reorg.html#renamed-modules * replace dict.has_key() with in python 2 to 3: https://portingguide.readthedocs.io/en/latest/dicts.html#removed-dict-has-key * make dict views compatible with python 3 python 2 to 3: https://portingguide.readthedocs.io/en/latest/dicts.html#dict-views-and-iterators Where needed, wrapping things that will be a view in python 3 with a list(). For example, if it's accessed with [] Python 3 has no iter*() methods, so just using the values() instead of itervalues() as long as it's not too performance intensive. Note that any minor performance hit of using a list instead of a view will go away when switching to python 3. If it is intensive, we could use the six version. * Explicitly use truncating division python 2 to 3: https://portingguide.readthedocs.io/en/latest/numbers.html#division python 3 treats / as float division. When we want the result to be an integer, use // * replace map() with list comprehension where a list result is needed. In python 3, map() returns an iterator. python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-map-and-filter * replace filter() with list comprehension In python 3, filter() returns an interatoooooooooooor. python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-map-and-filter * wrap zip() in list() where we need the result to be a list python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-zip * clean out some lint Removes these pylint warnings: ************* Module selfdrive.car.chrysler.chryslercan W: 15, 0: Unnecessary semicolon (unnecessary-semicolon) W: 16, 0: Unnecessary semicolon (unnecessary-semicolon) W: 25, 0: Unnecessary semicolon (unnecessary-semicolon) ************* Module common.dbc W:101, 0: Anomalous backslash in string: '\?'. String constant might be missing an r prefix. (anomalous-backslash-in-string) ************* Module selfdrive.car.gm.interface R:102, 6: Redefinition of ret.minEnableSpeed type from float to int (redefined-variable-type) R:103, 6: Redefinition of ret.mass type from int to float (redefined-variable-type) ************* Module selfdrive.updated R: 20, 6: Redefinition of r type from int to str (redefined-variable-type) old-commit-hash: 9dae0bfac4e54ec2b2e488d2b4ead1495c8f56d8
6 years ago
plan_send.pathPlan.lPoly = [float(x) for x in l_poly]
plan_send.pathPlan.lProb = float(self.MP.l_prob)
getting ready for Python 3 (#619) * tabs to spaces python 2 to 3: https://portingguide.readthedocs.io/en/latest/syntax.html#tabs-and-spaces * use the new except syntax python 2 to 3: https://portingguide.readthedocs.io/en/latest/exceptions.html#the-new-except-syntax * make relative imports absolute python 2 to 3: https://portingguide.readthedocs.io/en/latest/imports.html#absolute-imports * Queue renamed to queue in python 3 Use the six compatibility library to support both python 2 and 3: https://portingguide.readthedocs.io/en/latest/stdlib-reorg.html#renamed-modules * replace dict.has_key() with in python 2 to 3: https://portingguide.readthedocs.io/en/latest/dicts.html#removed-dict-has-key * make dict views compatible with python 3 python 2 to 3: https://portingguide.readthedocs.io/en/latest/dicts.html#dict-views-and-iterators Where needed, wrapping things that will be a view in python 3 with a list(). For example, if it's accessed with [] Python 3 has no iter*() methods, so just using the values() instead of itervalues() as long as it's not too performance intensive. Note that any minor performance hit of using a list instead of a view will go away when switching to python 3. If it is intensive, we could use the six version. * Explicitly use truncating division python 2 to 3: https://portingguide.readthedocs.io/en/latest/numbers.html#division python 3 treats / as float division. When we want the result to be an integer, use // * replace map() with list comprehension where a list result is needed. In python 3, map() returns an iterator. python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-map-and-filter * replace filter() with list comprehension In python 3, filter() returns an interatoooooooooooor. python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-map-and-filter * wrap zip() in list() where we need the result to be a list python 2 to 3: https://portingguide.readthedocs.io/en/latest/iterators.html#new-behavior-of-zip * clean out some lint Removes these pylint warnings: ************* Module selfdrive.car.chrysler.chryslercan W: 15, 0: Unnecessary semicolon (unnecessary-semicolon) W: 16, 0: Unnecessary semicolon (unnecessary-semicolon) W: 25, 0: Unnecessary semicolon (unnecessary-semicolon) ************* Module common.dbc W:101, 0: Anomalous backslash in string: '\?'. String constant might be missing an r prefix. (anomalous-backslash-in-string) ************* Module selfdrive.car.gm.interface R:102, 6: Redefinition of ret.minEnableSpeed type from float to int (redefined-variable-type) R:103, 6: Redefinition of ret.mass type from int to float (redefined-variable-type) ************* Module selfdrive.updated R: 20, 6: Redefinition of r type from int to str (redefined-variable-type) old-commit-hash: 9dae0bfac4e54ec2b2e488d2b4ead1495c8f56d8
6 years ago
plan_send.pathPlan.rPoly = [float(x) for x in r_poly]
plan_send.pathPlan.rProb = float(self.MP.r_prob)
plan_send.pathPlan.angleSteers = float(self.angle_steers_des_mpc)
plan_send.pathPlan.rateSteers = float(rate_desired)
plan_send.pathPlan.angleOffset = float(angle_offset_average)
plan_send.pathPlan.valid = bool(plan_valid)
plan_send.pathPlan.paramsValid = bool(live_parameters.liveParameters.valid)
self.plan.send(plan_send.to_bytes())
dat = messaging.new_message()
dat.init('liveMpc')
dat.liveMpc.x = list(self.mpc_solution[0].x)
dat.liveMpc.y = list(self.mpc_solution[0].y)
dat.liveMpc.psi = list(self.mpc_solution[0].psi)
dat.liveMpc.delta = list(self.mpc_solution[0].delta)
dat.liveMpc.cost = self.mpc_solution[0].cost
self.livempc.send(dat.to_bytes())