import yaml
import os
import time
from abc import abstractmethod , ABC
from typing import Any , Dict , Optional , Tuple , List , Callable
from cereal import car
from common . basedir import BASEDIR
from common . conversions import Conversions as CV
from common . kalman . simple_kalman import KF1D
from common . numpy_fast import clip , interp
from common . realtime import DT_CTRL
from selfdrive . car import apply_hysteresis , gen_empty_fingerprint , scale_rot_inertia , scale_tire_stiffness
from selfdrive . controls . lib . drive_helpers import V_CRUISE_MAX , apply_center_deadzone
from selfdrive . controls . lib . events import Events
from selfdrive . controls . lib . vehicle_model import VehicleModel
ButtonType = car . CarState . ButtonEvent . Type
GearShifter = car . CarState . GearShifter
EventName = car . CarEvent . EventName
TorqueFromLateralAccelCallbackType = Callable [ [ float , car . CarParams . LateralTorqueTuning , float , float , bool ] , float ]
MAX_CTRL_SPEED = ( V_CRUISE_MAX + 4 ) * CV . KPH_TO_MS
ACCEL_MAX = 2.0
ACCEL_MIN = - 3.5
FRICTION_THRESHOLD = 0.3
TORQUE_PARAMS_PATH = os . path . join ( BASEDIR , ' selfdrive/car/torque_data/params.yaml ' )
TORQUE_OVERRIDE_PATH = os . path . join ( BASEDIR , ' selfdrive/car/torque_data/override.yaml ' )
TORQUE_SUBSTITUTE_PATH = os . path . join ( BASEDIR , ' selfdrive/car/torque_data/substitute.yaml ' )
def get_torque_params ( candidate ) :
with open ( TORQUE_SUBSTITUTE_PATH ) as f :
sub = yaml . load ( f , Loader = yaml . CSafeLoader )
if candidate in sub :
candidate = sub [ candidate ]
with open ( TORQUE_PARAMS_PATH ) as f :
params = yaml . load ( f , Loader = yaml . CSafeLoader )
with open ( TORQUE_OVERRIDE_PATH ) as f :
override = yaml . load ( f , Loader = yaml . CSafeLoader )
# Ensure no overlap
if sum ( [ candidate in x for x in [ sub , params , override ] ] ) > 1 :
raise RuntimeError ( f ' { candidate } is defined twice in torque config ' )
if candidate in override :
out = override [ candidate ]
elif candidate in params :
out = params [ candidate ]
else :
raise NotImplementedError ( f " Did not find torque params for { candidate } " )
return { key : out [ i ] for i , key in enumerate ( params [ ' legend ' ] ) }
# generic car and radar interfaces
class CarInterfaceBase ( ABC ) :
def __init__ ( self , CP , CarController , CarState ) :
self . CP = CP
self . VM = VehicleModel ( CP )
self . frame = 0
self . steering_unpressed = 0
self . low_speed_alert = False
self . silent_steer_warning = True
self . v_ego_cluster_seen = False
self . CS = None
self . can_parsers = [ ]
if CarState is not None :
self . CS = CarState ( CP )
self . cp = self . CS . get_can_parser ( CP )
self . cp_cam = self . CS . get_cam_can_parser ( CP )
self . cp_adas = self . CS . get_adas_can_parser ( CP )
self . cp_body = self . CS . get_body_can_parser ( CP )
self . cp_loopback = self . CS . get_loopback_can_parser ( CP )
self . can_parsers = [ self . cp , self . cp_cam , self . cp_adas , self . cp_body , self . cp_loopback ]
self . CC = None
if CarController is not None :
self . CC = CarController ( self . cp . dbc_name , CP , self . VM )
@staticmethod
def get_pid_accel_limits ( CP , current_speed , cruise_speed ) :
return ACCEL_MIN , ACCEL_MAX
@classmethod
def get_params ( cls , candidate : str , fingerprint : Optional [ Dict [ int , Dict [ int , int ] ] ] = None , car_fw : Optional [ List [ car . CarParams . CarFw ] ] = None , experimental_long : bool = False ) :
if fingerprint is None :
fingerprint = gen_empty_fingerprint ( )
if car_fw is None :
car_fw = list ( )
ret = CarInterfaceBase . get_std_params ( candidate )
ret = cls . _get_params ( ret , candidate , fingerprint , car_fw , experimental_long )
# Set common params using fields set by the car interface
# TODO: get actual value, for now starting with reasonable value for
# civic and scaling by mass and wheelbase
ret . rotationalInertia = scale_rot_inertia ( ret . mass , ret . wheelbase )
# TODO: some car interfaces set stiffness factor
if ret . tireStiffnessFront == 0 or ret . tireStiffnessRear == 0 :
# TODO: start from empirically derived lateral slip stiffness for the civic and scale by
# mass and CG position, so all cars will have approximately similar dyn behaviors
ret . tireStiffnessFront , ret . tireStiffnessRear = scale_tire_stiffness ( ret . mass , ret . wheelbase , ret . centerToFront )
return ret
@staticmethod
@abstractmethod
def _get_params ( ret : car . CarParams , candidate : str , fingerprint : Dict [ int , Dict [ int , int ] ] , car_fw : List [ car . CarParams . CarFw ] , experimental_long : bool ) :
raise NotImplementedError
@staticmethod
def init ( CP , logcan , sendcan ) :
pass
@staticmethod
def get_steer_feedforward_default ( desired_angle , v_ego ) :
# Proportional to realigning tire momentum: lateral acceleration.
# TODO: something with lateralPlan.curvatureRates
return desired_angle * ( v_ego * * 2 )
def get_steer_feedforward_function ( self ) :
return self . get_steer_feedforward_default
@staticmethod
def torque_from_lateral_accel_linear ( lateral_accel_value , torque_params , lateral_accel_error , lateral_accel_deadzone , friction_compensation ) :
# The default is a linear relationship between torque and lateral acceleration (accounting for road roll and steering friction)
friction_interp = interp (
apply_center_deadzone ( lateral_accel_error , lateral_accel_deadzone ) ,
[ - FRICTION_THRESHOLD , FRICTION_THRESHOLD ] ,
[ - torque_params . friction , torque_params . friction ]
)
friction = friction_interp if friction_compensation else 0.0
return ( lateral_accel_value / torque_params . latAccelFactor ) + friction
def torque_from_lateral_accel ( self ) - > TorqueFromLateralAccelCallbackType :
return self . torque_from_lateral_accel_linear
# returns a set of default params to avoid repetition in car specific params
@staticmethod
def get_std_params ( candidate ) :
ret = car . CarParams . new_message ( )
ret . carFingerprint = candidate
# Car docs fields
ret . maxLateralAccel = get_torque_params ( candidate ) [ ' MAX_LAT_ACCEL_MEASURED ' ]
ret . autoResumeSng = True # describes whether car can resume from a stop automatically
# standard ALC params
ret . steerControlType = car . CarParams . SteerControlType . torque
ret . minSteerSpeed = 0.
ret . wheelSpeedFactor = 1.0
ret . pcmCruise = True # openpilot's state is tied to the PCM's cruise state on most cars
ret . minEnableSpeed = - 1. # enable is done by stock ACC, so ignore this
ret . steerRatioRear = 0. # no rear steering, at least on the listed cars aboveA
ret . openpilotLongitudinalControl = False
ret . stopAccel = - 2.0
ret . stoppingDecelRate = 0.8 # brake_travel/s while trying to stop
ret . vEgoStopping = 0.5
ret . vEgoStarting = 0.5
ret . stoppingControl = True
ret . longitudinalTuning . deadzoneBP = [ 0. ]
ret . longitudinalTuning . deadzoneV = [ 0. ]
ret . longitudinalTuning . kf = 1.
ret . longitudinalTuning . kpBP = [ 0. ]
ret . longitudinalTuning . kpV = [ 1. ]
ret . longitudinalTuning . kiBP = [ 0. ]
ret . longitudinalTuning . kiV = [ 1. ]
# TODO estimate car specific lag, use .15s for now
ret . longitudinalActuatorDelayLowerBound = 0.15
ret . longitudinalActuatorDelayUpperBound = 0.15
ret . steerLimitTimer = 1.0
return ret
@staticmethod
def configure_torque_tune ( candidate , tune , steering_angle_deadzone_deg = 0.0 , use_steering_angle = True ) :
params = get_torque_params ( candidate )
tune . init ( ' torque ' )
tune . torque . useSteeringAngle = use_steering_angle
tune . torque . kp = 1.0
tune . torque . kf = 1.0
tune . torque . ki = 0.1
tune . torque . friction = params [ ' FRICTION ' ]
tune . torque . latAccelFactor = params [ ' LAT_ACCEL_FACTOR ' ]
tune . torque . latAccelOffset = 0.0
Live torque (#25456)
* wip torqued
* add basic logic
* setup in manager
* check sanity and publish msg
* add first order filter to outputs
* wire up controlsd, and update gains
* rename intercept to offset
* add cloudlog, live values are not updated
* fix bugs, do not reset points for now
* fix crashes
* rename to main
* fix bugs, works offline
* fix float in cereal bug
* add latacc filter
* randomly choose points, approx for iid
* add variable decay
* local param to capnp instead of dict
* verify works in replay
* use torqued output in controlsd
* use in controlsd; use points from past routes
* controlsd bugfix
* filter before updating gains, needs to be replaced
* save all points to ensure smooth transition across routes, revert friction factor to 1.5
* add filters to prevent noisy low-speed data points; improve fit sanity
* add engaged buffer
* revert lat_acc thresh
* use paramsd realtime process config
* make latacc-to-torque generic, and overrideable
* move freq to 4Hz, avoid storing in np.array, don't publish points in the message
* float instead of np
* remove constant while storing pts
* rename slope, offset to lat_accet_factor, offset
* resolve issues
* use camelcase in all capnp params
* use camelcase everywhere
* reduce latacc threshold or sanity, add car_sane todo, save points properly
* add and check tag
* write param to disk at end of route
* remove args
* rebase op, cereal
* save on exit
* restore default handler
* cpu usage check
* add to process replay
* handle reset better, reduce unnecessary computation
* always publish raw values - useful for debug
* regen routes
* update refs
* checks on cache restore
* check tuning vals too
* clean that up
* reduce cpu usage
* reduce cpu usage by 75%
* cleanup
* optimize further
* handle reset condition better, don't put points in init, use only in corolla
* bump cereal after rebasing
* update refs
* Update common/params.cc
Co-authored-by: Adeeb Shihadeh <adeebshihadeh@gmail.com>
* remove unnecessary checks
* Update RELEASES.md
Co-authored-by: Adeeb Shihadeh <adeebshihadeh@gmail.com>
3 years ago
tune . torque . steeringAngleDeadzoneDeg = steering_angle_deadzone_deg
@abstractmethod
def _update ( self , c : car . CarControl ) - > car . CarState :
pass
def update ( self , c : car . CarControl , can_strings : List [ bytes ] ) - > car . CarState :
# parse can
for cp in self . can_parsers :
if cp is not None :
cp . update_strings ( can_strings )
# get CarState
ret = self . _update ( c )
ret . canValid = all ( cp . can_valid for cp in self . can_parsers if cp is not None )
ret . canTimeout = any ( cp . bus_timeout for cp in self . can_parsers if cp is not None )
if ret . vEgoCluster == 0.0 and not self . v_ego_cluster_seen :
ret . vEgoCluster = ret . vEgo
else :
self . v_ego_cluster_seen = True
# Many cars apply hysteresis to the ego dash speed
if self . CS is not None :
ret . vEgoCluster = apply_hysteresis ( ret . vEgoCluster , self . CS . out . vEgoCluster , self . CS . cluster_speed_hyst_gap )
if abs ( ret . vEgo ) < self . CS . cluster_min_speed :
ret . vEgoCluster = 0.0
if ret . cruiseState . speedCluster == 0 :
ret . cruiseState . speedCluster = ret . cruiseState . speed
# copy back for next iteration
reader = ret . as_reader ( )
if self . CS is not None :
self . CS . out = reader
return reader
@abstractmethod
def apply ( self , c : car . CarControl ) - > Tuple [ car . CarControl . Actuators , List [ bytes ] ] :
pass
def create_common_events ( self , cs_out , extra_gears = None , pcm_enable = True , allow_enable = True ,
enable_buttons = ( ButtonType . accelCruise , ButtonType . decelCruise ) ) :
events = Events ( )
if cs_out . doorOpen :
events . add ( EventName . doorOpen )
if cs_out . seatbeltUnlatched :
events . add ( EventName . seatbeltNotLatched )
if cs_out . gearShifter != GearShifter . drive and ( extra_gears is None or
cs_out . gearShifter not in extra_gears ) :
events . add ( EventName . wrongGear )
if cs_out . gearShifter == GearShifter . reverse :
events . add ( EventName . reverseGear )
if not cs_out . cruiseState . available :
events . add ( EventName . wrongCarMode )
if cs_out . espDisabled :
events . add ( EventName . espDisabled )
if cs_out . stockFcw :
events . add ( EventName . stockFcw )
if cs_out . stockAeb :
events . add ( EventName . stockAeb )
if cs_out . vEgo > MAX_CTRL_SPEED :
events . add ( EventName . speedTooHigh )
if cs_out . cruiseState . nonAdaptive :
events . add ( EventName . wrongCruiseMode )
if cs_out . brakeHoldActive and self . CP . openpilotLongitudinalControl :
events . add ( EventName . brakeHold )
if cs_out . parkingBrake :
events . add ( EventName . parkBrake )
if cs_out . accFaulted :
events . add ( EventName . accFaulted )
if cs_out . steeringPressed :
events . add ( EventName . steerOverride )
# Handle button presses
for b in cs_out . buttonEvents :
# Enable OP long on falling edge of enable buttons (defaults to accelCruise and decelCruise, overridable per-port)
if not self . CP . pcmCruise and ( b . type in enable_buttons and not b . pressed ) :
events . add ( EventName . buttonEnable )
# Disable on rising and falling edge of cancel for both stock and OP long
if b . type == ButtonType . cancel :
events . add ( EventName . buttonCancel )
# Handle permanent and temporary steering faults
self . steering_unpressed = 0 if cs_out . steeringPressed else self . steering_unpressed + 1
if cs_out . steerFaultTemporary :
# if the user overrode recently, show a less harsh alert
if self . silent_steer_warning or cs_out . standstill or self . steering_unpressed < int ( 1.5 / DT_CTRL ) :
self . silent_steer_warning = True
events . add ( EventName . steerTempUnavailableSilent )
else :
events . add ( EventName . steerTempUnavailable )
else :
self . silent_steer_warning = False
if cs_out . steerFaultPermanent :
events . add ( EventName . steerUnavailable )
# we engage when pcm is active (rising edge)
# enabling can optionally be blocked by the car interface
if pcm_enable :
if cs_out . cruiseState . enabled and not self . CS . out . cruiseState . enabled and allow_enable :
events . add ( EventName . pcmEnable )
elif not cs_out . cruiseState . enabled :
events . add ( EventName . pcmDisable )
return events
class RadarInterfaceBase ( ABC ) :
def __init__ ( self , CP ) :
self . rcp = None
self . pts = { }
self . delay = 0
self . radar_ts = CP . radarTimeStep
self . no_radar_sleep = ' NO_RADAR_SLEEP ' in os . environ
def update ( self , can_strings ) :
ret = car . RadarData . new_message ( )
if not self . no_radar_sleep :
time . sleep ( self . radar_ts ) # radard runs on RI updates
return ret
class CarStateBase ( ABC ) :
def __init__ ( self , CP ) :
self . CP = CP
self . car_fingerprint = CP . carFingerprint
self . out = car . CarState . new_message ( )
self . cruise_buttons = 0
self . left_blinker_cnt = 0
self . right_blinker_cnt = 0
self . steering_pressed_cnt = 0
self . left_blinker_prev = False
self . right_blinker_prev = False
self . cluster_speed_hyst_gap = 0.0
self . cluster_min_speed = 0.0 # min speed before dropping to 0
# Q = np.matrix([[0.0, 0.0], [0.0, 100.0]])
# R = 0.3
self . v_ego_kf = KF1D ( x0 = [ [ 0.0 ] , [ 0.0 ] ] ,
A = [ [ 1.0 , DT_CTRL ] , [ 0.0 , 1.0 ] ] ,
C = [ 1.0 , 0.0 ] ,
K = [ [ 0.17406039 ] , [ 1.65925647 ] ] )
def update_speed_kf ( self , v_ego_raw ) :
if abs ( v_ego_raw - self . v_ego_kf . x [ 0 ] [ 0 ] ) > 2.0 : # Prevent large accelerations when car starts at non zero speed
self . v_ego_kf . x = [ [ v_ego_raw ] , [ 0.0 ] ]
v_ego_x = self . v_ego_kf . update ( v_ego_raw )
return float ( v_ego_x [ 0 ] ) , float ( v_ego_x [ 1 ] )
def get_wheel_speeds ( self , fl , fr , rl , rr , unit = CV . KPH_TO_MS ) :
factor = unit * self . CP . wheelSpeedFactor
wheelSpeeds = car . CarState . WheelSpeeds . new_message ( )
wheelSpeeds . fl = fl * factor
wheelSpeeds . fr = fr * factor
wheelSpeeds . rl = rl * factor
wheelSpeeds . rr = rr * factor
return wheelSpeeds
def update_blinker_from_lamp ( self , blinker_time : int , left_blinker_lamp : bool , right_blinker_lamp : bool ) :
""" Update blinkers from lights. Enable output when light was seen within the last `blinker_time`
iterations """
# TODO: Handle case when switching direction. Now both blinkers can be on at the same time
self . left_blinker_cnt = blinker_time if left_blinker_lamp else max ( self . left_blinker_cnt - 1 , 0 )
self . right_blinker_cnt = blinker_time if right_blinker_lamp else max ( self . right_blinker_cnt - 1 , 0 )
return self . left_blinker_cnt > 0 , self . right_blinker_cnt > 0
def update_steering_pressed ( self , steering_pressed , steering_pressed_min_count ) :
""" Applies filtering on steering pressed for noisy driver torque signals. """
self . steering_pressed_cnt + = 1 if steering_pressed else - 1
self . steering_pressed_cnt = clip ( self . steering_pressed_cnt , 0 , steering_pressed_min_count * 2 )
return self . steering_pressed_cnt > steering_pressed_min_count
def update_blinker_from_stalk ( self , blinker_time : int , left_blinker_stalk : bool , right_blinker_stalk : bool ) :
""" Update blinkers from stalk position. When stalk is seen the blinker will be on for at least blinker_time,
or until the stalk is turned off , whichever is longer . If the opposite stalk direction is seen the blinker
is forced to the other side . On a rising edge of the stalk the timeout is reset . """
if left_blinker_stalk :
self . right_blinker_cnt = 0
if not self . left_blinker_prev :
self . left_blinker_cnt = blinker_time
if right_blinker_stalk :
self . left_blinker_cnt = 0
if not self . right_blinker_prev :
self . right_blinker_cnt = blinker_time
self . left_blinker_cnt = max ( self . left_blinker_cnt - 1 , 0 )
self . right_blinker_cnt = max ( self . right_blinker_cnt - 1 , 0 )
self . left_blinker_prev = left_blinker_stalk
self . right_blinker_prev = right_blinker_stalk
return bool ( left_blinker_stalk or self . left_blinker_cnt > 0 ) , bool ( right_blinker_stalk or self . right_blinker_cnt > 0 )
@staticmethod
def parse_gear_shifter ( gear : Optional [ str ] ) - > car . CarState . GearShifter :
if gear is None :
return GearShifter . unknown
d : Dict [ str , car . CarState . GearShifter ] = {
' P ' : GearShifter . park , ' PARK ' : GearShifter . park ,
' R ' : GearShifter . reverse , ' REVERSE ' : GearShifter . reverse ,
' N ' : GearShifter . neutral , ' NEUTRAL ' : GearShifter . neutral ,
' E ' : GearShifter . eco , ' ECO ' : GearShifter . eco ,
' T ' : GearShifter . manumatic , ' MANUAL ' : GearShifter . manumatic ,
' D ' : GearShifter . drive , ' DRIVE ' : GearShifter . drive ,
' S ' : GearShifter . sport , ' SPORT ' : GearShifter . sport ,
' L ' : GearShifter . low , ' LOW ' : GearShifter . low ,
' B ' : GearShifter . brake , ' BRAKE ' : GearShifter . brake ,
}
return d . get ( gear . upper ( ) , GearShifter . unknown )
@staticmethod
def get_cam_can_parser ( CP ) :
return None
@staticmethod
def get_adas_can_parser ( CP ) :
return None
@staticmethod
def get_body_can_parser ( CP ) :
return None
@staticmethod
def get_loopback_can_parser ( CP ) :
return None
# interface-specific helpers
def get_interface_attr ( attr : str , combine_brands : bool = False , ignore_none : bool = False ) - > Dict [ str , Any ] :
# read all the folders in selfdrive/car and return a dict where:
# - keys are all the car models or brand names
# - values are attr values from all car folders
result = { }
for car_folder in sorted ( [ x [ 0 ] for x in os . walk ( BASEDIR + ' /selfdrive/car ' ) ] ) :
try :
brand_name = car_folder . split ( ' / ' ) [ - 1 ]
brand_values = __import__ ( f ' selfdrive.car. { brand_name } .values ' , fromlist = [ attr ] )
if hasattr ( brand_values , attr ) or not ignore_none :
attr_data = getattr ( brand_values , attr , None )
else :
continue
if combine_brands :
if isinstance ( attr_data , dict ) :
for f , v in attr_data . items ( ) :
result [ f ] = v
else :
result [ brand_name ] = attr_data
except ( ImportError , OSError ) :
pass
return result