#!/usr/bin/env python3
import bz2
import os
import time
import multiprocessing
import argparse
from tqdm import tqdm
# run DM procs
os . environ [ " USE_WEBCAM " ] = " 1 "
import cereal . messaging as messaging
from cereal import car
from cereal . services import service_list
from cereal . visionipc import VisionIpcServer , VisionStreamType
from common . params import Params
from common . realtime import Ratekeeper , DT_MDL , DT_DMON , sec_since_boot
from common . transformations . camera import eon_f_frame_size , eon_d_frame_size , tici_f_frame_size , tici_d_frame_size
from panda . python import Panda
from selfdrive . car . toyota . values import EPS_SCALE
from selfdrive . manager . process import ensure_running
from selfdrive . manager . process_config import managed_processes
from selfdrive . test . process_replay . process_replay import FAKEDATA , setup_env , check_enabled
from selfdrive . test . update_ci_routes import upload_route
from tools . lib . route import Route
from tools . lib . framereader import FrameReader
from tools . lib . logreader import LogReader
def replay_panda_states ( s , msgs ) :
pm = messaging . PubMaster ( [ s , ' peripheralState ' ] )
rk = Ratekeeper ( service_list [ s ] . frequency , print_delay_threshold = None )
smsgs = [ m for m in msgs if m . which ( ) in [ ' pandaStates ' , ' pandaStateDEPRECATED ' ] ]
# TODO: safety param migration should be handled automatically
safety_param_migration = {
" TOYOTA PRIUS 2017 " : EPS_SCALE [ " TOYOTA PRIUS 2017 " ] | Panda . FLAG_TOYOTA_STOCK_LONGITUDINAL ,
" TOYOTA RAV4 2017 " : EPS_SCALE [ " TOYOTA RAV4 2017 " ] | Panda . FLAG_TOYOTA_ALT_BRAKE ,
" KIA EV6 2022 " : Panda . FLAG_HYUNDAI_EV_GAS | Panda . FLAG_HYUNDAI_CANFD_HDA2 ,
}
# Migrate safety param base on carState
cp = [ m for m in msgs if m . which ( ) == ' carParams ' ] [ 0 ] . carParams
if cp . carFingerprint in safety_param_migration :
safety_param = safety_param_migration [ cp . carFingerprint ]
elif len ( cp . safetyConfigs ) :
safety_param = cp . safetyConfigs [ 0 ] . safetyParam
if cp . safetyConfigs [ 0 ] . safetyParamDEPRECATED != 0 :
safety_param = cp . safetyConfigs [ 0 ] . safetyParamDEPRECATED
else :
safety_param = cp . safetyParamDEPRECATED
while True :
for m in smsgs :
if m . which ( ) == ' pandaStateDEPRECATED ' :
new_m = messaging . new_message ( ' pandaStates ' , 1 )
new_m . pandaStates [ 0 ] = m . pandaStateDEPRECATED
new_m . pandaStates [ 0 ] . safetyParam = safety_param
pm . send ( s , new_m )
else :
new_m = m . as_builder ( )
new_m . pandaStates [ - 1 ] . safetyParam = safety_param
new_m . logMonoTime = int ( sec_since_boot ( ) * 1e9 )
pm . send ( s , new_m )
new_m = messaging . new_message ( ' peripheralState ' )
pm . send ( ' peripheralState ' , new_m )
rk . keep_time ( )
def replay_manager_state ( s , msgs ) :
pm = messaging . PubMaster ( [ s , ] )
rk = Ratekeeper ( service_list [ s ] . frequency , print_delay_threshold = None )
while True :
new_m = messaging . new_message ( ' managerState ' )
new_m . managerState . processes = [ { ' name ' : name , ' running ' : True } for name in managed_processes ]
pm . send ( s , new_m )
rk . keep_time ( )
def replay_device_state ( s , msgs ) :
pm = messaging . PubMaster ( [ s , ] )
rk = Ratekeeper ( service_list [ s ] . frequency , print_delay_threshold = None )
smsgs = [ m for m in msgs if m . which ( ) == s ]
while True :
for m in smsgs :
new_m = m . as_builder ( )
new_m . logMonoTime = int ( sec_since_boot ( ) * 1e9 )
new_m . deviceState . freeSpacePercent = 50
new_m . deviceState . memoryUsagePercent = 50
pm . send ( s , new_m )
rk . keep_time ( )
def replay_sensor_event ( s , msgs ) :
pm = messaging . PubMaster ( [ s , ] )
rk = Ratekeeper ( service_list [ s ] . frequency , print_delay_threshold = None )
smsgs = [ m for m in msgs if m . which ( ) == s ]
while True :
for m in smsgs :
m = m . as_builder ( )
m . logMonoTime = int ( sec_since_boot ( ) * 1e9 )
getattr ( m , m . which ( ) ) . timestamp = m . logMonoTime
pm . send ( m . which ( ) , m )
rk . keep_time ( )
def replay_service ( s , msgs ) :
pm = messaging . PubMaster ( [ s , ] )
rk = Ratekeeper ( service_list [ s ] . frequency , print_delay_threshold = None )
smsgs = [ m for m in msgs if m . which ( ) == s ]
while True :
for m in smsgs :
new_m = m . as_builder ( )
new_m . logMonoTime = int ( sec_since_boot ( ) * 1e9 )
pm . send ( s , new_m )
rk . keep_time ( )
def replay_cameras ( lr , frs , disable_tqdm = False ) :
eon_cameras = [
( " roadCameraState " , DT_MDL , eon_f_frame_size , VisionStreamType . VISION_STREAM_ROAD , True ) ,
( " driverCameraState " , DT_DMON , eon_d_frame_size , VisionStreamType . VISION_STREAM_DRIVER , False ) ,
]
tici_cameras = [
( " roadCameraState " , DT_MDL , tici_f_frame_size , VisionStreamType . VISION_STREAM_ROAD , True ) ,
( " driverCameraState " , DT_MDL , tici_d_frame_size , VisionStreamType . VISION_STREAM_DRIVER , False ) ,
]
def replay_camera ( s , stream , dt , vipc_server , frames , size , use_extra_client ) :
services = [ ( s , stream ) ]
if use_extra_client :
services . append ( ( " wideRoadCameraState " , VisionStreamType . VISION_STREAM_WIDE_ROAD ) )
pm = messaging . PubMaster ( [ s for s , _ in services ] )
rk = Ratekeeper ( 1 / dt , print_delay_threshold = None )
img = b " \x00 " * int ( size [ 0 ] * size [ 1 ] * 3 / 2 )
while True :
if frames is not None :
img = frames [ rk . frame % len ( frames ) ]
rk . keep_time ( )
for s , stream in services :
m = messaging . new_message ( s )
msg = getattr ( m , s )
msg . frameId = rk . frame
msg . timestampSof = m . logMonoTime
msg . timestampEof = m . logMonoTime
pm . send ( s , m )
vipc_server . send ( stream , img , msg . frameId , msg . timestampSof , msg . timestampEof )
init_data = [ m for m in lr if m . which ( ) == ' initData ' ] [ 0 ]
cameras = tici_cameras if ( init_data . initData . deviceType == ' tici ' ) else eon_cameras
# init vipc server and cameras
p = [ ]
vs = VisionIpcServer ( " camerad " )
for ( s , dt , size , stream , use_extra_client ) in cameras :
fr = frs . get ( s , None )
frames = None
if fr is not None :
print ( f " Decompressing frames { s } " )
frames = [ ]
for i in tqdm ( range ( fr . frame_count ) , disable = disable_tqdm ) :
img = fr . get ( i , pix_fmt = ' nv12 ' ) [ 0 ]
frames . append ( img . flatten ( ) . tobytes ( ) )
vs . create_buffers ( stream , 40 , False , size [ 0 ] , size [ 1 ] )
if use_extra_client :
vs . create_buffers ( VisionStreamType . VISION_STREAM_WIDE_ROAD , 40 , False , size [ 0 ] , size [ 1 ] )
p . append ( multiprocessing . Process ( target = replay_camera ,
args = ( s , stream , dt , vs , frames , size , use_extra_client ) ) )
vs . start_listener ( )
return vs , p
def migrate_carparams ( lr ) :
all_msgs = [ ]
for msg in lr :
if msg . which ( ) == ' carParams ' :
CP = messaging . new_message ( ' carParams ' )
CP . carParams = msg . carParams . as_builder ( )
for car_fw in CP . carParams . carFw :
car_fw . brand = CP . carParams . carName
msg = CP . as_reader ( )
all_msgs . append ( msg )
return all_msgs
def migrate_sensorEvents ( lr , old_logtime = False ) :
all_msgs = [ ]
for msg in lr :
if msg . which ( ) != ' sensorEventsDEPRECATED ' :
all_msgs . append ( msg )
continue
# migrate to split sensor events
for evt in msg . sensorEventsDEPRECATED :
# build new message for each sensor type
sensor_service = ' '
if evt . which ( ) == ' acceleration ' :
sensor_service = ' accelerometer '
elif evt . which ( ) == ' gyro ' or evt . which ( ) == ' gyroUncalibrated ' :
sensor_service = ' gyroscope '
elif evt . which ( ) == ' light ' or evt . which ( ) == ' proximity ' :
sensor_service = ' lightSensor '
elif evt . which ( ) == ' magnetic ' or evt . which ( ) == ' magneticUncalibrated ' :
sensor_service = ' magnetometer '
elif evt . which ( ) == ' temperature ' :
sensor_service = ' temperatureSensor '
m = messaging . new_message ( sensor_service )
m . valid = True
if old_logtime :
m . logMonoTime = msg . logMonoTime
m_dat = getattr ( m , sensor_service )
m_dat . version = evt . version
m_dat . sensor = evt . sensor
m_dat . type = evt . type
m_dat . source = evt . source
if old_logtime :
m_dat . timestamp = evt . timestamp
setattr ( m_dat , evt . which ( ) , getattr ( evt , evt . which ( ) ) )
all_msgs . append ( m . as_reader ( ) )
return all_msgs
def regen_segment ( lr , frs = None , outdir = FAKEDATA , disable_tqdm = False ) :
lr = migrate_carparams ( list ( lr ) )
lr = migrate_sensorEvents ( list ( lr ) )
if frs is None :
frs = dict ( )
params = Params ( )
os . environ [ " LOG_ROOT " ] = outdir
# Get and setup initial state
CP = [ m for m in lr if m . which ( ) == ' carParams ' ] [ 0 ] . carParams
controlsState = [ m for m in lr if m . which ( ) == ' controlsState ' ] [ 0 ] . controlsState
liveCalibration = [ m for m in lr if m . which ( ) == ' liveCalibration ' ] [ 0 ]
setup_env ( CP = CP , controlsState = controlsState )
params . put ( " CalibrationParams " , liveCalibration . as_builder ( ) . to_bytes ( ) )
vs , cam_procs = replay_cameras ( lr , frs , disable_tqdm = disable_tqdm )
fake_daemons = {
' sensord ' : [
multiprocessing . Process ( target = replay_sensor_event , args = ( ' accelerometer ' , lr ) ) ,
multiprocessing . Process ( target = replay_sensor_event , args = ( ' gyroscope ' , lr ) ) ,
multiprocessing . Process ( target = replay_sensor_event , args = ( ' magnetometer ' , lr ) ) ,
] ,
' pandad ' : [
multiprocessing . Process ( target = replay_service , args = ( ' can ' , lr ) ) ,
multiprocessing . Process ( target = replay_service , args = ( ' ubloxRaw ' , lr ) ) ,
multiprocessing . Process ( target = replay_panda_states , args = ( ' pandaStates ' , lr ) ) ,
] ,
' managerState ' : [
multiprocessing . Process ( target = replay_manager_state , args = ( ' managerState ' , lr ) ) ,
] ,
' thermald ' : [
multiprocessing . Process ( target = replay_device_state , args = ( ' deviceState ' , lr ) ) ,
] ,
' camerad ' : [
* cam_procs ,
] ,
}
try :
# TODO: make first run of onnxruntime CUDA provider fast
managed_processes [ " modeld " ] . start ( )
managed_processes [ " dmonitoringmodeld " ] . start ( )
time . sleep ( 5 )
# start procs up
ignore = list ( fake_daemons . keys ( ) ) + [ ' ui ' , ' manage_athenad ' , ' uploader ' , ' soundd ' ]
ensure_running ( managed_processes . values ( ) , started = True , params = Params ( ) , CP = car . CarParams ( ) , not_run = ignore )
for procs in fake_daemons . values ( ) :
for p in procs :
p . start ( )
for _ in tqdm ( range ( 60 ) , disable = disable_tqdm ) :
# ensure all procs are running
for d , procs in fake_daemons . items ( ) :
for p in procs :
if not p . is_alive ( ) :
raise Exception ( f " { d } ' s { p . name } died " )
time . sleep ( 1 )
finally :
# kill everything
for p in managed_processes . values ( ) :
p . stop ( )
for procs in fake_daemons . values ( ) :
for p in procs :
p . terminate ( )
del vs
segment = params . get ( " CurrentRoute " , encoding = ' utf-8 ' ) + " --0 "
seg_path = os . path . join ( outdir , segment )
# check to make sure openpilot is engaged in the route
if not check_enabled ( LogReader ( os . path . join ( seg_path , " rlog " ) ) ) :
raise Exception ( f " Route did not engage for long enough: { segment } " )
return seg_path
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
def regen_and_save ( route , sidx , upload = False , use_route_meta = True , outdir = FAKEDATA , disable_tqdm = False ) :
if use_route_meta :
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
r = Route ( route )
lr = LogReader ( r . log_paths ( ) [ sidx ] )
fr = FrameReader ( r . camera_paths ( ) [ sidx ] )
else :
lr = LogReader ( f " cd:/ { route . replace ( ' | ' , ' / ' ) } / { sidx } /rlog.bz2 " )
fr = FrameReader ( f " cd:/ { route . replace ( ' | ' , ' / ' ) } / { sidx } /fcamera.hevc " )
rpath = regen_segment ( lr , { ' roadCameraState ' : fr } , outdir = outdir , disable_tqdm = disable_tqdm )
# compress raw rlog before uploading
with open ( os . path . join ( rpath , " rlog " ) , " rb " ) as f :
data = bz2 . compress ( f . read ( ) )
with open ( os . path . join ( rpath , " rlog.bz2 " ) , " wb " ) as f :
f . write ( data )
os . remove ( os . path . join ( rpath , " rlog " ) )
lr = LogReader ( os . path . join ( rpath , ' rlog.bz2 ' ) )
controls_state_active = [ m . controlsState . active for m in lr if m . which ( ) == ' controlsState ' ]
assert any ( controls_state_active ) , " Segment did not engage "
relr = os . path . relpath ( rpath )
print ( " \n \n " , " * " * 30 , " \n \n " )
print ( " New route: " , relr , " \n " )
if upload :
upload_route ( relr , exclude_patterns = [ ' *.hevc ' , ] )
return relr
if __name__ == " __main__ " :
parser = argparse . ArgumentParser ( description = " Generate new segments from old ones " )
parser . add_argument ( " --upload " , action = " store_true " , help = " Upload the new segment to the CI bucket " )
parser . add_argument ( " route " , type = str , help = " The source route " )
parser . add_argument ( " seg " , type = int , help = " Segment in source route " )
args = parser . parse_args ( )
regen_and_save ( args . route , args . seg , args . upload )