Files
StarPilot/selfdrive/test/process_replay/process_replay.py
T
ZwX1616 02f0f39b52 fullframe DM model (#24762)
* get log

* simplify two nonsense

* not needed

* libyuv is a joke

* clean up

* try small

* fast but not bad

* working

* clean up driverview

* simplified

* thats mirrored

* smol

* tweak

* ref is screen

* w/ ee

* update camera model

* no if TICI

* start

* update pose thresh

* less cpu more dsp

* new libyuv

* new snpe

* add files

* test

* should be fast

* update out len

* trigger test

* use master snpe

* add cereal

* update cereal

* refactor parsing

* missing ;

* get

* wrong type

* test model

* use driver data

* 10829278-72fe-4283-a118-2cef959ce174/1550

* no pf

* adapt driverview

* ;

* rhd learner

* update libyuv buildi x64

* ad4337ea

* remove blink slack

* test

* no

* use toggle

* b16

* fix for nv12

* 5b02cff5 both

* update test

* update cereal

* update cereal

* update cereal

* v2 packets

* revert libyuv

* no /

* update snpemodel

* ;

* memcpy

* fix test

* use toggle in driverview

* update power

* update replay

* Revert "update replay"

This reverts commit 1d0979ca59dbc89bc5890656e9501e83f0556d50.

* update model ref

* halve cpu

* fake 8bit onnx runner

* same thresh as report

* cereal master

Co-authored-by: Comma Device <device@comma.ai>
old-commit-hash: d6c07a6b158595c1ab10256dc6eee4fbdf902379
2022-06-08 20:13:46 -07:00

515 lines
16 KiB
Python
Executable File

#!/usr/bin/env python3
import importlib
import os
import sys
import threading
import time
import signal
from collections import namedtuple
import capnp
import cereal.messaging as messaging
from cereal import car, log
from cereal.services import service_list
from common.params import Params
from common.timeout import Timeout
from selfdrive.car.fingerprints import FW_VERSIONS
from selfdrive.car.car_helpers import get_car, interfaces
from selfdrive.test.process_replay.helpers import OpenpilotPrefix
from selfdrive.manager.process import PythonProcess
from selfdrive.manager.process_config import managed_processes
# Numpy gives different results based on CPU features after version 19
NUMPY_TOLERANCE = 1e-7
CI = "CI" in os.environ
TIMEOUT = 15
PROC_REPLAY_DIR = os.path.dirname(os.path.abspath(__file__))
FAKEDATA = os.path.join(PROC_REPLAY_DIR, "fakedata/")
ProcessConfig = namedtuple('ProcessConfig', ['proc_name', 'pub_sub', 'ignore', 'init_callback', 'should_recv_callback', 'tolerance', 'fake_pubsubmaster', 'submaster_config'], defaults=({},))
def wait_for_event(evt):
if not evt.wait(TIMEOUT):
if threading.currentThread().getName() == "MainThread":
# tested process likely died. don't let test just hang
raise Exception("Timeout reached. Tested process likely crashed.")
else:
# done testing this process, let it die
sys.exit(0)
class FakeSocket:
def __init__(self, wait=True):
self.data = []
self.wait = wait
self.recv_called = threading.Event()
self.recv_ready = threading.Event()
def receive(self, non_blocking=False):
if non_blocking:
return None
if self.wait:
self.recv_called.set()
wait_for_event(self.recv_ready)
self.recv_ready.clear()
return self.data.pop()
def send(self, data):
if self.wait:
wait_for_event(self.recv_called)
self.recv_called.clear()
self.data.append(data)
if self.wait:
self.recv_ready.set()
def wait_for_recv(self):
wait_for_event(self.recv_called)
class DumbSocket:
def __init__(self, s=None):
if s is not None:
try:
dat = messaging.new_message(s)
except capnp.lib.capnp.KjException: # pylint: disable=c-extension-no-member
# lists
dat = messaging.new_message(s, 0)
self.data = dat.to_bytes()
def receive(self, non_blocking=False):
return self.data
def send(self, dat):
pass
class FakeSubMaster(messaging.SubMaster):
def __init__(self, services, ignore_alive=None, ignore_avg_freq=None):
super().__init__(services, ignore_alive=ignore_alive, ignore_avg_freq=ignore_avg_freq, addr=None)
self.sock = {s: DumbSocket(s) for s in services}
self.update_called = threading.Event()
self.update_ready = threading.Event()
self.wait_on_getitem = False
def __getitem__(self, s):
# hack to know when fingerprinting is done
if self.wait_on_getitem:
self.update_called.set()
wait_for_event(self.update_ready)
self.update_ready.clear()
return self.data[s]
def update(self, timeout=-1):
self.update_called.set()
wait_for_event(self.update_ready)
self.update_ready.clear()
def update_msgs(self, cur_time, msgs):
wait_for_event(self.update_called)
self.update_called.clear()
super().update_msgs(cur_time, msgs)
self.update_ready.set()
def wait_for_update(self):
wait_for_event(self.update_called)
class FakePubMaster(messaging.PubMaster):
def __init__(self, services): # pylint: disable=super-init-not-called
self.data = {}
self.sock = {}
self.last_updated = None
for s in services:
try:
data = messaging.new_message(s)
except capnp.lib.capnp.KjException:
data = messaging.new_message(s, 0)
self.data[s] = data.as_reader()
self.sock[s] = DumbSocket()
self.send_called = threading.Event()
self.get_called = threading.Event()
def send(self, s, dat):
self.last_updated = s
if isinstance(dat, bytes):
self.data[s] = log.Event.from_bytes(dat)
else:
self.data[s] = dat.as_reader()
self.send_called.set()
wait_for_event(self.get_called)
self.get_called.clear()
def wait_for_msg(self):
wait_for_event(self.send_called)
self.send_called.clear()
dat = self.data[self.last_updated]
self.get_called.set()
return dat
def fingerprint(msgs, fsm, can_sock, fingerprint):
print("start fingerprinting")
fsm.wait_on_getitem = True
# populate fake socket with data for fingerprinting
canmsgs = [msg for msg in msgs if msg.which() == "can"]
wait_for_event(can_sock.recv_called)
can_sock.recv_called.clear()
can_sock.data = [msg.as_builder().to_bytes() for msg in canmsgs[:300]]
can_sock.recv_ready.set()
can_sock.wait = False
# we know fingerprinting is done when controlsd sets sm['lateralPlan'].sensorValid
wait_for_event(fsm.update_called)
fsm.update_called.clear()
fsm.wait_on_getitem = False
can_sock.wait = True
can_sock.data = []
fsm.update_ready.set()
def get_car_params(msgs, fsm, can_sock, fingerprint):
if fingerprint:
CarInterface, _, _ = interfaces[fingerprint]
CP = CarInterface.get_params(fingerprint)
else:
can = FakeSocket(wait=False)
sendcan = FakeSocket(wait=False)
canmsgs = [msg for msg in msgs if msg.which() == 'can']
for m in canmsgs[:300]:
can.send(m.as_builder().to_bytes())
_, CP = get_car(can, sendcan)
Params().put("CarParams", CP.to_bytes())
def controlsd_rcv_callback(msg, CP, cfg, fsm):
# no sendcan until controlsd is initialized
socks = [s for s in cfg.pub_sub[msg.which()] if
(fsm.frame + 1) % int(service_list[msg.which()].frequency / service_list[s].frequency) == 0]
if "sendcan" in socks and fsm.frame < 2000:
socks.remove("sendcan")
return socks, len(socks) > 0
def radar_rcv_callback(msg, CP, cfg, fsm):
if msg.which() != "can":
return [], False
elif CP.radarOffCan:
return ["radarState", "liveTracks"], True
radar_msgs = {"honda": [0x445], "toyota": [0x19f, 0x22f], "gm": [0x474],
"chrysler": [0x2d4]}.get(CP.carName, None)
if radar_msgs is None:
raise NotImplementedError
for m in msg.can:
if m.src == 1 and m.address in radar_msgs:
return ["radarState", "liveTracks"], True
return [], False
def calibration_rcv_callback(msg, CP, cfg, fsm):
# calibrationd publishes 1 calibrationData every 5 cameraOdometry packets.
# should_recv always true to increment frame
recv_socks = []
frame = fsm.frame + 1 # incrementing hasn't happened yet in SubMaster
if frame == 0 or (msg.which() == 'cameraOdometry' and (frame % 5) == 0):
recv_socks = ["liveCalibration"]
return recv_socks, fsm.frame == 0 or msg.which() == 'cameraOdometry'
def ublox_rcv_callback(msg):
msg_class, msg_id = msg.ubloxRaw[2:4]
if (msg_class, msg_id) in {(1, 7 * 16)}:
return ["gpsLocationExternal"]
elif (msg_class, msg_id) in {(2, 1 * 16 + 5), (10, 9)}:
return ["ubloxGnss"]
else:
return []
CONFIGS = [
ProcessConfig(
proc_name="controlsd",
pub_sub={
"can": ["controlsState", "carState", "carControl", "sendcan", "carEvents", "carParams"],
"deviceState": [], "pandaStates": [], "peripheralState": [], "liveCalibration": [], "driverMonitoringState": [], "longitudinalPlan": [], "lateralPlan": [], "liveLocationKalman": [], "liveParameters": [], "radarState": [],
"modelV2": [], "driverCameraState": [], "roadCameraState": [], "wideRoadCameraState": [], "managerState": [], "testJoystick": [],
},
ignore=["logMonoTime", "valid", "controlsState.startMonoTime", "controlsState.cumLagMs"],
init_callback=fingerprint,
should_recv_callback=controlsd_rcv_callback,
tolerance=NUMPY_TOLERANCE,
fake_pubsubmaster=True,
submaster_config={
'ignore_avg_freq': ['radarState', 'longitudinalPlan', 'driverCameraState', 'driverMonitoringState'], # dcam is expected at 20 Hz
'ignore_alive': ['wideRoadCameraState'], # TODO: Add to regen
}
),
ProcessConfig(
proc_name="radard",
pub_sub={
"can": ["radarState", "liveTracks"],
"liveParameters": [], "carState": [], "modelV2": [],
},
ignore=["logMonoTime", "valid", "radarState.cumLagMs"],
init_callback=get_car_params,
should_recv_callback=radar_rcv_callback,
tolerance=None,
fake_pubsubmaster=True,
),
ProcessConfig(
proc_name="plannerd",
pub_sub={
"modelV2": ["lateralPlan", "longitudinalPlan"],
"carState": [], "controlsState": [], "radarState": [],
},
ignore=["logMonoTime", "valid", "longitudinalPlan.processingDelay", "longitudinalPlan.solverExecutionTime", "lateralPlan.solverExecutionTime"],
init_callback=get_car_params,
should_recv_callback=None,
tolerance=NUMPY_TOLERANCE,
fake_pubsubmaster=True,
),
ProcessConfig(
proc_name="calibrationd",
pub_sub={
"carState": ["liveCalibration"],
"cameraOdometry": []
},
ignore=["logMonoTime", "valid"],
init_callback=get_car_params,
should_recv_callback=calibration_rcv_callback,
tolerance=None,
fake_pubsubmaster=True,
),
ProcessConfig(
proc_name="dmonitoringd",
pub_sub={
"driverStateV2": ["driverMonitoringState"],
"liveCalibration": [], "carState": [], "modelV2": [], "controlsState": [],
},
ignore=["logMonoTime", "valid"],
init_callback=get_car_params,
should_recv_callback=None,
tolerance=NUMPY_TOLERANCE,
fake_pubsubmaster=True,
),
ProcessConfig(
proc_name="locationd",
pub_sub={
"cameraOdometry": ["liveLocationKalman"],
"sensorEvents": [], "gpsLocationExternal": [], "liveCalibration": [], "carState": [],
},
ignore=["logMonoTime", "valid"],
init_callback=get_car_params,
should_recv_callback=None,
tolerance=NUMPY_TOLERANCE,
fake_pubsubmaster=False,
),
ProcessConfig(
proc_name="paramsd",
pub_sub={
"liveLocationKalman": ["liveParameters"],
"carState": []
},
ignore=["logMonoTime", "valid"],
init_callback=get_car_params,
should_recv_callback=None,
tolerance=NUMPY_TOLERANCE,
fake_pubsubmaster=True,
),
ProcessConfig(
proc_name="ubloxd",
pub_sub={
"ubloxRaw": ["ubloxGnss", "gpsLocationExternal"],
},
ignore=["logMonoTime"],
init_callback=None,
should_recv_callback=ublox_rcv_callback,
tolerance=None,
fake_pubsubmaster=False,
),
]
def replay_process(cfg, lr, fingerprint=None):
with OpenpilotPrefix():
if cfg.fake_pubsubmaster:
return python_replay_process(cfg, lr, fingerprint)
else:
return cpp_replay_process(cfg, lr, fingerprint)
def setup_env(simulation=False):
params = Params()
params.clear_all()
params.put_bool("OpenpilotEnabledToggle", True)
params.put_bool("Passive", False)
params.put_bool("DisengageOnAccelerator", True)
params.put_bool("WideCameraOnly", False)
params.put_bool("DisableLogging", False)
os.environ["NO_RADAR_SLEEP"] = "1"
os.environ["REPLAY"] = "1"
if simulation:
os.environ["SIMULATION"] = "1"
elif "SIMULATION" in os.environ:
del os.environ["SIMULATION"]
def python_replay_process(cfg, lr, fingerprint=None):
sub_sockets = [s for _, sub in cfg.pub_sub.items() for s in sub]
pub_sockets = [s for s in cfg.pub_sub.keys() if s != 'can']
fsm = FakeSubMaster(pub_sockets, **cfg.submaster_config)
fpm = FakePubMaster(sub_sockets)
args = (fsm, fpm)
if 'can' in list(cfg.pub_sub.keys()):
can_sock = FakeSocket()
args = (fsm, fpm, can_sock)
all_msgs = sorted(lr, key=lambda msg: msg.logMonoTime)
pub_msgs = [msg for msg in all_msgs if msg.which() in list(cfg.pub_sub.keys())]
setup_env()
# TODO: remove after getting new route for civic & accord
migration = {
"HONDA CIVIC 2016 TOURING": "HONDA CIVIC 2016",
"HONDA ACCORD 2018 SPORT 2T": "HONDA ACCORD 2018",
"HONDA ACCORD 2T 2018": "HONDA ACCORD 2018",
"Mazda CX-9 2021": "MAZDA CX-9 2021",
}
if fingerprint is not None:
os.environ['SKIP_FW_QUERY'] = "1"
os.environ['FINGERPRINT'] = fingerprint
else:
os.environ['SKIP_FW_QUERY'] = ""
os.environ['FINGERPRINT'] = ""
for msg in lr:
if msg.which() == 'carParams':
car_fingerprint = migration.get(msg.carParams.carFingerprint, msg.carParams.carFingerprint)
if msg.carParams.fingerprintSource == "fw" and (car_fingerprint in FW_VERSIONS):
Params().put("CarParamsCache", msg.carParams.as_builder().to_bytes())
else:
os.environ['SKIP_FW_QUERY'] = "1"
os.environ['FINGERPRINT'] = car_fingerprint
assert(type(managed_processes[cfg.proc_name]) is PythonProcess)
managed_processes[cfg.proc_name].prepare()
mod = importlib.import_module(managed_processes[cfg.proc_name].module)
thread = threading.Thread(target=mod.main, args=args)
thread.daemon = True
thread.start()
if cfg.init_callback is not None:
if 'can' not in list(cfg.pub_sub.keys()):
can_sock = None
cfg.init_callback(all_msgs, fsm, can_sock, fingerprint)
CP = car.CarParams.from_bytes(Params().get("CarParams", block=True))
# wait for started process to be ready
if 'can' in list(cfg.pub_sub.keys()):
can_sock.wait_for_recv()
else:
fsm.wait_for_update()
log_msgs, msg_queue = [], []
for msg in pub_msgs:
if cfg.should_recv_callback is not None:
recv_socks, should_recv = cfg.should_recv_callback(msg, CP, cfg, fsm)
else:
recv_socks = [s for s in cfg.pub_sub[msg.which()] if
(fsm.frame + 1) % int(service_list[msg.which()].frequency / service_list[s].frequency) == 0]
should_recv = bool(len(recv_socks))
if msg.which() == 'can':
can_sock.send(msg.as_builder().to_bytes())
else:
msg_queue.append(msg.as_builder())
if should_recv:
fsm.update_msgs(msg.logMonoTime / 1e9, msg_queue)
msg_queue = []
recv_cnt = len(recv_socks)
while recv_cnt > 0:
m = fpm.wait_for_msg().as_builder()
m.logMonoTime = msg.logMonoTime
m = m.as_reader()
log_msgs.append(m)
recv_cnt -= m.which() in recv_socks
return log_msgs
def cpp_replay_process(cfg, lr, fingerprint=None):
sub_sockets = [s for _, sub in cfg.pub_sub.items() for s in sub] # We get responses here
pm = messaging.PubMaster(cfg.pub_sub.keys())
all_msgs = sorted(lr, key=lambda msg: msg.logMonoTime)
pub_msgs = [msg for msg in all_msgs if msg.which() in list(cfg.pub_sub.keys())]
log_msgs = []
# We need to fake SubMaster alive since we can't inject a fake clock
setup_env(simulation=True)
managed_processes[cfg.proc_name].prepare()
managed_processes[cfg.proc_name].start()
try:
with Timeout(TIMEOUT):
while not all(pm.all_readers_updated(s) for s in cfg.pub_sub.keys()):
time.sleep(0)
# Make sure all subscribers are connected
sockets = {s: messaging.sub_sock(s, timeout=2000) for s in sub_sockets}
for s in sub_sockets:
messaging.recv_one_or_none(sockets[s])
for i, msg in enumerate(pub_msgs):
pm.send(msg.which(), msg.as_builder())
resp_sockets = cfg.pub_sub[msg.which()] if cfg.should_recv_callback is None else cfg.should_recv_callback(msg)
for s in resp_sockets:
response = messaging.recv_one(sockets[s])
if response is None:
print(f"Warning, no response received {i}")
else:
response = response.as_builder()
response.logMonoTime = msg.logMonoTime
response = response.as_reader()
log_msgs.append(response)
if not len(resp_sockets): # We only need to wait if we didn't already wait for a response
while not pm.all_readers_updated(msg.which()):
time.sleep(0)
finally:
managed_processes[cfg.proc_name].signal(signal.SIGKILL)
managed_processes[cfg.proc_name].stop()
return log_msgs
def check_enabled(msgs):
for msg in msgs:
if msg.which() == "carParams":
if msg.carParams.notCar:
return True
elif msg.which() == "controlsState":
if msg.controlsState.active:
return True
return False