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								#!/usr/bin/env python3
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								import os
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								import argparse
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								import time
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								import capnp
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								import numpy as np
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								from typing import Any
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								from collections.abc import Iterable
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								from openpilot.selfdrive.test.process_replay.process_replay import CONFIGS, FAKEDATA, ProcessConfig, replay_process, get_process_config, \
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								                                                                   check_openpilot_enabled, get_custom_params_from_lr
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								from openpilot.selfdrive.test.process_replay.vision_meta import DRIVER_CAMERA_FRAME_SIZES
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								from openpilot.selfdrive.test.update_ci_routes import upload_route
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								from openpilot.tools.lib.route import Route
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								from openpilot.tools.lib.framereader import FrameReader, BaseFrameReader, FrameType
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								from openpilot.tools.lib.logreader import LogReader, LogIterable
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								from openpilot.tools.lib.helpers import save_log
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								class DummyFrameReader(BaseFrameReader):
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								  def __init__(self, w: int, h: int, frame_count: int, pix_val: int):
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								    self.pix_val = pix_val
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								    self.w, self.h = w, h
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								    self.frame_count = frame_count
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								    self.frame_type = FrameType.raw
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								  def get(self, idx, count=1, pix_fmt="yuv420p"):
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								    if pix_fmt == "rgb24":
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								      shape = (self.h, self.w, 3)
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								    elif pix_fmt == "nv12" or pix_fmt == "yuv420p":
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								      shape = (int((self.h * self.w) * 3 / 2),)
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								    else:
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								      raise NotImplementedError
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								    return [np.full(shape, self.pix_val, dtype=np.uint8) for _ in range(count)]
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								  @staticmethod
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								  def zero_dcamera():
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								    return DummyFrameReader(*DRIVER_CAMERA_FRAME_SIZES[("tici", "ar0231")], 1200, 0)
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								def regen_segment(
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								  lr: LogIterable, frs: dict[str, Any] = None,
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								  processes: Iterable[ProcessConfig] = CONFIGS, disable_tqdm: bool = False
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								) -> list[capnp._DynamicStructReader]:
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								  all_msgs = sorted(lr, key=lambda m: m.logMonoTime)
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								  custom_params = get_custom_params_from_lr(all_msgs)
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								  print("Replayed processes:", [p.proc_name for p in processes])
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								  print("\n\n", "*"*30, "\n\n", sep="")
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								  output_logs = replay_process(processes, all_msgs, frs, return_all_logs=True, custom_params=custom_params, disable_progress=disable_tqdm)
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								  return output_logs
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								def setup_data_readers(
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								    route: str, sidx: int, use_route_meta: bool,
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								    needs_driver_cam: bool = True, needs_road_cam: bool = True, dummy_driver_cam: bool = False
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								) -> tuple[LogReader, dict[str, Any]]:
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								  if use_route_meta:
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												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>
old-commit-hash: 4fa62f146426f76c9c1c2867d9729b33ec612b59
											
										 
										
											3 years ago
										 
									 
								 
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								    r = Route(route)
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								    lr = LogReader(r.log_paths()[sidx])
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								    frs = {}
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								    if needs_road_cam and len(r.camera_paths()) > sidx and r.camera_paths()[sidx] is not None:
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								      frs['roadCameraState'] = FrameReader(r.camera_paths()[sidx])
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								    if needs_road_cam and  len(r.ecamera_paths()) > sidx and r.ecamera_paths()[sidx] is not None:
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								      frs['wideRoadCameraState'] = FrameReader(r.ecamera_paths()[sidx])
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								    if needs_driver_cam:
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								      if dummy_driver_cam:
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								        frs['driverCameraState'] = DummyFrameReader.zero_dcamera()
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								      elif len(r.dcamera_paths()) > sidx and r.dcamera_paths()[sidx] is not None:
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								        device_type = next(str(msg.initData.deviceType) for msg in lr if msg.which() == "initData")
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								        assert device_type != "neo", "Driver camera not supported on neo segments. Use dummy dcamera."
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								        frs['driverCameraState'] = FrameReader(r.dcamera_paths()[sidx])
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								  else:
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								    lr = LogReader(f"cd:/{route.replace('|', '/')}/{sidx}/rlog.bz2")
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								    frs = {}
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								    if needs_road_cam:
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								      frs['roadCameraState'] = FrameReader(f"cd:/{route.replace('|', '/')}/{sidx}/fcamera.hevc")
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								      if next((True for m in lr if m.which() == "wideRoadCameraState"), False):
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								        frs['wideRoadCameraState'] = FrameReader(f"cd:/{route.replace('|', '/')}/{sidx}/ecamera.hevc")
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								    if needs_driver_cam:
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								      if dummy_driver_cam:
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								        frs['driverCameraState'] = DummyFrameReader.zero_dcamera()
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								      else:
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								        device_type = next(str(msg.initData.deviceType) for msg in lr if msg.which() == "initData")
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								        assert device_type != "neo", "Driver camera not supported on neo segments. Use dummy dcamera."
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								        frs['driverCameraState'] = FrameReader(f"cd:/{route.replace('|', '/')}/{sidx}/dcamera.hevc")
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								  return lr, frs
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								def regen_and_save(
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								  route: str, sidx: int, processes: str | Iterable[str] = "all", outdir: str = FAKEDATA,
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								  upload: bool = False, use_route_meta: bool = False, disable_tqdm: bool = False, dummy_driver_cam: bool = False
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								) -> str:
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								  if not isinstance(processes, str) and not hasattr(processes, "__iter__"):
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								    raise ValueError("whitelist_proc must be a string or iterable")
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								  if processes != "all":
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								    if isinstance(processes, str):
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								      raise ValueError(f"Invalid value for processes: {processes}")
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								    replayed_processes = []
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								    for d in processes:
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								      cfg = get_process_config(d)
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								      replayed_processes.append(cfg)
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								  else:
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								    replayed_processes = CONFIGS
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								  all_vision_pubs = {pub for cfg in replayed_processes for pub in cfg.vision_pubs}
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								  lr, frs = setup_data_readers(route, sidx, use_route_meta,
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								                               needs_driver_cam="driverCameraState" in all_vision_pubs,
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								                               needs_road_cam="roadCameraState" in all_vision_pubs or "wideRoadCameraState" in all_vision_pubs,
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								                               dummy_driver_cam=dummy_driver_cam)
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								  output_logs = regen_segment(lr, frs, replayed_processes, disable_tqdm=disable_tqdm)
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								  log_dir = os.path.join(outdir, time.strftime("%Y-%m-%d--%H-%M-%S--0", time.gmtime()))
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								  rel_log_dir = os.path.relpath(log_dir)
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								  rpath = os.path.join(log_dir, "rlog.bz2")
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								  os.makedirs(log_dir)
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								  save_log(rpath, output_logs, compress=True)
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								  print("\n\n", "*"*30, "\n\n", sep="")
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  print("New route:", rel_log_dir, "\n")
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  if not check_openpilot_enabled(output_logs):
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    raise Exception("Route did not engage for long enough")
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  if upload:
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    upload_route(rel_log_dir)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  return rel_log_dir
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								if __name__ == "__main__":
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  def comma_separated_list(string):
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    return string.split(",")
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  all_procs = [p.proc_name for p in CONFIGS]
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  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("--outdir", help="log output dir", default=FAKEDATA)
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  parser.add_argument("--dummy-dcamera", action='store_true', help="Use dummy blank driver camera")
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  parser.add_argument("--whitelist-procs", type=comma_separated_list, default=all_procs,
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								                      help="Comma-separated whitelist of processes to regen (e.g. controlsd,radard)")
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  parser.add_argument("--blacklist-procs", type=comma_separated_list, default=[],
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								                      help="Comma-separated blacklist of processes to regen (e.g. controlsd,radard)")
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  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()
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  blacklist_set = set(args.blacklist_procs)
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  processes = [p for p in args.whitelist_procs if p not in blacklist_set]
							 | 
						
					
						
							| 
								
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								  regen_and_save(args.route, args.seg, processes=processes, upload=args.upload, outdir=args.outdir, dummy_driver_cam=args.dummy_dcamera)
							 |