#!/usr/bin/env python3 import os import sys import time from typing import Any from tqdm import tqdm import cereal.messaging as messaging from cereal.visionipc.visionipc_pyx import VisionIpcServer, VisionStreamType # pylint: disable=no-name-in-module, import-error from common.spinner import Spinner from common.timeout import Timeout from common.transformations.camera import get_view_frame_from_road_frame, eon_f_frame_size, tici_f_frame_size, \ eon_d_frame_size, tici_d_frame_size from selfdrive.hardware import PC, TICI from selfdrive.manager.process_config import managed_processes from selfdrive.test.openpilotci import BASE_URL, get_url from selfdrive.test.process_replay.compare_logs import compare_logs, save_log from selfdrive.test.process_replay.test_processes import format_diff from selfdrive.version import get_commit from tools.lib.framereader import FrameReader from tools.lib.logreader import LogReader if TICI: TEST_ROUTE = "4cf7a6ad03080c90|2021-09-29--13-46-36" else: TEST_ROUTE = "303055c0002aefd1|2021-11-22--18-36-32" CACHE_DIR = os.getenv("CACHE_DIR", None) packet_from_camera = {"roadCameraState":"modelV2", "driverCameraState":"driverState"} def get_log_fn(ref_commit): return "%s_%s_%s.bz2" % (TEST_ROUTE, "model_tici" if TICI else "model", ref_commit) def replace_calib(msg, calib): msg = msg.as_builder() if calib is not None: msg.liveCalibration.extrinsicMatrix = get_view_frame_from_road_frame(*calib, 1.22).flatten().tolist() return msg def process_frame(msg, pm, sm, log_msgs, vipc_server, spinner, frs, frame_idxs, last_desire): if msg.which() == "roadCameraState" and last_desire is not None: dat = messaging.new_message('lateralPlan') dat.lateralPlan.desire = last_desire pm.send('lateralPlan', dat) f = msg.as_builder() pm.send(msg.which(), f) img = frs[msg.which()].get(frame_idxs[msg.which()], pix_fmt="yuv420p")[0] if msg.which == "roadCameraState": vipc_server.send(VisionStreamType.VISION_STREAM_YUV_BACK, img.flatten().tobytes(), f.roadCameraState.frameId, f.roadCameraState.timestampSof, f.roadCameraState.timestampEof) else: vipc_server.send(VisionStreamType.VISION_STREAM_YUV_FRONT, img.flatten().tobytes(), f.driverCameraState.frameId, f.driverCameraState.timestampSof, f.driverCameraState.timestampEof) with Timeout(seconds=15): log_msgs.append(messaging.recv_one(sm.sock[packet_from_camera[msg.which()]])) frame_idxs[msg.which()] += 1 if frame_idxs[msg.which()] >= frs[msg.which()].frame_count: return None update_spinner(spinner, frame_idxs['roadCameraState'], frs['roadCameraState'].frame_count, frame_idxs['driverCameraState'], frs['driverCameraState'].frame_count) return 0 def update_spinner(s, fidx, fcnt, didx, dcnt): s.update("replaying models: road %d/%d, driver %d/%d" % (fidx, fcnt, didx, dcnt)) def model_replay(lr_list, frs): spinner = Spinner() spinner.update("starting model replay") vipc_server = VisionIpcServer("camerad") vipc_server.create_buffers(VisionStreamType.VISION_STREAM_YUV_BACK, 40, False, *(tici_f_frame_size if TICI else eon_f_frame_size)) vipc_server.create_buffers(VisionStreamType.VISION_STREAM_YUV_FRONT, 40, False, *(tici_d_frame_size if TICI else eon_d_frame_size)) vipc_server.start_listener() pm = messaging.PubMaster(['roadCameraState', 'driverCameraState', 'liveCalibration', 'lateralPlan']) sm = messaging.SubMaster(['modelV2', 'driverState']) try: managed_processes['modeld'].start() managed_processes['dmonitoringmodeld'].start() time.sleep(5) sm.update(1000) last_desire = None log_msgs = [] frame_idxs = dict.fromkeys(['roadCameraState','driverCameraState'], 0) cal = [msg for msg in lr if msg.which() == "liveCalibration"] for msg in cal[:5]: pm.send(msg.which(), replace_calib(msg, None)) for msg in tqdm(lr_list): if msg.which() == "liveCalibration": last_calib = list(msg.liveCalibration.rpyCalib) pm.send(msg.which(), replace_calib(msg, last_calib)) elif msg.which() == "lateralPlan": last_desire = msg.lateralPlan.desire elif msg.which() in ["roadCameraState", "driverCameraState"]: ret = process_frame(msg, pm, sm, log_msgs, vipc_server, spinner, frs, frame_idxs, last_desire) if ret is None: break except KeyboardInterrupt: pass finally: spinner.close() managed_processes['modeld'].stop() managed_processes['dmonitoringmodeld'].stop() return log_msgs if __name__ == "__main__": update = "--update" in sys.argv if TICI: os.system('sudo mount -o remount,size=200M /tmp') # c3 hevcs are 75M each replay_dir = os.path.dirname(os.path.abspath(__file__)) ref_commit_fn = os.path.join(replay_dir, "model_replay_ref_commit") segnum = 0 frs = {} if CACHE_DIR: lr = LogReader(os.path.join(CACHE_DIR, '%s--%d--rlog.bz2' % (TEST_ROUTE.replace('|', '_'), segnum))) frs['roadCameraState'] = FrameReader(os.path.join(CACHE_DIR, '%s--%d--fcamera.hevc' % (TEST_ROUTE.replace('|', '_'), segnum))) frs['driverCameraState'] = FrameReader(os.path.join(CACHE_DIR, '%s--%d--dcamera.hevc' % (TEST_ROUTE.replace('|', '_'), segnum))) else: lr = LogReader(get_url(TEST_ROUTE, segnum)) frs['roadCameraState'] = FrameReader(get_url(TEST_ROUTE, segnum, log_type="fcamera")) frs['driverCameraState'] = FrameReader(get_url(TEST_ROUTE, segnum, log_type="dcamera")) lr_list = list(lr) log_msgs = model_replay(lr_list, frs) failed = False if not update: ref_commit = open(ref_commit_fn).read().strip() log_fn = get_log_fn(ref_commit) cmp_log = LogReader(BASE_URL + log_fn) ignore = ['logMonoTime', 'valid', 'modelV2.frameDropPerc', 'modelV2.modelExecutionTime', 'driverState.modelExecutionTime', 'driverState.dspExecutionTime'] tolerance = None if not PC else 1e-3 results: Any = {TEST_ROUTE: {}} results[TEST_ROUTE]["models"] = compare_logs(cmp_log, log_msgs, tolerance=tolerance, ignore_fields=ignore) diff1, diff2, failed = format_diff(results, ref_commit) print(diff2) print('-------------') print('-------------') print('-------------') print('-------------') print('-------------') print(diff1) with open("model_diff.txt", "w") as f: f.write(diff2) if update or failed: from selfdrive.test.openpilotci import upload_file print("Uploading new refs") new_commit = get_commit() log_fn = get_log_fn(new_commit) save_log(log_fn, log_msgs) try: upload_file(log_fn, os.path.basename(log_fn)) except Exception as e: print("failed to upload", e) with open(ref_commit_fn, 'w') as f: f.write(str(new_commit)) print("\n\nNew ref commit: ", new_commit) sys.exit(int(failed))