Laikad: Cache orbit and nav data (commaai#24831)

* Cache orbit and nav data

* Cleanup

* Cleanup

* Use ProcessPoolExecutor to fetch orbits

* update laika repo

* Minor

* Create json de/serializers
Save cache only 1 minute at max

* Update laika repo

* Speed up json by caching json in ephemeris class

* Update laika

* Fix test

* Use constant

Author: gijskoning

common/params.cc

@@ -127,6 +127,7 @@ std::unordered_map<std::string, uint32_t> keys = {
     {"IsTakingSnapshot", CLEAR_ON_MANAGER_START},
     {"IsUpdateAvailable", CLEAR_ON_MANAGER_START},
     {"JoystickDebugMode", CLEAR_ON_MANAGER_START | CLEAR_ON_IGNITION_OFF},
+    {"LaikadEphemeris", PERSISTENT},
     {"LastAthenaPingTime", CLEAR_ON_MANAGER_START},
     {"LastGPSPosition", PERSISTENT},
     {"LastManagerExitReason", CLEAR_ON_MANAGER_START},

selfdrive/locationd/laikad.py

@@ -1,4 +1,5 @@
 #!/usr/bin/env python3
+import json
 import time
 from concurrent.futures import Future, ProcessPoolExecutor
 from typing import List, Optional
@@ -9,9 +10,10 @@
 from numpy.linalg import linalg
 
 from cereal import log, messaging
+from common.params import Params, put_nonblocking
 from laika import AstroDog
 from laika.constants import SECS_IN_HR, SECS_IN_MIN
-from laika.ephemeris import EphemerisType, convert_ublox_ephem
+from laika.ephemeris import Ephemeris, EphemerisType, convert_ublox_ephem
 from laika.gps_time import GPSTime
 from laika.helpers import ConstellationId
 from laika.raw_gnss import GNSSMeasurement, calc_pos_fix, correct_measurements, process_measurements, read_raw_ublox
@@ -22,16 +24,40 @@
 from selfdrive.swaglog import cloudlog
 
 MAX_TIME_GAP = 10
+EPHEMERIS_CACHE = 'LaikadEphemeris'
+CACHE_VERSION = 0.1
 
 
 class Laikad:
-
-  def __init__(self, valid_const=("GPS", "GLONASS"), auto_update=False, valid_ephem_types=(EphemerisType.ULTRA_RAPID_ORBIT, EphemerisType.NAV)):
-    self.astro_dog = AstroDog(valid_const=valid_const, auto_update=auto_update, valid_ephem_types=valid_ephem_types)
+  def __init__(self, valid_const=("GPS", "GLONASS"), auto_update=False, valid_ephem_types=(EphemerisType.ULTRA_RAPID_ORBIT, EphemerisType.NAV),
+               save_ephemeris=False):
+    self.astro_dog = AstroDog(valid_const=valid_const, auto_update=auto_update, valid_ephem_types=valid_ephem_types, clear_old_ephemeris=True)
     self.gnss_kf = GNSSKalman(GENERATED_DIR)
     self.orbit_fetch_executor = ProcessPoolExecutor()
     self.orbit_fetch_future: Optional[Future] = None
     self.last_fetch_orbits_t = None
+    self.last_cached_t = None
+    self.save_ephemeris = save_ephemeris
+    self.load_cache()
+
+  def load_cache(self):
+    cache = Params().get(EPHEMERIS_CACHE)
+    if not cache:
+      return
+    try:
+      cache = json.loads(cache, object_hook=deserialize_hook)
+      self.astro_dog.add_orbits(cache['orbits'])
+      self.astro_dog.add_navs(cache['nav'])
+      self.last_fetch_orbits_t = cache['last_fetch_orbits_t']
+    except json.decoder.JSONDecodeError:
+      cloudlog.exception("Error parsing cache")
+
+  def cache_ephemeris(self, t: GPSTime):
+    if self.save_ephemeris and (self.last_cached_t is None or t - self.last_cached_t > SECS_IN_MIN):
+      put_nonblocking(EPHEMERIS_CACHE, json.dumps(
+        {'version': CACHE_VERSION, 'last_fetch_orbits_t': self.last_fetch_orbits_t, 'orbits': self.astro_dog.orbits, 'nav': self.astro_dog.nav},
+        cls=CacheSerializer))
+      self.last_cached_t = t
 
   def process_ublox_msg(self, ublox_msg, ublox_mono_time: int, block=False):
     if ublox_msg.which == 'measurementReport':
@@ -83,7 +109,8 @@ def process_ublox_msg(self, ublox_msg, ublox_mono_time: int, block=False):
       return dat
     elif ublox_msg.which == 'ephemeris':
       ephem = convert_ublox_ephem(ublox_msg.ephemeris)
-      self.astro_dog.add_navs([ephem])
+      self.astro_dog.add_navs({ephem.prn: [ephem]})
+      self.cache_ephemeris(t=ephem.epoch)
     # elif ublox_msg.which == 'ionoData':
     # todo add this. Needed to better correct messages offline. First fix ublox_msg.cc to sent them.
 
@@ -101,7 +128,7 @@ def update_localizer(self, pos_fix, t: float, measurements: List[GNSSMeasurement
         cloudlog.error("Gnss kalman std too far")
 
       if len(pos_fix) == 0:
-        cloudlog.warning("Position fix not available when resetting kalman filter")
+        cloudlog.info("Position fix not available when resetting kalman filter")
         return
       post_est = pos_fix[0][:3].tolist()
       self.init_gnss_localizer(post_est)
@@ -134,10 +161,11 @@ def fetch_orbits(self, t: GPSTime, block):
           self.orbit_fetch_future.result()
       if self.orbit_fetch_future.done():
         ret = self.orbit_fetch_future.result()
+        self.last_fetch_orbits_t = t
         if ret:
           self.astro_dog.orbits, self.astro_dog.orbit_fetched_times = ret
+          self.cache_ephemeris(t=t)
         self.orbit_fetch_future = None
-        self.last_fetch_orbits_t = t
 
 
 def get_orbit_data(t: GPSTime, valid_const, auto_update, valid_ephem_types):
@@ -193,11 +221,31 @@ def get_bearing_from_gnss(ecef_pos, ecef_vel, vel_std):
   return float(np.rad2deg(bearing)), float(bearing_std)
 
 
+class CacheSerializer(json.JSONEncoder):
+
+  def default(self, o):
+    if isinstance(o, Ephemeris):
+      return o.to_json()
+    if isinstance(o, GPSTime):
+      return o.__dict__
+    if isinstance(o, np.ndarray):
+      return o.tolist()
+    return json.JSONEncoder.default(self, o)
+
+
+def deserialize_hook(dct):
+  if 'ephemeris' in dct:
+    return Ephemeris.from_json(dct)
+  if 'week' in dct:
+    return GPSTime(dct['week'], dct['tow'])
+  return dct
+
+
 def main():
   sm = messaging.SubMaster(['ubloxGnss'])
   pm = messaging.PubMaster(['gnssMeasurements'])
 
-  laikad = Laikad()
+  laikad = Laikad(save_ephemeris=True)
   while True:
     sm.update()
 

selfdrive/locationd/test/test_laikad.py

@@ -1,14 +1,16 @@
 #!/usr/bin/env python3
+import time
 import unittest
 from datetime import datetime
 from unittest import mock
-from unittest.mock import Mock
+from unittest.mock import Mock, patch
 
+from common.params import Params
 from laika.ephemeris import EphemerisType
 from laika.gps_time import GPSTime
-from laika.helpers import ConstellationId
+from laika.helpers import ConstellationId, TimeRangeHolder
 from laika.raw_gnss import GNSSMeasurement, read_raw_ublox
-from selfdrive.locationd.laikad import Laikad, create_measurement_msg
+from selfdrive.locationd.laikad import EPHEMERIS_CACHE, Laikad, create_measurement_msg
 from selfdrive.test.openpilotci import get_url
 from tools.lib.logreader import LogReader
 
@@ -20,12 +22,14 @@ def get_log(segs=range(0)):
   return [m for m in logs if m.which() == 'ubloxGnss']
 
 
-def verify_messages(lr, laikad):
+def verify_messages(lr, laikad, return_one_success=False):
   good_msgs = []
   for m in lr:
     msg = laikad.process_ublox_msg(m.ubloxGnss, m.logMonoTime, block=True)
     if msg is not None and len(msg.gnssMeasurements.correctedMeasurements) > 0:
       good_msgs.append(msg)
+      if return_one_success:
+        return msg
   return good_msgs
 
 
@@ -35,6 +39,9 @@ class TestLaikad(unittest.TestCase):
   def setUpClass(cls):
     cls.logs = get_log(range(1))
 
+  def setUp(self):
+    Params().delete(EPHEMERIS_CACHE)
+
   def test_create_msg_without_errors(self):
     gpstime = GPSTime.from_datetime(datetime.now())
     meas = GNSSMeasurement(ConstellationId.GPS, 1, gpstime.week, gpstime.tow, {'C1C': 0., 'D1C': 0.}, {'C1C': 0., 'D1C': 0.})
@@ -81,8 +88,7 @@ def test_laika_get_orbits(self):
     first_gps_time = self.get_first_gps_time()
     # Pretend process has loaded the orbits on startup by using the time of the first gps message.
     laikad.fetch_orbits(first_gps_time, block=True)
-    self.assertEqual(29, len(laikad.astro_dog.orbits.values()))
-    self.assertGreater(min([len(v) for v in laikad.astro_dog.orbits.values()]), 0)
+    self.dict_has_values(laikad.astro_dog.orbits)
 
   @unittest.skip("Use to debug live data")
   def test_laika_get_orbits_now(self):
@@ -109,6 +115,54 @@ def test_get_orbits_in_process(self):
     self.assertGreater(len(laikad.astro_dog.orbit_fetched_times._ranges), 0)
     self.assertEqual(None, laikad.orbit_fetch_future)
 
+  def test_cache(self):
+    laikad = Laikad(auto_update=True, save_ephemeris=True)
+    first_gps_time = self.get_first_gps_time()
+
+    def wait_for_cache():
+      max_time = 2
+      while Params().get(EPHEMERIS_CACHE) is None:
+        time.sleep(0.1)
+        max_time -= 0.1
+        if max_time == 0:
+          self.fail("Cache has not been written after 2 seconds")
+    # Test cache with no ephemeris
+    laikad.cache_ephemeris(t=GPSTime(0, 0))
+    wait_for_cache()
+    Params().delete(EPHEMERIS_CACHE)
+
+    laikad.astro_dog.get_navs(first_gps_time)
+    laikad.fetch_orbits(first_gps_time, block=True)
+
+    # Wait for cache to save
+    wait_for_cache()
+
+    # Check both nav and orbits separate
+    laikad = Laikad(auto_update=False, valid_ephem_types=EphemerisType.NAV)
+    # Verify orbits and nav are loaded from cache
+    self.dict_has_values(laikad.astro_dog.orbits)
+    self.dict_has_values(laikad.astro_dog.nav)
+    # Verify cache is working for only nav by running a segment
+    msg = verify_messages(self.logs, laikad, return_one_success=True)
+    self.assertIsNotNone(msg)
+
+    with patch('selfdrive.locationd.laikad.get_orbit_data', return_value=None) as mock_method:
+      # Verify no orbit downloads even if orbit fetch times is reset since the cache has recently been saved and we don't want to download high frequently
+      laikad.astro_dog.orbit_fetched_times = TimeRangeHolder()
+      laikad.fetch_orbits(first_gps_time, block=False)
+      mock_method.assert_not_called()
+
+      # Verify cache is working for only orbits by running a segment
+      laikad = Laikad(auto_update=False, valid_ephem_types=EphemerisType.ULTRA_RAPID_ORBIT)
+      msg = verify_messages(self.logs, laikad, return_one_success=True)
+      self.assertIsNotNone(msg)
+      # Verify orbit data is not downloaded
+      mock_method.assert_not_called()
+
+  def dict_has_values(self, dct):
+    self.assertGreater(len(dct), 0)
+    self.assertGreater(min([len(v) for v in dct.values()]), 0)
+
 
 if __name__ == "__main__":
   unittest.main()