nopenpilot/selfdrive/test/process_replay/compare_logs.py

108 lines
2.9 KiB
Python
Executable File

#!/usr/bin/env python3
import bz2
import os
import sys
import math
import numbers
import dictdiffer
from collections import Counter
if "CI" in os.environ:
def tqdm(x):
return x
else:
from tqdm import tqdm # type: ignore
from tools.lib.logreader import LogReader
EPSILON = sys.float_info.epsilon
def save_log(dest, log_msgs, compress=True):
dat = b"".join(msg.as_builder().to_bytes() for msg in tqdm(log_msgs))
if compress:
dat = bz2.compress(dat)
with open(dest, "wb") as f:
f.write(dat)
def remove_ignored_fields(msg, ignore):
msg = msg.as_builder()
for key in ignore:
attr = msg
keys = key.split(".")
if msg.which() != keys[0] and len(keys) > 1:
continue
for k in keys[:-1]:
try:
attr = getattr(msg, k)
except AttributeError:
break
else:
v = getattr(attr, keys[-1])
if isinstance(v, bool):
val = False
elif isinstance(v, numbers.Number):
val = 0
else:
raise NotImplementedError
setattr(attr, keys[-1], val)
return msg.as_reader()
def compare_logs(log1, log2, ignore_fields=None, ignore_msgs=None, tolerance=None):
if ignore_fields is None:
ignore_fields = []
if ignore_msgs is None:
ignore_msgs = []
log1, log2 = (list(filter(lambda m: m.which() not in ignore_msgs, log)) for log in (log1, log2))
if len(log1) != len(log2):
cnt1 = Counter(m.which() for m in log1)
cnt2 = Counter(m.which() for m in log2)
raise Exception(f"logs are not same length: {len(log1)} VS {len(log2)}\n\t\t{cnt1}\n\t\t{cnt2}")
diff = []
for msg1, msg2 in tqdm(zip(log1, log2)):
if msg1.which() != msg2.which():
print(msg1, msg2)
raise Exception("msgs not aligned between logs")
msg1_bytes = remove_ignored_fields(msg1, ignore_fields).as_builder().to_bytes()
msg2_bytes = remove_ignored_fields(msg2, ignore_fields).as_builder().to_bytes()
if msg1_bytes != msg2_bytes:
msg1_dict = msg1.to_dict(verbose=True)
msg2_dict = msg2.to_dict(verbose=True)
tolerance = EPSILON if tolerance is None else tolerance
dd = dictdiffer.diff(msg1_dict, msg2_dict, ignore=ignore_fields)
# Dictdiffer only supports relative tolerance, we also want to check for absolute
# TODO: add this to dictdiffer
def outside_tolerance(diff):
try:
if diff[0] == "change":
a, b = diff[2]
finite = math.isfinite(a) and math.isfinite(b)
if finite and isinstance(a, numbers.Number) and isinstance(b, numbers.Number):
return abs(a - b) > max(tolerance, tolerance * max(abs(a), abs(b)))
except TypeError:
pass
return True
dd = list(filter(outside_tolerance, dd))
diff.extend(dd)
return diff
if __name__ == "__main__":
log1 = list(LogReader(sys.argv[1]))
log2 = list(LogReader(sys.argv[2]))
print(compare_logs(log1, log2, sys.argv[3:]))