#!/usr/bin/env python3 import sys import math import capnp import numbers import dictdiffer from collections import Counter from tools.lib.logreader import LogReader EPSILON = sys.float_info.epsilon 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]: # indexing into list if k.isdigit(): attr = attr[int(k)] else: attr = getattr(attr, k) v = getattr(attr, keys[-1]) if isinstance(v, bool): val = False elif isinstance(v, numbers.Number): val = 0 elif isinstance(v, (list, capnp.lib.capnp._DynamicListBuilder)): val = [] else: raise NotImplementedError(f"Unknown type: {type(v)}") setattr(attr, keys[-1], val) return msg def get_field_tolerance(diff_field, field_tolerances): diff_field_str = diff_field[0] for s in diff_field[1:]: # loop until number in field if not isinstance(s, str): break diff_field_str += '.'+s if diff_field_str in field_tolerances: return field_tolerances[diff_field_str] def compare_logs(log1, log2, ignore_fields=None, ignore_msgs=None, tolerance=None, field_tolerances=None): if ignore_fields is None: ignore_fields = [] if ignore_msgs is None: ignore_msgs = [] if field_tolerances is None: field_tolerances = {} default_tolerance = EPSILON if tolerance is None else tolerance log1, log2 = ( sorted((m for m in log if m.which() not in ignore_msgs), key=lambda m: (m.logMonoTime, m.which())) 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 zip(log1, log2): if msg1.which() != msg2.which(): raise Exception("msgs not aligned between logs") msg1 = remove_ignored_fields(msg1, ignore_fields) msg2 = remove_ignored_fields(msg2, ignore_fields) if msg1.to_bytes() != msg2.to_bytes(): msg1_dict = msg1.as_reader().to_dict(verbose=True) msg2_dict = msg2.as_reader().to_dict(verbose=True) 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": field_tolerance = default_tolerance if (tol := get_field_tolerance(diff[1], field_tolerances)) is not None: field_tolerance = tol 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(field_tolerance, field_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:]))