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10 changes: 6 additions & 4 deletions ndsl/testing/comparison.py
Original file line number Diff line number Diff line change
Expand Up @@ -70,17 +70,19 @@ def _compute_errors(
near_zero,
) -> npt.NDArray[np.bool_]:
if self.references.dtype in (np.float64, np.int64, np.float32, np.int32):
denom = self.references
denom[self.references == 0] = self.computed[self.references == 0]
# Rule number 1: Never touch the reference data!
denom = self.references.copy()
# Avoid division by 0. If reference is 0, we expect the computed value to be 0 too.
# (abs(computed - reference) / 1.0) is a good value for the error in this case.
denom[self.references == 0] = 1.0
self._calculated_metric = np.asarray(
np.abs((self.computed - self.references) / denom)
)
self._calculated_metric[denom == 0] = 0.0
elif self.references.dtype in (np.bool_, bool):
self._calculated_metric = np.logical_xor(self.computed, self.references)
else:
raise TypeError(
f"received data with unexpected dtype {self.references.dtype}"
f"Received data with unexpected dtype `{self.references.dtype}`."
)
success = np.logical_or(
np.logical_and(np.isnan(self.computed), np.isnan(self.references)),
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