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13 changes: 10 additions & 3 deletions deepforest/_binner.py
Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,7 @@
import numpy as np
from sklearn.base import BaseEstimator, TransformerMixin
from sklearn.utils import check_random_state, check_array
from packaging.version import Version

from . import _cutils as _LIB

Expand Down Expand Up @@ -48,9 +49,15 @@ def _find_binning_thresholds_per_feature(
if bin_type == "percentile":
percentiles = np.linspace(0, 100, num=n_bins + 1)
percentiles = percentiles[1:-1]
midpoints = np.percentile(
col_data, percentiles, interpolation="midpoint"
).astype(X_DTYPE)
# Check if it is older than 1.22
if Version(np.__version__) < Version("1.22"):
midpoints = np.percentile(
col_data, percentiles, interpolation="midpoint"
).astype(X_DTYPE)
else:
midpoints = np.percentile(
col_data, percentiles, method="midpoint"
).astype(X_DTYPE)
assert midpoints.shape[0] == n_bins - 1
np.clip(midpoints, a_min=None, a_max=ALMOST_INF, out=midpoints)
# Equal interval in terms of value
Expand Down