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2 changes: 1 addition & 1 deletion .github/workflows/workflow.yml
Original file line number Diff line number Diff line change
Expand Up @@ -156,7 +156,7 @@ jobs:
shell: bash -el {0}
strategy:
matrix:
os: [ubuntu-latest, ubuntu-22.04, macOS-latest, macOS-13]
os: [ubuntu-latest, ubuntu-22.04, macOS-latest, macOS-14]
backend: [default, openblas]
python-version: ['3.9']
include:
Expand Down
24 changes: 24 additions & 0 deletions src/aspire/numeric/complex_pca/complex_pca.py
Original file line number Diff line number Diff line change
Expand Up @@ -15,6 +15,7 @@
import scipy.sparse as sp
from sklearn.decomposition import PCA
from sklearn.utils._array_api import get_namespace
from sklearn.utils.validation import check_is_fitted

from .validation import check_array

Expand Down Expand Up @@ -78,3 +79,26 @@ def _fit(self, X):
raise ValueError(
"Unrecognized svd_solver='{0}'" "".format(self._fit_svd_solver)
)

def inverse_transform(self, X):
"""Transform data back to its original space."""

xp, _ = get_namespace(X, self.components_, self.explained_variance_)

check_is_fitted(self)

X = check_array(
X,
dtype=[np.complex128, np.complex64, np.float64, np.float32],
ensure_2d=True,
copy=self.copy,
allow_complex=True,
)

if self.whiten:
scaled_components = (
xp.sqrt(self.explained_variance_[:, np.newaxis]) * self.components_
)
return X @ scaled_components + self.mean_
else:
return X @ self.components_ + self.mean_
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