diff --git a/onedal/covariance/incremental_covariance.py b/onedal/covariance/incremental_covariance.py index e08a095204..c48a099fd7 100644 --- a/onedal/covariance/incremental_covariance.py +++ b/onedal/covariance/incremental_covariance.py @@ -18,13 +18,10 @@ from daal4py.sklearn._utils import daal_check_version -from .._config import _get_config from .._device_offload import supports_queue from ..common._backend import bind_default_backend from ..datatypes import from_table, return_type_constructor, to_table from ..utils import _sycl_queue_manager as QM -from ..utils._array_api import _get_sycl_namespace -from ..utils.validation import _check_array from .covariance import BaseEmpiricalCovariance diff --git a/onedal/datatypes/_dlpack.py b/onedal/datatypes/_dlpack.py index 865ecff08c..9855774bf1 100644 --- a/onedal/datatypes/_dlpack.py +++ b/onedal/datatypes/_dlpack.py @@ -14,8 +14,6 @@ # limitations under the License. # ============================================================================== -from collections.abc import Iterable - import numpy as np from onedal import _default_backend as backend diff --git a/onedal/decomposition/incremental_pca.py b/onedal/decomposition/incremental_pca.py index bc0dbf7adf..8fa0ef6bb9 100644 --- a/onedal/decomposition/incremental_pca.py +++ b/onedal/decomposition/incremental_pca.py @@ -14,13 +14,10 @@ # limitations under the License. # ============================================================================== -import numpy as np - from onedal._device_offload import supports_queue from onedal.common._backend import bind_default_backend from onedal.utils import _sycl_queue_manager as QM -from .._config import _get_config from ..datatypes import from_table, return_type_constructor, to_table from .pca import PCA diff --git a/onedal/decomposition/pca.py b/onedal/decomposition/pca.py index 8cd113e877..61bc962e0d 100644 --- a/onedal/decomposition/pca.py +++ b/onedal/decomposition/pca.py @@ -14,11 +14,8 @@ # limitations under the License. # ============================================================================== -import numbers from abc import ABCMeta -import numpy as np - from onedal._device_offload import supports_queue from onedal.common._backend import bind_default_backend diff --git a/sklearnex/covariance/incremental_covariance.py b/sklearnex/covariance/incremental_covariance.py index 7caac08ad1..04eabb7283 100644 --- a/sklearnex/covariance/incremental_covariance.py +++ b/sklearnex/covariance/incremental_covariance.py @@ -19,7 +19,6 @@ from functools import partial import numpy as np -from scipy import linalg from sklearn.base import BaseEstimator, clone from sklearn.covariance import EmpiricalCovariance as _sklearn_EmpiricalCovariance from sklearn.utils import gen_batches diff --git a/sklearnex/decomposition/pca.py b/sklearnex/decomposition/pca.py index 7fe383c316..f0c5bbe817 100755 --- a/sklearnex/decomposition/pca.py +++ b/sklearnex/decomposition/pca.py @@ -19,7 +19,6 @@ from daal4py.sklearn._utils import daal_check_version if daal_check_version((2024, "P", 100)): - from math import sqrt from numbers import Integral from warnings import warn diff --git a/sklearnex/ensemble/_forest.py b/sklearnex/ensemble/_forest.py index bbccb0797e..236070dfb5 100644 --- a/sklearnex/ensemble/_forest.py +++ b/sklearnex/ensemble/_forest.py @@ -21,7 +21,7 @@ import numpy as np from scipy import sparse as sp -from sklearn.base import BaseEstimator, clone +from sklearn.base import clone from sklearn.ensemble import ExtraTreesClassifier as _sklearn_ExtraTreesClassifier from sklearn.ensemble import ExtraTreesRegressor as _sklearn_ExtraTreesRegressor from sklearn.ensemble import RandomForestClassifier as _sklearn_RandomForestClassifier diff --git a/sklearnex/linear_model/linear.py b/sklearnex/linear_model/linear.py index fa5bd771f2..7d79ac9d8f 100644 --- a/sklearnex/linear_model/linear.py +++ b/sklearnex/linear_model/linear.py @@ -23,7 +23,6 @@ from daal4py.sklearn._n_jobs_support import control_n_jobs from daal4py.sklearn._utils import daal_check_version, sklearn_check_version -from onedal.common.hyperparameters import get_hyperparameters from onedal.linear_model import LinearRegression as onedal_LinearRegression from onedal.utils.validation import _num_features, _num_samples diff --git a/sklearnex/linear_model/logistic_regression.py b/sklearnex/linear_model/logistic_regression.py index 8a0b8233e7..b5eabc4a74 100644 --- a/sklearnex/linear_model/logistic_regression.py +++ b/sklearnex/linear_model/logistic_regression.py @@ -28,7 +28,7 @@ from sklearn.linear_model import LogisticRegression as _sklearn_LogisticRegression from sklearn.metrics import accuracy_score from sklearn.utils.multiclass import type_of_target - from sklearn.utils.validation import check_array, check_is_fitted, check_X_y + from sklearn.utils.validation import check_is_fitted from daal4py.sklearn._n_jobs_support import control_n_jobs from daal4py.sklearn._utils import sklearn_check_version diff --git a/sklearnex/neighbors/common.py b/sklearnex/neighbors/common.py index ed48c48e77..06aad33a7b 100644 --- a/sklearnex/neighbors/common.py +++ b/sklearnex/neighbors/common.py @@ -30,7 +30,6 @@ from .._utils import PatchingConditionsChain from ..base import oneDALEstimator -from ..utils._array_api import get_namespace from ..utils.validation import check_feature_names diff --git a/sklearnex/preview/decomposition/incremental_pca.py b/sklearnex/preview/decomposition/incremental_pca.py index ee4643856d..2fd472dd9d 100644 --- a/sklearnex/preview/decomposition/incremental_pca.py +++ b/sklearnex/preview/decomposition/incremental_pca.py @@ -14,7 +14,6 @@ # limitations under the License. # =============================================================================== -import numpy as np import scipy.sparse as sp from sklearn.decomposition import IncrementalPCA as _sklearn_IncrementalPCA from sklearn.utils import check_array, gen_batches diff --git a/sklearnex/tests/test_common.py b/sklearnex/tests/test_common.py index d01597344d..0eaf3da0e0 100644 --- a/sklearnex/tests/test_common.py +++ b/sklearnex/tests/test_common.py @@ -24,7 +24,7 @@ import sys import trace from contextlib import redirect_stdout -from multiprocessing import Pipe, Process, get_context +from multiprocessing import get_context import pytest from sklearn.base import BaseEstimator