
    sg                        d Z ddlZddlZddlmZ ddlZddlmZ ddl	m
Z
mZ ddlmZ dd	lmZmZ dd
lmZ ddlmZmZmZ ddlmZ ddlmZmZmZmZmZmZm Z  ddl!m"Z"m#Z# ddl$m%Z% ddl&m'Z' ddl(m)Z) ddl*m+Z+ ddl,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6 dZ7  e%e7      e
jp                        Z8 e%e7       G d de
jr                               Z9g dZ:d Z; e%d      d        Z<y)z+Various utilities to help with development.    N)Sequence   )DataConversionWarning   )_joblibmetadata_routing)Bunch)gen_batchesgen_even_slices)estimator_html_repr)_safe_indexingresampleshuffle)	safe_mask)ClassifierTags	InputTagsRegressorTagsTags
TargetTagsTransformerTagsget_tags)compute_class_weightcompute_sample_weight)
deprecated)all_estimators)safe_sqr)murmurhash3_32)
as_float_arrayassert_all_finitecheck_arraycheck_consistent_lengthcheck_random_statecheck_scalarcheck_symmetric	check_X_ycolumn_or_1d	indexablez>deprecated in 1.5 to be removed in 1.7. Use joblib.{} instead.c                       e Zd Zy)parallel_backendN)__name__
__module____qualname__     I/var/www/html/venv/lib/python3.12/site-packages/sklearn/utils/__init__.pyr)   r)   >   s    r.   r)   )"r   r   r   r    r"   r   r   r&   r!   r%   r#   r'   r$   r   r)   register_parallel_backendr   r   r   r   r   r	   r   r   r   r
   r   r   r   r   r   r   r   r   c                     | dk(  r1t        j                  dt               t        j                         dk(  S t        dt         d|        )NIS_PYPYz1IS_PYPY is deprecated and will be removed in 1.7.PyPyzmodule z has no attribute )warningswarnFutureWarningplatformpython_implementationAttributeErrorr*   )names    r/   __getattr__r;   j   sK    y?	
 --/699
78*,>tfE
FFr.   z;tosequence was deprecated in 1.5 and will be removed in 1.7c                     t        | t        j                        rt        j                  |       S t        | t              r| S t        |       S )a  Cast iterable x to a Sequence, avoiding a copy if possible.

    Parameters
    ----------
    x : iterable
        The iterable to be converted.

    Returns
    -------
    x : Sequence
        If `x` is a NumPy array, it returns it as a `ndarray`. If `x`
        is a `Sequence`, `x` is returned as-is. If `x` is from any other
        type, `x` is returned casted as a list.
    )
isinstancenpndarrayasarrayr   list)xs    r/   
tosequencerC   u   s8      !RZZ zz!}	Ax	 Awr.   )=__doc__r7   r4   collections.abcr   numpyr>   
exceptionsr    r   r   _bunchr	   	_chunkingr
   r   _estimator_html_reprr   	_indexingr   r   r   _maskr   _tagsr   r   r   r   r   r   r   class_weightr   r   deprecationr   	discoveryr   extmathr   
murmurhashr   
validationr   r   r    r!   r"   r#   r$   r%   r&   r'   msgr0   r)   __all__r;   rC   r-   r.   r/   <module>rW      s    1
   $  . '  3 5 
    F # %  &   G+JsOG,M,MN  C	w// 	 	#NG IJ Kr.   