o
    i'	                     @   sL   d Z ddlmZ ddlZddlmZ ddlm	Z	 ddl
mZmZ dd ZdS )zyTest the rcv1 loader, if the data is available,
or if specifically requested via environment variable
(e.g. for CI jobs).    )partialN)check_return_X_y)assert_almost_equalassert_array_equalc                 C   s  | dd}|j |j}}|j |j}}t|sJ t|s#J d|j jks+J d|j jks3J d|jks:J d|jksAJ d|jksHJ dt	|ksPJ |j
d	sXJ g d
}t||d d  d}d}	t|	|D ]\}
}||}|
|d d |f j jksJ qn| dd|d}|j |j}}|j}t| ddd}t|| tt|d d t| d}|D ]B}| |}| |}||d d f  }||d d f  }t|| ||d d f  }||d d f  }t|| qd S )NF)shufflei}i' )>F i  )r   g   )r   r   z.. _rcv1_dataset:)ZC11ZC12ZC13ZC14ZC15ZC151   )ZGMILZE143ZCCAT)   i  i Ttrain)r   subsetZrandom_state)r   r   imZ  )i  i  i6  )datatargetZtarget_namestolist	sample_idspissparsesizeshapelenZDESCR
startswithr   zipindexr   r   npsortZtoarrayr   )Zfetch_rcv1_fxtZglobal_random_seedZdata1ZX1ZY1Zcat_lists1Zfirst_categoriesZsome_categoriesZnumber_non_zero_in_catnumcatjZdata2ZX2ZY2s2Z
fetch_funcZsome_sample_idsr   Zidx1Zidx2Zfeature_values_1Zfeature_values_2Ztarget_values_1Ztarget_values_2 r    o/var/www/html/eduruby.in/lip-sync/lip-sync-env/lib/python3.10/site-packages/sklearn/datasets/tests/test_rcv1.pytest_fetch_rcv1   sL   



r"   )__doc__	functoolsr   numpyr   Zscipy.sparsesparser   Z"sklearn.datasets.tests.test_commonr   Zsklearn.utils._testingr   r   r"   r    r    r    r!   <module>   s    