+
    KV-j¦  ã                   ó6   € ^ RI t^ RIHtHtHt  ! R R4      tR# )é    N)Úassert_Úassert_equalÚassert_raisesc                   ó8   a € ] tR t^t o R tR tR tR tRtV t	R# )ÚTestRegressionc                ó–   € \         P                  ! R 4      p\        \        \         P                  ! W4      4      \        V4      4       R# )z
[1 0; 1 0]N)ÚnpÚmatrixr   ÚtypeÚkron©ÚselfÚxs   & Úv/Volumes/fast/ai/experiments/ui-tars-smoke/.venv/lib/python3.14/site-packages/numpy/matrixlib/tests/test_regression.pyÚtest_kron_matrixÚTestRegression.test_kron_matrix   s+   € ä�IŠI�lÓ#ˆÜ”Tœ"Ÿ'š' !›-Ó(¬$¨q«'Ö2ó    c                óÖ  € \         P                  ! R .\        R7      p\        \	        VP
                  4      \         P                  J 4       \        \	        VP                  4      \         P                  J 4       \         P                  ! R.4      P                  4       w  r#\        \	        V4      \         P                  J 4       \        \	        V4      \         P                  J 4       R# )g      ð?)Údtypeg        N)	r	   r
   Úfloatr   r   ÚrealÚimagÚnonzeroÚndarray)r   ÚaÚcÚds   &   r   Útest_matrix_propertiesÚ%TestRegression.test_matrix_properties   s‹   € ä�IŠI�s�e¤5Ô)ˆÜ”�Q—V‘V“¤§	¡	Ð)Ô*Ü”�Q—V‘V“¤§	¡	Ð)Ô*Ü�yŠy˜#˜Ó×'Ñ'Ó)‰ˆÜ”�Q“œ2Ÿ:™:Ð%Ô&Ü”�Q“œ2Ÿ:™:Ð%Ö&r   c                ó,   € R  p\        \        V4       R# )c                  ó�   € \         P                  ! \         P                  ! ^4      4      \         P                  ! ^4      ,           R# )é   N)r	   ÚasmatrixÚeyeÚones© r   r   ÚmulÚ=TestRegression.test_matrix_multiply_by_1d_vector.<locals>.mul   s&   € Ü�KŠKœŸš˜q›	Ó"¤R§W¢W¨Q£Z×/Ð/r   N)r   Ú
ValueError)r   r'   s   & r   Ú!test_matrix_multiply_by_1d_vectorÚ0TestRegression.test_matrix_multiply_by_1d_vector   s   € ò	0ô 	”j #Ö&r   c                ó   € \         P                  ! \         P                  P                  ^ ^R4      4      p\	        VP                  4       P                  R4       \	        VP                  4       P                  R4       R# )r   N)é   r-   r&   )r	   r#   ÚrandomÚuniformr   ÚstdÚshapeÚargmaxr   s   & r   Útest_matrix_std_argmaxÚ%TestRegression.test_matrix_std_argmax   sM   € ä�KŠKœŸ	™	×)Ñ)¨!¨Q°Ó7Ó8ˆÜ�Q—U‘U“W—]‘] BÔ'Ü�Q—X‘X“Z×%Ñ% rÖ*r   r&   N)
Ú__name__Ú
__module__Ú__qualname__Ú__firstlineno__r   r   r*   r3   Ú__static_attributes__Ú__classdictcell__)Ú__classdict__s   @r   r   r      s   ø‡ € ò3ò
'ò'÷+ð +r   r   )Únumpyr	   Únumpy.testingr   r   r   r   r&   r   r   Ú<module>r>      s   ðÛ ß >Ñ >÷+ó +r   