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K J*r*J+r+  S SK,J-r-J.r.J/r/J0r0  S SK1J2r2  S SK3J4r4  S SK J5r5J6r6J7r7  g)é    )	ÚmaybeÚonceÚmasked_reduceÚmasked_meanÚ
masked_sumÚshape_with_replaceÚslice_at_dimÚslice_left_at_dimÚslice_right_at_dim)Úpad_ndimÚpad_left_ndimÚpad_right_ndimÚpad_right_ndim_toÚpad_left_ndim_toÚalign_dims_left)Úlens_to_maskÚreduce_masksÚ	and_masksÚor_masksÚ
mask_afterÚmask_before)Ú
safe_stackÚsafe_cat)Úexclusive_cumsumÚreverse_cumsum)
Ú
pad_at_dimÚpad_left_at_dimÚpad_right_at_dimÚpad_left_at_dim_toÚpad_right_at_dim_toÚpad_sequenceÚpad_sequence_and_catÚshiftÚshift_rightÚ
shift_left)Útree_flatten_with_inverseÚtree_map_tensor)Úpack_with_inverse)Úbatched_index_selectÚpad_right_ndim_to_and_expand_asÚrepeat_interleave_to_match)Údetach_tensorÚtree_map_detach)Ú
SequentialÚLambdaÚIdentityÚ	temp_eval)Útree_map_tensor_to_device)Úz_score)Úcast_tensorÚ	cast_itemÚclampN)8Ú%torch_einops_utils.torch_einops_utilsr   r   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   r,   r-   Útorch_einops_utils.nnr.   r/   r0   r1   Útorch_einops_utils.devicer2   Útorch_einops_utils.statisticsr3   r4   r5   r6   © ó    Ú©C:\Users\johnn\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.13_qbz5n2kfra8p0\LocalCache\local-packages\Python313\site-packages\torch_einops_utils/__init__.pyÚ<module>r>      sx   ð÷
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