o toi@sLddlmZddlZddlmZddZddZdd ZGd d d eZ dS) ) annotationsN)OpRuncshtjtjd}fddttD}dgt}|||<t||}||t|<|S)Ndtypecsg|] }td|qSr)slice.0ishapeb/home/ubuntu/.local/lib/python3.10/site-packages/onnx/reference/ops_optimized/op_conv_optimized.py sz_make_ind..)npemptyint64rangelenarangereshapetuple)dimr mind new_shapefirstr r r _make_ind s  rcsdt||jdd\}}t|}g}t|D]"\}} |jd|} || ||| ||dqg} tt|D]'}t||} t||||} t| | dd| dd}| |qCt t || dd}dgd}fddtD}tj |t|t|dd}td ||g| R}||}tj|dd }|t|fS) Nr)rrcs g|] }||fqSr r rn_dimspadsr rr)s zim2col_fast..constant)moder)axis)rr rprod enumerateappendrrtileravelrrepeatrpadrr concatenate)X kernel_shaper#stridesrn_C kernel_size shape_outr rdxindiceskindiindindexdncpaddingX_paddedgetitemcols conc_colsr r!r im2col_fasts* 0 $   rAc (Cs|durdd|jddD}|dur|jdd}|dur-dd|jddDd}|dur=dd|jddD}t|}|jd|jd|ksV|jd|dkrtd|jd |jd |d |jd|jd|t|jdd|jd|fd |dkrg} d} |jd|} |jd} t|jdD]} t|D]|}|| | d|| |d| f}||| |d| }zt||d||d||| }Wn:ttfy }z+td|jd |jd |d |d|jd|jd|d|d|d|d|d |d}~ww| dkr| |jd7} | | |fqq|jdgt | ddjdd}| |d<tj t|| ddj d}d}| D]'\} }||| | d|||jdf<||jd7}||jdkrrd}qL|durdd|jD}|jd|d<| t|} || 7}|S|ddkst |t|kr/t|}g}t |jd| }t|D]2\}}t|j||}||j||j|d|d|||||d|dqtj t||j d}td|jdtd|jdg}t|D]\}}t|j||}|td|j||q ||t|<|}|}|dvrg}g}tt|jdD]@}|j|}|||d||}|d|||||} |dkrn| dd}!n| d}!| |!}"||!||"qA||}t||||\}#}$| d|#jdf}%|%|#}&|& |jd|jdg|$R}&ddgttt|jddR}'|&|'}&|dur|jdkr|&|Sdgt|&j}d|d<|&| t|7}&|&S)NcSg|]}dqSrr r sr r rr6z/_conv_implementation_im2col..rcSrBrr rDr r rr:rFcSrBrCr rDr r rr<rFrrzShape inconsistencies, X.shape=z , W.shape=z, group=z, W should be ./z , gx.shape=z , gw.shape=z , auto_pad=z , dilations=z, kernel_shape=z, pads=z , strides=rcSrBrCr rDr r rrorF>VALID SAME_LOWER SAME_UPPERrJr )r r ValueErrorrr'r_conv_implementation_im2col RuntimeErrorr)listzerosrrminmaxrr(rrAr transposesize)(r/WBauto_pad dilationsgroupr0r#r1restdmgdwbggxgwcverfinalpndnew_kernel_shaper r:dinew_wr6headtail target_size pad_neededpad_headpad_tailc2 out_shape w_reshapedmulpermr r rrM2s*6   $  & "  &&       &   rMc@s$eZdZ       dddZdS)ConvNc CsBt|jdkrtd|jdt||||||||| |jfS)Nz3X must have at least 3 dimensions but its shape is rG)rr rLrMastyper) selfr/rUrVrWrXrYr0r#r1r r r_runs  z Conv._run)NNNNNNN)__name__ __module__ __qualname__ryr r r rrusru) __future__rnumpyronnx.reference.op_runrrrArMrur r r rs   u