o
    wZŽh4’  ã                   @  sº  d dl mZ d dlZd dlZd dlZd dlmZ d dlZd dlm	  m
Z d dlZd dlm	Z	 d dlmZmZmZmZmZ d dlmZ d dlmZmZ erSd dlmZ g d	¢Zejejd
dZedƒdädd„ƒZe ddd¡dädd„ƒZ edƒdädd„ƒZ!edƒe dddd¡dådädd„ƒƒZ"edƒe dddddd¡dådädd„ƒƒZ#dæd,d-„Z$dçd5d6„Z%dèd;d<„Z&ed=ej'd>d?d@dAgdBedCej'dDdEd@dAgdBedFej'dGdHd@dAgdBedIej'dJd?dKdAgdBedLej'dMdEdKdAgdBedNej'dOdHdKdAgdBdédSdT„ƒƒƒƒƒƒZ(dêdVdW„Z)edXe 'dYd?¡gdBedZe 'd[dE¡gdBed\e 'd]dH¡gdBd^d_„ ƒƒƒZ*ed`e 'dadHdb¡gdBedce 'dddedb¡gdBedfe 'dgdhdb¡gdBedie 'djdHdk¡gdBedle 'dmdedk¡gdBedne 'dodhdk¡gdBdpdq„ ƒƒƒƒƒƒZ+edrƒdädsdt„ƒZ,	dådëd}d~„Z-edƒdäd€d„ƒZ.ed‚ƒe ddƒ¡däd„d…„ƒƒZ/ed†ƒdäd‡dˆ„ƒZ0ed‰ƒe ddddddddd¡	dädŠd‹„ƒƒZ1edŒƒe ddddd¡		Ždìdädd„ƒƒZ2ed‘ƒdäd’d“„ƒZ3ed”ƒdäd•d–„ƒZ4ed—ƒdäd˜d™„ƒZ5edšƒdäd›dœ„ƒZ6edƒe ddždždž¡dädŸd „ƒƒZ7ed¡ƒdäd¢d£„ƒZ8ed¤ƒdäd¥d¦„ƒZ9ed§ƒdäd¨d©„ƒZ:edªƒdäd«d¬„ƒZ;ed­ƒdäd®d¯„ƒZ<ed°ƒdäd±d²„ƒZ=ed³ƒdäd´dµ„ƒZ>ed¶ƒdäd·d¸„ƒZ?ed¹ƒdädºd»„ƒZ@ed¼ƒdäd½d¾„ƒZAed¿ƒe ddddždd¡dädÀdÁ„ƒƒZBedÂƒdädÃdÄ„ƒZCedÅƒdädÆdÇ„ƒZDedÈƒdädÉdÊ„ƒZEedËƒdädÌdÍ„ƒZFedÎƒdädÏdÐ„ƒZGedÑƒdädÒdÓ„ƒZHedÔƒdädÕdÖ„ƒZIed×ƒdädØdÙ„ƒZJedÚƒdädÛdÜ„ƒZKedÝƒe dddd¡dídâdã„ƒƒZLdS )îé    )ÚannotationsN)ÚTYPE_CHECKING)Ú_C)Ú
_constantsÚ_type_utilsÚerrorsÚsymbolic_helperÚsymbolic_opset9)ÚGLOBALS)Ú	jit_utilsÚregistration)ÚSequence)"Ú
dequantizeÚdivÚembedding_bagÚfake_quantize_per_tensor_affineÚflipÚfmodÚisfiniteÚisinfÚ
nan_to_numÚquantize_per_tensorÚquantized_add_reluÚquantized_addÚquantized_catÚquantized_conv1d_reluÚquantized_conv2d_reluÚquantized_conv3d_reluÚquantized_conv1dÚquantized_conv2dÚquantized_conv3dÚquantized_conv_transpose1dÚquantized_conv_transpose2dÚquantized_conv_transpose3dÚquantized_group_normÚquantized_hardswishÚquantized_instance_normÚquantized_layer_normÚquantized_leaky_reluÚquantized_linearÚquantized_linear_reluÚquantized_mulÚquantized_sigmoidÚsliceÚsortÚtopké
   )Zopsetz	aten::divÚgújit_utils.GraphContextc                 G  s.   t |ƒdkrt | ||¡S t| ||g|¢R Ž S ©Nr   )ÚlenÚopset9Útrue_divideÚ_div_rounding_mode)r1   ÚselfÚotherÚargs© r;   úJ/var/www/auris/lib/python3.10/site-packages/torch/onnx/symbolic_opset10.pyr   P   s   r   ÚvÚsc                 C  s$   |dkr
t | ||ƒS t | |||¡S )NÚfloor)Ú_floor_divider5   r7   )r1   r8   r9   Zrounding_moder;   r;   r<   r7   X   s   r7   zaten::_floor_dividec                 C  sâ   t  |¡s
t  |¡rt | ||¡}|  d|¡S |  d||¡}| jdtjdtjdd}|  d|  d||¡|  d||¡¡}| jd	||dd
}|  d||  d|  d||¡¡¡}| jdtjdtjdd}	|  d||	¡}
|  d||
|¡S )NZFloorÚDivÚConstantr   ©Údtype©Zvalue_tZXorZLessÚMod©Zfmod_iÚAndÚNotZEqualé   ÚSubÚWhere)r   Ú_is_fpr5   r6   ÚopÚtorchÚtensorÚint64)r1   r8   r9   Úoutr   ÚzeroÚnegativeÚmodZ
fixup_maskÚoneÚfixupr;   r;   r<   r@   `   s   " r@   z
aten::sortÚiÚnonec                 C  s   t j| ||||dS )N)Ú	decendingrR   )r   Z_sort_helper)r1   r8   ÚdimrZ   rR   r;   r;   r<   r.   u   s   r.   z
aten::topkc              	   C  s   t j| ||||||dS )N)ÚlargestÚsortedrR   )r   Z_topk_helper)r1   r8   Úkr[   r\   r]   rR   r;   r;   r<   r/   {   s   ÿr/   r8   ú_C.ValueÚkernel_shapeúSequence[int]ÚstridesÚpadsÚ	dilationsÚ	ceil_modeÚboolÚunbatched_rankÚintÚreturnc              
   C  s’   |   d|   d|¡¡}||kr!|   d|| j dtjdgtjdd¡}| j d|d	|||||d
\}	}
||krG|   d|	| j dtjdgtjdd¡}	|	S )NÚSizeÚShapeÚ	UnsqueezerB   r   rC   rE   ÚMaxPoolé   ©ÚoutputsÚceil_mode_iÚdilations_iÚkernel_shape_iÚpads_iÚ	strides_iÚSqueeze©rN   rO   rP   rQ   )r1   r8   r`   rb   rc   rd   re   rg   Ú	self_rankÚpool_resultÚ_r;   r;   r<   Ú_aten_max_pool_onnxƒ   s0   
ý
øýr{   Úexpand_sizeÚkernel_sizeúSequence[int] | intÚstrideÚpaddingÚdilationúAtuple[Sequence[int], Sequence[int], Sequence[int], Sequence[int]]c                 C  sÂ   t |tƒr
|g|  }t |tƒr|g|  }n|}t |tƒr$|g|  d }n%t|ƒdkr1||  d }nt|ƒdkr<|d }nt|ƒdkrG|d }n|}t |tƒrT|g|  }n|sY|}n|}||||fS )ú:Adjust attributes of avg_pool to match ONNX specification.rn   rJ   é   ©Ú
isinstancerh   r4   )r|   r}   r   r€   r   r`   rc   rb   r;   r;   r<   Ú_adjust_attributes_of_max_pool«   s(   
	





r‡   Ú
n_dims_oneÚn_dims_zeroÚn_dims_axesútuple[_C.Value, Sequence[int]]c              
   C  s"  |   d|   d|¡¡}||kr!|   d|| j dtjdgtjdd¡}| j d|d	|||||d
\}}| j d|d	|||d\}}| j dt |¡d}| j dt |	¡d}| j dt |
¡d}|   d||||¡}|   d||¡}||kr| j d|tjdgtjdd}| j d|tjdgtjdd}||fS )Nrj   rk   rl   rB   r   rC   rE   rm   rn   ro   )rp   rr   rs   ru   ÚSlicerK   rv   rw   )r1   r8   r`   rb   rc   rd   re   rg   rˆ   r‰   rŠ   rx   ry   Úindicesrz   Zflatten_indicesÚendsÚstartsÚaxesÚdeltar;   r;   r<   Ú _aten_max_pool_with_indices_onnxÖ   sH   ý
ø

ú	ÿr’   zaten::max_pool1dZ
max_pool1drJ   F)Úreturn_indices)Zdecoratezaten::max_pool2dZ
max_pool2drn   zaten::max_pool3dZ
max_pool3dr„   zaten::max_pool1d_with_indicesZmax_pool1d_with_indicesTzaten::max_pool2d_with_indicesZmax_pool2d_with_indiceszaten::max_pool3d_with_indicesZmax_pool3d_with_indicesÚnameÚstrr“   c              	     s<   t  dddddd¡t  dddddd¡d‡ ‡fdd„ƒƒ}|S )NTFr=   ÚisrX   r1   r2   Úinputr_   r}   ra   r   r€   úint | Sequence[int]r   re   rf   c                   sp   t ˆ ||||ƒ\}}}	}
ˆr+t| ||||	|
|ˆ d dgˆ  dgˆ  dd„ tˆ ƒD ƒƒS t| ||||	|
|ˆ d ƒS )NrJ   r   c                 S  s   g | ]}d | ‘qS )rn   r;   )Ú.0rX   r;   r;   r<   Ú
<listcomp>T  s    z2_max_pool.<locals>.symbolic_fn.<locals>.<listcomp>)r‡   r’   Úranger{   )r1   r—   r}   r   r€   r   re   r`   rb   rc   rd   ©r|   r“   r;   r<   Úsymbolic_fn9  s6   
ÿõøz_max_pool.<locals>.symbolic_fn)r1   r2   r—   r_   r}   ra   r   ra   r€   r˜   r   ra   re   rf   ©r   Úquantized_argsÚ
parse_args)r”   r|   r“   r   r;   rœ   r<   Ú	_max_pool  s   +'r¡   ú2tuple[Sequence[int], Sequence[int], Sequence[int]]c                 C  sš   t |tƒr|g|  }n|}t |tƒr|g|  d }nt|ƒdkr'||  d }nt|ƒdkr2||  }n|d }t |tƒrA|g|  }n|sF|}n|}|||fS )rƒ   rn   rJ   r…   )r|   r}   r   r€   r`   rc   rb   r;   r;   r<   Ú_adjust_attributes_of_avg_poolf  s    




r£   zaten::avg_pool1dZ
avg_pool1dzaten::avg_pool2dZ
avg_pool2dzaten::avg_pool3dZ
avg_pool3dc              
     sB   t  ddddddd¡t  ddddddd¡	 dd‡ fdd„ƒƒ}|S )NTFr=   r–   rX   rY   r—   r_   r}   ra   r   r€   r˜   re   rh   Úcount_include_padc              	     s0   t ˆ |||ƒ\}}	}
| jd|||||
|	d}|S )NZAveragePool)rq   Zcount_include_pad_irs   rt   ru   )r£   rN   )r1   r—   r}   r   r€   re   r¤   Zdivisor_overrider`   rb   rc   Úresult©r|   r;   r<   r   “  s   
ÿù
z_avg_pool.<locals>.symbolic_fn©N)r—   r_   r}   ra   r   ra   r€   r˜   re   rh   r¤   rh   rž   )r”   r|   r   r;   r¦   r<   Ú	_avg_pool†  s
   	ør¨   zaten::upsample_nearest1dZupsample_nearest1dZnearestzaten::upsample_nearest2dZupsample_nearest2dé   zaten::upsample_nearest3dZupsample_nearest3dé   zaten::upsample_linear1dZupsample_linear1dÚlinearzaten::upsample_bilinear2dZupsample_bilinear2dzaten::upsample_trilinear3dZupsample_trilinear3dc                   s"   t  ddd¡‡ ‡‡fdd„ƒ}|S )NTFc                   sb   t  | ˆ|¡\}}t  ˆ¡ t  |¡}|rt  ˆd|¡S |d u r(t  | ||ˆ ¡}| jd||ˆdS )Nzalign_corners == TrueÚResize©Zmode_s)r   Z_get_interpolate_attributesZ_interpolate_warningÚ_maybe_get_scalarZ_unimplementedZ_interpolate_size_to_scalesrN   )r1   r—   Zoutput_sizer:   ÚscalesÚalign_corners©r[   Úinterpolate_moder”   r;   r<   r   Ë  s   ÿ

ÿz!_interpolate.<locals>.symbolic_fn)r   rŸ   )r”   r[   r²   r   r;   r±   r<   Ú_interpolate²  s   r³   zaten::__interpolatec           	      C  s*   t  | |||||¡\}}| jd|||dS )Nr¬   r­   )r   Z _interpolate_get_scales_and_moderN   )	r1   r—   ÚsizeZscale_factorÚmoder°   Zrecompute_scale_factorZ	antialiasr¯   r;   r;   r<   Ú__interpolateÝ  s   ÿr¶   r—   útorch._C.Valuer   ú$list | torch.Tensor | torch._C.Valuer   rŽ   Ústepsú+list | torch.Tensor | torch._C.Value | Nonec                   s®   dd„ ‰d‡ ‡fdd„	}dd„ }||ƒdkr)||ƒt jkr)|d u s'||ƒdkr)|S ||ƒ}||dd	}||t jd	}|d u rGˆ  d
||||¡S ||dd	}ˆ  d
|||||¡S )Nc                 S  s:   | d u rdS t | tjjƒo|  ¡  ¡ dkot |  ¡ tjƒS )NTzprim::Constant)r†   rO   r   ÚValueÚnodeÚkindÚtypeÚNoneType)Úvaluer;   r;   r<   Úis_none_valueö  s   ÿýz_slice.<locals>.is_none_valuec                   sz   ˆ| ƒr|d ur|g} t | ttjfƒrˆ jdt | ¡dS t | ¡}|dkr.t ˆ | dg¡S |dkr4| S t	 
d|› | ¡‚)NrB   rE   r   rJ   zRank must be 0 or 1, not )r†   ÚlistrO   ÚTensorrN   rP   r   Z_get_tensor_rankÚ_unsqueeze_helperr   ÚSymbolicValueError)Úlist_or_valueÚdefault_valueZrank©r1   rÁ   r;   r<   Úto_slice_inputÿ  s   

ÿz_slice.<locals>.to_slice_inputc                 S  s4   t | ttjfƒrt| ƒdkr| d S d S t | d¡S )NrJ   r   rX   )r†   rÂ   rO   rÃ   r4   r   Z_maybe_get_const)rÆ   r;   r;   r<   Úget_const_value  s
   z_slice.<locals>.get_const_valuer   rJ   )rÇ   rŒ   r§   )r   Ú	INT64_MAXrN   )r1   r—   r   r   rŽ   r¹   rÉ   rÊ   r;   rÈ   r<   Ú_sliceî  s   		rÌ   zaten::slicec                 G  sZ   t |ƒdkr|\}}}}nt |ƒdkr|\}}}dg}nt d|¡‚tj| |||||dS )Nr©   r„   r   zUnknown aten::slice signature©r   r   rŽ   r¹   )r4   r   rÅ   r   Ú_slice_helper)r1   r8   r:   ÚdimsÚstartÚendÚstepr;   r;   r<   r-   (  s   
úr-   z
aten::flipr–   c              	   C  s8   t j| ||dgt|ƒ tj gt|ƒ dgt|ƒ dS )NéÿÿÿÿrÍ   )r   rÎ   r4   r   rË   )r1   r—   rÏ   r;   r;   r<   r   >  s   úr   z
aten::fmodc                 C  s   | j d||ddS )NrF   rJ   rG   )rN   )r1   r—   r9   r;   r;   r<   r   K  s   r   zaten::embedding_bagc
                 C  s  |r
t jr
t d¡S |	d ur|	dkrtdƒ‚t d¡ t |d¡}
|
d urü|r.|
d }|}n|
}|| jdt	 
tjg¡dg}| jdg|¢R d	diŽ}g }t|ƒD ]™}t | t | |t	 
d¡t	 
|¡¡dg¡}t | t | |t	 
d¡t	 
|d ¡¡dg¡}| jdt	 
dg¡d}|  d
||||¡}|  d||¡}t |¡s´|  d
||||¡}t | |dg¡}|  d||¡}|dkrÃtj| |dgdd}n|dkrÒ| jd|dgdd}n
| jd|dgdd}t | |dg¡}| |¡ qP| jdg|¢R d	diŽ}|d d d fS t d¡S )Nz7embedding_bag with scale_grad_by_freq for training moder   zembedding_bag with padding_idxzžExport of embedding_bag with dynamic input/offsets shape is not supported in opset 10. Please use opset 11 or higher to export model for dynamic input shape.'rJ   rB   rE   ÚConcatÚaxis_irŒ   ZGatherZMul)Zaxes_iZ
keepdims_iZ
ReduceMeanZ	ReduceMaxziembedding_bag with unknown shape of offsets for opset 10 is not supported. please use opset 11 or higher.)r
   Zexport_trainingr   Z_onnx_unsupportedÚRuntimeErrorÚwarningsÚwarnZ_get_tensor_dim_sizerN   rO   rP   ÚsysÚmaxsizer›   rÄ   r5   ÚselectZ_is_noneZ_reducesum_helperÚappend)r1   Zembedding_matrixr   ÚoffsetsZscale_grad_by_freqrµ   ÚsparseZper_sample_weightsZinclude_last_offsetZpadding_idxZoffsets_dim_0Z
offset_lenZoffsets_extendedÚlist_rX   Zstart_Úend_Zaxes_Zindices_rowZ
embeddingsZper_sample_weights_rowÚoutputr;   r;   r<   r   P  st   
ÿÿþýÿû

ÿÿ
ÿÿr   z%aten::fake_quantize_per_tensor_affineé€ÿÿÿé   c              	   C  sÀ   ||fdkrt  dddd|¡ ||fdvr"t d|› d|› d	|¡‚t  |¡}|d u r4t  dddd
|¡ | ¡ j}|dkrH| jd|tj	j
d}n
| jd|tj	jd}|  d|  d|||¡||¡S )N)r   rã   r   r0   é   z=Quantize range (0, 127) not supported, requires opset 13 Clip))r   éÿ   ©râ   rã   zLFor (quant_min, quant_max), ONNX allows only (0, 255) and (-128, 127). Got (z, ú)z Non-constant scale not supportedr   ÚCast©Zto_iZDequantizeLinearZQuantizeLinear)r   Z _onnx_opset_unsupported_detailedr   rÅ   r®   ÚfloatÚdatarN   Ú_C_onnxÚTensorProtoDataTypeZUINT8ZINT8)r1   ZinputsÚscaleÚ
zero_pointZ	quant_minZ	quant_maxr;   r;   r<   r   ¦  sH   ûÿÿý
û
ür   zaten::isinfc                 C  s   |   d| j d|tjjd¡S )NZIsInfrè   ré   )rN   rì   rí   ÚDOUBLE©r1   r—   r;   r;   r<   r   Ö  s   r   zaten::isfinitec                 C  s,   t | |ƒ}t | |¡}t | t | ||¡¡S r§   )r   r5   ÚisnanZ__not_Z__or_)r1   r—   Zinf_nodeZnan_noder;   r;   r<   r   Û  s   
r   zaten::quantize_per_tensorc                 C  sL   t  |dd¡}| jd|t |¡ ¡ d}| jd|tjjd}t  	| |||¡S )NrX   rD   rè   ré   )
r   Z
_get_constrN   r   ÚJitScalarTypeZ	onnx_typerì   rí   ÚFLOATÚquantize_helper)r1   r—   rî   rï   rD   r;   r;   r<   r   â  s   ÿr   zaten::dequantizec                 C  s   t  | |¡d S r3   ©r   Údequantize_helperrñ   r;   r;   r<   r   í  s   r   zaten::nan_to_numÚfc                 C  s.  t  |¡s|S tj |¡ ¡ }|d u rd}t | |¡}|  d|| jdt	j
|g|dd|¡}t	 |¡}|d u r:|j}t | t| |ƒt | || jdt	 dg¡d¡¡}	|  d|	| jdt	j
|g|dd|¡}
|d u rl|j}t | t| |
ƒt | |
| jdt	 dg¡d¡¡}|  d|| jdt	j
|g|dd|
¡S )Nç        rL   rB   rC   rE   r   )r   rM   r   ró   Ú
from_valuerD   r5   rò   rN   rO   rP   ÚfinfoÚmaxÚlogical_andr   ÚgtZ
LongTensorÚminÚlt)r1   r—   ÚnanZposinfZneginfZinput_dtypeZnan_condZ
nan_resultrû   Zposinf_condZnan_posinf_resultZneginf_condr;   r;   r<   r   ò  sR   
ü
	ýüÿýür   zquantized::linearc                 C  sl   t  | |¡\}}}}t  | |¡\}	}
}}t  | |||
¡}t  | |¡\}}}}t | ||	|¡}t  | |||¡S r§   )r   r÷   Úrequantize_bias_helperr5   r«   rõ   ©r1   Úq_inputÚq_weightÚbiasÚop_scaleÚop_zero_pointr—   Úinput_scalerz   ÚweightÚweight_scaleÚq_biasrá   r;   r;   r<   r)   *  s   r)   zquantized::linear_reluc                 C  sx   t  | |¡\}}}}t  | |¡\}	}
}}t  | |||
¡}t  | |¡\}}}}t | ||	|¡}t | |¡}t  | |||¡S r§   )r   r÷   r  r5   r«   Úrelurõ   r  r;   r;   r<   r*   8  s   r*   zquantized::addc                 C  óF   t  | |¡\}}}}t  | |¡\}}}}t | ||¡}t  | |||¡S r§   )r   r÷   r5   Úaddrõ   ©r1   ÚxÚyr  r  rz   rá   r;   r;   r<   r   G  ó   r   zquantized::add_reluc                 C  sR   t  | |¡\}}}}t  | |¡\}}}}t | ||¡}t | |¡}t  | |||¡S r§   )r   r÷   r5   r  r  rõ   r  r;   r;   r<   r   Q  s
   r   zquantized::mulc                 C  r  r§   )r   r÷   r5   Úmulrõ   r  r;   r;   r<   r+   \  r  r+   zquantized::hardswishc                 C  ó0   t  | |¡\}}}}t | |¡}t  | |||¡S r§   )r   r÷   r5   Z	hardswishrõ   ©r1   r  r  r  rz   rá   r;   r;   r<   r%   f  ó   r%   zquantized::sigmoidc                 C  r  r§   )r   r÷   r5   Zsigmoidrõ   r  r;   r;   r<   r,   o  r  r,   zquantized::leaky_reluc                 C  s4   t  | |¡\}}}}t | |||¡}t  | |||¡S r§   )r   r÷   r5   Z
leaky_relurõ   )r1   r  Znegative_slopeZinplacer  r  rz   rá   r;   r;   r<   r(   x  s   r(   zquantized::layer_normc           
   	   C  ó:   t  | |¡\}}}}t | |||||d¡}	t  | |	||¡S ©NF)r   r÷   r5   Z
layer_normrõ   )
r1   r  Znormalized_shaper
  r  Úepsr  r  rz   rá   r;   r;   r<   r'   ƒ  ó   r'   zquantized::group_normc           
   	   C  r  r  )r   r÷   r5   Z
group_normrõ   )
r1   r  Z
num_groupsr
  r  r  r  r  rz   rá   r;   r;   r<   r$   •  r  r$   zquantized::instance_normc           
      C  s@   t  | |¡\}}}}t | |||d d dd|d¡
}	t  | |	||¡S )NFrù   )r   r÷   r5   Zinstance_normrõ   )
r1   r  r
  r  r  r  r  r—   rz   rá   r;   r;   r<   r&   §  s
   ÿr&   zquantized::conv1d_reluc
              
   C  ó€   t  | |¡\}
}}}t  | |¡\}}}}t  | |||¡}t  | |¡\}}}}t | |
||||||¡}t | |¡}t  | |||	¡S r§   )r   r÷   r  r5   Úconv1dr  rõ   ©r1   r  r  r  r   r€   r   Úgroupsr  r  r—   r	  rz   r
  r  r  rá   r;   r;   r<   r   »  ó   r   zquantized::conv2d_reluc
              
   C  r  r§   )r   r÷   r  r5   Úconv2dr  rõ   r  r;   r;   r<   r   Ó  r   r   zquantized::conv3d_reluc
              
   C  r  r§   )r   r÷   r  r5   Úconv3dr  rõ   r  r;   r;   r<   r   ë  r   r   zquantized::conv1dc
              
   C  ót   t  | |¡\}
}}}t  | |¡\}}}}t  | |||¡}t  | |¡\}}}}t | |
||||||¡}t  | |||	¡S r§   )r   r÷   r  r5   r  rõ   r  r;   r;   r<   r     ó   r   zquantized::conv2dc
              
   C  r#  r§   )r   r÷   r  r5   r!  rõ   r  r;   r;   r<   r     r$  r   zquantized::conv3dc
              
   C  r#  r§   )r   r÷   r  r5   r"  rõ   r  r;   r;   r<   r    1  r$  r    zquantized::conv_transpose1dc                 C  óv   t  | |¡\}}}}t  | |¡\}}}}t  | |||¡}t  | |¡\}}}}t | ||||||||¡	}t  | ||	|
¡S r§   ©r   r÷   r  r5   Zconv_transpose2drõ   ©r1   r  r  r  r   r€   Zoutput_paddingr   r  r  r  r—   r	  rz   r
  r  r  rá   r;   r;   r<   r!   H  ó   ÿr!   zquantized::conv_transpose2dc                 C  r%  r§   r&  r'  r;   r;   r<   r"   b  r(  r"   zquantized::conv_transpose3dc                 C  r%  r§   )r   r÷   r  r5   Zconv_transpose3drõ   r'  r;   r;   r<   r#   |  r(  r#   zquantized::catÚq_inputsr[   r  r  c                   sD   t  |¡}‡ fdd„|D ƒ}ˆ jdg|¢R d|iŽ}t  ˆ |||¡S )Nc                   s   g | ]
}t  ˆ |¡d  ‘qS )r   rö   )r™   r—   ©r1   r;   r<   rš      s    ÿz!quantized_cat.<locals>.<listcomp>rÔ   rÕ   )r   Z_unpack_listrN   rõ   )r1   r)  r[   r  r  Zunpacked_inputsZdequantizedZconcatenatedr;   r*  r<   r   –  s   
	
ÿr   )r1   r2   r§   )r1   r2   r8   r_   r`   ra   rb   ra   rc   ra   rd   ra   re   rf   rg   rh   ri   r_   )r|   rh   r}   r~   r   r~   r€   r~   r   r~   ri   r‚   )r1   r2   r8   r_   r`   ra   rb   ra   rc   ra   rd   ra   re   rf   rg   rh   rˆ   ra   r‰   ra   rŠ   ra   ri   r‹   )r”   r•   r|   rh   r“   rf   )
r|   rh   r}   r~   r   r~   r€   r~   ri   r¢   )r1   r2   r—   r·   r   r¸   r   r¸   rŽ   r¸   r¹   rº   ræ   )r1   r2   r)  r_   r[   rh   r  r_   r  r_   ri   r_   )MÚ
__future__r   Ú	functoolsrÙ   r×   Útypingr   rO   Ztorch._C._onnxr   Z_onnxrì   Z
torch.onnxr   r   r   r   r	   r5   Ztorch.onnx._globalsr
   Ztorch.onnx._internalr   r   Úcollections.abcr   Ú__all__ÚpartialZonnx_symbolicZ_onnx_symbolicr   r    r7   r@   r.   r/   r{   r‡   r’   Z_apply_paramsr¡   r£   r¨   r³   r¶   rÌ   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<module>   sp  &

(
+8þþþýÿþ
ýÿþ
ýÿþ

. þþþ þþþþþþú:
Tú.
6	
	
