o
    پiw                  "   @   s   d dl mZmZmZ d dlZdd Z														ddejjd	ed
eej	 de
de
de
de
dedeeeef dee de
de
dee
 de
dee dee f ddZdS )    )OptionalTupleListNc                 C   sJ   dd l }| }|| |}| d j}|g || i}|d }|S )Nr   )onnxruntimeSessionOptionsInferenceSession
get_inputsnamerunnumpy)	onnx_fileexample_inputr   sess_optionssession
input_nameoutput r   C/home/ubuntu/.local/lib/python3.10/site-packages/timm/utils/onnx.pyonnx_forward   s   r   FT@   modeloutput_filer   trainingverbosecheckcheck_forward
batch_size
input_sizeopsetdynamic_sizeaten_fallbackkeep_initializers
use_dynamoinput_namesoutput_namesc                 C   s  dd l }|rtj jj}|   n	tj jj}|   |d u r8|s.t| ds(J d| j	d}tj
|f| |d}t  | |}W d    n1 sKw   Y  |pTdg}|pYdg}ddiddid	}|
rqd
|d d< d|d d< |rytj jj}ntj jj}|rtj j|
d}tj j| ||d}|| ntj j| |||d||||||	|d |r||}|jj|dd |r|sdd l}t||}|jj| |dd d S d S d S d S )Nr   default_cfgz=Cannot file model default config, input size must be providedr   )requires_gradinput0output0batch)r'   r(   height   width   )dynamic_shapes)export_optionsT)	r   export_paramsr   r#   r$   keep_initializers_as_inputsdynamic_axesopset_versionoperator_export_type)
full_check)decimal)onnxtorchTrainingModeTRAININGtrainEVALevalhasattrr%   getrandnno_gradOperatorExportTypesONNX_ATEN_FALLBACKONNXExportOptionsdynamo_exportsaveexportloadcheckercheck_modelr   r   testingassert_almost_equal)r   r   r   r   r   r   r   r   r   r   r   r    r!   r"   r#   r$   r7   training_modeoriginal_outr2   export_typer/   export_output
onnx_modelnponnx_outr   r   r   onnx_export   sl   



	





rU   )NFFTFr   NNFFNFNN)typingr   r   r   r8   r   nnModulestrTensorboolintrU   r   r   r   r   <module>   sd    	
