
    
Ng                     B    d dl Zd dlmZ d dlmZ  G d de          ZdS )    N)OpRun)_conv_implementationc                   $    e Zd Z	 	 	 	 	 	 	 ddZdS )QLinearConvNc                 :   |
p| j         }
|p| j        }|p| j        }|p| j        }|p| j        }|p| j        }|                    t          j                  }|||z  }|                    t          j                  }|{t          |j
                  dk    r^|j
        d         |j
        d         k    rB|j
        d         fdt          |j
                  dz
  z  z   }||                    |          z  }n||z  }t          |||	|
|||||	  	                            t          j                  }|||z  |z  z  }|t||z  }|j        t          j        k    rt          j        |dd          }nt          j        |dd          }t          j        |                              |j                  fS |j        t          j        k    rt          j        |dd          }nt          j        |dd          }t          j        |                              |j                  fS )N   r   )r   i      )auto_pad	dilationsgroupkernel_shapepadsstridesastypenpint32lenshapereshaper   dtypeint8clipround)selfxx_scalex_zero_pointww_scalew_zero_pointy_scaley_zero_pointBr   r   r   r   r   r   XWmissingresRs                        ^/var/www/html/ai-engine/env/lib/python3.11/site-packages/onnx/reference/ops/op_qlinear_conv.py_runzQLinearConv._run   s   $ ,t}/	##8t'8 ty)T\HHRX#AHHRX#<%&&!++0B10EQR0S0S'-a02TS\\A=M5NN\))'222\!"q!Xy%tW
 

&

 	 7W$w./#A!RW,,GAtS))GAq#&&HQKK&&|'9::<<7bg4%%AA1c""A""17++--    )NNNNNNN)__name__
__module____qualname__r+    r,   r*   r   r      s?         !4. 4. 4. 4. 4. 4.r,   r   )numpyr   onnx.reference.op_runr   onnx.reference.ops.op_convr   r   r0   r,   r*   <module>r4      sk        ' ' ' ' ' ' ; ; ; ; ; ;5. 5. 5. 5. 5.% 5. 5. 5. 5. 5.r,   