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Function Description

Operator Function

Performs convolution.

Formula

General 2D convolution calculation formula:

Table 1 Parameters

Parameter

Depth

Height

Width

Description

Padding: front, top, and left

PDL

PHL

PWL

padding_l indicates the corresponding vector of paddings (l represents left).

Padding: back, bottom, and right

PDR

PHR

PWR

padding_r indicates the corresponding vector of paddings (r represents right).

Stride

SD

SH

SW

Stride distance, which can be set to 1 for continuous convolution.

Dilation

DD

DH

DW

Dilation value, which can be set to 0 for non-dilated convolution.

src

-

-

-

Input source tensor.

weights

-

-

-

Weight tensor.

bias

-

-

-

Bias tensor.

dst

-

-

-

Output result tensor.

ic

-

-

-

Input channel.

oc

-

-

-

Output channel.

oh

-

-

-

Output height.

ow

-

-

-

Output width.

kw

-

-

-

Width of the convolution kernel.

kh

-

-

-

Height of the convolution kernel.