tensorflow op combination¶
batchnorm¶
Input A 0 1 A 0 0 0
MemoryData sub/y 0 1 sub/y 16 0 0
BinaryOp sub 2 1 A sub/y sub 1
MemoryData div/y 0 1 div/y 16 0 0
BinaryOp div 2 1 sub div/y div 3
MemoryData mul/y 0 1 mul/y 16 0 0
BinaryOp mul 2 1 div mul/y mul 2
MemoryData BiasAdd/bias 0 1 BiasAdd/bias 16 0 0
BinaryOp BiasAdd 2 1 mul BiasAdd/bias BiasAdd 0
convolution¶
Input A 0 1 A 0 0 0
Convolution Conv2D 1 1 A Conv2D 10 3 1 1 0 0 270
MemoryData biases/read 0 1 biases/read 10 0 0
BinaryOp BiasAdd 2 1 Conv2D biases/read BiasAdd 0
innerproduct¶
Input A 0 1 A 0 0 0
MemoryData biases/read 0 1 biases/read 10 0 0
InnerProduct MatMul 1 1 A MatMul 10 0 2560
BinaryOp conv6 2 1 MatMul biases/read conv6 0
leakyrelu¶
Input A 0 1 A 0 0 0
Split splitncnn_0 1 2 A A_splitncnn_0 A_splitncnn_1
MemoryData mul_1/x 0 1 mul_1/x 0 0 0
BinaryOp mul_1 2 1 mul_1/x A_splitncnn_1 mul_1 2
BinaryOp leaky 2 1 mul_1 A_splitncnn_0 leaky 4
prelu¶
Input A 0 1 A 0 0 0
Split splitncnn_0 1 2 A A_splitncnn_0 A_splitncnn_1
MemoryData prelu/alpha 0 1 prelu/alpha 10 0 0
ReLU prelu/Relu 1 1 A_splitncnn_1 prelu/Relu 0.000000
UnaryOp prelu/Neg 1 1 A_splitncnn_0 prelu/Neg 1
ReLU prelu/Relu_1 1 1 prelu/Neg prelu/Relu_1 0.000000
UnaryOp prelu/Neg_1 1 1 prelu/Relu_1 prelu/Neg_1 1
BinaryOp prelu/Mul 2 1 prelu/alpha prelu/Neg_1 prelu/Mul 2
BinaryOp prelu/add 2 1 prelu/Relu prelu/Mul prelu/add 0
softmax¶
Input A 0 1 A 0 0 0
Split splitncnn_4 1 2 A A_splitncnn_0 A_splitncnn_1
Reduction Max 1 1 A_splitncnn_1 Max 4 -2 1.000000
BinaryOp sub 2 1 A_splitncnn_0 Max sub 1
UnaryOp Exp 1 1 sub Exp 7
Split splitncnn_5 1 2 Exp Exp_splitncnn_0 Exp_splitncnn_1
Reduction Sum 1 1 Exp_splitncnn_1 Sum 0 -2 1.000000
BinaryOp prob 2 1 Exp_splitncnn_0 Sum prob 3