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operator_usage.md

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198 lines (198 loc) · 7.93 KB
Operator Count
Constant 8115
Unsqueeze 7842
Gather 7683
Conv 7025
Relu 5335
Add 4633
Mul 3920
BatchNormalization 3768
Cast 3340
DequantizeLinear 3226
Concat 2848
ConstantOfShape 2753
Reshape 2639
Slice 2333
Shape 2301
Squeeze 1730
QuantizeLinear 1580
Transpose 1557
QLinearConv 1140
Sub 1086
MatMul 865
NonZero 844
NonMaxSuppression 697
MaxPool 618
Div 591
ReduceMean 562
Clip 422
Sqrt 327
Gemm 290
Sum 282
QLinearAdd 275
Softmax 253
Pow 251
Exp 241
LeakyRelu 233
Pad 177
Flatten 165
Split 154
InstanceNormalization 153
Tanh 152
AveragePool 141
Reciprocal 140
Expand 138
Dropout 126
Log 121
Identity 119
Equal 112
PRelu 108
LRN 102
ReduceSum 101
Sigmoid 97
MatMulInteger 97
CastLike 89
Less 88
DynamicQuantizeLinear 85
Resize 80
ReduceMin 76
QLinearLeakyRelu 72
Where 70
QLinearConcat 64
TopK 63
QLinearMul 62
Tile 52
NegativeLogLikelihoodLoss 52
RoiAlign 51
Neg 50
ReduceMax 45
Not 44
LogSoftmax 44
Loop 42
ScatterElements 42
Size 40
Floor 34
SoftmaxCrossEntropyLoss 34
GlobalAveragePool 33
Ceil 31
Max 30
QLinearMatMul 29
And 28
Min 25
Erf 25
Upsample 23
GatherElements 21
LayerNormalization 19
ArgMax 18
Trilu 18
ConvTranspose 16
ArgMin 16
Greater 15
Abs 15
Range 15
Scatter 14
Cos 14
Mod 13
StringNormalizer 12
Or 12
FusedMatMul 12
QLinearSigmoid 10
SequenceEmpty 9
Hardmax 9
CumSum 9
LSTM 9
SequenceLength 8
ReduceProd 8
Xor 8
ReduceL1 8
BitShift 8
ReduceLogSumExp 8
ReduceSumSquare 8
LpPool 8
ReduceL2 8
GridSample 8
CategoryMapper 8
TfIdfVectorizer 7
OneHot 7
OptionalHasElement 7
Round 6
SplitToSequence 6
SequenceInsert 6
SequenceMap 6
CenterCropPad 6
Compress 6
QLinearAveragePool 5
Selu 5
Elu 5
Col2Im 5
Einsum 5
ScatterND 5
Unique 5
DynamicQuantizeLSTM 5
QLinearGlobalAveragePool 4
Softplus 4
SequenceAt 4
SequenceConstruct 4
ConvInteger 4
GRU 4
RNN 4
BitwiseXor 4
BitwiseOr 4
HardSigmoid 4
BitwiseAnd 4
ReduceLogSum 4
Scan 4
DeformConv 4
OptionalGetElement 4
Shrink 3
If 3
BitwiseNot 3
Bernoulli 3
GatherND 3
RandomUniformLike 3
DFT 3
EyeLike 3
IsInf 3
Mean 3
ThresholdedRelu 3
Momentum 3
LessOrEqual 3
Gradient 2
Sign 2
ConcatFromSequence 2
SequenceErase 2
Acosh 2
ReverseSequence 2
Sin 2
Det 2
HannWindow 2
Cosh 2
HammingWindow 2
Atanh 2
Acos 2
GlobalMaxPool 2
BlackmanWindow 2
Atan 2
Asinh 2
Adagrad 2
Sinh 2
DepthToSpace 2
GreaterOrEqual 2
Adam 2
STFT 2
MaxUnpool 2
Softsign 2
SpaceToDepth 2
Asin 2
GroupNormalization 2
Tan 2
preprocess 1
ArrayFeatureExtractor 1
MelWeightMatrix 1
Mish 1
Binarizer 1
IsNaN 1
HardSwish 1
Celu 1
MeanVarianceNormalization 1