翻译[6]-onnx_opset22/23算子列表

摘要

列举onnx opset 22/23的所有算子.

前言

[https://onnx.ai/onnx/repo-docs/Versioning.html#operator-sets]
列出所有ONNX运算符。对于每个运算符，列出使用指南、参数、示例以及按行显示的版本历史。本节还包含表格，详细列出每个运算符及其版本，如Operators.md中所示。
所有示例均以调用函数expect结尾，该函数检查运行时是否为示例产生预期输出。基于onnxruntime的一个实现可以在示例运算符测试代码中找到。

ONNX 使用运算符集（operator sets）来将不可变的运算符规范组合在一起。一个运算符集表示特定版本的域，由一对（domain，version）表示。这表示属于指定域且具有指定版本（称为opset_version）的所有运算符的集合。当给定运算符集的库存因添加、移除或包含的运算符语义发生变化而改变时，其版本必须增加。

模型通过在ModelProto.opset_import中声明一个（domain，opset_version）对的列表来声明它们所需的运算符集。空字符串（“”）域表示作为ONNX规范一部分定义的运算符；其他域对应于其他供应商的运算符集（意味着它们可以用来为ONNX提供供应商特定的扩展）。给定模型指定的运算符集的并集必须为模型图中的每个节点提供兼容的运算符声明。

对照关系

项目 版本
ONNX Runtime version 1.20
ONNX version 1.16.1
ONNX opset version 21
ONNX ML opset version 4
ONNX IR version 10
ONNX版本 IR版本 Opset版本 ai.onnx Opset版本 ai.onnx.ml Opset版本 ai.onnx.training
1.0 3 1 1 -
1.1 3 5 1 -
1.1.2 3 6 1 -
1.2 3 7 1 -
1.3 3 8 1 -
1.4.1 4 9 1 -
1.5.0 5 10 1 -
1.6.0 6 11 2 -
1.7.0 7 12 2 1
1.8.0 7 13 2 1
1.8.1 7 13 2 1
1.9.0 7 14 2 1
1.10.0 8 15 2 1
1.10.1 8 15 2 1
1.10.2 8 15 2 1
1.11.0 8 16 3 1
1.12.0 8 17 3 1
1.13.0 8 18 3 1
1.13.1 8 18 3 1
1.14.0 9 19 3 1
1.14.1 9 19 3 1
1.15.0 9 20 4 1
1.16.0 10 21 5 1
1.17.0 10 22 5 1

onnx opset 22/23 | 「ONNX」算子集合 第22/23版本

[https://onnx.ai/onnx/operators/index.html]
[https://github.com/onnx/onnx/blob/main/docs/Operators.md]
[https://onnxruntime.ai/docs/reference/operators/]

按照官网, 主要分为三种onnx算子: 核心算子ai.onnx, 机器学习算子ai.onnx.ml和用于训练的算子ai.onnx.preview.training.

ai.onnx算子

序号 算子名称 版本 版本差异
1 Abs 13, 6, 1 13/6, 13/1, 6/1
2 Acos 22, 7 22/7
3 Acosh 22, 9 22/9
4 Add 14, 13, 7, 6, 1 14/13, 14/7, 13/7, 14/6, 13/6, 7/6, 14/1, 13/1, 7/1, 6/1
5 AffineGrid 20 无
6 And 7, 1 7/1
7 ArgMax 13, 12, 11, 1 13/12, 13/11, 12/11, 13/1, 12/1, 11/1
8 ArgMin 13, 12, 11, 1 13/12, 13/11, 12/11, 13/1, 12/1, 11/1
9 Asin 22, 7 22/7
10 Asinh 22, 9 22/9
11 Atan 22, 7 22/7
12 Atanh 22, 9 22/9
13 Attention 23 无
14 AveragePool 22, 19, 11, 10, 7, 1 22/19, 22/11, 19/11, 22/10, 19/10, 11/10, 22/7, 19/7, 11/7, 10/7, 22/1, 19/1, 11/1, 10/1, 7/1
15 BatchNormalization 15, 14, 9, 7, 6, 1 15/14, 15/9, 14/9, 15/7, 14/7, 9/7, 15/6, 14/6, 9/6, 7/6, 15/1, 14/1, 9/1, 7/1, 6/1
16 Bernoulli 22, 15 22/15
17 BitShift 11 无
18 BitwiseAnd 18 无
19 BitwiseNot 18 无
20 BitwiseOr 18 无
21 BitwiseXor 18 无
22 BlackmanWindow 17 无
23 Cast 23, 21, 19, 13, 9, 6, 1 23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/9, 21/9, 19/9, 13/9, 23/6, 21/6, 19/6, 13/6, 9/6, 23/1, 21/1, 19/1, 13/1, 9/1, 6/1
24 CastLike 23, 21, 19, 15 23/21, 23/19, 21/19, 23/15, 21/15, 19/15
25 Ceil 13, 6, 1 13/6, 13/1, 6/1
26 Celu 12 无
27 CenterCropPad 18 无
28 Clip 13, 12, 11, 6, 1 13/12, 13/11, 12/11, 13/6, 12/6, 11/6, 13/1, 12/1, 11/1, 6/1
29 Col2Im 18 无
30 Compress 11, 9 11/9
31 Concat 13, 11, 4, 1 13/11, 13/4, 11/4, 13/1, 11/1, 4/1
32 ConcatFromSequence 11 无
33 Constant 23, 21, 19, 13, 12, 11, 9, 1 23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/12, 21/12, 19/12, 13/12, 23/11, 21/11, 19/11, 13/11, 12/11, 23/9, 21/9, 19/9, 13/9, 12/9, 11/9, 23/1, 21/1, 19/1, 13/1, 12/1, 11/1, 9/1
34 ConstantOfShape 23, 21, 20, 9 23/21, 23/20, 21/20, 23/9, 21/9, 20/9
35 Conv 22, 11, 1 22/11, 22/1, 11/1
36 ConvInteger 10 无
37 ConvTranspose 22, 11, 1 22/11, 22/1, 11/1
38 Cos 22, 7 22/7
39 Cosh 22, 9 22/9
40 CumSum 14, 11 14/11
41 DFT 20, 17 20/17
42 DeformConv 22, 19 22/19
43 DepthToSpace 13, 11, 1 13/11, 13/1, 11/1
44 DequantizeLinear 23, 21, 19, 13, 10 23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/10, 21/10, 19/10, 13/10
45 Det 22, 11 22/11
46 Div 14, 13, 7, 6, 1 14/13, 14/7, 13/7, 14/6, 13/6, 7/6, 14/1, 13/1, 7/1, 6/1
47 Dropout 22, 13, 12, 10, 7, 6, 1 22/13, 22/12, 13/12, 22/10, 13/10, 12/10, 22/7, 13/7, 12/7, 10/7, 22/6, 13/6, 12/6, 10/6, 7/6, 22/1, 13/1, 12/1, 10/1, 7/1, 6/1
48 DynamicQuantizeLinear 11 无
49 Einsum 12 无
50 Elu 22, 6, 1 22/6, 22/1, 6/1
51 Equal 19, 13, 11, 7, 1 19/13, 19/11, 13/11, 19/7, 13/7, 11/7, 19/1, 13/1, 11/1, 7/1
52 Erf 13, 9 13/9
53 Exp 13, 6, 1 13/6, 13/1, 6/1
54 Expand 13, 8 13/8
55 EyeLike 22, 9 22/9
56 Flatten 23, 21, 13, 11, 9, 1 23/21, 23/13, 21/13, 23/11, 21/11, 13/11, 23/9, 21/9, 13/9, 11/9, 23/1, 21/1, 13/1, 11/1, 9/1
57 Floor 13, 6, 1 13/6, 13/1, 6/1
58 GRU 22, 14, 7, 3, 1 22/14, 22/7, 14/7, 22/3, 14/3, 7/3, 22/1, 14/1, 7/1, 3/1
59 Gather 13, 11, 1 13/11, 13/1, 11/1
60 GatherElements 13, 11 13/11
61 GatherND 13, 12, 11 13/12, 13/11, 12/11
62 Gelu 20 无
63 Gemm 13, 11, 9, 7, 6, 1 13/11, 13/9, 11/9, 13/7, 11/7, 9/7, 13/6, 11/6, 9/6, 7/6, 13/1, 11/1, 9/1, 7/1, 6/1
64 GlobalAveragePool 22, 1 22/1
65 GlobalLpPool 22, 2, 1 22/2, 22/1, 2/1
66 GlobalMaxPool 22, 1 22/1
67 Greater 13, 9, 7, 1 13/9, 13/7, 9/7, 13/1, 9/1, 7/1
68 GreaterOrEqual 16, 12 16/12
69 GridSample 22, 20, 16 22/20, 22/16, 20/16
70 GroupNormalization 21, 18 21/18
71 HammingWindow 17 无
72 HannWindow 17 无
73 HardSigmoid 22, 6, 1 22/6, 22/1, 6/1
74 HardSwish 22, 14 22/14
75 Hardmax 13, 11, 1 13/11, 13/1, 11/1
76 Identity 23, 21, 19, 16, 14, 13, 1 23/21, 23/19, 21/19, 23/16, 21/16, 19/16, 23/14, 21/14, 19/14, 16/14, 23/13, 21/13, 19/13, 16/13, 14/13, 23/1, 21/1, 19/1, 16/1, 14/1, 13/1
77 If 23, 21, 19, 16, 13, 11, 1 23/21, 23/19, 21/19, 23/16, 21/16, 19/16, 23/13, 21/13, 19/13, 16/13, 23/11, 21/11, 19/11, 16/11, 13/11, 23/1, 21/1, 19/1, 16/1, 13/1, 11/1
78 ImageDecoder 20 无
79 InstanceNormalization 22, 6, 1 22/6, 22/1, 6/1
80 IsInf 20, 10 20/10
81 IsNaN 20, 13, 9 20/13, 20/9, 13/9
82 LRN 13, 1 13/1
83 LSTM 22, 14, 7, 1 22/14, 22/7, 14/7, 22/1, 14/1, 7/1
84 LayerNormalization 17 无
85 LeakyRelu 16, 6, 1 16/6, 16/1, 6/1
86 Less 13, 9, 7, 1 13/9, 13/7, 9/7, 13/1, 9/1, 7/1
87 LessOrEqual 16, 12 16/12
88 Log 13, 6, 1 13/6, 13/1, 6/1
89 LogSoftmax 13, 11, 1 13/11, 13/1, 11/1
90 Loop 23, 21, 19, 16, 13, 11, 1 23/21, 23/19, 21/19, 23/16, 21/16, 19/16, 23/13, 21/13, 19/13, 16/13, 23/11, 21/11, 19/11, 16/11, 13/11, 23/1, 21/1, 19/1, 16/1, 13/1, 11/1
91 LpNormalization 22, 1 22/1
92 LpPool 22, 18, 11, 2, 1 22/18, 22/11, 18/11, 22/2, 18/2, 11/2, 22/1, 18/1, 11/1, 2/1
序号 算子名称 版本 版本差异
94 MatMul 13, 9, 1 13/9, 13/1, 9/1
95 MatMulInteger 10 无
96 Max 13, 12, 8, 6, 1 13/12, 13/8, 12/8, 13/6, 12/6, 8/6, 13/1, 12/1, 8/1, 6/1
97 MaxPool 22, 12, 11, 10, 8, 1 22/12, 22/11, 12/11, 22/10, 12/10, 11/10, 22/8, 12/8, 11/8, 10/8, 22/1, 12/1, 11/1, 10/1, 8/1
98 MaxRoiPool 22, 1 22/1
99 MaxUnpool 22, 11, 9 22/11, 22/9, 11/9
100 Mean 13, 8, 6, 1 13/8, 13/6, 8/6, 13/1, 8/1, 6/1
101 MeanVarianceNormalization 13, 9 13/9
102 MelWeightMatrix 17 无
103 Min 13, 12, 8, 6, 1 13/12, 13/8, 12/8, 13/6, 12/6, 8/6, 13/1, 12/1, 8/1, 6/1
104 Mish 22, 18 22/18
105 Mod 13, 10 13/10
106 Mul 14, 13, 7, 6, 1 14/13, 14/7, 13/7, 14/6, 13/6, 7/6, 14/1, 13/1, 7/1, 6/1
107 Multinomial 22, 7 22/7
108 Neg 13, 6, 1 13/6, 13/1, 6/1
109 NegativeLogLikelihoodLoss 22, 13, 12 22/13, 22/12, 13/12
110 NonMaxSuppression 11, 10 11/10
111 NonZero 13, 9 13/9
112 Not 1 无
113 OneHot 11, 9 11/9
114 Optional 15 无
115 OptionalGetElement 18, 15 18/15
116 OptionalHasElement 18, 15 18/15
117 Or 7, 1 7/1
118 PRelu 16, 9, 7, 6, 1 16/9, 16/7, 9/7, 16/6, 9/6, 7/6, 16/1, 9/1, 7/1, 6/1
119 Pad 23, 21, 19, 18, 13, 11, 2, 1 23/21, 23/19, 21/19, 23/18, 21/18, 19/18, 23/13, 21/13, 19/13, 18/13, 23/11, 21/11, 19/11, 18/11, 13/11, 23/2, 21/2, 19/2, 18/2, 13/2, 11/2, 23/1, 21/1, 19/1, 18/1, 13/1, 11/1, 2/1
120 Pow 15, 13, 12, 7, 1 15/13, 15/12, 13/12, 15/7, 13/7, 12/7, 15/1, 13/1, 12/1, 7/1
121 QLinearConv 10 无
122 QLinearMatMul 21, 10 21/10
123 QuantizeLinear 23, 21, 19, 13, 10 23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/10, 21/10, 19/10, 13/10
124 RMSNormalization 23 无
125 RNN 22, 14, 7, 1 22/14, 22/7, 14/7, 22/1, 14/1, 7/1
126 RandomNormal 22, 1 22/1
127 RandomNormalLike 22, 1 22/1
128 RandomUniform 22, 1 22/1
129 RandomUniformLike 22, 1 22/1
130 Range 11 无
131 Reciprocal 13, 6, 1 13/6, 13/1, 6/1
132 ReduceL1 18, 13, 11, 1 18/13, 18/11, 13/11, 18/1, 13/1, 11/1
133 ReduceL2 18, 13, 11, 1 18/13, 18/11, 13/11, 18/1, 13/1, 11/1
134 ReduceLogSum 18, 13, 11, 1 18/13, 18/11, 13/11, 18/1, 13/1, 11/1
135 ReduceLogSumExp 18, 13, 11, 1 18/13, 18/11, 13/11, 18/1, 13/1, 11/1
136 ReduceMax 20, 18, 13, 12, 11, 1 20/18, 20/13, 18/13, 20/12, 18/12, 13/12, 20/11, 18/11, 13/11, 12/11, 20/1, 18/1, 13/1, 12/1, 11/1
137 ReduceMean 18, 13, 11, 1 18/13, 18/11, 13/11, 18/1, 13/1, 11/1
138 ReduceMin 20, 18, 13, 12, 11, 1 20/18, 20/13, 18/13, 20/12, 18/12, 13/12, 20/11, 18/11, 13/11, 12/11, 20/1, 18/1, 13/1, 12/1, 11/1
139 ReduceProd 18, 13, 11, 1 18/13, 18/11, 13/11, 18/1, 13/1, 11/1
140 ReduceSum 13, 11, 1 13/11, 13/1, 11/1
141 ReduceSumSquare 18, 13, 11, 1 18/13, 18/11, 13/11, 18/1, 13/1, 11/1
142 Relu 14, 13, 6, 1 14/13, 14/6, 13/6, 14/1, 13/1, 6/1
143 Reshape 23, 21, 19, 14, 13, 5, 1 23/21, 23/19, 21/19, 23/14, 21/14, 19/14, 23/13, 21/13, 19/13, 14/13, 23/5, 21/5, 19/5, 14/5, 13/5, 23/1, 21/1, 19/1, 14/1, 13/1, 5/1
144 Resize 19, 18, 13, 11, 10 19/18, 19/13, 18/13, 19/11, 18/11, 13/11, 19/10, 18/10, 13/10, 11/10
145 ReverseSequence 10 无
146 RoiAlign 22, 16, 10 22/16, 22/10, 16/10
147 RotaryEmbedding 23 无
148 Round 22, 11 22/11
149 STFT 17 无
150 Scan 23, 21, 19, 16, 11, 9, 8 23/21, 23/19, 21/19, 23/16, 21/16, 19/16, 23/11, 21/11, 19/11, 16/11, 23/9, 21/9, 19/9, 16/9, 11/9, 23/8, 21/8, 19/8, 16/8, 11/8, 9/8
151 Scatter 11, 9 11/9
152 ScatterElements 18, 16, 13, 11 18/16, 18/13, 16/13, 18/11, 16/11, 13/11
153 ScatterND 18, 16, 13, 11 18/16, 18/13, 16/13, 18/11, 16/11, 13/11
154 Selu 22, 6, 1 22/6, 22/1, 6/1
155 SequenceAt 11 无
156 SequenceConstruct 11 无
157 SequenceEmpty 11 无
158 SequenceErase 11 无
159 SequenceInsert 11 无
160 SequenceLength 11 无
161 SequenceMap 17 无
162 Shape 23, 21, 19, 15, 13, 1 23/21, 23/19, 21/19, 23/15, 21/15, 19/15, 23/13, 21/13, 19/13, 15/13, 23/1, 21/1, 19/1, 15/1, 13/1
163 Shrink 9 无
164 Sigmoid 13, 6, 1 13/6, 13/1, 6/1
165 Sign 13, 9 13/9
166 Sin 22, 7 22/7
167 Sinh 22, 9 22/9
168 Size 23, 21, 19, 13, 1 23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/1, 21/1, 19/1, 13/1
169 Slice 13, 11, 10, 1 13/11, 13/10, 11/10, 13/1, 11/1, 10/1
170 Softmax 13, 11, 1 13/11, 13/1, 11/1
171 SoftmaxCrossEntropyLoss 13, 12 13/12
172 Softplus 22, 1 22/1
173 Softsign 22, 1 22/1
174 SpaceToDepth 13, 1 13/1
175 Split 18, 13, 11, 2, 1 18/13, 18/11, 13/11, 18/2, 13/2, 11/2, 18/1, 13/1, 11/1, 2/1
176 SplitToSequence 11 无
177 Sqrt 13, 6, 1 13/6, 13/1, 6/1
178 Squeeze 23, 21, 13, 11, 1 23/21, 23/13, 21/13, 23/11, 21/11, 13/11, 23/1, 21/1, 13/1, 11/1
179 StringConcat 20 无
180 StringNormalizer 10 无
181 StringSplit 20 无
182 Sub 14, 13, 7, 6, 1 14/13, 14/7, 13/7, 14/6, 13/6, 7/6, 14/1, 13/1, 7/1, 6/1
183 Sum 13, 8, 6, 1 13/8, 13/6, 8
序号 算子名称 版本 版本差异
184 Tan 22, 7 22/7
185 Tanh 13, 6, 1 13/6, 13/1, 6/1
186 TfIdfVectorizer 9 无
187 ThresholdedRelu 22, 10 22/10
188 Tile 13, 6, 1 13/6, 13/1, 6/1
189 TopK 11, 10, 1 11/10, 11/1, 10/1
190 Transpose 23, 21, 13, 1 23/21, 23/13, 21/13, 23/1, 21/1, 13/1
191 Trilu 14 无
192 Unique 11 无
193 Unsqueeze 23, 21, 13, 11, 1 23/21, 23/13, 21/13, 23/11, 21/11, 13/11, 23/1, 21/1, 13/1, 11/1
194 Upsample 10, 9, 7, 1 10/9, 10/7, 9/7, 10/1, 9/1, 7/1
195 Where 16, 9 16/9
196 Xor 7, 1 7/1

ai.onnx.ml算子

Operator Versions Differences
ArrayFeatureExtractor 1 -
Binarizer 1 -
CastMap 1 -
CategoryMapper 1 -
DictVectorizer 1 -
FeatureVectorizer 1 -
Imputer 1 -
LabelEncoder 4, 2, 1 4/2, 4/1, 2/1
LinearClassifier 1 -
LinearRegressor 1 -
Normalizer 1 -
OneHotEncoder 1 -
SVMClassifier 1 -
SVMRegressor 1 -
Scaler 1 -
TreeEnsemble 5 -
TreeEnsembleClassifier 5, 3, 1 5/3, 5/1, 3/1
TreeEnsembleRegressor 5, 3, 1 5/3, 5/1, 3/1
ZipMap 1 -
  • 说明
    • Versions：列出每个运算符支持的版本。
    • Differences：列出不同版本之间的差异，格式为“版本号/版本号”，表示从高版本到低版本的差异。

ai.onnx.preview.training算子

Operator Versions Differences
Adagrad 1 -
Adam 1 -
Gradient 1 -
Momentum 1 -
  • 说明
    • Versions：列出每个运算符支持的版本。
    • Differences：列出不同版本之间的差异，格式为“版本号/版本号”，表示从高版本到低版本的差异。
posted @ 2025-04-09 02:05  qsBye  阅读(253)  评论(0)    收藏  举报