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ONNX 1.21.0 文档
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ONNX 1.21.0 文档
  • ONNX 简介
    • ONNX 概念
    • ONNX 与 Python
    • 转换器
  • API 参考
    • 协议缓冲区 (Protos)
    • 序列化
    • onnx.backend
    • onnx.checker
    • onnx.compose
    • onnx.defs
    • onnx.external_data_helper
    • onnx.helper
    • onnx.hub
    • onnx.inliner
    • onnx.model_container
    • onnx.numpy_helper
    • onnx.parser
    • onnx.printer
    • onnx.reference
    • onnx.shape_inference
    • onnx.tools
    • onnx.utils
    • onnx.version_converter
  • ONNX 算子
    • 算子测试代码示例
    • Abs
      • Abs - 6 vs 13
      • Abs - 1 vs 13
      • Abs - 1 vs 6
    • Acos
      • Acos - 7 vs 22
    • Acosh
      • Acosh - 9 vs 22
    • Add
      • Add - 13 vs 14
      • Add - 7 vs 14
      • Add - 7 vs 13
      • Add - 6 vs 14
      • Add - 6 vs 13
      • Add - 6 vs 7
      • Add - 1 vs 14
      • Add - 1 vs 13
      • Add - 1 vs 7
      • Add - 1 vs 6
    • AffineGrid
    • And
      • And - 1 vs 7
    • ArgMax
      • ArgMax - 12 vs 13
      • ArgMax - 11 vs 13
      • ArgMax - 11 vs 12
      • ArgMax - 1 vs 13
      • ArgMax - 1 vs 12
      • ArgMax - 1 vs 11
    • ArgMin
      • ArgMin - 12 vs 13
      • ArgMin - 11 vs 13
      • ArgMin - 11 vs 12
      • ArgMin - 1 vs 13
      • ArgMin - 1 vs 12
      • ArgMin - 1 vs 11
    • Asin
      • Asin - 7 vs 22
    • Asinh
      • Asinh - 9 vs 22
    • Atan
      • Atan - 7 vs 22
    • Atanh
      • Atanh - 9 vs 22
    • Attention
      • Attention - 23 vs 24
    • AveragePool
      • AveragePool - 19 vs 22
      • AveragePool - 11 vs 22
      • AveragePool - 11 vs 19
      • AveragePool - 10 vs 22
      • AveragePool - 10 vs 19
      • AveragePool - 10 vs 11
      • AveragePool - 7 vs 22
      • AveragePool - 7 vs 19
      • AveragePool - 7 vs 11
      • AveragePool - 7 vs 10
      • AveragePool - 1 vs 22
      • AveragePool - 1 vs 19
      • AveragePool - 1 vs 11
      • AveragePool - 1 vs 10
      • AveragePool - 1 vs 7
    • BatchNormalization
      • BatchNormalization - 14 vs 15
      • BatchNormalization - 9 vs 15
      • BatchNormalization - 9 vs 14
      • BatchNormalization - 7 vs 15
      • BatchNormalization - 7 vs 14
      • BatchNormalization - 7 vs 9
      • BatchNormalization - 6 vs 15
      • BatchNormalization - 6 vs 14
      • BatchNormalization - 6 vs 9
      • BatchNormalization - 6 vs 7
      • BatchNormalization - 1 vs 15
      • BatchNormalization - 1 vs 14
      • BatchNormalization - 1 vs 9
      • BatchNormalization - 1 vs 7
      • BatchNormalization - 1 vs 6
    • Bernoulli
      • Bernoulli - 15 vs 22
    • BitShift
    • BitwiseAnd
    • BitwiseNot
    • BitwiseOr
    • BitwiseXor
    • BlackmanWindow
    • Cast
      • Cast - 24 vs 25
      • Cast - 23 vs 25
      • Cast - 23 vs 24
      • Cast - 21 vs 25
      • Cast - 21 vs 24
      • Cast - 21 vs 23
      • Cast - 19 vs 25
      • Cast - 19 vs 24
      • Cast - 19 vs 23
      • Cast - 19 vs 21
      • Cast - 13 vs 25
      • Cast - 13 vs 24
      • Cast - 13 vs 23
      • Cast - 13 vs 21
      • Cast - 13 vs 19
      • Cast - 9 vs 25
      • Cast - 9 vs 24
      • Cast - 9 vs 23
      • Cast - 9 vs 21
      • Cast - 9 vs 19
      • Cast - 9 vs 13
      • Cast - 6 vs 25
      • Cast - 6 vs 24
      • Cast - 6 vs 23
      • Cast - 6 vs 21
      • Cast - 6 vs 19
      • Cast - 6 vs 13
      • Cast - 6 vs 9
      • Cast - 1 vs 25
      • Cast - 1 vs 24
      • Cast - 1 vs 23
      • Cast - 1 vs 21
      • Cast - 1 vs 19
      • Cast - 1 vs 13
      • Cast - 1 vs 9
      • Cast - 1 vs 6
    • CastLike
      • CastLike - 24 vs 25
      • CastLike - 23 vs 25
      • CastLike - 23 vs 24
      • CastLike - 21 vs 25
      • CastLike - 21 vs 24
      • CastLike - 21 vs 23
      • CastLike - 19 vs 25
      • CastLike - 19 vs 24
      • CastLike - 19 vs 23
      • CastLike - 19 vs 21
      • CastLike - 15 vs 25
      • CastLike - 15 vs 24
      • CastLike - 15 vs 23
      • CastLike - 15 vs 21
      • CastLike - 15 vs 19
    • Ceil
      • Ceil - 6 vs 13
      • Ceil - 1 vs 13
      • Ceil - 1 vs 6
    • Celu
    • CenterCropPad
    • Clip
      • Clip - 12 vs 13
      • Clip - 11 vs 13
      • Clip - 11 vs 12
      • Clip - 6 vs 13
      • Clip - 6 vs 12
      • Clip - 6 vs 11
      • Clip - 1 vs 13
      • Clip - 1 vs 12
      • Clip - 1 vs 11
      • Clip - 1 vs 6
    • Col2Im
    • Compress
      • Compress - 9 vs 11
    • Concat
      • Concat - 11 vs 13
      • Concat - 4 vs 13
      • Concat - 4 vs 11
      • Concat - 1 vs 13
      • Concat - 1 vs 11
      • Concat - 1 vs 4
    • ConcatFromSequence
    • Constant
      • Constant - 24 vs 25
      • Constant - 23 vs 25
      • Constant - 23 vs 24
      • Constant - 21 vs 25
      • Constant - 21 vs 24
      • Constant - 21 vs 23
      • Constant - 19 vs 25
      • Constant - 19 vs 24
      • Constant - 19 vs 23
      • Constant - 19 vs 21
      • Constant - 13 vs 25
      • Constant - 13 vs 24
      • Constant - 13 vs 23
      • Constant - 13 vs 21
      • Constant - 13 vs 19
      • Constant - 12 vs 25
      • Constant - 12 vs 24
      • Constant - 12 vs 23
      • Constant - 12 vs 21
      • Constant - 12 vs 19
      • Constant - 12 vs 13
      • Constant - 11 vs 25
      • Constant - 11 vs 24
      • Constant - 11 vs 23
      • Constant - 11 vs 21
      • Constant - 11 vs 19
      • Constant - 11 vs 13
      • Constant - 11 vs 12
      • Constant - 9 vs 25
      • Constant - 9 vs 24
      • Constant - 9 vs 23
      • Constant - 9 vs 21
      • Constant - 9 vs 19
      • Constant - 9 vs 13
      • Constant - 9 vs 12
      • Constant - 9 vs 11
      • Constant - 1 vs 25
      • Constant - 1 vs 24
      • Constant - 1 vs 23
      • Constant - 1 vs 21
      • Constant - 1 vs 19
      • Constant - 1 vs 13
      • Constant - 1 vs 12
      • Constant - 1 vs 11
      • Constant - 1 vs 9
    • ConstantOfShape
      • ConstantOfShape - 24 vs 25
      • ConstantOfShape - 23 vs 25
      • ConstantOfShape - 23 vs 24
      • ConstantOfShape - 21 vs 25
      • ConstantOfShape - 21 vs 24
      • ConstantOfShape - 21 vs 23
      • ConstantOfShape - 20 vs 25
      • ConstantOfShape - 20 vs 24
      • ConstantOfShape - 20 vs 23
      • ConstantOfShape - 20 vs 21
      • ConstantOfShape - 9 vs 25
      • ConstantOfShape - 9 vs 24
      • ConstantOfShape - 9 vs 23
      • ConstantOfShape - 9 vs 21
      • ConstantOfShape - 9 vs 20
    • Conv
      • Conv - 11 vs 22
      • Conv - 1 vs 22
      • Conv - 1 vs 11
    • ConvInteger
    • ConvTranspose
      • ConvTranspose - 11 vs 22
      • ConvTranspose - 1 vs 22
      • ConvTranspose - 1 vs 11
    • Cos
      • Cos - 7 vs 22
    • Cosh
      • Cosh - 9 vs 22
    • CumSum
      • CumSum - 11 vs 14
    • DFT
      • DFT - 17 vs 20
    • DeformConv
      • DeformConv - 19 vs 22
    • DepthToSpace
      • DepthToSpace - 11 vs 13
      • DepthToSpace - 1 vs 13
      • DepthToSpace - 1 vs 11
    • DequantizeLinear
      • DequantizeLinear - 24 vs 25
      • DequantizeLinear - 23 vs 25
      • DequantizeLinear - 23 vs 24
      • DequantizeLinear - 21 vs 25
      • DequantizeLinear - 21 vs 24
      • DequantizeLinear - 21 vs 23
      • DequantizeLinear - 19 vs 25
      • DequantizeLinear - 19 vs 24
      • DequantizeLinear - 19 vs 23
      • DequantizeLinear - 19 vs 21
      • DequantizeLinear - 13 vs 25
      • DequantizeLinear - 13 vs 24
      • DequantizeLinear - 13 vs 23
      • DequantizeLinear - 13 vs 21
      • DequantizeLinear - 13 vs 19
      • DequantizeLinear - 10 vs 25
      • DequantizeLinear - 10 vs 24
      • DequantizeLinear - 10 vs 23
      • DequantizeLinear - 10 vs 21
      • DequantizeLinear - 10 vs 19
      • DequantizeLinear - 10 vs 13
    • Det
      • Det - 11 vs 22
    • Div
      • Div - 13 vs 14
      • Div - 7 vs 14
      • Div - 7 vs 13
      • Div - 6 vs 14
      • Div - 6 vs 13
      • Div - 6 vs 7
      • Div - 1 vs 14
      • Div - 1 vs 13
      • Div - 1 vs 7
      • Div - 1 vs 6
    • Dropout
      • Dropout - 13 vs 22
      • Dropout - 12 vs 22
      • Dropout - 12 vs 13
      • Dropout - 10 vs 22
      • Dropout - 10 vs 13
      • Dropout - 10 vs 12
      • Dropout - 7 vs 22
      • Dropout - 7 vs 13
      • Dropout - 7 vs 12
      • Dropout - 7 vs 10
      • Dropout - 6 vs 22
      • Dropout - 6 vs 13
      • Dropout - 6 vs 12
      • Dropout - 6 vs 10
      • Dropout - 6 vs 7
      • Dropout - 1 vs 22
      • Dropout - 1 vs 13
      • Dropout - 1 vs 12
      • Dropout - 1 vs 10
      • Dropout - 1 vs 7
      • Dropout - 1 vs 6
    • DynamicQuantizeLinear
    • Einsum
    • Elu
      • Elu - 6 vs 22
      • Elu - 1 vs 22
      • Elu - 1 vs 6
    • Equal
      • Equal - 13 vs 19
      • Equal - 11 vs 19
      • Equal - 11 vs 13
      • Equal - 7 vs 19
      • Equal - 7 vs 13
      • Equal - 7 vs 11
      • Equal - 1 vs 19
      • Equal - 1 vs 13
      • Equal - 1 vs 11
      • Equal - 1 vs 7
    • Erf
      • Erf - 9 vs 13
    • Exp
      • Exp - 6 vs 13
      • Exp - 1 vs 13
      • Exp - 1 vs 6
    • Expand
      • Expand - 8 vs 13
    • EyeLike
      • EyeLike - 9 vs 22
    • Flatten
      • Flatten - 24 vs 25
      • Flatten - 23 vs 25
      • Flatten - 23 vs 24
      • Flatten - 21 vs 25
      • Flatten - 21 vs 24
      • Flatten - 21 vs 23
      • Flatten - 13 vs 25
      • Flatten - 13 vs 24
      • Flatten - 13 vs 23
      • Flatten - 13 vs 21
      • Flatten - 11 vs 25
      • Flatten - 11 vs 24
      • Flatten - 11 vs 23
      • Flatten - 11 vs 21
      • Flatten - 11 vs 13
      • Flatten - 9 vs 25
      • Flatten - 9 vs 24
      • Flatten - 9 vs 23
      • Flatten - 9 vs 21
      • Flatten - 9 vs 13
      • Flatten - 9 vs 11
      • Flatten - 1 vs 25
      • Flatten - 1 vs 24
      • Flatten - 1 vs 23
      • Flatten - 1 vs 21
      • Flatten - 1 vs 13
      • Flatten - 1 vs 11
      • Flatten - 1 vs 9
    • Floor
      • Floor - 6 vs 13
      • Floor - 1 vs 13
      • Floor - 1 vs 6
    • GRU
      • GRU - 14 vs 22
      • GRU - 7 vs 22
      • GRU - 7 vs 14
      • GRU - 3 vs 22
      • GRU - 3 vs 14
      • GRU - 3 vs 7
      • GRU - 1 vs 22
      • GRU - 1 vs 14
      • GRU - 1 vs 7
      • GRU - 1 vs 3
    • Gather
      • Gather - 11 vs 13
      • Gather - 1 vs 13
      • Gather - 1 vs 11
    • GatherElements
      • GatherElements - 11 vs 13
    • GatherND
      • GatherND - 12 vs 13
      • GatherND - 11 vs 13
      • GatherND - 11 vs 12
    • Gelu
    • Gemm
      • Gemm - 11 vs 13
      • Gemm - 9 vs 13
      • Gemm - 9 vs 11
      • Gemm - 7 vs 13
      • Gemm - 7 vs 11
      • Gemm - 7 vs 9
      • Gemm - 6 vs 13
      • Gemm - 6 vs 11
      • Gemm - 6 vs 9
      • Gemm - 6 vs 7
      • Gemm - 1 vs 13
      • Gemm - 1 vs 11
      • Gemm - 1 vs 9
      • Gemm - 1 vs 7
      • Gemm - 1 vs 6
    • GlobalAveragePool
      • GlobalAveragePool - 1 vs 22
    • GlobalLpPool
      • GlobalLpPool - 2 vs 22
      • GlobalLpPool - 1 vs 22
      • GlobalLpPool - 1 vs 2
    • GlobalMaxPool
      • GlobalMaxPool - 1 vs 22
    • Greater
      • Greater - 9 vs 13
      • Greater - 7 vs 13
      • Greater - 7 vs 9
      • Greater - 1 vs 13
      • Greater - 1 vs 9
      • Greater - 1 vs 7
    • GreaterOrEqual
      • GreaterOrEqual - 12 vs 16
    • GridSample
      • GridSample - 20 vs 22
      • GridSample - 16 vs 22
      • GridSample - 16 vs 20
    • GroupNormalization
      • GroupNormalization - 18 vs 21
    • HammingWindow
    • HannWindow
    • HardSigmoid
      • HardSigmoid - 6 vs 22
      • HardSigmoid - 1 vs 22
      • HardSigmoid - 1 vs 6
    • HardSwish
      • HardSwish - 14 vs 22
    • Hardmax
      • Hardmax - 11 vs 13
      • Hardmax - 1 vs 13
      • Hardmax - 1 vs 11
    • Identity
      • Identity - 24 vs 25
      • Identity - 23 vs 25
      • Identity - 23 vs 24
      • Identity - 21 vs 25
      • Identity - 21 vs 24
      • Identity - 21 vs 23
      • Identity - 19 vs 25
      • Identity - 19 vs 24
      • Identity - 19 vs 23
      • Identity - 19 vs 21
      • Identity - 16 vs 25
      • Identity - 16 vs 24
      • Identity - 16 vs 23
      • Identity - 16 vs 21
      • Identity - 16 vs 19
      • Identity - 14 vs 25
      • Identity - 14 vs 24
      • Identity - 14 vs 23
      • Identity - 14 vs 21
      • Identity - 14 vs 19
      • Identity - 14 vs 16
      • Identity - 13 vs 25
      • Identity - 13 vs 24
      • Identity - 13 vs 23
      • Identity - 13 vs 21
      • Identity - 13 vs 19
      • Identity - 13 vs 16
      • Identity - 13 vs 14
      • Identity - 1 vs 25
      • Identity - 1 vs 24
      • Identity - 1 vs 23
      • Identity - 1 vs 21
      • Identity - 1 vs 19
      • Identity - 1 vs 16
      • Identity - 1 vs 14
      • Identity - 1 vs 13
    • If
      • If - 24 vs 25
      • If - 23 vs 25
      • If - 23 vs 24
      • If - 21 vs 25
      • If - 21 vs 24
      • If - 21 vs 23
      • If - 19 vs 25
      • If - 19 vs 24
      • If - 19 vs 23
      • If - 19 vs 21
      • If - 16 vs 25
      • If - 16 vs 24
      • If - 16 vs 23
      • If - 16 vs 21
      • If - 16 vs 19
      • If - 13 vs 25
      • If - 13 vs 24
      • If - 13 vs 23
      • If - 13 vs 21
      • If - 13 vs 19
      • If - 13 vs 16
      • If - 11 vs 25
      • If - 11 vs 24
      • If - 11 vs 23
      • If - 11 vs 21
      • If - 11 vs 19
      • If - 11 vs 16
      • If - 11 vs 13
      • If - 1 vs 25
      • If - 1 vs 24
      • If - 1 vs 23
      • If - 1 vs 21
      • If - 1 vs 19
      • If - 1 vs 16
      • If - 1 vs 13
      • If - 1 vs 11
    • ImageDecoder
    • InstanceNormalization
      • InstanceNormalization - 6 vs 22
      • InstanceNormalization - 1 vs 22
      • InstanceNormalization - 1 vs 6
    • IsInf
      • IsInf - 10 vs 20
    • IsNaN
      • IsNaN - 13 vs 20
      • IsNaN - 9 vs 20
      • IsNaN - 9 vs 13
    • LRN
      • LRN - 1 vs 13
    • LSTM
      • LSTM - 14 vs 22
      • LSTM - 7 vs 22
      • LSTM - 7 vs 14
      • LSTM - 1 vs 22
      • LSTM - 1 vs 14
      • LSTM - 1 vs 7
    • LayerNormalization
    • LeakyRelu
      • LeakyRelu - 6 vs 16
      • LeakyRelu - 1 vs 16
      • LeakyRelu - 1 vs 6
    • Less
      • Less - 9 vs 13
      • Less - 7 vs 13
      • Less - 7 vs 9
      • Less - 1 vs 13
      • Less - 1 vs 9
      • Less - 1 vs 7
    • LessOrEqual
      • LessOrEqual - 12 vs 16
    • Log
      • Log - 6 vs 13
      • Log - 1 vs 13
      • Log - 1 vs 6
    • LogSoftmax
      • LogSoftmax - 11 vs 13
      • LogSoftmax - 1 vs 13
      • LogSoftmax - 1 vs 11
    • Loop
      • Loop - 24 vs 25
      • Loop - 23 vs 25
      • Loop - 23 vs 24
      • Loop - 21 vs 25
      • Loop - 21 vs 24
      • Loop - 21 vs 23
      • Loop - 19 vs 25
      • Loop - 19 vs 24
      • Loop - 19 vs 23
      • Loop - 19 vs 21
      • Loop - 16 vs 25
      • Loop - 16 vs 24
      • Loop - 16 vs 23
      • Loop - 16 vs 21
      • Loop - 16 vs 19
      • Loop - 13 vs 25
      • Loop - 13 vs 24
      • Loop - 13 vs 23
      • Loop - 13 vs 21
      • Loop - 13 vs 19
      • Loop - 13 vs 16
      • Loop - 11 vs 25
      • Loop - 11 vs 24
      • Loop - 11 vs 23
      • Loop - 11 vs 21
      • Loop - 11 vs 19
      • Loop - 11 vs 16
      • Loop - 11 vs 13
      • Loop - 1 vs 25
      • Loop - 1 vs 24
      • Loop - 1 vs 23
      • Loop - 1 vs 21
      • Loop - 1 vs 19
      • Loop - 1 vs 16
      • Loop - 1 vs 13
      • Loop - 1 vs 11
    • LpNormalization
      • LpNormalization - 1 vs 22
    • LpPool
      • LpPool - 18 vs 22
      • LpPool - 11 vs 22
      • LpPool - 11 vs 18
      • LpPool - 2 vs 22
      • LpPool - 2 vs 18
      • LpPool - 2 vs 11
      • LpPool - 1 vs 22
      • LpPool - 1 vs 18
      • LpPool - 1 vs 11
      • LpPool - 1 vs 2
    • MatMul
      • MatMul - 9 vs 13
      • MatMul - 1 vs 13
      • MatMul - 1 vs 9
    • MatMulInteger
    • Max
      • Max - 12 vs 13
      • Max - 8 vs 13
      • Max - 8 vs 12
      • Max - 6 vs 13
      • Max - 6 vs 12
      • Max - 6 vs 8
      • Max - 1 vs 13
      • Max - 1 vs 12
      • Max - 1 vs 8
      • Max - 1 vs 6
    • MaxPool
      • MaxPool - 12 vs 22
      • MaxPool - 11 vs 22
      • MaxPool - 11 vs 12
      • MaxPool - 10 vs 22
      • MaxPool - 10 vs 12
      • MaxPool - 10 vs 11
      • MaxPool - 8 vs 22
      • MaxPool - 8 vs 12
      • MaxPool - 8 vs 11
      • MaxPool - 8 vs 10
      • MaxPool - 1 vs 22
      • MaxPool - 1 vs 12
      • MaxPool - 1 vs 11
      • MaxPool - 1 vs 10
      • MaxPool - 1 vs 8
    • MaxRoiPool
      • MaxRoiPool - 1 vs 22
    • MaxUnpool
      • MaxUnpool - 11 vs 22
      • MaxUnpool - 9 vs 22
      • MaxUnpool - 9 vs 11
    • Mean
      • Mean - 8 vs 13
      • Mean - 6 vs 13
      • Mean - 6 vs 8
      • Mean - 1 vs 13
      • Mean - 1 vs 8
      • Mean - 1 vs 6
    • MeanVarianceNormalization
      • MeanVarianceNormalization - 9 vs 13
    • MelWeightMatrix
    • Min
      • Min - 12 vs 13
      • Min - 8 vs 13
      • Min - 8 vs 12
      • Min - 6 vs 13
      • Min - 6 vs 12
      • Min - 6 vs 8
      • Min - 1 vs 13
      • Min - 1 vs 12
      • Min - 1 vs 8
      • Min - 1 vs 6
    • Mish
      • Mish - 18 vs 22
    • Mod
      • Mod - 10 vs 13
    • Mul
      • Mul - 13 vs 14
      • Mul - 7 vs 14
      • Mul - 7 vs 13
      • Mul - 6 vs 14
      • Mul - 6 vs 13
      • Mul - 6 vs 7
      • Mul - 1 vs 14
      • Mul - 1 vs 13
      • Mul - 1 vs 7
      • Mul - 1 vs 6
    • Multinomial
      • Multinomial - 7 vs 22
    • Neg
      • Neg - 6 vs 13
      • Neg - 1 vs 13
      • Neg - 1 vs 6
    • NegativeLogLikelihoodLoss
      • NegativeLogLikelihoodLoss - 13 vs 22
      • NegativeLogLikelihoodLoss - 12 vs 22
      • NegativeLogLikelihoodLoss - 12 vs 13
    • NonMaxSuppression
      • NonMaxSuppression - 10 vs 11
    • NonZero
      • NonZero - 9 vs 13
    • Not
    • OneHot
      • OneHot - 9 vs 11
    • Optional
    • OptionalGetElement
      • OptionalGetElement - 15 vs 18
    • OptionalHasElement
      • OptionalHasElement - 15 vs 18
    • Or
      • Or - 1 vs 7
    • PRelu
      • PRelu - 9 vs 16
      • PRelu - 7 vs 16
      • PRelu - 7 vs 9
      • PRelu - 6 vs 16
      • PRelu - 6 vs 9
      • PRelu - 6 vs 7
      • PRelu - 1 vs 16
      • PRelu - 1 vs 9
      • PRelu - 1 vs 7
      • PRelu - 1 vs 6
    • Pad
      • Pad - 24 vs 25
      • Pad - 23 vs 25
      • Pad - 23 vs 24
      • Pad - 21 vs 25
      • Pad - 21 vs 24
      • Pad - 21 vs 23
      • Pad - 19 vs 25
      • Pad - 19 vs 24
      • Pad - 19 vs 23
      • Pad - 19 vs 21
      • Pad - 18 vs 25
      • Pad - 18 vs 24
      • Pad - 18 vs 23
      • Pad - 18 vs 21
      • Pad - 18 vs 19
      • Pad - 13 vs 25
      • Pad - 13 vs 24
      • Pad - 13 vs 23
      • Pad - 13 vs 21
      • Pad - 13 vs 19
      • Pad - 13 vs 18
      • Pad - 11 vs 25
      • Pad - 11 vs 24
      • Pad - 11 vs 23
      • Pad - 11 vs 21
      • Pad - 11 vs 19
      • Pad - 11 vs 18
      • Pad - 11 vs 13
      • Pad - 2 vs 25
      • Pad - 2 vs 24
      • Pad - 2 vs 23
      • Pad - 2 vs 21
      • Pad - 2 vs 19
      • Pad - 2 vs 18
      • Pad - 2 vs 13
      • Pad - 2 vs 11
      • Pad - 1 vs 25
      • Pad - 1 vs 24
      • Pad - 1 vs 23
      • Pad - 1 vs 21
      • Pad - 1 vs 19
      • Pad - 1 vs 18
      • Pad - 1 vs 13
      • Pad - 1 vs 11
      • Pad - 1 vs 2
    • Pow
      • Pow - 13 vs 15
      • Pow - 12 vs 15
      • Pow - 12 vs 13
      • Pow - 7 vs 15
      • Pow - 7 vs 13
      • Pow - 7 vs 12
      • Pow - 1 vs 15
      • Pow - 1 vs 13
      • Pow - 1 vs 12
      • Pow - 1 vs 7
    • QLinearConv
    • QLinearMatMul
      • QLinearMatMul - 10 vs 21
    • QuantizeLinear
      • QuantizeLinear - 24 vs 25
      • QuantizeLinear - 23 vs 25
      • QuantizeLinear - 23 vs 24
      • QuantizeLinear - 21 vs 25
      • QuantizeLinear - 21 vs 24
      • QuantizeLinear - 21 vs 23
      • QuantizeLinear - 19 vs 25
      • QuantizeLinear - 19 vs 24
      • QuantizeLinear - 19 vs 23
      • QuantizeLinear - 19 vs 21
      • QuantizeLinear - 13 vs 25
      • QuantizeLinear - 13 vs 24
      • QuantizeLinear - 13 vs 23
      • QuantizeLinear - 13 vs 21
      • QuantizeLinear - 13 vs 19
      • QuantizeLinear - 10 vs 25
      • QuantizeLinear - 10 vs 24
      • QuantizeLinear - 10 vs 23
      • QuantizeLinear - 10 vs 21
      • QuantizeLinear - 10 vs 19
      • QuantizeLinear - 10 vs 13
    • RMSNormalization
    • RNN
      • RNN - 14 vs 22
      • RNN - 7 vs 22
      • RNN - 7 vs 14
      • RNN - 1 vs 22
      • RNN - 1 vs 14
      • RNN - 1 vs 7
    • RandomNormal
      • RandomNormal - 1 vs 22
    • RandomNormalLike
      • RandomNormalLike - 1 vs 22
    • RandomUniform
      • RandomUniform - 1 vs 22
    • RandomUniformLike
      • RandomUniformLike - 1 vs 22
    • Range
    • Reciprocal
      • Reciprocal - 6 vs 13
      • Reciprocal - 1 vs 13
      • Reciprocal - 1 vs 6
    • ReduceL1
      • ReduceL1 - 13 vs 18
      • ReduceL1 - 11 vs 18
      • ReduceL1 - 11 vs 13
      • ReduceL1 - 1 vs 18
      • ReduceL1 - 1 vs 13
      • ReduceL1 - 1 vs 11
    • ReduceL2
      • ReduceL2 - 13 vs 18
      • ReduceL2 - 11 vs 18
      • ReduceL2 - 11 vs 13
      • ReduceL2 - 1 vs 18
      • ReduceL2 - 1 vs 13
      • ReduceL2 - 1 vs 11
    • ReduceLogSum
      • ReduceLogSum - 13 vs 18
      • ReduceLogSum - 11 vs 18
      • ReduceLogSum - 11 vs 13
      • ReduceLogSum - 1 vs 18
      • ReduceLogSum - 1 vs 13
      • ReduceLogSum - 1 vs 11
    • ReduceLogSumExp
      • ReduceLogSumExp - 13 vs 18
      • ReduceLogSumExp - 11 vs 18
      • ReduceLogSumExp - 11 vs 13
      • ReduceLogSumExp - 1 vs 18
      • ReduceLogSumExp - 1 vs 13
      • ReduceLogSumExp - 1 vs 11
    • ReduceMax
      • ReduceMax - 18 vs 20
      • ReduceMax - 13 vs 20
      • ReduceMax - 13 vs 18
      • ReduceMax - 12 vs 20
      • ReduceMax - 12 vs 18
      • ReduceMax - 12 vs 13
      • ReduceMax - 11 vs 20
      • ReduceMax - 11 vs 18
      • ReduceMax - 11 vs 13
      • ReduceMax - 11 vs 12
      • ReduceMax - 1 vs 20
      • ReduceMax - 1 vs 18
      • ReduceMax - 1 vs 13
      • ReduceMax - 1 vs 12
      • ReduceMax - 1 vs 11
    • ReduceMean
      • ReduceMean - 13 vs 18
      • ReduceMean - 11 vs 18
      • ReduceMean - 11 vs 13
      • ReduceMean - 1 vs 18
      • ReduceMean - 1 vs 13
      • ReduceMean - 1 vs 11
    • ReduceMin
      • ReduceMin - 18 vs 20
      • ReduceMin - 13 vs 20
      • ReduceMin - 13 vs 18
      • ReduceMin - 12 vs 20
      • ReduceMin - 12 vs 18
      • ReduceMin - 12 vs 13
      • ReduceMin - 11 vs 20
      • ReduceMin - 11 vs 18
      • ReduceMin - 11 vs 13
      • ReduceMin - 11 vs 12
      • ReduceMin - 1 vs 20
      • ReduceMin - 1 vs 18
      • ReduceMin - 1 vs 13
      • ReduceMin - 1 vs 12
      • ReduceMin - 1 vs 11
    • ReduceProd
      • ReduceProd - 13 vs 18
      • ReduceProd - 11 vs 18
      • ReduceProd - 11 vs 13
      • ReduceProd - 1 vs 18
      • ReduceProd - 1 vs 13
      • ReduceProd - 1 vs 11
    • ReduceSum
      • ReduceSum - 11 vs 13
      • ReduceSum - 1 vs 13
      • ReduceSum - 1 vs 11
    • ReduceSumSquare
      • ReduceSumSquare - 13 vs 18
      • ReduceSumSquare - 11 vs 18
      • ReduceSumSquare - 11 vs 13
      • ReduceSumSquare - 1 vs 18
      • ReduceSumSquare - 1 vs 13
      • ReduceSumSquare - 1 vs 11
    • RegexFullMatch
    • Relu
      • Relu - 13 vs 14
      • Relu - 6 vs 14
      • Relu - 6 vs 13
      • Relu - 1 vs 14
      • Relu - 1 vs 13
      • Relu - 1 vs 6
    • Reshape
      • Reshape - 24 vs 25
      • Reshape - 23 vs 25
      • Reshape - 23 vs 24
      • Reshape - 21 vs 25
      • Reshape - 21 vs 24
      • Reshape - 21 vs 23
      • Reshape - 19 vs 25
      • Reshape - 19 vs 24
      • Reshape - 19 vs 23
      • Reshape - 19 vs 21
      • Reshape - 14 vs 25
      • Reshape - 14 vs 24
      • Reshape - 14 vs 23
      • Reshape - 14 vs 21
      • Reshape - 14 vs 19
      • Reshape - 13 vs 25
      • Reshape - 13 vs 24
      • Reshape - 13 vs 23
      • Reshape - 13 vs 21
      • Reshape - 13 vs 19
      • Reshape - 13 vs 14
      • Reshape - 5 vs 25
      • Reshape - 5 vs 24
      • Reshape - 5 vs 23
      • Reshape - 5 vs 21
      • Reshape - 5 vs 19
      • Reshape - 5 vs 14
      • Reshape - 5 vs 13
      • Reshape - 1 vs 25
      • Reshape - 1 vs 24
      • Reshape - 1 vs 23
      • Reshape - 1 vs 21
      • Reshape - 1 vs 19
      • Reshape - 1 vs 14
      • Reshape - 1 vs 13
      • Reshape - 1 vs 5
    • Resize
      • Resize - 18 vs 19
      • Resize - 13 vs 19
      • Resize - 13 vs 18
      • Resize - 11 vs 19
      • Resize - 11 vs 18
      • Resize - 11 vs 13
      • Resize - 10 vs 19
      • Resize - 10 vs 18
      • Resize - 10 vs 13
      • Resize - 10 vs 11
    • ReverseSequence
    • RoiAlign
      • RoiAlign - 16 vs 22
      • RoiAlign - 10 vs 22
      • RoiAlign - 10 vs 16
    • RotaryEmbedding
    • Round
      • Round - 11 vs 22
    • STFT
    • Scan
      • Scan - 24 vs 25
      • Scan - 23 vs 25
      • Scan - 23 vs 24
      • Scan - 21 vs 25
      • Scan - 21 vs 24
      • Scan - 21 vs 23
      • Scan - 19 vs 25
      • Scan - 19 vs 24
      • Scan - 19 vs 23
      • Scan - 19 vs 21
      • Scan - 16 vs 25
      • Scan - 16 vs 24
      • Scan - 16 vs 23
      • Scan - 16 vs 21
      • Scan - 16 vs 19
      • Scan - 11 vs 25
      • Scan - 11 vs 24
      • Scan - 11 vs 23
      • Scan - 11 vs 21
      • Scan - 11 vs 19
      • Scan - 11 vs 16
      • Scan - 9 vs 25
      • Scan - 9 vs 24
      • Scan - 9 vs 23
      • Scan - 9 vs 21
      • Scan - 9 vs 19
      • Scan - 9 vs 16
      • Scan - 9 vs 11
      • Scan - 8 vs 25
      • Scan - 8 vs 24
      • Scan - 8 vs 23
      • Scan - 8 vs 21
      • Scan - 8 vs 19
      • Scan - 8 vs 16
      • Scan - 8 vs 11
      • Scan - 8 vs 9
    • Scatter
      • Scatter - 9 vs 11
    • ScatterElements
      • ScatterElements - 16 vs 18
      • ScatterElements - 13 vs 18
      • ScatterElements - 13 vs 16
      • ScatterElements - 11 vs 18
      • ScatterElements - 11 vs 16
      • ScatterElements - 11 vs 13
    • ScatterND
      • ScatterND - 16 vs 18
      • ScatterND - 13 vs 18
      • ScatterND - 13 vs 16
      • ScatterND - 11 vs 18
      • ScatterND - 11 vs 16
      • ScatterND - 11 vs 13
    • Selu
      • Selu - 6 vs 22
      • Selu - 1 vs 22
      • Selu - 1 vs 6
    • SequenceAt
    • SequenceConstruct
    • SequenceEmpty
    • SequenceErase
    • SequenceInsert
    • SequenceLength
    • SequenceMap
    • Shape
      • Shape - 24 vs 25
      • Shape - 23 vs 25
      • Shape - 23 vs 24
      • Shape - 21 vs 25
      • Shape - 21 vs 24
      • Shape - 21 vs 23
      • Shape - 19 vs 25
      • Shape - 19 vs 24
      • Shape - 19 vs 23
      • Shape - 19 vs 21
      • Shape - 15 vs 25
      • Shape - 15 vs 24
      • Shape - 15 vs 23
      • Shape - 15 vs 21
      • Shape - 15 vs 19
      • Shape - 13 vs 25
      • Shape - 13 vs 24
      • Shape - 13 vs 23
      • Shape - 13 vs 21
      • Shape - 13 vs 19
      • Shape - 13 vs 15
      • Shape - 1 vs 25
      • Shape - 1 vs 24
      • Shape - 1 vs 23
      • Shape - 1 vs 21
      • Shape - 1 vs 19
      • Shape - 1 vs 15
      • Shape - 1 vs 13
    • Shrink
    • Sigmoid
      • Sigmoid - 6 vs 13
      • Sigmoid - 1 vs 13
      • Sigmoid - 1 vs 6
    • Sign
      • Sign - 9 vs 13
    • Sin
      • Sin - 7 vs 22
    • Sinh
      • Sinh - 9 vs 22
    • Size
      • Size - 24 vs 25
      • Size - 23 vs 25
      • Size - 23 vs 24
      • Size - 21 vs 25
      • Size - 21 vs 24
      • Size - 21 vs 23
      • Size - 19 vs 25
      • Size - 19 vs 24
      • Size - 19 vs 23
      • Size - 19 vs 21
      • Size - 13 vs 25
      • Size - 13 vs 24
      • Size - 13 vs 23
      • Size - 13 vs 21
      • Size - 13 vs 19
      • Size - 1 vs 25
      • Size - 1 vs 24
      • Size - 1 vs 23
      • Size - 1 vs 21
      • Size - 1 vs 19
      • Size - 1 vs 13
    • Slice
      • Slice - 11 vs 13
      • Slice - 10 vs 13
      • Slice - 10 vs 11
      • Slice - 1 vs 13
      • Slice - 1 vs 11
      • Slice - 1 vs 10
    • Softmax
      • Softmax - 11 vs 13
      • Softmax - 1 vs 13
      • Softmax - 1 vs 11
    • SoftmaxCrossEntropyLoss
      • SoftmaxCrossEntropyLoss - 12 vs 13
    • Softplus
      • Softplus - 1 vs 22
    • Softsign
      • Softsign - 1 vs 22
    • SpaceToDepth
      • SpaceToDepth - 1 vs 13
    • Split
      • Split - 13 vs 18
      • Split - 11 vs 18
      • Split - 11 vs 13
      • Split - 2 vs 18
      • Split - 2 vs 13
      • Split - 2 vs 11
      • Split - 1 vs 18
      • Split - 1 vs 13
      • Split - 1 vs 11
      • Split - 1 vs 2
    • SplitToSequence
      • SplitToSequence - 11 vs 24
    • Sqrt
      • Sqrt - 6 vs 13
      • Sqrt - 1 vs 13
      • Sqrt - 1 vs 6
    • Squeeze
      • Squeeze - 24 vs 25
      • Squeeze - 23 vs 25
      • Squeeze - 23 vs 24
      • Squeeze - 21 vs 25
      • Squeeze - 21 vs 24
      • Squeeze - 21 vs 23
      • Squeeze - 13 vs 25
      • Squeeze - 13 vs 24
      • Squeeze - 13 vs 23
      • Squeeze - 13 vs 21
      • Squeeze - 11 vs 25
      • Squeeze - 11 vs 24
      • Squeeze - 11 vs 23
      • Squeeze - 11 vs 21
      • Squeeze - 11 vs 13
      • Squeeze - 1 vs 25
      • Squeeze - 1 vs 24
      • Squeeze - 1 vs 23
      • Squeeze - 1 vs 21
      • Squeeze - 1 vs 13
      • Squeeze - 1 vs 11
    • StringConcat
    • StringNormalizer
    • StringSplit
    • Sub
      • Sub - 13 vs 14
      • Sub - 7 vs 14
      • Sub - 7 vs 13
      • Sub - 6 vs 14
      • Sub - 6 vs 13
      • Sub - 6 vs 7
      • Sub - 1 vs 14
      • Sub - 1 vs 13
      • Sub - 1 vs 7
      • Sub - 1 vs 6
    • Sum
      • Sum - 8 vs 13
      • Sum - 6 vs 13
      • Sum - 6 vs 8
      • Sum - 1 vs 13
      • Sum - 1 vs 8
      • Sum - 1 vs 6
    • Swish
    • Tan
      • Tan - 7 vs 22
    • Tanh
      • Tanh - 6 vs 13
      • Tanh - 1 vs 13
      • Tanh - 1 vs 6
    • TensorScatter
    • TfIdfVectorizer
    • ThresholdedRelu
      • ThresholdedRelu - 10 vs 22
    • Tile
      • Tile - 6 vs 13
      • Tile - 1 vs 13
      • Tile - 1 vs 6
    • TopK
      • TopK - 11 vs 24
      • TopK - 10 vs 24
      • TopK - 10 vs 11
      • TopK - 1 vs 24
      • TopK - 1 vs 11
      • TopK - 1 vs 10
    • Transpose
      • Transpose - 24 vs 25
      • Transpose - 23 vs 25
      • Transpose - 23 vs 24
      • Transpose - 21 vs 25
      • Transpose - 21 vs 24
      • Transpose - 21 vs 23
      • Transpose - 13 vs 25
      • Transpose - 13 vs 24
      • Transpose - 13 vs 23
      • Transpose - 13 vs 21
      • Transpose - 1 vs 25
      • Transpose - 1 vs 24
      • Transpose - 1 vs 23
      • Transpose - 1 vs 21
      • Transpose - 1 vs 13
    • Trilu
    • Unique
    • Unsqueeze
      • Unsqueeze - 24 vs 25
      • Unsqueeze - 23 vs 25
      • Unsqueeze - 23 vs 24
      • Unsqueeze - 21 vs 25
      • Unsqueeze - 21 vs 24
      • Unsqueeze - 21 vs 23
      • Unsqueeze - 13 vs 25
      • Unsqueeze - 13 vs 24
      • Unsqueeze - 13 vs 23
      • Unsqueeze - 13 vs 21
      • Unsqueeze - 11 vs 25
      • Unsqueeze - 11 vs 24
      • Unsqueeze - 11 vs 23
      • Unsqueeze - 11 vs 21
      • Unsqueeze - 11 vs 13
      • Unsqueeze - 1 vs 25
      • Unsqueeze - 1 vs 24
      • Unsqueeze - 1 vs 23
      • Unsqueeze - 1 vs 21
      • Unsqueeze - 1 vs 13
      • Unsqueeze - 1 vs 11
    • Upsample
      • Upsample - 9 vs 10
      • Upsample - 7 vs 10
      • Upsample - 7 vs 9
      • Upsample - 1 vs 10
      • Upsample - 1 vs 9
      • Upsample - 1 vs 7
    • Where
      • Where - 9 vs 16
    • Xor
      • Xor - 1 vs 7
    • ai.onnx.ml - ArrayFeatureExtractor
    • ai.onnx.ml - Binarizer
    • ai.onnx.ml - CastMap
    • ai.onnx.ml - CategoryMapper
    • ai.onnx.ml - DictVectorizer
    • ai.onnx.ml - FeatureVectorizer
    • ai.onnx.ml - Imputer
    • ai.onnx.ml - LabelEncoder
      • LabelEncoder - 2 vs 4
      • LabelEncoder - 1 vs 4
      • LabelEncoder - 1 vs 2
    • ai.onnx.ml - LinearClassifier
    • ai.onnx.ml - LinearRegressor
    • ai.onnx.ml - Normalizer
    • ai.onnx.ml - OneHotEncoder
    • ai.onnx.ml - SVMClassifier
    • ai.onnx.ml - SVMRegressor
    • ai.onnx.ml - Scaler
    • ai.onnx.ml - TreeEnsemble
    • ai.onnx.ml - TreeEnsembleClassifier
      • TreeEnsembleClassifier - 3 vs 5
      • TreeEnsembleClassifier - 1 vs 5
      • TreeEnsembleClassifier - 1 vs 3
    • ai.onnx.ml - TreeEnsembleRegressor
      • TreeEnsembleRegressor - 3 vs 5
      • TreeEnsembleRegressor - 1 vs 5
      • TreeEnsembleRegressor - 1 vs 3
    • ai.onnx.ml - ZipMap
    • ai.onnx.preview.training - Adagrad
    • ai.onnx.preview.training - Adam
    • ai.onnx.preview.training - Gradient
    • ai.onnx.preview.training - Momentum
  • 技术细节
    • 存储在 8 位中的浮点数
    • 4 位整数类型
    • 存储在 4 位中的浮点数
    • 2 位整数类型
  • ONNX 仓库文档
    • 向 ONNX 添加新算子或函数
    • ONNX 中的广播
    • ONNX 算子可微性标签简明指南
    • 维度符号
    • 外部数据
    • ONNX 模型中心
    • 开放神经网络交换中间表示 (ONNX IR) 规范
    • 实现 ONNX 后端
    • 管理实验性算子
    • 元数据
    • ONNX 类型
    • ONNX 后端测试
    • ONNX 发布版本
    • 正式发布
    • 算子约定
    • 概述
    • Python API 概述
    • ONNX 形状推断
    • ONNX 文本语法
    • 类型符号
    • ONNX 版本转换器
    • ONNX 版本控制
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技术细节¶

本节深入探讨实现细节、技术描述，比代码文档更深入。

  • 存储在 8 位中的浮点数
    • 论文
    • E4M3FN 和 E5M2
    • E4M3FNUZ 和 E5M2FNUZ
    • Cast
    • E8M0
  • 4 位整数类型
    • 论文
    • Cast
    • 打包和解包
  • 存储在 4 位中的浮点数
    • 论文
    • E2M1
    • Cast
    • 打包和解包
  • 2 位整数类型
    • 论文
    • Cast
    • 打包和解包（2 位）
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