.. _l-onnx-operators: ONNX Operators ============== Lists out all the ONNX operators. For each operator, lists out the usage guide, parameters, examples, and line-by-line version history. This section also includes tables detailing each operator with its versions, as done in `Operators.md `_. All examples end by calling function `expect`. which checks a runtime produces the expected output for this example. One implementation based on `onnxruntime `_ can be found at :ref:`l-function-expect`. .. toctree:: :hidden: ../expect_onnxruntime onnx__Abs.md onnx__Acos.md onnx__Acosh.md onnx__Add.md onnx__AffineGrid.md onnx__And.md onnx__ArgMax.md onnx__ArgMin.md onnx__Asin.md onnx__Asinh.md onnx__Atan.md onnx__Atanh.md onnx__AveragePool.md onnx__BatchNormalization.md onnx__Bernoulli.md onnx__BitShift.md onnx__BitwiseAnd.md onnx__BitwiseNot.md onnx__BitwiseOr.md onnx__BitwiseXor.md onnx__BlackmanWindow.md onnx__Cast.md onnx__CastLike.md onnx__Ceil.md onnx__Celu.md onnx__CenterCropPad.md onnx__Clip.md onnx__Col2Im.md onnx__Compress.md onnx__Concat.md onnx__ConcatFromSequence.md onnx__Constant.md onnx__ConstantOfShape.md onnx__Conv.md onnx__ConvInteger.md onnx__ConvTranspose.md onnx__Cos.md onnx__Cosh.md onnx__CumSum.md onnx__DFT.md onnx__DeformConv.md onnx__DepthToSpace.md onnx__DequantizeLinear.md onnx__Det.md onnx__Div.md onnx__Dropout.md onnx__DynamicQuantizeLinear.md onnx__Einsum.md onnx__Elu.md onnx__Equal.md onnx__Erf.md onnx__Exp.md onnx__Expand.md onnx__EyeLike.md onnx__Flatten.md onnx__Floor.md onnx__GRU.md onnx__Gather.md onnx__GatherElements.md onnx__GatherND.md onnx__Gelu.md onnx__Gemm.md onnx__GlobalAveragePool.md onnx__GlobalLpPool.md onnx__GlobalMaxPool.md onnx__Greater.md onnx__GreaterOrEqual.md onnx__GridSample.md onnx__GroupNormalization.md onnx__HammingWindow.md onnx__HannWindow.md onnx__HardSigmoid.md onnx__HardSwish.md onnx__Hardmax.md onnx__Identity.md onnx__If.md onnx__ImageDecoder.md onnx__InstanceNormalization.md onnx__IsInf.md onnx__IsNaN.md onnx__LRN.md onnx__LSTM.md onnx__LayerNormalization.md onnx__LeakyRelu.md onnx__Less.md onnx__LessOrEqual.md onnx__Log.md onnx__LogSoftmax.md onnx__Loop.md onnx__LpNormalization.md onnx__LpPool.md onnx__MatMul.md onnx__MatMulInteger.md onnx__Max.md onnx__MaxPool.md onnx__MaxRoiPool.md onnx__MaxUnpool.md onnx__Mean.md onnx__MeanVarianceNormalization.md onnx__MelWeightMatrix.md onnx__Min.md onnx__Mish.md onnx__Mod.md onnx__Mul.md onnx__Multinomial.md onnx__Neg.md onnx__NegativeLogLikelihoodLoss.md onnx__NonMaxSuppression.md onnx__NonZero.md onnx__Not.md onnx__OneHot.md onnx__Optional.md onnx__OptionalGetElement.md onnx__OptionalHasElement.md onnx__Or.md onnx__PRelu.md onnx__Pad.md onnx__Pow.md onnx__QLinearConv.md onnx__QLinearMatMul.md onnx__QuantizeLinear.md onnx__RNN.md onnx__RandomNormal.md onnx__RandomNormalLike.md onnx__RandomUniform.md onnx__RandomUniformLike.md onnx__Range.md onnx__Reciprocal.md onnx__ReduceL1.md onnx__ReduceL2.md onnx__ReduceLogSum.md onnx__ReduceLogSumExp.md onnx__ReduceMax.md onnx__ReduceMean.md onnx__ReduceMin.md onnx__ReduceProd.md onnx__ReduceSum.md onnx__ReduceSumSquare.md onnx__RegexFullMatch.md onnx__Relu.md onnx__Reshape.md onnx__Resize.md onnx__ReverseSequence.md onnx__RoiAlign.md onnx__Round.md onnx__STFT.md onnx__Scan.md onnx__Scatter.md onnx__ScatterElements.md onnx__ScatterND.md onnx__Selu.md onnx__SequenceAt.md onnx__SequenceConstruct.md onnx__SequenceEmpty.md onnx__SequenceErase.md onnx__SequenceInsert.md onnx__SequenceLength.md onnx__SequenceMap.md onnx__Shape.md onnx__Shrink.md onnx__Sigmoid.md onnx__Sign.md onnx__Sin.md onnx__Sinh.md onnx__Size.md onnx__Slice.md onnx__Softmax.md onnx__SoftmaxCrossEntropyLoss.md onnx__Softplus.md onnx__Softsign.md onnx__SpaceToDepth.md onnx__Split.md onnx__SplitToSequence.md onnx__Sqrt.md onnx__Squeeze.md onnx__StringConcat.md onnx__StringNormalizer.md onnx__StringSplit.md onnx__Sub.md onnx__Sum.md onnx__Tan.md onnx__Tanh.md onnx__TfIdfVectorizer.md onnx__ThresholdedRelu.md onnx__Tile.md onnx__TopK.md onnx__Transpose.md onnx__Trilu.md onnx__Unique.md onnx__Unsqueeze.md onnx__Upsample.md onnx__Where.md onnx__Xor.md onnx_aionnxml_ArrayFeatureExtractor.md onnx_aionnxml_Binarizer.md onnx_aionnxml_CastMap.md onnx_aionnxml_CategoryMapper.md onnx_aionnxml_DictVectorizer.md onnx_aionnxml_FeatureVectorizer.md onnx_aionnxml_Imputer.md onnx_aionnxml_LabelEncoder.md onnx_aionnxml_LinearClassifier.md onnx_aionnxml_LinearRegressor.md onnx_aionnxml_Normalizer.md onnx_aionnxml_OneHotEncoder.md onnx_aionnxml_SVMClassifier.md onnx_aionnxml_SVMRegressor.md onnx_aionnxml_Scaler.md onnx_aionnxml_TreeEnsemble.md onnx_aionnxml_TreeEnsembleClassifier.md onnx_aionnxml_TreeEnsembleRegressor.md onnx_aionnxml_ZipMap.md onnx_aionnxpreviewtraining_Adagrad.md onnx_aionnxpreviewtraining_Adam.md onnx_aionnxpreviewtraining_Gradient.md onnx_aionnxpreviewtraining_Momentum.md .. tabs:: .. tab:: ai.onnx .. list-table:: :widths: 10 10 10 :header-rows: 1 * - operator - versions - differences * - :ref:`Abs ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`Acos ` - :ref:`22 `, :ref:`7 ` - :ref:`22/7 ` * - :ref:`Acosh ` - :ref:`22 `, :ref:`9 ` - :ref:`22/9 ` * - :ref:`Add ` - :ref:`14 `, :ref:`13 `, :ref:`7 `, :ref:`6 `, :ref:`1 ` - :ref:`14/13 `, :ref:`14/7 `, :ref:`13/7 `, :ref:`14/6 `, :ref:`13/6 `, :ref:`7/6 `, :ref:`14/1 `, :ref:`13/1 `, :ref:`7/1 `, :ref:`6/1 ` * - :ref:`AffineGrid ` - :ref:`20 ` - * - :ref:`And ` - :ref:`7 `, :ref:`1 ` - :ref:`7/1 ` * - :ref:`ArgMax ` - :ref:`13 `, :ref:`12 `, :ref:`11 `, :ref:`1 ` - :ref:`13/12 `, :ref:`13/11 `, :ref:`12/11 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`11/1 ` * - :ref:`ArgMin ` - :ref:`13 `, :ref:`12 `, :ref:`11 `, :ref:`1 ` - :ref:`13/12 `, :ref:`13/11 `, :ref:`12/11 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`11/1 ` * - :ref:`Asin ` - :ref:`22 `, :ref:`7 ` - :ref:`22/7 ` * - :ref:`Asinh ` - :ref:`22 `, :ref:`9 ` - :ref:`22/9 ` * - :ref:`Atan ` - :ref:`22 `, :ref:`7 ` - :ref:`22/7 ` * - :ref:`Atanh ` - :ref:`22 `, :ref:`9 ` - :ref:`22/9 ` * - :ref:`AveragePool ` - :ref:`22 `, :ref:`19 `, :ref:`11 `, :ref:`10 `, :ref:`7 `, :ref:`1 ` - :ref:`22/19 `, :ref:`22/11 `, :ref:`19/11 `, :ref:`22/10 `, :ref:`19/10 `, :ref:`11/10 `, :ref:`22/7 `, :ref:`19/7 `, :ref:`11/7 `, :ref:`10/7 `, :ref:`22/1 `, :ref:`19/1 `, :ref:`11/1 `, :ref:`10/1 `, :ref:`7/1 ` * - :ref:`BatchNormalization ` - :ref:`15 `, :ref:`14 `, :ref:`9 `, :ref:`7 `, :ref:`6 `, :ref:`1 ` - :ref:`15/14 `, :ref:`15/9 `, :ref:`14/9 `, :ref:`15/7 `, :ref:`14/7 `, :ref:`9/7 `, :ref:`15/6 `, :ref:`14/6 `, :ref:`9/6 `, :ref:`7/6 `, :ref:`15/1 `, :ref:`14/1 `, :ref:`9/1 `, :ref:`7/1 `, :ref:`6/1 ` * - :ref:`Bernoulli ` - :ref:`22 `, :ref:`15 ` - :ref:`22/15 ` * - :ref:`BitShift ` - :ref:`11 ` - * - :ref:`BitwiseAnd ` - :ref:`18 ` - * - :ref:`BitwiseNot ` - :ref:`18 ` - * - :ref:`BitwiseOr ` - :ref:`18 ` - * - :ref:`BitwiseXor ` - :ref:`18 ` - * - :ref:`BlackmanWindow ` - :ref:`17 ` - * - :ref:`Cast ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`13 `, :ref:`9 `, :ref:`6 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`23/9 `, :ref:`21/9 `, :ref:`19/9 `, :ref:`13/9 `, :ref:`23/6 `, :ref:`21/6 `, :ref:`19/6 `, :ref:`13/6 `, :ref:`9/6 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`13/1 `, :ref:`9/1 `, :ref:`6/1 ` * - :ref:`CastLike ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`15 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/15 `, :ref:`21/15 `, :ref:`19/15 ` * - :ref:`Ceil ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`Celu ` - :ref:`12 ` - * - :ref:`CenterCropPad ` - :ref:`18 ` - * - :ref:`Clip ` - :ref:`13 `, :ref:`12 `, :ref:`11 `, :ref:`6 `, :ref:`1 ` - :ref:`13/12 `, :ref:`13/11 `, :ref:`12/11 `, :ref:`13/6 `, :ref:`12/6 `, :ref:`11/6 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`11/1 `, :ref:`6/1 ` * - :ref:`Col2Im ` - :ref:`18 ` - * - :ref:`Compress ` - :ref:`11 `, :ref:`9 ` - :ref:`11/9 ` * - :ref:`Concat ` - :ref:`13 `, :ref:`11 `, :ref:`4 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/4 `, :ref:`11/4 `, :ref:`13/1 `, :ref:`11/1 `, :ref:`4/1 ` * - :ref:`ConcatFromSequence ` - :ref:`11 ` - * - :ref:`Constant ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`13 `, :ref:`12 `, :ref:`11 `, :ref:`9 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`23/12 `, :ref:`21/12 `, :ref:`19/12 `, :ref:`13/12 `, :ref:`23/11 `, :ref:`21/11 `, :ref:`19/11 `, :ref:`13/11 `, :ref:`12/11 `, :ref:`23/9 `, :ref:`21/9 `, :ref:`19/9 `, :ref:`13/9 `, :ref:`12/9 `, :ref:`11/9 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`11/1 `, :ref:`9/1 ` * - :ref:`ConstantOfShape ` - :ref:`23 `, :ref:`21 `, :ref:`20 `, :ref:`9 ` - :ref:`23/21 `, :ref:`23/20 `, :ref:`21/20 `, :ref:`23/9 `, :ref:`21/9 `, :ref:`20/9 ` * - :ref:`Conv ` - :ref:`22 `, :ref:`11 `, :ref:`1 ` - :ref:`22/11 `, :ref:`22/1 `, :ref:`11/1 ` * - :ref:`ConvInteger ` - :ref:`10 ` - * - :ref:`ConvTranspose ` - :ref:`22 `, :ref:`11 `, :ref:`1 ` - :ref:`22/11 `, :ref:`22/1 `, :ref:`11/1 ` * - :ref:`Cos ` - :ref:`22 `, :ref:`7 ` - :ref:`22/7 ` * - :ref:`Cosh ` - :ref:`22 `, :ref:`9 ` - :ref:`22/9 ` * - :ref:`CumSum ` - :ref:`14 `, :ref:`11 ` - :ref:`14/11 ` * - :ref:`DFT ` - :ref:`20 `, :ref:`17 ` - :ref:`20/17 ` * - :ref:`DeformConv ` - :ref:`22 `, :ref:`19 ` - :ref:`22/19 ` * - :ref:`DepthToSpace ` - :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`DequantizeLinear ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`13 `, :ref:`10 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`23/10 `, :ref:`21/10 `, :ref:`19/10 `, :ref:`13/10 ` * - :ref:`Det ` - :ref:`22 `, :ref:`11 ` - :ref:`22/11 ` * - :ref:`Div ` - :ref:`14 `, :ref:`13 `, :ref:`7 `, :ref:`6 `, :ref:`1 ` - :ref:`14/13 `, :ref:`14/7 `, :ref:`13/7 `, :ref:`14/6 `, :ref:`13/6 `, :ref:`7/6 `, :ref:`14/1 `, :ref:`13/1 `, :ref:`7/1 `, :ref:`6/1 ` * - :ref:`Dropout ` - :ref:`22 `, :ref:`13 `, :ref:`12 `, :ref:`10 `, :ref:`7 `, :ref:`6 `, :ref:`1 ` - :ref:`22/13 `, :ref:`22/12 `, :ref:`13/12 `, :ref:`22/10 `, :ref:`13/10 `, :ref:`12/10 `, :ref:`22/7 `, :ref:`13/7 `, :ref:`12/7 `, :ref:`10/7 `, :ref:`22/6 `, :ref:`13/6 `, :ref:`12/6 `, :ref:`10/6 `, :ref:`7/6 `, :ref:`22/1 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`10/1 `, :ref:`7/1 `, :ref:`6/1 ` * - :ref:`DynamicQuantizeLinear ` - :ref:`11 ` - * - :ref:`Einsum ` - :ref:`12 ` - * - :ref:`Elu ` - :ref:`22 `, :ref:`6 `, :ref:`1 ` - :ref:`22/6 `, :ref:`22/1 `, :ref:`6/1 ` * - :ref:`Equal ` - :ref:`19 `, :ref:`13 `, :ref:`11 `, :ref:`7 `, :ref:`1 ` - :ref:`19/13 `, :ref:`19/11 `, :ref:`13/11 `, :ref:`19/7 `, :ref:`13/7 `, :ref:`11/7 `, :ref:`19/1 `, :ref:`13/1 `, :ref:`11/1 `, :ref:`7/1 ` * - :ref:`Erf ` - :ref:`13 `, :ref:`9 ` - :ref:`13/9 ` * - :ref:`Exp ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`Expand ` - :ref:`13 `, :ref:`8 ` - :ref:`13/8 ` * - :ref:`EyeLike ` - :ref:`22 `, :ref:`9 ` - :ref:`22/9 ` * - :ref:`Flatten ` - :ref:`23 `, :ref:`21 `, :ref:`13 `, :ref:`11 `, :ref:`9 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`23/11 `, :ref:`21/11 `, :ref:`13/11 `, :ref:`23/9 `, :ref:`21/9 `, :ref:`13/9 `, :ref:`11/9 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`13/1 `, :ref:`11/1 `, :ref:`9/1 ` * - :ref:`Floor ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`GRU ` - :ref:`22 `, :ref:`14 `, :ref:`7 `, :ref:`3 `, :ref:`1 ` - :ref:`22/14 `, :ref:`22/7 `, :ref:`14/7 `, :ref:`22/3 `, :ref:`14/3 `, :ref:`7/3 `, :ref:`22/1 `, :ref:`14/1 `, :ref:`7/1 `, :ref:`3/1 ` * - :ref:`Gather ` - :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`GatherElements ` - :ref:`13 `, :ref:`11 ` - :ref:`13/11 ` * - :ref:`GatherND ` - :ref:`13 `, :ref:`12 `, :ref:`11 ` - :ref:`13/12 `, :ref:`13/11 `, :ref:`12/11 ` * - :ref:`Gelu ` - :ref:`20 ` - * - :ref:`Gemm ` - :ref:`13 `, :ref:`11 `, :ref:`9 `, :ref:`7 `, :ref:`6 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/9 `, :ref:`11/9 `, :ref:`13/7 `, :ref:`11/7 `, :ref:`9/7 `, :ref:`13/6 `, :ref:`11/6 `, :ref:`9/6 `, :ref:`7/6 `, :ref:`13/1 `, :ref:`11/1 `, :ref:`9/1 `, :ref:`7/1 `, :ref:`6/1 ` * - :ref:`GlobalAveragePool ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`GlobalLpPool ` - :ref:`22 `, :ref:`2 `, :ref:`1 ` - :ref:`22/2 `, :ref:`22/1 `, :ref:`2/1 ` * - :ref:`GlobalMaxPool ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`Greater ` - :ref:`13 `, :ref:`9 `, :ref:`7 `, :ref:`1 ` - :ref:`13/9 `, :ref:`13/7 `, :ref:`9/7 `, :ref:`13/1 `, :ref:`9/1 `, :ref:`7/1 ` * - :ref:`GreaterOrEqual ` - :ref:`16 `, :ref:`12 ` - :ref:`16/12 ` * - :ref:`GridSample ` - :ref:`22 `, :ref:`20 `, :ref:`16 ` - :ref:`22/20 `, :ref:`22/16 `, :ref:`20/16 ` * - :ref:`GroupNormalization ` - :ref:`21 `, :ref:`18 ` - :ref:`21/18 ` * - :ref:`HammingWindow ` - :ref:`17 ` - * - :ref:`HannWindow ` - :ref:`17 ` - * - :ref:`HardSigmoid ` - :ref:`22 `, :ref:`6 `, :ref:`1 ` - :ref:`22/6 `, :ref:`22/1 `, :ref:`6/1 ` * - :ref:`HardSwish ` - :ref:`22 `, :ref:`14 ` - :ref:`22/14 ` * - :ref:`Hardmax ` - :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`Identity ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`16 `, :ref:`14 `, :ref:`13 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/16 `, :ref:`21/16 `, :ref:`19/16 `, :ref:`23/14 `, :ref:`21/14 `, :ref:`19/14 `, :ref:`16/14 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`16/13 `, :ref:`14/13 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`16/1 `, :ref:`14/1 `, :ref:`13/1 ` * - :ref:`If ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`16 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/16 `, :ref:`21/16 `, :ref:`19/16 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`16/13 `, :ref:`23/11 `, :ref:`21/11 `, :ref:`19/11 `, :ref:`16/11 `, :ref:`13/11 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`16/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`ImageDecoder ` - :ref:`20 ` - * - :ref:`InstanceNormalization ` - :ref:`22 `, :ref:`6 `, :ref:`1 ` - :ref:`22/6 `, :ref:`22/1 `, :ref:`6/1 ` * - :ref:`IsInf ` - :ref:`20 `, :ref:`10 ` - :ref:`20/10 ` * - :ref:`IsNaN ` - :ref:`20 `, :ref:`13 `, :ref:`9 ` - :ref:`20/13 `, :ref:`20/9 `, :ref:`13/9 ` * - :ref:`LRN ` - :ref:`13 `, :ref:`1 ` - :ref:`13/1 ` * - :ref:`LSTM ` - :ref:`22 `, :ref:`14 `, :ref:`7 `, :ref:`1 ` - :ref:`22/14 `, :ref:`22/7 `, :ref:`14/7 `, :ref:`22/1 `, :ref:`14/1 `, :ref:`7/1 ` * - :ref:`LayerNormalization ` - :ref:`17 ` - * - :ref:`LeakyRelu ` - :ref:`16 `, :ref:`6 `, :ref:`1 ` - :ref:`16/6 `, :ref:`16/1 `, :ref:`6/1 ` * - :ref:`Less ` - :ref:`13 `, :ref:`9 `, :ref:`7 `, :ref:`1 ` - :ref:`13/9 `, :ref:`13/7 `, :ref:`9/7 `, :ref:`13/1 `, :ref:`9/1 `, :ref:`7/1 ` * - :ref:`LessOrEqual ` - :ref:`16 `, :ref:`12 ` - :ref:`16/12 ` * - :ref:`Log ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`LogSoftmax ` - :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`Loop ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`16 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/16 `, :ref:`21/16 `, :ref:`19/16 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`16/13 `, :ref:`23/11 `, :ref:`21/11 `, :ref:`19/11 `, :ref:`16/11 `, :ref:`13/11 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`16/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`LpNormalization ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`LpPool ` - :ref:`22 `, :ref:`18 `, :ref:`11 `, :ref:`2 `, :ref:`1 ` - :ref:`22/18 `, :ref:`22/11 `, :ref:`18/11 `, :ref:`22/2 `, :ref:`18/2 `, :ref:`11/2 `, :ref:`22/1 `, :ref:`18/1 `, :ref:`11/1 `, :ref:`2/1 ` * - :ref:`MatMul ` - :ref:`13 `, :ref:`9 `, :ref:`1 ` - :ref:`13/9 `, :ref:`13/1 `, :ref:`9/1 ` * - :ref:`MatMulInteger ` - :ref:`10 ` - * - :ref:`Max ` - :ref:`13 `, :ref:`12 `, :ref:`8 `, :ref:`6 `, :ref:`1 ` - :ref:`13/12 `, :ref:`13/8 `, :ref:`12/8 `, :ref:`13/6 `, :ref:`12/6 `, :ref:`8/6 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`8/1 `, :ref:`6/1 ` * - :ref:`MaxPool ` - :ref:`22 `, :ref:`12 `, :ref:`11 `, :ref:`10 `, :ref:`8 `, :ref:`1 ` - :ref:`22/12 `, :ref:`22/11 `, :ref:`12/11 `, :ref:`22/10 `, :ref:`12/10 `, :ref:`11/10 `, :ref:`22/8 `, :ref:`12/8 `, :ref:`11/8 `, :ref:`10/8 `, :ref:`22/1 `, :ref:`12/1 `, :ref:`11/1 `, :ref:`10/1 `, :ref:`8/1 ` * - :ref:`MaxRoiPool ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`MaxUnpool ` - :ref:`22 `, :ref:`11 `, :ref:`9 ` - :ref:`22/11 `, :ref:`22/9 `, :ref:`11/9 ` * - :ref:`Mean ` - :ref:`13 `, :ref:`8 `, :ref:`6 `, :ref:`1 ` - :ref:`13/8 `, :ref:`13/6 `, :ref:`8/6 `, :ref:`13/1 `, :ref:`8/1 `, :ref:`6/1 ` * - :ref:`MeanVarianceNormalization ` - :ref:`13 `, :ref:`9 ` - :ref:`13/9 ` * - :ref:`MelWeightMatrix ` - :ref:`17 ` - * - :ref:`Min ` - :ref:`13 `, :ref:`12 `, :ref:`8 `, :ref:`6 `, :ref:`1 ` - :ref:`13/12 `, :ref:`13/8 `, :ref:`12/8 `, :ref:`13/6 `, :ref:`12/6 `, :ref:`8/6 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`8/1 `, :ref:`6/1 ` * - :ref:`Mish ` - :ref:`22 `, :ref:`18 ` - :ref:`22/18 ` * - :ref:`Mod ` - :ref:`13 `, :ref:`10 ` - :ref:`13/10 ` * - :ref:`Mul ` - :ref:`14 `, :ref:`13 `, :ref:`7 `, :ref:`6 `, :ref:`1 ` - :ref:`14/13 `, :ref:`14/7 `, :ref:`13/7 `, :ref:`14/6 `, :ref:`13/6 `, :ref:`7/6 `, :ref:`14/1 `, :ref:`13/1 `, :ref:`7/1 `, :ref:`6/1 ` * - :ref:`Multinomial ` - :ref:`22 `, :ref:`7 ` - :ref:`22/7 ` * - :ref:`Neg ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`NegativeLogLikelihoodLoss ` - :ref:`22 `, :ref:`13 `, :ref:`12 ` - :ref:`22/13 `, :ref:`22/12 `, :ref:`13/12 ` * - :ref:`NonMaxSuppression ` - :ref:`11 `, :ref:`10 ` - :ref:`11/10 ` * - :ref:`NonZero ` - :ref:`13 `, :ref:`9 ` - :ref:`13/9 ` * - :ref:`Not ` - :ref:`1 ` - * - :ref:`OneHot ` - :ref:`11 `, :ref:`9 ` - :ref:`11/9 ` * - :ref:`Optional ` - :ref:`15 ` - * - :ref:`OptionalGetElement ` - :ref:`18 `, :ref:`15 ` - :ref:`18/15 ` * - :ref:`OptionalHasElement ` - :ref:`18 `, :ref:`15 ` - :ref:`18/15 ` * - :ref:`Or ` - :ref:`7 `, :ref:`1 ` - :ref:`7/1 ` * - :ref:`PRelu ` - :ref:`16 `, :ref:`9 `, :ref:`7 `, :ref:`6 `, :ref:`1 ` - :ref:`16/9 `, :ref:`16/7 `, :ref:`9/7 `, :ref:`16/6 `, :ref:`9/6 `, :ref:`7/6 `, :ref:`16/1 `, :ref:`9/1 `, :ref:`7/1 `, :ref:`6/1 ` * - :ref:`Pad ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`2 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/18 `, :ref:`21/18 `, :ref:`19/18 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`18/13 `, :ref:`23/11 `, :ref:`21/11 `, :ref:`19/11 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`23/2 `, :ref:`21/2 `, :ref:`19/2 `, :ref:`18/2 `, :ref:`13/2 `, :ref:`11/2 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 `, :ref:`2/1 ` * - :ref:`Pow ` - :ref:`15 `, :ref:`13 `, :ref:`12 `, :ref:`7 `, :ref:`1 ` - :ref:`15/13 `, :ref:`15/12 `, :ref:`13/12 `, :ref:`15/7 `, :ref:`13/7 `, :ref:`12/7 `, :ref:`15/1 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`7/1 ` * - :ref:`QLinearConv ` - :ref:`10 ` - * - :ref:`QLinearMatMul ` - :ref:`21 `, :ref:`10 ` - :ref:`21/10 ` * - :ref:`QuantizeLinear ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`13 `, :ref:`10 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`23/10 `, :ref:`21/10 `, :ref:`19/10 `, :ref:`13/10 ` * - :ref:`RNN ` - :ref:`22 `, :ref:`14 `, :ref:`7 `, :ref:`1 ` - :ref:`22/14 `, :ref:`22/7 `, :ref:`14/7 `, :ref:`22/1 `, :ref:`14/1 `, :ref:`7/1 ` * - :ref:`RandomNormal ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`RandomNormalLike ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`RandomUniform ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`RandomUniformLike ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`Range ` - :ref:`11 ` - * - :ref:`Reciprocal ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`ReduceL1 ` - :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`18/13 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`ReduceL2 ` - :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`18/13 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`ReduceLogSum ` - :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`18/13 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`ReduceLogSumExp ` - :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`18/13 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`ReduceMax ` - :ref:`20 `, :ref:`18 `, :ref:`13 `, :ref:`12 `, :ref:`11 `, :ref:`1 ` - :ref:`20/18 `, :ref:`20/13 `, :ref:`18/13 `, :ref:`20/12 `, :ref:`18/12 `, :ref:`13/12 `, :ref:`20/11 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`12/11 `, :ref:`20/1 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`11/1 ` * - :ref:`ReduceMean ` - :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`18/13 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`ReduceMin ` - :ref:`20 `, :ref:`18 `, :ref:`13 `, :ref:`12 `, :ref:`11 `, :ref:`1 ` - :ref:`20/18 `, :ref:`20/13 `, :ref:`18/13 `, :ref:`20/12 `, :ref:`18/12 `, :ref:`13/12 `, :ref:`20/11 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`12/11 `, :ref:`20/1 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`12/1 `, :ref:`11/1 ` * - :ref:`ReduceProd ` - :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`18/13 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`ReduceSum ` - :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`ReduceSumSquare ` - :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`18/13 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`RegexFullMatch ` - :ref:`20 ` - * - :ref:`Relu ` - :ref:`14 `, :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`14/13 `, :ref:`14/6 `, :ref:`13/6 `, :ref:`14/1 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`Reshape ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`14 `, :ref:`13 `, :ref:`5 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/14 `, :ref:`21/14 `, :ref:`19/14 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`14/13 `, :ref:`23/5 `, :ref:`21/5 `, :ref:`19/5 `, :ref:`14/5 `, :ref:`13/5 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`14/1 `, :ref:`13/1 `, :ref:`5/1 ` * - :ref:`Resize ` - :ref:`19 `, :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`10 ` - :ref:`19/18 `, :ref:`19/13 `, :ref:`18/13 `, :ref:`19/11 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`19/10 `, :ref:`18/10 `, :ref:`13/10 `, :ref:`11/10 ` * - :ref:`ReverseSequence ` - :ref:`10 ` - * - :ref:`RoiAlign ` - :ref:`22 `, :ref:`16 `, :ref:`10 ` - :ref:`22/16 `, :ref:`22/10 `, :ref:`16/10 ` * - :ref:`Round ` - :ref:`22 `, :ref:`11 ` - :ref:`22/11 ` * - :ref:`STFT ` - :ref:`17 ` - * - :ref:`Scan ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`16 `, :ref:`11 `, :ref:`9 `, :ref:`8 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/16 `, :ref:`21/16 `, :ref:`19/16 `, :ref:`23/11 `, :ref:`21/11 `, :ref:`19/11 `, :ref:`16/11 `, :ref:`23/9 `, :ref:`21/9 `, :ref:`19/9 `, :ref:`16/9 `, :ref:`11/9 `, :ref:`23/8 `, :ref:`21/8 `, :ref:`19/8 `, :ref:`16/8 `, :ref:`11/8 `, :ref:`9/8 ` * - :ref:`Scatter ` - :ref:`11 `, :ref:`9 ` - :ref:`11/9 ` * - :ref:`ScatterElements ` - :ref:`18 `, :ref:`16 `, :ref:`13 `, :ref:`11 ` - :ref:`18/16 `, :ref:`18/13 `, :ref:`16/13 `, :ref:`18/11 `, :ref:`16/11 `, :ref:`13/11 ` * - :ref:`ScatterND ` - :ref:`18 `, :ref:`16 `, :ref:`13 `, :ref:`11 ` - :ref:`18/16 `, :ref:`18/13 `, :ref:`16/13 `, :ref:`18/11 `, :ref:`16/11 `, :ref:`13/11 ` * - :ref:`Selu ` - :ref:`22 `, :ref:`6 `, :ref:`1 ` - :ref:`22/6 `, :ref:`22/1 `, :ref:`6/1 ` * - :ref:`SequenceAt ` - :ref:`11 ` - * - :ref:`SequenceConstruct ` - :ref:`11 ` - * - :ref:`SequenceEmpty ` - :ref:`11 ` - * - :ref:`SequenceErase ` - :ref:`11 ` - * - :ref:`SequenceInsert ` - :ref:`11 ` - * - :ref:`SequenceLength ` - :ref:`11 ` - * - :ref:`SequenceMap ` - :ref:`17 ` - * - :ref:`Shape ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`15 `, :ref:`13 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/15 `, :ref:`21/15 `, :ref:`19/15 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`15/13 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`15/1 `, :ref:`13/1 ` * - :ref:`Shrink ` - :ref:`9 ` - * - :ref:`Sigmoid ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`Sign ` - :ref:`13 `, :ref:`9 ` - :ref:`13/9 ` * - :ref:`Sin ` - :ref:`22 `, :ref:`7 ` - :ref:`22/7 ` * - :ref:`Sinh ` - :ref:`22 `, :ref:`9 ` - :ref:`22/9 ` * - :ref:`Size ` - :ref:`23 `, :ref:`21 `, :ref:`19 `, :ref:`13 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/19 `, :ref:`21/19 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`19/13 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`19/1 `, :ref:`13/1 ` * - :ref:`Slice ` - :ref:`13 `, :ref:`11 `, :ref:`10 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/10 `, :ref:`11/10 `, :ref:`13/1 `, :ref:`11/1 `, :ref:`10/1 ` * - :ref:`Softmax ` - :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`13/11 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`SoftmaxCrossEntropyLoss ` - :ref:`13 `, :ref:`12 ` - :ref:`13/12 ` * - :ref:`Softplus ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`Softsign ` - :ref:`22 `, :ref:`1 ` - :ref:`22/1 ` * - :ref:`SpaceToDepth ` - :ref:`13 `, :ref:`1 ` - :ref:`13/1 ` * - :ref:`Split ` - :ref:`18 `, :ref:`13 `, :ref:`11 `, :ref:`2 `, :ref:`1 ` - :ref:`18/13 `, :ref:`18/11 `, :ref:`13/11 `, :ref:`18/2 `, :ref:`13/2 `, :ref:`11/2 `, :ref:`18/1 `, :ref:`13/1 `, :ref:`11/1 `, :ref:`2/1 ` * - :ref:`SplitToSequence ` - :ref:`11 ` - * - :ref:`Sqrt ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`Squeeze ` - :ref:`23 `, :ref:`21 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`23/11 `, :ref:`21/11 `, :ref:`13/11 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`StringConcat ` - :ref:`20 ` - * - :ref:`StringNormalizer ` - :ref:`10 ` - * - :ref:`StringSplit ` - :ref:`20 ` - * - :ref:`Sub ` - :ref:`14 `, :ref:`13 `, :ref:`7 `, :ref:`6 `, :ref:`1 ` - :ref:`14/13 `, :ref:`14/7 `, :ref:`13/7 `, :ref:`14/6 `, :ref:`13/6 `, :ref:`7/6 `, :ref:`14/1 `, :ref:`13/1 `, :ref:`7/1 `, :ref:`6/1 ` * - :ref:`Sum ` - :ref:`13 `, :ref:`8 `, :ref:`6 `, :ref:`1 ` - :ref:`13/8 `, :ref:`13/6 `, :ref:`8/6 `, :ref:`13/1 `, :ref:`8/1 `, :ref:`6/1 ` * - :ref:`Tan ` - :ref:`22 `, :ref:`7 ` - :ref:`22/7 ` * - :ref:`Tanh ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`TfIdfVectorizer ` - :ref:`9 ` - * - :ref:`ThresholdedRelu ` - :ref:`22 `, :ref:`10 ` - :ref:`22/10 ` * - :ref:`Tile ` - :ref:`13 `, :ref:`6 `, :ref:`1 ` - :ref:`13/6 `, :ref:`13/1 `, :ref:`6/1 ` * - :ref:`TopK ` - :ref:`11 `, :ref:`10 `, :ref:`1 ` - :ref:`11/10 `, :ref:`11/1 `, :ref:`10/1 ` * - :ref:`Transpose ` - :ref:`23 `, :ref:`21 `, :ref:`13 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`13/1 ` * - :ref:`Trilu ` - :ref:`14 ` - * - :ref:`Unique ` - :ref:`11 ` - * - :ref:`Unsqueeze ` - :ref:`23 `, :ref:`21 `, :ref:`13 `, :ref:`11 `, :ref:`1 ` - :ref:`23/21 `, :ref:`23/13 `, :ref:`21/13 `, :ref:`23/11 `, :ref:`21/11 `, :ref:`13/11 `, :ref:`23/1 `, :ref:`21/1 `, :ref:`13/1 `, :ref:`11/1 ` * - :ref:`Upsample ` - :ref:`10 `, :ref:`9 `, :ref:`7 `, :ref:`1 ` - :ref:`10/9 `, :ref:`10/7 `, :ref:`9/7 `, :ref:`10/1 `, :ref:`9/1 `, :ref:`7/1 ` * - :ref:`Where ` - :ref:`16 `, :ref:`9 ` - :ref:`16/9 ` * - :ref:`Xor ` - :ref:`7 `, :ref:`1 ` - :ref:`7/1 ` .. tab:: ai.onnx.ml .. list-table:: :widths: 10 10 10 :header-rows: 1 * - operator - versions - differences * - :ref:`ArrayFeatureExtractor ` - :ref:`1 ` - * - :ref:`Binarizer ` - :ref:`1 ` - * - :ref:`CastMap ` - :ref:`1 ` - * - :ref:`CategoryMapper ` - :ref:`1 ` - * - :ref:`DictVectorizer ` - :ref:`1 ` - * - :ref:`FeatureVectorizer ` - :ref:`1 ` - * - :ref:`Imputer ` - :ref:`1 ` - * - :ref:`LabelEncoder ` - :ref:`4 `, :ref:`2 `, :ref:`1 ` - :ref:`4/2 `, :ref:`4/1 `, :ref:`2/1 ` * - :ref:`LinearClassifier ` - :ref:`1 ` - * - :ref:`LinearRegressor ` - :ref:`1 ` - * - :ref:`Normalizer ` - :ref:`1 ` - * - :ref:`OneHotEncoder ` - :ref:`1 ` - * - :ref:`SVMClassifier ` - :ref:`1 ` - * - :ref:`SVMRegressor ` - :ref:`1 ` - * - :ref:`Scaler ` - :ref:`1 ` - * - :ref:`TreeEnsemble ` - :ref:`5 ` - * - :ref:`TreeEnsembleClassifier ` - :ref:`5 `, :ref:`3 `, :ref:`1 ` - :ref:`5/3 `, :ref:`5/1 `, :ref:`3/1 ` * - :ref:`TreeEnsembleRegressor ` - :ref:`5 `, :ref:`3 `, :ref:`1 ` - :ref:`5/3 `, :ref:`5/1 `, :ref:`3/1 ` * - :ref:`ZipMap ` - :ref:`1 ` - .. tab:: ai.onnx.preview.training .. list-table:: :widths: 10 10 10 :header-rows: 1 * - operator - versions - differences * - :ref:`Adagrad ` - :ref:`1 ` - * - :ref:`Adam ` - :ref:`1 ` - * - :ref:`Gradient ` - :ref:`1 ` - * - :ref:`Momentum ` - :ref:`1 ` -