Xop API#
API#
Automated gathering of operators#
mlprodict.npy.xop.ClassFactory
(class_name, op_name, inputs, outputs, input_range, output_range, domain, attr_names, doc, deprecated, since_version, past_version)
Dynamically creates a class for a specific operator.
mlprodict.npy.xop._dynamic_class_creation
(operator_names = None, cache = False, include_past = False, verbose = 0, fLOG = <built-in function print>)
mlprodict.npy.xop._GraphBuilder
(self)
Graph builder. It takes a graph structure made with instances of
OnnxOperatorBase
. The main method is to_onnx.
initializer: list of initializers to add to the ONNX graph
node: list of nodes to add to the ONNX graph
input: list of inputs to add to the ONNX graph
output: list of inputs to add to the ONNX graph
opsets: opsets of the ONNX graph
- input_names: dictionary of input names
{name: InputDetectedVariable}
- node_output_names: memorizes a name for a node output
when the user did not specify any {(id(node), index): OutputDetectedVariable}
- reserved_names: dictionary { name : (node, index) },
name which should remain unchanged in the ONNX graph
names: list of uniques names
functions: dictionary { domain, name: function_proto }
function_hashes: dictionary { domain, name: hash of function_proto }
Main classes#
mlprodict.npy.xop_variable.Variable
(self, name, dtype = None, shape = None, added_dtype = None, added_shape = None)
An input or output to an ONNX graph.
mlprodict.npy.xop.OnnxOperator
(self, inputs, op_version = None, output_names = None, domain = None, global_context = None, kwargs)
Ancestor to every ONNX operator exposed in
mlprodict.npy.xops
andmlprodict.npy.xops_ml
.
mlprodict.npy.xop.OnnxOperatorItem
(self, onx_op, index, op_version = None)
Accessor to one of the output returned by a
OnnxOperator
.
mlprodict.npy.xop_convert.OnnxSubOnnx
(self, model, inputs, output_names = None)
This operator is used to insert existing ONNX into the ONNX graph being built.
mlprodict.npy.xop_convert.OnnxSubEstimator
(self, model, inputs, op_version = None, output_names = None, options = None, initial_types = None, kwargs)
This operator is used to call the converter of a model to insert the node coming from the conversion into a bigger ONNX graph. It supports model from scikit-learn using sklearn-onnx.
Helpers to handle API changing with opsets#
mlprodict.npy.xop_opset.OnnxReduceSumApi11
(x, axes = None, keepdims = 1, op_version = None, output_names = None)
Adds operator ReduceSum with opset>=13 following API from opset 12.
mlprodict.npy.xop_opset.OnnxSplitApi11
(x, axis = 0, split = None, op_version = None, output_names = None)
Adds operator Split with opset>=13 following API from opset 11.
mlprodict.npy.xop_opset.OnnxSqueezeApi11
(x, axes = None, op_version = None, output_names = None)
Adds operator Squeeze with opset>=13 following API from opset 11.
mlprodict.npy.xop_opset.OnnxUnsqueezeApi11
(x, axes = None, op_version = None, output_names = None)
Adds operator Unsqueeze with opset>=13 following API from opset 11.
mlprodict.npy.xop_opset.OnnxReduceL2_typed
(dtype, x, axes = None, keepdims = 1, op_version = None, output_names = None)
Adds operator ReduceL2 for float or double.
mlprodict.npy.xop_opset.OnnxReshapeApi13
(x, allowzero = 0, op_version = None, output_names = None)
Adds operator Reshape with opset>=14 following API from opset 13.
Available ONNX operators#
- Supported ONNX operators
OnnxAbs
OnnxAbs_1
OnnxAbs_13
OnnxAbs_6
OnnxAcos
OnnxAcos_7
OnnxAcosh
OnnxAcosh_9
OnnxAdd
OnnxAdd_1
OnnxAdd_13
OnnxAdd_14
OnnxAdd_6
OnnxAdd_7
OnnxAiOnnxMlArrayFeatureExtractor
OnnxAiOnnxMlArrayFeatureExtractor_1
OnnxAiOnnxMlBinarizer
OnnxAiOnnxMlBinarizer_1
OnnxAiOnnxMlCastMap
OnnxAiOnnxMlCastMap_1
OnnxAiOnnxMlCategoryMapper
OnnxAiOnnxMlCategoryMapper_1
OnnxAiOnnxMlDictVectorizer
OnnxAiOnnxMlDictVectorizer_1
OnnxAiOnnxMlFeatureVectorizer
OnnxAiOnnxMlFeatureVectorizer_1
OnnxAiOnnxMlImputer
OnnxAiOnnxMlImputer_1
OnnxAiOnnxMlLabelEncoder
OnnxAiOnnxMlLabelEncoder_1
OnnxAiOnnxMlLabelEncoder_2
OnnxAiOnnxMlLinearClassifier
OnnxAiOnnxMlLinearClassifier_1
OnnxAiOnnxMlLinearRegressor
OnnxAiOnnxMlLinearRegressor_1
OnnxAiOnnxMlNormalizer
OnnxAiOnnxMlNormalizer_1
OnnxAiOnnxMlOneHotEncoder
OnnxAiOnnxMlOneHotEncoder_1
OnnxAiOnnxMlSVMClassifier
OnnxAiOnnxMlSVMClassifier_1
OnnxAiOnnxMlSVMRegressor
OnnxAiOnnxMlSVMRegressor_1
OnnxAiOnnxMlScaler
OnnxAiOnnxMlScaler_1
OnnxAiOnnxMlTreeEnsembleClassifier
OnnxAiOnnxMlTreeEnsembleClassifier_1
OnnxAiOnnxMlTreeEnsembleClassifier_3
OnnxAiOnnxMlTreeEnsembleRegressor
OnnxAiOnnxMlTreeEnsembleRegressor_1
OnnxAiOnnxMlTreeEnsembleRegressor_3
OnnxAiOnnxMlZipMap
OnnxAiOnnxMlZipMap_1
OnnxAiOnnxPreviewTrainingAdagrad
OnnxAiOnnxPreviewTrainingAdagrad_1
OnnxAiOnnxPreviewTrainingAdam
OnnxAiOnnxPreviewTrainingAdam_1
OnnxAiOnnxPreviewTrainingGradient
OnnxAiOnnxPreviewTrainingGradient_1
OnnxAiOnnxPreviewTrainingMomentum
OnnxAiOnnxPreviewTrainingMomentum_1
OnnxAnd
OnnxAnd_1
OnnxAnd_7
OnnxArgMax
OnnxArgMax_1
OnnxArgMax_11
OnnxArgMax_12
OnnxArgMax_13
OnnxArgMin
OnnxArgMin_1
OnnxArgMin_11
OnnxArgMin_12
OnnxArgMin_13
OnnxAsin
OnnxAsin_7
OnnxAsinh
OnnxAsinh_9
OnnxAtan
OnnxAtan_7
OnnxAtanh
OnnxAtanh_9
OnnxAveragePool
OnnxAveragePool_1
OnnxAveragePool_10
OnnxAveragePool_11
OnnxAveragePool_7
OnnxBatchNormalization
OnnxBatchNormalization_1
OnnxBatchNormalization_14
OnnxBatchNormalization_15
OnnxBatchNormalization_6
OnnxBatchNormalization_7
OnnxBatchNormalization_9
OnnxBernoulli
OnnxBernoulli_15
OnnxBitShift
OnnxBitShift_11
OnnxBitwiseAnd
OnnxBitwiseAnd_18
OnnxBitwiseNot
OnnxBitwiseNot_18
OnnxBitwiseOr
OnnxBitwiseOr_18
OnnxBitwiseXor
OnnxBitwiseXor_18
OnnxBlackmanWindow
OnnxBlackmanWindow_17
OnnxCast
OnnxCastLike
OnnxCastLike_15
OnnxCast_1
OnnxCast_13
OnnxCast_6
OnnxCast_9
OnnxCeil
OnnxCeil_1
OnnxCeil_13
OnnxCeil_6
OnnxCelu
OnnxCelu_12
OnnxCenterCropPad
OnnxCenterCropPad_18
OnnxClip
OnnxClip_1
OnnxClip_11
OnnxClip_12
OnnxClip_13
OnnxClip_6
OnnxCol2Im
OnnxCol2Im_18
OnnxComMicrosoftAdamOptimizer
OnnxComMicrosoftAdamOptimizer_1
OnnxComMicrosoftAdamWOptimizer
OnnxComMicrosoftAdamWOptimizer_1
OnnxComMicrosoftAdasumAllReduce
OnnxComMicrosoftAdasumAllReduce_1
OnnxComMicrosoftAll
OnnxComMicrosoftAll_1
OnnxComMicrosoftAttention
OnnxComMicrosoftAttention_1
OnnxComMicrosoftAttnLSTM
OnnxComMicrosoftAttnLSTM_1
OnnxComMicrosoftBatchNormInternal
OnnxComMicrosoftBatchNormInternal_1
OnnxComMicrosoftBatchNormalizationGrad
OnnxComMicrosoftBatchNormalizationGrad_1
OnnxComMicrosoftBeamSearch
OnnxComMicrosoftBeamSearch_1
OnnxComMicrosoftBiasDropout
OnnxComMicrosoftBiasDropout_1
OnnxComMicrosoftBiasFastGeluGrad_dX
OnnxComMicrosoftBiasFastGeluGrad_dX_1
OnnxComMicrosoftBiasGelu
OnnxComMicrosoftBiasGeluGrad_dX
OnnxComMicrosoftBiasGeluGrad_dX_1
OnnxComMicrosoftBiasGelu_1
OnnxComMicrosoftBiasSoftmax
OnnxComMicrosoftBiasSoftmax_1
OnnxComMicrosoftBifurcationDetector
OnnxComMicrosoftBifurcationDetector_1
OnnxComMicrosoftBitmaskBiasDropout
OnnxComMicrosoftBitmaskBiasDropout_1
OnnxComMicrosoftBitmaskDropout
OnnxComMicrosoftBitmaskDropoutGrad
OnnxComMicrosoftBitmaskDropoutGrad_1
OnnxComMicrosoftBitmaskDropout_1
OnnxComMicrosoftBroadcastGradientArgs
OnnxComMicrosoftBroadcastGradientArgs_1
OnnxComMicrosoftCDist
OnnxComMicrosoftCDist_1
OnnxComMicrosoftComplexMul
OnnxComMicrosoftComplexMulConj
OnnxComMicrosoftComplexMulConj_1
OnnxComMicrosoftComplexMul_1
OnnxComMicrosoftConcatTraining
OnnxComMicrosoftConcatTraining_1
OnnxComMicrosoftConvGrad
OnnxComMicrosoftConvGrad_1
OnnxComMicrosoftConvTransposeWithDynamicPads
OnnxComMicrosoftConvTransposeWithDynamicPads_1
OnnxComMicrosoftCropAndResize
OnnxComMicrosoftCropAndResize_1
OnnxComMicrosoftDecoderAttention
OnnxComMicrosoftDecoderAttention_1
OnnxComMicrosoftDequantizeLinear
OnnxComMicrosoftDequantizeLinear_1
OnnxComMicrosoftDivGrad
OnnxComMicrosoftDivGrad_1
OnnxComMicrosoftDropoutGrad
OnnxComMicrosoftDropoutGrad_1
OnnxComMicrosoftDynamicQuantizeLSTM
OnnxComMicrosoftDynamicQuantizeLSTM_1
OnnxComMicrosoftDynamicQuantizeMatMul
OnnxComMicrosoftDynamicQuantizeMatMul_1
OnnxComMicrosoftEmbedLayerNormalization
OnnxComMicrosoftEmbedLayerNormalization_1
OnnxComMicrosoftExpandDims
OnnxComMicrosoftExpandDims_1
OnnxComMicrosoftFastGelu
OnnxComMicrosoftFastGeluGrad
OnnxComMicrosoftFastGeluGrad_1
OnnxComMicrosoftFastGelu_1
OnnxComMicrosoftFusedConv
OnnxComMicrosoftFusedConv_1
OnnxComMicrosoftFusedGemm
OnnxComMicrosoftFusedGemm_1
OnnxComMicrosoftFusedMatMul
OnnxComMicrosoftFusedMatMul_1
OnnxComMicrosoftGatherElementsGrad
OnnxComMicrosoftGatherElementsGrad_1
OnnxComMicrosoftGatherGrad
OnnxComMicrosoftGatherGrad_1
OnnxComMicrosoftGatherND
OnnxComMicrosoftGatherNDGrad
OnnxComMicrosoftGatherNDGrad_1
OnnxComMicrosoftGatherND_1
OnnxComMicrosoftGelu
OnnxComMicrosoftGeluGrad
OnnxComMicrosoftGeluGrad_1
OnnxComMicrosoftGelu_1
OnnxComMicrosoftGistBinarizeDecoder
OnnxComMicrosoftGistBinarizeDecoder_1
OnnxComMicrosoftGistBinarizeEncoder
OnnxComMicrosoftGistBinarizeEncoder_1
OnnxComMicrosoftGistPack16Decoder
OnnxComMicrosoftGistPack16Decoder_1
OnnxComMicrosoftGistPack16Encoder
OnnxComMicrosoftGistPack16Encoder_1
OnnxComMicrosoftGistPack1Decoder
OnnxComMicrosoftGistPack1Decoder_1
OnnxComMicrosoftGistPack1Encoder
OnnxComMicrosoftGistPack1Encoder_1
OnnxComMicrosoftGistPack8Decoder
OnnxComMicrosoftGistPack8Decoder_1
OnnxComMicrosoftGistPack8Encoder
OnnxComMicrosoftGistPack8Encoder_1
OnnxComMicrosoftGistPackMsfp15Decoder
OnnxComMicrosoftGistPackMsfp15Decoder_1
OnnxComMicrosoftGistPackMsfp15Encoder
OnnxComMicrosoftGistPackMsfp15Encoder_1
OnnxComMicrosoftGridSample
OnnxComMicrosoftGridSample_1
OnnxComMicrosoftGroup
OnnxComMicrosoftGroup_1
OnnxComMicrosoftInPlaceAccumulator
OnnxComMicrosoftInPlaceAccumulator_1
OnnxComMicrosoftInverse
OnnxComMicrosoftInverse_1
OnnxComMicrosoftInvertibleLayerNormalizationGrad
OnnxComMicrosoftInvertibleLayerNormalizationGrad_1
OnnxComMicrosoftIrfft
OnnxComMicrosoftIrfft_1
OnnxComMicrosoftIsAllFinite
OnnxComMicrosoftIsAllFinite_1
OnnxComMicrosoftIsFinite
OnnxComMicrosoftIsFinite_1
OnnxComMicrosoftLambOptimizer
OnnxComMicrosoftLambOptimizer_1
OnnxComMicrosoftLayerNormalizationGrad
OnnxComMicrosoftLayerNormalizationGrad_1
OnnxComMicrosoftLogSoftmaxGrad
OnnxComMicrosoftLogSoftmaxGrad_1
OnnxComMicrosoftLogSoftmaxGrad_13
OnnxComMicrosoftLogSoftmaxGrad_13_1
OnnxComMicrosoftLongformerAttention
OnnxComMicrosoftLongformerAttention_1
OnnxComMicrosoftMatMulInteger16
OnnxComMicrosoftMatMulInteger16_1
OnnxComMicrosoftMatMulIntegerToFloat
OnnxComMicrosoftMatMulIntegerToFloat_1
OnnxComMicrosoftMaxpoolWithMask
OnnxComMicrosoftMaxpoolWithMask_1
OnnxComMicrosoftMegatronF
OnnxComMicrosoftMegatronF_1
OnnxComMicrosoftMegatronG
OnnxComMicrosoftMegatronG_1
OnnxComMicrosoftMixedPrecisionScale
OnnxComMicrosoftMixedPrecisionScale_1
OnnxComMicrosoftMulInteger
OnnxComMicrosoftMulInteger_1
OnnxComMicrosoftMurmurHash3
OnnxComMicrosoftMurmurHash3_1
OnnxComMicrosoftNGramRepeatBlock
OnnxComMicrosoftNGramRepeatBlock_1
OnnxComMicrosoftNcclAllGather
OnnxComMicrosoftNcclAllGather_1
OnnxComMicrosoftNcclAllReduce
OnnxComMicrosoftNcclAllReduce_1
OnnxComMicrosoftNcclReduceScatter
OnnxComMicrosoftNcclReduceScatter_1
OnnxComMicrosoftNchwcAveragePool
OnnxComMicrosoftNchwcAveragePool_1
OnnxComMicrosoftNchwcConv
OnnxComMicrosoftNchwcConv_1
OnnxComMicrosoftNchwcGlobalAveragePool
OnnxComMicrosoftNchwcGlobalAveragePool_1
OnnxComMicrosoftNchwcGlobalMaxPool
OnnxComMicrosoftNchwcGlobalMaxPool_1
OnnxComMicrosoftNchwcMaxPool
OnnxComMicrosoftNchwcMaxPool_1
OnnxComMicrosoftNchwcReorderInput
OnnxComMicrosoftNchwcReorderInput_1
OnnxComMicrosoftNchwcReorderOutput
OnnxComMicrosoftNchwcReorderOutput_1
OnnxComMicrosoftNchwcUpsample
OnnxComMicrosoftNchwcUpsample_1
OnnxComMicrosoftNegativeLogLikelihoodLossInternal
OnnxComMicrosoftNegativeLogLikelihoodLossInternal2
OnnxComMicrosoftNegativeLogLikelihoodLossInternal2_1
OnnxComMicrosoftNegativeLogLikelihoodLossInternal_1
OnnxComMicrosoftNhwcConv
OnnxComMicrosoftNhwcConv_1
OnnxComMicrosoftNhwcMaxPool
OnnxComMicrosoftNhwcMaxPool_1
OnnxComMicrosoftPad
OnnxComMicrosoftPad_1
OnnxComMicrosoftPassThrough
OnnxComMicrosoftPassThrough_1
OnnxComMicrosoftPythonOp
OnnxComMicrosoftPythonOpGrad
OnnxComMicrosoftPythonOpGrad_1
OnnxComMicrosoftPythonOp_1
OnnxComMicrosoftQAttention
OnnxComMicrosoftQAttention_1
OnnxComMicrosoftQEmbedLayerNormalization
OnnxComMicrosoftQEmbedLayerNormalization_1
OnnxComMicrosoftQGemm
OnnxComMicrosoftQGemm_1
OnnxComMicrosoftQLinearAdd
OnnxComMicrosoftQLinearAdd_1
OnnxComMicrosoftQLinearAveragePool
OnnxComMicrosoftQLinearAveragePool_1
OnnxComMicrosoftQLinearConcat
OnnxComMicrosoftQLinearConcat_1
OnnxComMicrosoftQLinearConv
OnnxComMicrosoftQLinearConv_1
OnnxComMicrosoftQLinearGlobalAveragePool
OnnxComMicrosoftQLinearGlobalAveragePool_1
OnnxComMicrosoftQLinearLeakyRelu
OnnxComMicrosoftQLinearLeakyRelu_1
OnnxComMicrosoftQLinearMul
OnnxComMicrosoftQLinearMul_1
OnnxComMicrosoftQLinearReduceMean
OnnxComMicrosoftQLinearReduceMean_1
OnnxComMicrosoftQLinearSigmoid
OnnxComMicrosoftQLinearSigmoid_1
OnnxComMicrosoftQuantizeLinear
OnnxComMicrosoftQuantizeLinear_1
OnnxComMicrosoftRange
OnnxComMicrosoftRange_1
OnnxComMicrosoftRecordEvent
OnnxComMicrosoftRecordEvent_1
OnnxComMicrosoftRecv
OnnxComMicrosoftRecv_1
OnnxComMicrosoftReduceAllL2
OnnxComMicrosoftReduceAllL2_1
OnnxComMicrosoftReduceSumInteger
OnnxComMicrosoftReduceSumInteger_1
OnnxComMicrosoftReduceSumTraining
OnnxComMicrosoftReduceSumTraining_1
OnnxComMicrosoftReluGrad
OnnxComMicrosoftReluGrad_1
OnnxComMicrosoftRfft
OnnxComMicrosoftRfft_1
OnnxComMicrosoftSGDOptimizer
OnnxComMicrosoftSGDOptimizer_1
OnnxComMicrosoftSampleOp
OnnxComMicrosoftSampleOp_1
OnnxComMicrosoftScale
OnnxComMicrosoftScale_1
OnnxComMicrosoftSend
OnnxComMicrosoftSend_1
OnnxComMicrosoftSigmoidGrad
OnnxComMicrosoftSigmoidGrad_1
OnnxComMicrosoftSimplifiedLayerNormalizationGrad
OnnxComMicrosoftSimplifiedLayerNormalizationGrad_1
OnnxComMicrosoftSkipLayerNormalization
OnnxComMicrosoftSkipLayerNormalization_1
OnnxComMicrosoftSliceGrad
OnnxComMicrosoftSliceGrad_1
OnnxComMicrosoftSnpe
OnnxComMicrosoftSnpe_1
OnnxComMicrosoftSoftmaxCrossEntropy
OnnxComMicrosoftSoftmaxCrossEntropyGrad
OnnxComMicrosoftSoftmaxCrossEntropyGrad_1
OnnxComMicrosoftSoftmaxCrossEntropyLossGrad
OnnxComMicrosoftSoftmaxCrossEntropyLossGrad_1
OnnxComMicrosoftSoftmaxCrossEntropyLossInternal
OnnxComMicrosoftSoftmaxCrossEntropyLossInternalGrad
OnnxComMicrosoftSoftmaxCrossEntropyLossInternalGrad_1
OnnxComMicrosoftSoftmaxCrossEntropyLossInternal_1
OnnxComMicrosoftSoftmaxCrossEntropy_1
OnnxComMicrosoftSoftmaxGrad
OnnxComMicrosoftSoftmaxGrad_1
OnnxComMicrosoftSoftmaxGrad_13
OnnxComMicrosoftSoftmaxGrad_13_1
OnnxComMicrosoftSparseToDenseMatMul
OnnxComMicrosoftSparseToDenseMatMul_1
OnnxComMicrosoftSplitTraining
OnnxComMicrosoftSplitTraining_1
OnnxComMicrosoftSummaryHistogram
OnnxComMicrosoftSummaryHistogram_1
OnnxComMicrosoftSummaryMerge
OnnxComMicrosoftSummaryMerge_1
OnnxComMicrosoftSummaryScalar
OnnxComMicrosoftSummaryScalar_1
OnnxComMicrosoftSummaryText
OnnxComMicrosoftSummaryText_1
OnnxComMicrosoftTanhGrad
OnnxComMicrosoftTanhGrad_1
OnnxComMicrosoftTokenizer
OnnxComMicrosoftTokenizer_1
OnnxComMicrosoftTorchEmbedding
OnnxComMicrosoftTorchEmbedding_1
OnnxComMicrosoftTransposeMatMul
OnnxComMicrosoftTransposeMatMul_1
OnnxComMicrosoftTrilu
OnnxComMicrosoftTrilu_1
OnnxComMicrosoftUnique
OnnxComMicrosoftUnique_1
OnnxComMicrosoftView
OnnxComMicrosoftView_1
OnnxComMicrosoftWaitEvent
OnnxComMicrosoftWaitEvent_1
OnnxComMicrosoftWordConvEmbedding
OnnxComMicrosoftWordConvEmbedding_1
OnnxComMicrosoftYieldOp
OnnxComMicrosoftYieldOp_1
OnnxComMicrosoftZeroGradient
OnnxComMicrosoftZeroGradient_1
OnnxComMsInternalNhwcConv
OnnxComMsInternalNhwcConv_11
OnnxComMsInternalNhwcMaxPool
OnnxComMsInternalNhwcMaxPool_11
OnnxCompress
OnnxCompress_11
OnnxCompress_9
OnnxConcat
OnnxConcatFromSequence
OnnxConcatFromSequence_11
OnnxConcat_1
OnnxConcat_11
OnnxConcat_13
OnnxConcat_4
OnnxConstant
OnnxConstantOfShape
OnnxConstantOfShape_9
OnnxConstant_1
OnnxConstant_11
OnnxConstant_12
OnnxConstant_13
OnnxConstant_9
OnnxConv
OnnxConvInteger
OnnxConvInteger_10
OnnxConvTranspose
OnnxConvTranspose_1
OnnxConvTranspose_11
OnnxConv_1
OnnxConv_11
OnnxCos
OnnxCos_7
OnnxCosh
OnnxCosh_9
OnnxCumSum
OnnxCumSum_11
OnnxCumSum_14
OnnxDFT
OnnxDFT_17
OnnxDepthToSpace
OnnxDepthToSpace_1
OnnxDepthToSpace_11
OnnxDepthToSpace_13
OnnxDequantizeLinear
OnnxDequantizeLinear_10
OnnxDequantizeLinear_13
OnnxDet
OnnxDet_11
OnnxDiv
OnnxDiv_1
OnnxDiv_13
OnnxDiv_14
OnnxDiv_6
OnnxDiv_7
OnnxDropout
OnnxDropout_1
OnnxDropout_10
OnnxDropout_12
OnnxDropout_13
OnnxDropout_6
OnnxDropout_7
OnnxDynamicQuantizeLinear
OnnxDynamicQuantizeLinear_11
OnnxEinsum
OnnxEinsum_12
OnnxElu
OnnxElu_1
OnnxElu_6
OnnxEqual
OnnxEqual_1
OnnxEqual_11
OnnxEqual_13
OnnxEqual_7
OnnxErf
OnnxErf_13
OnnxErf_9
OnnxExp
OnnxExp_1
OnnxExp_13
OnnxExp_6
OnnxExpand
OnnxExpand_13
OnnxExpand_8
OnnxEyeLike
OnnxEyeLike_9
OnnxFlatten
OnnxFlatten_1
OnnxFlatten_11
OnnxFlatten_13
OnnxFlatten_9
OnnxFloor
OnnxFloor_1
OnnxFloor_13
OnnxFloor_6
OnnxGRU
OnnxGRU_1
OnnxGRU_14
OnnxGRU_3
OnnxGRU_7
OnnxGather
OnnxGatherElements
OnnxGatherElements_11
OnnxGatherElements_13
OnnxGatherND
OnnxGatherND_11
OnnxGatherND_12
OnnxGatherND_13
OnnxGather_1
OnnxGather_11
OnnxGather_13
OnnxGemm
OnnxGemm_1
OnnxGemm_11
OnnxGemm_13
OnnxGemm_6
OnnxGemm_7
OnnxGemm_9
OnnxGlobalAveragePool
OnnxGlobalAveragePool_1
OnnxGlobalLpPool
OnnxGlobalLpPool_1
OnnxGlobalLpPool_2
OnnxGlobalMaxPool
OnnxGlobalMaxPool_1
OnnxGreater
OnnxGreaterOrEqual
OnnxGreaterOrEqual_12
OnnxGreaterOrEqual_16
OnnxGreater_1
OnnxGreater_13
OnnxGreater_7
OnnxGreater_9
OnnxGridSample
OnnxGridSample_16
OnnxGroupNormalization
OnnxGroupNormalization_18
OnnxHammingWindow
OnnxHammingWindow_17
OnnxHannWindow
OnnxHannWindow_17
OnnxHardSigmoid
OnnxHardSigmoid_1
OnnxHardSigmoid_6
OnnxHardSwish
OnnxHardSwish_14
OnnxHardmax
OnnxHardmax_1
OnnxHardmax_11
OnnxHardmax_13
OnnxIdentity
OnnxIdentity_1
OnnxIdentity_13
OnnxIdentity_14
OnnxIdentity_16
OnnxIf
OnnxIf_1
OnnxIf_11
OnnxIf_13
OnnxIf_16
OnnxInstanceNormalization
OnnxInstanceNormalization_1
OnnxInstanceNormalization_6
OnnxIsInf
OnnxIsInf_10
OnnxIsNaN
OnnxIsNaN_13
OnnxIsNaN_9
OnnxLRN
OnnxLRN_1
OnnxLRN_13
OnnxLSTM
OnnxLSTM_1
OnnxLSTM_14
OnnxLSTM_7
OnnxLayerNormalization
OnnxLayerNormalization_17
OnnxLeakyRelu
OnnxLeakyRelu_1
OnnxLeakyRelu_16
OnnxLeakyRelu_6
OnnxLess
OnnxLessOrEqual
OnnxLessOrEqual_12
OnnxLessOrEqual_16
OnnxLess_1
OnnxLess_13
OnnxLess_7
OnnxLess_9
OnnxLog
OnnxLogSoftmax
OnnxLogSoftmax_1
OnnxLogSoftmax_11
OnnxLogSoftmax_13
OnnxLog_1
OnnxLog_13
OnnxLog_6
OnnxLoop
OnnxLoop_1
OnnxLoop_11
OnnxLoop_13
OnnxLoop_16
OnnxLpNormalization
OnnxLpNormalization_1
OnnxLpPool
OnnxLpPool_1
OnnxLpPool_11
OnnxLpPool_18
OnnxLpPool_2
OnnxMatMul
OnnxMatMulInteger
OnnxMatMulInteger_10
OnnxMatMul_1
OnnxMatMul_13
OnnxMatMul_9
OnnxMax
OnnxMaxPool
OnnxMaxPool_1
OnnxMaxPool_10
OnnxMaxPool_11
OnnxMaxPool_12
OnnxMaxPool_8
OnnxMaxRoiPool
OnnxMaxRoiPool_1
OnnxMaxUnpool
OnnxMaxUnpool_11
OnnxMaxUnpool_9
OnnxMax_1
OnnxMax_12
OnnxMax_13
OnnxMax_6
OnnxMax_8
OnnxMean
OnnxMeanVarianceNormalization
OnnxMeanVarianceNormalization_13
OnnxMeanVarianceNormalization_9
OnnxMean_1
OnnxMean_13
OnnxMean_6
OnnxMean_8
OnnxMelWeightMatrix
OnnxMelWeightMatrix_17
OnnxMin
OnnxMin_1
OnnxMin_12
OnnxMin_13
OnnxMin_6
OnnxMin_8
OnnxMish
OnnxMish_18
OnnxMod
OnnxMod_10
OnnxMod_13
OnnxMul
OnnxMul_1
OnnxMul_13
OnnxMul_14
OnnxMul_6
OnnxMul_7
OnnxMultinomial
OnnxMultinomial_7
OnnxNeg
OnnxNeg_1
OnnxNeg_13
OnnxNeg_6
OnnxNegativeLogLikelihoodLoss
OnnxNegativeLogLikelihoodLoss_12
OnnxNegativeLogLikelihoodLoss_13
OnnxNonMaxSuppression
OnnxNonMaxSuppression_10
OnnxNonMaxSuppression_11
OnnxNonZero
OnnxNonZero_13
OnnxNonZero_9
OnnxNot
OnnxNot_1
OnnxOneHot
OnnxOneHot_11
OnnxOneHot_9
OnnxOptional
OnnxOptionalGetElement
OnnxOptionalGetElement_15
OnnxOptionalGetElement_18
OnnxOptionalHasElement
OnnxOptionalHasElement_15
OnnxOptionalHasElement_18
OnnxOptional_15
OnnxOr
OnnxOr_1
OnnxOr_7
OnnxOrgPytorchAtenATen
OnnxOrgPytorchAtenATen_1
OnnxPRelu
OnnxPRelu_1
OnnxPRelu_16
OnnxPRelu_6
OnnxPRelu_7
OnnxPRelu_9
OnnxPad
OnnxPad_1
OnnxPad_11
OnnxPad_13
OnnxPad_18
OnnxPad_2
OnnxPow
OnnxPow_1
OnnxPow_12
OnnxPow_13
OnnxPow_15
OnnxPow_7
OnnxQLinearConv
OnnxQLinearConv_10
OnnxQLinearMatMul
OnnxQLinearMatMul_10
OnnxQuantizeLinear
OnnxQuantizeLinear_10
OnnxQuantizeLinear_13
OnnxRNN
OnnxRNN_1
OnnxRNN_14
OnnxRNN_7
OnnxRandomNormal
OnnxRandomNormalLike
OnnxRandomNormalLike_1
OnnxRandomNormal_1
OnnxRandomUniform
OnnxRandomUniformLike
OnnxRandomUniformLike_1
OnnxRandomUniform_1
OnnxRange
OnnxRange_11
OnnxReciprocal
OnnxReciprocal_1
OnnxReciprocal_13
OnnxReciprocal_6
OnnxReduceL1
OnnxReduceL1_1
OnnxReduceL1_11
OnnxReduceL1_13
OnnxReduceL1_18
OnnxReduceL2
OnnxReduceL2_1
OnnxReduceL2_11
OnnxReduceL2_13
OnnxReduceL2_18
OnnxReduceLogSum
OnnxReduceLogSumExp
OnnxReduceLogSumExp_1
OnnxReduceLogSumExp_11
OnnxReduceLogSumExp_13
OnnxReduceLogSumExp_18
OnnxReduceLogSum_1
OnnxReduceLogSum_11
OnnxReduceLogSum_13
OnnxReduceLogSum_18
OnnxReduceMax
OnnxReduceMax_1
OnnxReduceMax_11
OnnxReduceMax_12
OnnxReduceMax_13
OnnxReduceMax_18
OnnxReduceMean
OnnxReduceMean_1
OnnxReduceMean_11
OnnxReduceMean_13
OnnxReduceMean_18
OnnxReduceMin
OnnxReduceMin_1
OnnxReduceMin_11
OnnxReduceMin_12
OnnxReduceMin_13
OnnxReduceMin_18
OnnxReduceProd
OnnxReduceProd_1
OnnxReduceProd_11
OnnxReduceProd_13
OnnxReduceProd_18
OnnxReduceSum
OnnxReduceSumSquare
OnnxReduceSumSquare_1
OnnxReduceSumSquare_11
OnnxReduceSumSquare_13
OnnxReduceSumSquare_18
OnnxReduceSum_1
OnnxReduceSum_11
OnnxReduceSum_13
OnnxRelu
OnnxRelu_1
OnnxRelu_13
OnnxRelu_14
OnnxRelu_6
OnnxReshape
OnnxReshape_1
OnnxReshape_13
OnnxReshape_14
OnnxReshape_5
OnnxResize
OnnxResize_10
OnnxResize_11
OnnxResize_13
OnnxResize_18
OnnxReverseSequence
OnnxReverseSequence_10
OnnxRoiAlign
OnnxRoiAlign_10
OnnxRoiAlign_16
OnnxRound
OnnxRound_11
OnnxSTFT
OnnxSTFT_17
OnnxScan
OnnxScan_11
OnnxScan_16
OnnxScan_8
OnnxScan_9
OnnxScatter
OnnxScatterElements
OnnxScatterElements_11
OnnxScatterElements_13
OnnxScatterElements_16
OnnxScatterElements_18
OnnxScatterND
OnnxScatterND_11
OnnxScatterND_13
OnnxScatterND_16
OnnxScatterND_18
OnnxScatter_11
OnnxScatter_9
OnnxSelu
OnnxSelu_1
OnnxSelu_6
OnnxSequenceAt
OnnxSequenceAt_11
OnnxSequenceConstruct
OnnxSequenceConstruct_11
OnnxSequenceEmpty
OnnxSequenceEmpty_11
OnnxSequenceErase
OnnxSequenceErase_11
OnnxSequenceInsert
OnnxSequenceInsert_11
OnnxSequenceLength
OnnxSequenceLength_11
OnnxSequenceMap
OnnxSequenceMap_17
OnnxShape
OnnxShape_1
OnnxShape_13
OnnxShape_15
OnnxShrink
OnnxShrink_9
OnnxSigmoid
OnnxSigmoid_1
OnnxSigmoid_13
OnnxSigmoid_6
OnnxSign
OnnxSign_13
OnnxSign_9
OnnxSin
OnnxSin_7
OnnxSinh
OnnxSinh_9
OnnxSize
OnnxSize_1
OnnxSize_13
OnnxSlice
OnnxSlice_1
OnnxSlice_10
OnnxSlice_11
OnnxSlice_13
OnnxSoftmax
OnnxSoftmaxCrossEntropyLoss
OnnxSoftmaxCrossEntropyLoss_12
OnnxSoftmaxCrossEntropyLoss_13
OnnxSoftmax_1
OnnxSoftmax_11
OnnxSoftmax_13
OnnxSoftplus
OnnxSoftplus_1
OnnxSoftsign
OnnxSoftsign_1
OnnxSpaceToDepth
OnnxSpaceToDepth_1
OnnxSpaceToDepth_13
OnnxSplit
OnnxSplitToSequence
OnnxSplitToSequence_11
OnnxSplit_1
OnnxSplit_11
OnnxSplit_13
OnnxSplit_18
OnnxSplit_2
OnnxSqrt
OnnxSqrt_1
OnnxSqrt_13
OnnxSqrt_6
OnnxSqueeze
OnnxSqueeze_1
OnnxSqueeze_11
OnnxSqueeze_13
OnnxStringNormalizer
OnnxStringNormalizer_10
OnnxSub
OnnxSub_1
OnnxSub_13
OnnxSub_14
OnnxSub_6
OnnxSub_7
OnnxSum
OnnxSum_1
OnnxSum_13
OnnxSum_6
OnnxSum_8
OnnxTan
OnnxTan_7
OnnxTanh
OnnxTanh_1
OnnxTanh_13
OnnxTanh_6
OnnxTfIdfVectorizer
OnnxTfIdfVectorizer_9
OnnxThresholdedRelu
OnnxThresholdedRelu_10
OnnxTile
OnnxTile_1
OnnxTile_13
OnnxTile_6
OnnxTopK
OnnxTopK_1
OnnxTopK_10
OnnxTopK_11
OnnxTranspose
OnnxTranspose_1
OnnxTranspose_13
OnnxTrilu
OnnxTrilu_14
OnnxUnique
OnnxUnique_11
OnnxUnsqueeze
OnnxUnsqueeze_1
OnnxUnsqueeze_11
OnnxUnsqueeze_13
OnnxUpsample
OnnxUpsample_10
OnnxUpsample_7
OnnxUpsample_9
OnnxWhere
OnnxWhere_16
OnnxWhere_9
OnnxXor
OnnxXor_1
OnnxXor_7