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Updated list of supported operations. #6981

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merged 8 commits into from
Aug 20, 2021
Merged

Updated list of supported operations. #6981

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db2cd2f
Updated list of supported layers.
popovaan Aug 9, 2021
a817b5d
Removed Crop, softsign from Kaldi list.
popovaan Aug 9, 2021
df58a47
Updated limitations.
popovaan Aug 16, 2021
c11ebb1
Corrected limitations.
popovaan Aug 17, 2021
8201e25
Updated limitations.
popovaan Aug 17, 2021
d00458c
Merge remote-tracking branch 'upstream/master' into supported_ops_update
popovaan Aug 17, 2021
e29296c
Added Einsum, corrected Where.
popovaan Aug 20, 2021
20fefec
Apply suggestions from code review
popovaan Aug 20, 2021
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94 changes: 91 additions & 3 deletions docs/MO_DG/prepare_model/Supported_Frameworks_Layers.md
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Original file line number Diff line number Diff line change
Expand Up @@ -10,8 +10,11 @@ Standard Caffe\* layers:
| BN | No |
| BatchNorm | No |
| Bias | No |
| Binarization (Intel experimental) | No |
| Concat | No |
| Convolution | No |
| ConvolutionBinary | No |
| Crop | No |
| Deconvolution | No |
| DetectionOutput | No |
| Dropout | Not needed for inference |
Expand All @@ -21,14 +24,25 @@ Standard Caffe\* layers:
| InnerProduct | No |
| Input | No |
| LRN | No |
| Normalize | No |
| Python | Supported only for Python Proposal operation |
| Permute | No |
| Pooling | No |
| Power | No |
| PReLU | No |
| PriorBox | No |
| PriorBoxClustered | No |
| Proposal | No |
| PSROIPooling | No |
| ROIPooling | No |
| RegionYolo | No |
| ReorgYolo | No |
| ReLU | No |
| Resample | No |
| Reshape | No |
| Scale | No |
| ShuffleChannel | No |
| Sigmoid | No |
| Slice | No |
| Softmax | No |
| Tile | No |
Expand All @@ -41,31 +55,44 @@ Standard MXNet\* symbols:
| Symbol Name in MXNet\*| Limitations|
| :----------| :----------|
| _Plus | No |
| _contrib_box_nms | No |
| _contrib_DeformableConvolution | No |
| _contrib_DeformablePSROIPooling | No |
| _contrib_MultiBoxDetection | "force_suppress" = 1 is not supported, non-default variances are not supported |
| _contrib_MultiBoxPrior | No |
| _contrib_Proposal | No |
| _copy | Not needed for inference |
| _div_scalar | No |
| _greater_scalar | No |
| _minus_scalar | No |
| _mul_scalar | No |
| _plus_scalar | No |
| _rnn_param_concat | No |
| _arange | No |
| _contrib_AdaptiveAvgPooling2D | Converted to the Average Pooling with fixed paddings |
| _maximum | No |
| _minimum | No |
| _np_roll | No |
| _zeros | No |
| add_n | No |
| arccosh | No |
| arcsinh | No |
| arctanh | No |
| broadcast_add | No |
| broadcast_div | No |
| broadcast_mul | No |
| broadcast_sub | No |
| BlockGrad | No |
| cumsum | No |
| div_scalar | No |
| elementwise_sub | No |
| elemwise_add | No |
| elemwise_mul | No |
| elemwise_sub | No |
| exp | No |
| expand_dims | No |
| greater_scalar | No |
| max | No |
| minus_scalar | No |
| null | Not needed for inference |
| repeat | No |
Expand All @@ -74,9 +101,11 @@ Standard MXNet\* symbols:
| round | No |
| sigmoid | No |
| slice | No |
| SliceChannel | No |
| slice_axis | No |
| slice_channel | No |
| slice_like | No |
| softmax | No |
| stack | No |
| swapaxis | No |
| tile | No |
Expand All @@ -100,6 +129,7 @@ Standard MXNet\* symbols:
| L2Normalization | only 4D input is supported |
| LRN | No |
| LeakyReLU | supported "act_type" = "prelu", "elu", "leaky", "gelu" |
| ones_like | No |
| Pad | No |
| Pooling | No |
| ROIPooling | No |
Expand All @@ -113,6 +143,7 @@ Standard MXNet\* symbols:
| Tile | No |
| UpSampling | No |
| Where | No |
| zeros_like | No |


## TensorFlow\* Supported Operations
Expand All @@ -123,18 +154,27 @@ Standard TensorFlow\* operations:

| Operation Name in TensorFlow\* | Limitations|
| :----------| :----------|
| Abs | No |
| Acosh | No |
| Add | No |
| AddV2 | No |
| AddN | No |
| All | No |
| ArgMax | No |
| ArgMin | No |
| Asinh | No |
| Assert | Not needed for inference |
| Assign | Not needed for inference |
| AssignSub | Not needed for inference |
| Atanh | No |
| AvgPool | No |
| AvgPoolV2 | Supported only for constant-foldable kernel_size and strides inputs |
| AvgPool3D | No |
| BatchMatMul | No |
| BatchMatMulV2 | No |
| BatchToSpaceND | No |
| BiasAdd | No |
| BlockLSTM | No |
| Bucketize | CPU only |
| BroadcastTo | No |
| Cast | No |
Expand All @@ -144,14 +184,21 @@ Standard TensorFlow\* operations:
| Const | No |
| Conv2D | No |
| Conv2DBackpropInput | No |
| Conv3D | No |
| Conv3DBackpropInputV2 | No |
| Cos | No |
| Cosh | No |
| CropAndResize | "method" = "bilinear" only |
| CTCGreedyDecoder | Supported only with decoded indices output in a dense format |
| CTCLoss | Supported only with decoded indices input in a dense format |
| CumSum | No |
| DepthToSpace| No |
| DepthwiseConv2dNative| No |
| Einsum | Supported only with equation that does not contain repeated labels within subscript |
| Elu | No |
| Enter | Supported only when it is fused to the TensorIterator layer |
| Equal | No |
| Erf | No |
| Exit | Supported only when it is fused to the TensorIterator layer |
| Exp | No |
| ExpandDims | No |
Expand All @@ -163,34 +210,43 @@ Standard TensorFlow\* operations:
| FFT | Supported only when it is part of a sub-graph of the special form |
| FFT2D | Supported only when it is part of a sub-graph of the special form |
| FFT3D | Supported only when it is part of a sub-graph of the special form |
| FIFOQueueV2 | Supported only when it is part of a sub-graph of the special form |
| Fill | No |
| Floor | No |
| FloorDiv | No |
| FloorMod | No |
| FusedBatchNorm | No |
| FusedBatchNormV2 | No |
| FusedBatchNormV3 | No |
| Gather | No |
| GatherNd | No |
| GatherTree | No |
| GatherV2 | No |
| Greater | No |
| GreaterEqual | No |
| Identity | Not needed for shape inference |
| IdentityN | No |
| IFFT | Supported only when it is part of a sub-graph of the special form |
| IFFT2D | Supported only when it is part of a sub-graph of the special form |
| IFFT3D | Supported only when it is part of a sub-graph of the special form |
| IteratorGetNext | Supported only when it is part of a sub-graph of the special form |
| LRN | No |
| LeakyRelu | No |
| Less | No |
| LessEqual | No |
| Log | No |
| Log1p | No |
| LogicalAnd | No |
| LogicalOr | No |
| LogicalNot | No |
| LogSoftmax | No |
| LookupTableInsertV2 | Supported only when it is part of a sub-graph of the special form |
| LoopCond | Supported only when it is fused to the TensorIterator layer |
| MatMul | No |
| Max | No |
| MaxPool | No |
| MaxPoolV2 | Supported only for constant-foldable kernel_size and strides inputs |
| MaxPool3D | No |
| Maximum | No |
| Mean | No |
| Merge | Supported only when it is fused to the TensorIterator layer |
Expand All @@ -200,9 +256,11 @@ Standard TensorFlow\* operations:
| Mul | No |
| Neg | No |
| NextIteration | Supported only when it is fused to the TensorIterator layer |
| NonMaxSuppressionV2 | No |
| NonMaxSuppressionV3 | No |
| NonMaxSuppressionV4 | No |
| NonMaxSuppressionV5 | No |
| NotEqual | No |
| NoOp | No |
| OneHot | No |
| Pack | No |
Expand All @@ -211,19 +269,24 @@ Standard TensorFlow\* operations:
| Placeholder | No |
| PlaceholderWithDefault | No |
| Prod | No |
| QueueDequeueUpToV2 | Supported only when it is part of a sub-graph of the special form |
| Range | No |
| Rank | No |
| RealDiv | No |
| Reciprocal | No |
| Relu | No |
| Relu6 | No |
| Reshape | No |
| ResizeBilinear | No |
| ResizeNearestNeighbor | No |
| ResourceGather| No |
| ReverseSequence | No |
| ReverseV2 | Supported only when can be converted to ReverseSequence operation |
| Roll | No |
| Round | No |
| Pow | No |
| Rsqrt | No |
| Select | No |
| Shape | No |
| Sigmoid | No |
| Sin | No |
Expand All @@ -234,6 +297,10 @@ Standard TensorFlow\* operations:
| Softplus | No |
| Softsign | No |
| SpaceToBatchND | No |
| SpaceToDepth | No |
| SparseFillEmptyRows | Supported only when it is part of a sub-graph of the special form |
| SparseReshape | Supported only when it is part of a sub-graph of the special form |
| SparseSegmentSum | Supported only when it is part of a sub-graph of the special form |
| SparseToDense | CPU only |
| Split | No |
| SplitV | No |
Expand All @@ -242,11 +309,13 @@ Standard TensorFlow\* operations:
| SquaredDifference | No |
| Square| No |
| Squeeze | The case when squeeze axis is not specified is not supported |
| StatelessWhile | No |
| StopGradient | Not needed for shape inference |
| StridedSlice | Supported only for constant-foldable begin, end, and strides inputs |
| Sub | No |
| Sum | No |
| Swish | No |
| swish_f32 | No |
| Switch | Control flow propagation |
| Tan | No |
| Tanh | No |
Expand All @@ -260,7 +329,9 @@ Standard TensorFlow\* operations:
| TopkV2 | No |
| Transpose | No |
| Unpack | No |
| Where | No |
| Variable | No |
| VariableV2 | No |
| Where | Supported only when it is part of a sub-graph of the special form |
| ZerosLike | No |


Expand Down Expand Up @@ -356,13 +427,15 @@ Standard Kaldi\* Layers:
| :----------| :----------|
| addshift | No |
| affinecomponent | No |
| affinecomponentpreconditionedonline | No |
| affinetransform | No |
| backproptruncationcomponent | No |
| batchnormcomponent | No |
| clipgradientcomponent | Not needed for inference |
| concat | No |
| convolutional1dcomponent | No |
| convolutionalcomponent | No |
| copy | No |
| Crop | No |
| elementwiseproductcomponent | No |
| fixedaffinecomponent | No |
| fixedbiascomponent | No |
Expand All @@ -383,9 +456,9 @@ Standard Kaldi\* Layers:
| rectifiedlinearcomponent | No |
| rescale | No |
| sigmoid | No |
| sigmoidcomponent | No |
| softmax | No |
| softmaxComponent | No |
| softsign | No |
| specaugmenttimemaskcomponent | Not needed for inference |
| splicecomponent | No |
| tanhcomponent | No |
Expand All @@ -404,12 +477,14 @@ Standard ONNX\* operators:
| Acosh | No |
| Add | No |
| Affine | No |
| And | No |
| ArgMax | No |
| ArgMin | No |
| Asin | No |
| Asinh | No |
| Atan | No |
| Atanh | No |
| ATen | Supported only for 'embedding_bag' operator |
| AveragePool | No |
| BatchMatMul | No |
| BatchNormalization | No |
Expand All @@ -426,14 +501,22 @@ Standard ONNX\* operators:
| Cosh | No |
| Crop | No |
| CumSum | No |
| DepthToSpace | No |
| DequantizeLinear | No |
| DetectionOutput (Intel experimental) | No |
| Div | No |
| Dropout | Not needed for inference |
| Elu | No |
| Equal | No |
| Erf | No |
| Exp | No |
| Expand | No |
| ExperimentalDetectronDetectionOutput (Intel experimental) | No |
| ExperimentalDetectronGenerateProposalsSingleImage (Intel experimental) | No |
| ExperimentalDetectronGroupNorm (Intel experimental) | No |
| ExperimentalDetectronPriorGridGenerator (Intel experimental) | No |
| ExperimentalDetectronROIFeatureExtractor (Intel experimental) | No |
| ExperimentalDetectronTopKROIs (Intel experimental) | No |
| FakeQuantize (Intel experimental) | No |
| Fill | No |
| Flatten | No |
Expand All @@ -451,6 +534,7 @@ Standard ONNX\* operators:
| HardSigmoid | No |
| Identity | Not needed for inference |
| ImageScaler | No |
| InstanceNormalization | No |
| LRN | No |
| LSTM | Peepholes are not supported |
| LeakyRelu | No |
Expand All @@ -461,7 +545,9 @@ Standard ONNX\* operators:
| LogicalOr | No |
| LogSoftmax | No |
| Loop | No |
| LpNormalization | No |
| MatMul | No |
| Max | No |
| MaxPool | No |
| MeanVarianceNormalization | Reduction over the batch dimension is not supported, reduction over all dimensions except batch and channel ones is obligatory |
| Min | No |
Expand All @@ -475,6 +561,7 @@ Standard ONNX\* operators:
| Pad | No |
| Pow | No |
| PriorBox (Intel experimental) | No |
| PriorBoxClustered | No |
| QuantizeLinear | No |
| RNN | No |
| ROIAlign | No |
Expand Down Expand Up @@ -506,6 +593,7 @@ Standard ONNX\* operators:
| Softplus | No |
| Softsign | No |
| SpaceToDepth | No |
| Split | No |
| Sqrt | No |
| Squeeze | The case when squeeze axis is not specified is not supported |
| Sub | No |
Expand Down