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|
.. meta::
:description: MIGraphX supported ONNX operators
:keywords: MIGraphX, code base, contribution, developing, ONNX operators
Supported ONNX Operators
========================
MIGraphX supports operators up to Opset 19. Latest information of ONNX
operators can be found in `the ONNX GitHub repository <https://github.com/onnx/onnx/blob/master/docs/Operators.md>`_.
MIGraphX supports the following ONNX data types: BOOL, UINT8, UINT16, UINT32, UINT64, INT8, INT16, INT32, INT64, FLOAT8, FLOAT16, FLOAT32, and DOUBLE
.. Note::
FP8 support is only for E4M3FNUZ, see `Float stored in 8 bits <https://onnx.ai/onnx/technical/float8.html>`_ in the ONNX documentation.
See below for the support matrix of ONNX operators in MIGraphX.
.. Note::
The listed supported types are taken from the ONNX specification. An operator might support other additional datatypes.
Operator Support Matrix
-----------------------
+--------------------------+-----------+-----------------+------------------------------+
| Operator | Supported | Supported Types | Limitations |
+==========================+===========+=================+==============================+
| Abs | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Acos | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Acosh | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Add | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| And | ✅ | BOOL | |
+--------------------------+-----------+-----------------+------------------------------+
| ArgMax | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| ArgMin | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Asin | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Asinh | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Atan | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Atanh | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| AveragePool | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| BatchNormalization | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| BiasGelu | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Bernoulli | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| BitShift | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| BitwiseAnd | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| BitwiseNot | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| BitwiseOr | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| BitwiseXor | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| BlackmanWindow | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Cast | ✅ | BOOL, UINT8, | ``saturate`` |
| | | UINT16, UINT32, | not supported |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| CastLike | ✅ | BOOL, UINT8, | ``saturate`` |
| | | UINT16, UINT32, | not supported |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Ceil | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Celu | ✅ | FP32 | |
+--------------------------+-----------+-----------------+------------------------------+
| CenterCropPad | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Clip | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Col2Im | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Compress | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Concat | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| ConcatFromSequence | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Constant | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| ConstantOfShape | ✅ | BOOL, UINT8, | dynamic shape |
| | | UINT16, UINT32, | is not |
| | | UINT64, INT8, | supported |
| | | INT16, INT32, | |
| | | INT64, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Conv | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| ConvInteger | ✅ | INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| ConvTranspose | ✅ | FP8, FP16, | ``auto padding`` |
| | | FP32, FP64 | not supported, |
| | | | ``output_padding`` |
| | | | math differs |
+--------------------------+-----------+-----------------+------------------------------+
| Cos | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Cosh | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| CumSum | ✅ | UINT32, UINT64, | ``axis`` |
| | | INT32, INT64, | dynamic shape |
| | | FP8, FP16, | is not |
| | | FP32, FP64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| DFT | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| DeformConv | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| DepthToSpace | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| DequantizeLinear | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Det | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Div | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Dropout | ✅ | Any | Changed to |
| | | | ``identity`` |
+--------------------------+-----------+-----------------+------------------------------+
| DynamicQuantizeLinear | ✅ | FP8, FP16, | ``uint8`` |
| | | FP32, FP64 | quantization |
| | | | only, dynamic |
| | | | shape is not |
| | | | supported |
+--------------------------+-----------+-----------------+------------------------------+
| Einsum | ✅ | Any | more than 1 diagonal per |
| | | | input is not supported |
| | | | e.g. ``iijj->ij`` |
| | | | |
| | | | batch diagonal where batches |
| | | | are not the leading dims is |
| | | | not supported |
| | | | e.g. ``ii...->i...`` |
+--------------------------+-----------+-----------------+------------------------------+
| Elu | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Equal | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Erf | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Exp | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Expand | ✅ | BOOL, UINT8, | dynamic shape |
| | | UINT16, UINT32, | is not |
| | | UINT64, INT8, | supported |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| EyeLike | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| FastGelu | ✅ | FP8, FP16, FP32 | |
+--------------------------+-----------+-----------------+------------------------------+
| Flatten | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Floor | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Gather | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| GatherElements | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| GatherND | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Gelu | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Gemm | ✅ | UINT32, UINT64, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| GlobalAveragePool | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| GlobalLpPool | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| GlobalMaxPool | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Greater | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| GreaterOrEqual | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| GridSample | ✅ | UINT32, UINT64, | `5-D inputs` |
| | | INT32, INT64, | not supported |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| GroupNormalization | ✅ | FP8, FP16, | ``stash_type`` |
| | | FP32, FP64 | not supported |
+--------------------------+-----------+-----------------+------------------------------+
| GRU | ✅ | FP8, FP16, | ``Affine``, |
| | | FP32, FP64 | ``ThresholdRelu``, |
| | | | ``ScaledTanh``, |
| | | | ``HardSigmoid``, |
| | | | ``Softsign``, |
| | | | ``Softplus`` |
| | | | optional |
| | | | activation |
| | | | functions are |
| | | | not enabled |
+--------------------------+-----------+-----------------+------------------------------+
| HammingWindow | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| HannWindow | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| HardSigmoid | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| HardSwish | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Hardmax | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Identity | ✅ | BOOL, UINT8, | ``identity``, |
| | | UINT16, UINT32, | ``sequence`` |
| | | UINT64, INT8, | datatypes are |
| | | INT16, INT32, | not supported |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| If | ✅ | BOOL, UINT8, | ``identity``, |
| | | UINT16, UINT32, | ``sequence`` |
| | | UINT64, INT8, | datatypes are |
| | | INT16, INT32, | not supported |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| InstanceNormalization | ✅ | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| IsInf | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| IsNaN | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| LayerNormalization | ✅ | FP8, FP16, | ``stash_type`` |
| | | FP32, FP64 | not supported |
+--------------------------+-----------+-----------------+------------------------------+
| LeakyRelu | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Less | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| LessOrEqual | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Log | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| LogSoftmax | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Loop | ✅ | UINT8, UINT16, | ``identity``, |
| | | UINT32, UINT64, | ``sequence`` |
| | | INT8, INT16, | datatypes are |
| | | INT32, INT64, | not supported, |
| | | FP8, FP16, | ``max_iteration`` |
| | | FP32, FP64 | has upper-bound |
+--------------------------+-----------+-----------------+------------------------------+
| LRN | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| LSTM | ✅ | FP32, FP16 | ``Affine``, |
| | | | ``ThresholdRelu``, |
| | | | ``ScaledTanh``, |
| | | | ``HardSigmoid``, |
| | | | ``Softsign``, |
| | | | ``Softplus`` |
| | | | optional |
| | | | activation |
| | | | functions are |
| | | | not enabled |
+--------------------------+-----------+-----------------+------------------------------+
| LpNormalization | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| LpPool | ✅ | FP32, FP16, | ``lpnorm`` not |
| | | FP8, INT8 | supported |
| | | | pooling mode on |
| | | | GPU (MIOpen |
| | | | limitation) |
+--------------------------+-----------+-----------------+------------------------------+
| MatMul | ✅ | UINT32, UINT64, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| MatMulInteger | ✅ | UINT8, INT8 | dynamic shape |
| | | | is not |
| | | | supported |
+--------------------------+-----------+-----------------+------------------------------+
| Max | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| MaxPool | ✅ | FP32, FP16, | ``storage_order`` |
| | | FP8, INT8 | not supported, |
| | | | ``dialtion`` is |
| | | | partially |
| | | | supported on |
| | | | GPU (MIOpen |
| | | | limitation), |
| | | | ``indices`` 2nd |
| | | | ouput not |
| | | | supported |
+--------------------------+-----------+-----------------+------------------------------+
| MaxRoiPool | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| MaxUnpool | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Mean | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| MeanVarian | ✅ | FP8, FP16, | |
| ceNormalization | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| MelWeightMatrix | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Min | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Mish | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Mod | ✅ | UINT8, UINT16, | ``int8``, |
| | | UINT32, UINT64, | ``int32`` |
| | | INT16, INT64, | `issue <https: |
| | | FP8, FP16, | //github.com/RO |
| | | FP32, FP64 | Cm/AMDMIGraphX/ |
| | | | issues/2268>`__ |
| | | | on GPU |
+--------------------------+-----------+-----------------+------------------------------+
| Mul | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT16, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Multinomial | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Neg | ✅ | INT8, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| NegativeLogLikelihoodLoss| ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| NonMaxSuppression | ✅ | FP8, FP16, | fixed output |
| | | FP32, FP64 | size unless |
| | | | ``use_dyn_output`` |
| | | | set |
+--------------------------+-----------+-----------------+------------------------------+
| NonZero | ✅ | FP8, FP16, | fixed output |
| | | FP32, FP64 | size unless |
| | | | ``use_dyn_output`` |
| | | | set |
+--------------------------+-----------+-----------------+------------------------------+
| Not | ✅ | BOOL | |
+--------------------------+-----------+-----------------+------------------------------+
| OneHot | ✅ | UINT8, UINT16, | dynamic shape |
| | | UINT32, UINT64, | is not |
| | | INT16, INT64, | supported |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Optional | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| OptionalGetElement | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| OptionalHasElement | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Or | ✅ | BOOL | |
+--------------------------+-----------+-----------------+------------------------------+
| Pad | ✅ | BOOL, UINT8, | ``edge``, |
| | | UINT16, UINT32, | ``warp`` |
| | | UINT64, INT8, | padding not |
| | | INT16, INT32, | supported, |
| | | INT64, FP8, | ``pads`` must |
| | | FP16, FP32, | be constant |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Pow | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| PRelu | ✅ | UINT32, UINT64, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearAdd | ✅ | UINT8, INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearAveragePool | ✅ | UINT8, INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearConcat | ✅ | UINT8, INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearConv | ✅ | UINT8, INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearGlobalAveragePool | ✅ | UINT8, INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearLeakyRelu | ✅ | UINT8, INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearMatMul | ✅ | UINT8, INT8 | non-scalar |
| | | | inputs are not |
| | | | supported |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearMul | ✅ | UINT8, INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| QLinearSigmoid | ✅ | UINT8, INT8 | |
+--------------------------+-----------+-----------------+------------------------------+
| QuantizeLinear | ✅ | FP8, FP16, | ``saturate`` |
| | | FP32, INT32 | is not supported |
| | | | |
| | | | |
| | | | |
+--------------------------+-----------+-----------------+------------------------------+
| RandomNormal | ✅ | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| RandomNormalLike | ✅ | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| RandomUniform | ✅ | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| RandomUniformLike | ✅ | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Range | ✅ | FP16, FP32, | ``start``, |
| | | FP64, INT16, | ``end``, |
| | | INT32, INT64 | ``delta`` |
| | | | dynamic shape |
| | | | is not |
| | | | supported |
+--------------------------+-----------+-----------------+------------------------------+
| Reciprocal | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceL1 | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceL2 | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceLogSum | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceLogSumExp | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceMax | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceMean | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceMin | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceProd | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceSum | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReduceSumSquare | ✅ | FP16, FP32, | ``axes`` |
| | | FP64, UINT32, | dynamic shape |
| | | UINT64, INT32, | is not |
| | | INT64 | supported |
+--------------------------+-----------+-----------------+------------------------------+
| Relu | ✅ | FP16, FP32, | |
| | | FP64, INT8, | |
| | | INT16, INT32, | |
| | | INT64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Reshape | ✅ | FP32, FP16, | ``allowzero`` |
| | | INT32, INT64, | not supported, |
| | | FP8, INT8, BOOL | dynamic shape |
| | | | is not |
| | | | supported |
+--------------------------+-----------+-----------------+------------------------------+
| Resize | ✅ | UINT8, UINT16, | ``cubic``, |
| | | UINT32, UINT64, | ``half_pixel_symmetric``, |
| | | INT8, INT16, | ``tf_crop_and_resize`` |
| | | INT32, INT64, | not supported, |
| | | FP8, FP16, | ``linear`` mode |
| | | FP32, FP64 | not supported for |
| | | | non-constant inputs, |
| | | | ``exclude_outside`` |
| | | | 1 is not supported, |
| | | | ``antialias``, |
| | | | ``extrapolation_value``, |
| | | | ``keep_aspect_ratio_policy`` |
| | | | not supported |
+--------------------------+-----------+-----------------+------------------------------+
| ReverseSequence | ✅ | BOOL, UINT8, | variable |
| | | UINT16, UINT32, | ``sequence_lens`` |
| | | UINT64, INT8, | is not supported |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| RNN | ✅ | FP32, FP16 | ``Affine``, |
| | | | ``ThresholdRelu``, |
| | | | ``ScaledTanh``, |
| | | | ``HardSigmoid``, |
| | | | ``Softsign``, |
| | | | ``Softplus`` |
| | | | optional |
| | | | activation |
| | | | functions are |
| | | | not enabled |
+--------------------------+-----------+-----------------+------------------------------+
| RoiAlign | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Round | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| STFT | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Scan | ✅ | UINT8, UINT16, | ``identity``, |
| | | UINT32, UINT64, | ``sequence`` |
| | | INT8, INT16, | datatypes are |
| | | INT32, INT64, | not supported, |
| | | FP8, FP16, | Number of iterations has |
| | | FP32, FP64 | upper-bound |
| | | | Version 8 not supported |
+--------------------------+-----------+-----------------+------------------------------+
| Scatter (deprecated) | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| ScatterElements | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| ScatterND | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Selu | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| SequenceAt | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| SequenceConstruct | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| SequenceEmpty | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| SequenceErase | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| SequenceInsert | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| SequenceLength | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| SequenceMap | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Shape | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Shrink | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Sigmoid | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Sign | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Sin | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Sinh | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Size | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Slice | ✅ | BOOL, UINT8, | variable inputs |
| | | UINT16, UINT32, | are not |
| | | UINT64, INT8, | supported |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Softmax | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| SoftmaxCrossEntropyLoss | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Softplus | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Softsign | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| SpaceToDepth | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Split | ✅ | BOOL, UINT8, | dynamic shape |
| | | UINT16, UINT32, | is not |
| | | UINT64, INT8, | supported |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| SplitToSequence | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Sqrt | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Squeeze | ✅ | BOOL, UINT8, | variable ``axes`` is |
| | | UINT16, UINT32, | not supported |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| StringNormalizer | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| Sub | ✅ | UINT8, UINT16, | |
| | | UINT32, UINT64, | |
| | | INT8, INT16, | |
| | | INT32, INT64, | |
| | | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Sum | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Tan | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Tanh | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| TfIdfVectorizer | ❌ | | |
+--------------------------+-----------+-----------------+------------------------------+
| ThresholdedRelu | ✅ | FP8, FP16, | |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Tile | ✅ | BOOL, UINT8, | dynamic shape |
| | | UINT16, UINT32, | is not |
| | | UINT64, INT8, | supported |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| TopK | ✅ | UINT8, UINT16, | dynamic ``k`` |
| | | UINT32, UINT64, | is not |
| | | INT8, INT16, | supported, |
| | | INT32, INT64, | ``sorted`` is |
| | | FP8, FP16, | not supported |
| | | FP32, FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Transpose | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Trilu | ✅ | BOOL, UINT8, | dynamic ``k`` |
| | | UINT16, UINT32, | is not |
| | | UINT64, INT8, | supported |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Unique | ✅ | Any | only |
| | | | ``axis = 0`` is |
| | | | supported |
+--------------------------+-----------+-----------------+------------------------------+
| Unsqueeze | ✅ | BOOL, UINT8, | variable |
| | | UINT16, UINT32, | ``axes`` is not |
| | | UINT64, INT8, | supported |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Upsample (deprecated) | ✅ | BOOL, UINT8, | |
| | | UINT16, UINT32, | |
| | | UINT64, INT8, | |
| | | INT16, INT32, | |
| | | INT64, FP8, | |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Where | ✅ | BOOL, UINT8, | mixed static |
| | | UINT16, UINT32, | and dynamic |
| | | UINT64, INT8, | shape inputs |
| | | INT16, INT32, | are not |
| | | INT64, FP8, | supported |
| | | FP16, FP32, | |
| | | FP64 | |
+--------------------------+-----------+-----------------+------------------------------+
| Xor | ✅ | BOOL | |
+--------------------------+-----------+-----------------+------------------------------+
|
