onnxruntime/js/web/docs/operators.md
RandySheriffH 62226d030f
Cherry-pick tagged commits to 1.12.0 release candidate (#12097)
* Update ONNX to 1.12 (#11924)

Follow-ups that need to happen after this and before the next ORT release:
* Support SequenceMap with https://github.com/microsoft/onnxruntime/pull/11731
* Support signal ops with https://github.com/microsoft/onnxruntime/pull/11778

Follow-ups that need to happen after this but don't necessarily need to happen before the release:
* Implement LayerNormalization kernel for opset version 17: https://github.com/microsoft/onnxruntime/issues/11916

Fixes #11640

* Dll version fix ovep4.1 (#11953)

* Setting default version values for ovep dlls as well

* Update backend_manager.cc

Co-authored-by: mayavijx <mayax.vijayan@intel.com>
Co-authored-by: mohsin <mohsinx.mohammad@intel.com>

* Optimize t5 encoder in beam search (#11926)

* ooptimize t5 encoder

* update

* update

* update

* refactor expand impl

* cuda tests passed

* update

* alignment

* more alignments

* review comments

* Allow saving on CPU usage for infrequent inference requests by reducing thread spinning (#11841)

Introduce Start/Stop threadpool spinning switch
Add a session config option to force spinning stop at the end of the Run()

* Restructure function inliner (#11731)

* Add nested function call tests

* Add overload for Specialize

* Pass symboltable to onnx shape inference

* Avoid renaming empty names

* Enable sequence_map tests which failed before this change

* Deprecate APIs returning raw ptrs and provide replacements (#11922)

Provider better documentation

* register signal ops for opset 17 (#11778)

* Register signal ops for op set 17

Note code is mostly being moved, not added. These ops were previously
only registered as Microsoft contrib ops and only built if
`BUILD_MS_EXPERIMENTAL_OPS=1`. They've been added to the ai.onnx
standard op set in version 17.

Main components of this change:

* Move the kernels from the conrib_ops directory to the
  core directory.
* Add function bodies for ms experimental ops. This will allow
  old models that use the contrib ops to continue to function.
  All the function bodies consist of a single op (the
  new standard op), so performance overhead should be minimal.

Minor clean-up also in this change:

* De-duplicate get_scalar_value_from_tensor: put it in a new utils.h.
* Fix some bugs that caused compilation errors with the experimental
  ops. Tested with `build.sh --ms_experimental`
* Fix some spelling errors and lint violations.
* Replace a couple of switch statements with `MLTypeCallDispatcher`.
* Use `InlineVector` instead of `std::vector`.

Unblocks https://github.com/microsoft/onnxruntime/issues/11640

* Include opset 15 in Conv+BatchNormalization fusion (#11960)

* Fix WinML Tests are still targetting deprecated (deleted) experimental signal op definitions (#12006)

* fix winml tests

* remove legacy test

* switch idft -> dft+inverse attr

* upgrade opset 13->17 for signal ops tests

* [C# Tests] Add support for double tensor output in TestPreTrainedModels. (#12008)

Add support for double tensor output in TestPreTrainedModels.

* DML EP ResNet50 opset 15 fails in ONNX checker for FusedBatchNormalization lacking training_mode attribute (#12010)

FusedBatchNormalization include training_mode attribute

* Generalize native op creation (#11539)

* create op from ep

* read input count from context

* create holder to host nodes

* fix typo

* cast type before comparison

* throw error on API fail

* silence warning from minimal build

* switch to unique_ptr with deleter to host nodes

* fix typo

* fix build err for minimal

* fix build err for minimal

* add UT for conv

* enable test on CUDA

* add comment

* fix typo

* use gsl::span and string view for Node constructor

* Added two APIs - CopyKernelInfo and ReleaseKernelInfo

* pass gsl::span by value

* switch to span<NodeArg* const> to allow for reference to const containers

* fix typo

* fix reduced build err

* fix reduced build err

* refactoring node construction logic

* rename exceptions

* add input and output count as arguments for op creation

* refactor static member

* use ORT_CATCH instead of catch

* cancel try catch

* add static value name map

* format input definition and set err code

* fix comments

* fix typo

* [DML EP] Pad operator: Handle negative pad counts (#11974)

* Pad fallback to CPU

* Added queryPad in operatorRegistration.cpp

* Acknowledged PR comments

* Used any_of

* used none_of instead of any_of

Co-authored-by: Sumit Agarwal <sumitagarwal@microsoft.com>

* Add warning about future computation change for ConvTranspose with auto_pad (#11984)

* Add warning about future computation change for Convtranspose with auto_pad

* improve msg

* update TODO to make lint happy

* update more contents for warning and add if

* valid was not infected

* move it into kernel registration

* parse auto_pad myself

* try to use conv_transpose_attrs_.auto_pad directly

* update roialign cuda impl to onnx opset16 (#12036)

* roialign opset16

* fix

* fix

* Fix windows eager build break by pinning to torch version 1.11.0 (#12033)

Fix windows and linux eager build to torch 1.11.0.

* Skip Constant Folding for ops producing an optional type output (#11839)

* Disable sequence-type tests since C# infra doesn't support well (#12037)

* Extend lifetime of KernelDef when creating a standalone op (#12057)

place tmp kernel def as local variable to cover the lifetime of kernel creation

* Add targets files for new .net6 frameworks (#12016)

* Add net6 targets.
Remove maccatalyst as we don't have a native build targetting that.

* Set platform in macos targets

* Add targetFramework entries

* Move NativeLib.DllName definition and set using preprocessor values for simplicity. Couldn't get it to build with the preprocessor based setup when it was in a separate file.

Update the nuspec generation to set platform version for .net6 targets. TODO: Validate versions. I copied them from the managed nuget package the packaging pipeline generated prior to adding targets. Possibly w could/should lower some of the versions.

Hopefully the need to specify a version goes away when the release version of VS2022 supports .net6.

* Try android 31.1 as https://github.com/actions/virtual-environments/blob/main/images/win/Windows2022-Readme.md suggests that should be available on the CI machines

* Fix patch version mismatch
Add some extra debug info in case it helps

* Debug nuget location in CI

* Add workspace entry back in

* Add steps

* One more attempt with hardcoded nuget.exe path and original android31.0 version

* Better fix - found explicit nuget download and updated version there.

* flake8 fixes

* Fix black complaints.

* Exit Microsoft_ML_OnnxRuntime_CheckPrerequisites for net6 iOS.

* Removed outdated comment

* Fix DML custom operators which set descriptor heap to command list (#12059)

* Make C# runtest.sh automatically set latest opset (#12039)

* Update C# runtest.sh for opset 17

Should have been part of https://github.com/microsoft/onnxruntime/pull/11924

* get appropriate opset version from onnx doc

* use absolute rather than relative path

* fix typo in var name

* Disable DML command list reuse for Xbox (#12063)

disable cl reuse for xbox

* Add data type check in ConvAddRelu fusion (#12058)

* Add undocumented attribute to disable generation of Java bindings from the Android AAR. (#12075)

The generated bindings causes C# build errors that require workaround code. Disabling generation should avoid the need for any workarounds.

As the user has the C# ORT package with the C# to C bindings there's no need for binding generation that calls the ORT Java API (which is C# -> Java ->C).

* enable the extensions custom build for java and android (#11823)

* generate quantization parameter for outputs (#12089)

* DML EP Update to DML 1.9 (#12090)

* Update to DML 1.9

* Appease obnoxious Python formatting tool

* Fix orttraining-linux-ci-pipeline - Symbolic shape infer (#11965)

fix symbolic shape error due to upgraded numpy + legacy sympy

* check consumers of dq node before swap dq and transpose (#12099)

* check consumers of dq node before swap dq and transpose

* add unit test

Co-authored-by: Gary Miguel <garymiguel@microsoft.com>
Co-authored-by: Preetha Veeramalai <preetha.veeramalai@intel.com>
Co-authored-by: mayavijx <mayax.vijayan@intel.com>
Co-authored-by: mohsin <mohsinx.mohammad@intel.com>
Co-authored-by: Ye Wang <52801275+wangyems@users.noreply.github.com>
Co-authored-by: Dmitri Smirnov <yuslepukhin@users.noreply.github.com>
Co-authored-by: G. Ramalingam <grama@microsoft.com>
Co-authored-by: Dwayne Robinson <dwayner@microsoft.com>
Co-authored-by: Sheil Kumar <smk2007@gmail.com>
Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
Co-authored-by: sumitsays <sumitagarwal330@gmail.com>
Co-authored-by: Sumit Agarwal <sumitagarwal@microsoft.com>
Co-authored-by: Chun-Wei Chen <jacky82226@gmail.com>
Co-authored-by: George Wu <jywu@microsoft.com>
Co-authored-by: Wil Brady <25513670+WilBrady@users.noreply.github.com>
Co-authored-by: Hariharan Seshadri <shariharan91@gmail.com>
Co-authored-by: Wei-Sheng Chin <wschin@outlook.com>
Co-authored-by: Scott McKay <skottmckay@gmail.com>
Co-authored-by: Jeff Bloomfield <38966965+jeffbloo@users.noreply.github.com>
Co-authored-by: Justin Stoecker <justoeck@microsoft.com>
Co-authored-by: Wenbing Li <10278425+wenbingl@users.noreply.github.com>
Co-authored-by: Yufeng Li <liyufeng1987@gmail.com>
Co-authored-by: pengwa <pengwa@microsoft.com>
2022-07-06 21:35:19 -07:00

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Markdown

## Operators Support Table
The following table shows [ai.onnx](https://github.com/onnx/onnx/blob/master/docs/Operators.md) operators from which onnx opset version are currently supported by ONNX Runtime Web. For example, `4-6, 8+` means ONNX Runtime Web currently support opset version 4 to 6, 8 and above.
See [Compatibility](../README.md#Compatibility) for a list of the supported platforms.
*This file is automatically generated from the def files via [this script](../script/generate-operator-md.ts). Do not modify directly.*
| Operator | WebGl Backend |
|:--------:|:-------------:|
| [Abs](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Abs) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Abs-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Abs-13) |
| [Acos](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Acos) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Acos-7) |
| [Acosh](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Acosh) | |
| [Add](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Add) | [7-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Add-7), [13](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Add-13), [14+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Add-14) |
| [And](https://github.com/onnx/onnx/blob/master/docs/Operators.md#And) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#And-7) |
| [ArgMax](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ArgMax) | |
| [ArgMin](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ArgMin) | |
| [Asin](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Asin) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Asin-7) |
| [Asinh](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Asinh) | |
| [Atan](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Atan) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Atan-7) |
| [Atanh](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Atanh) | |
| [AveragePool](https://github.com/onnx/onnx/blob/master/docs/Operators.md#AveragePool) | [7-9](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#AveragePool-7), [10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#AveragePool-10), [11+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#AveragePool-11) |
| [BatchNormalization](https://github.com/onnx/onnx/blob/master/docs/Operators.md#BatchNormalization) | [7-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#BatchNormalization-7), [9-13](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#BatchNormalization-9), [14](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#BatchNormalization-14), [15+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#BatchNormalization-15) |
| [Bernoulli](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Bernoulli) | |
| [BitShift](https://github.com/onnx/onnx/blob/master/docs/Operators.md#BitShift) | |
| [BlackmanWindow](https://github.com/onnx/onnx/blob/master/docs/Operators.md#BlackmanWindow) | |
| [Cast](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Cast) | [6-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Cast-6), [9-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Cast-9), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Cast-13) |
| [CastLike](https://github.com/onnx/onnx/blob/master/docs/Operators.md#CastLike) | |
| [Ceil](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Ceil) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Ceil-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Ceil-13) |
| [Celu](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Celu) | |
| [Clip](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Clip) | [6-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Clip-6), [11](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Clip-11), [12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Clip-12), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Clip-13) |
| [Compress](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Compress) | |
| [Concat](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Concat) | [4-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Concat-4), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Concat-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Concat-13) |
| [ConcatFromSequence](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ConcatFromSequence) | |
| [Constant](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Constant) | |
| [ConstantOfShape](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ConstantOfShape) | |
| [Conv](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Conv) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Conv-1), [11+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Conv-11) |
| [ConvInteger](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ConvInteger) | |
| [ConvTranspose](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ConvTranspose) | |
| [Cos](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Cos) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Cos-7) |
| [Cosh](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Cosh) | |
| [CumSum](https://github.com/onnx/onnx/blob/master/docs/Operators.md#CumSum) | |
| [DFT](https://github.com/onnx/onnx/blob/master/docs/Operators.md#DFT) | |
| [DepthToSpace](https://github.com/onnx/onnx/blob/master/docs/Operators.md#DepthToSpace) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#DepthToSpace-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#DepthToSpace-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#DepthToSpace-13) |
| [DequantizeLinear](https://github.com/onnx/onnx/blob/master/docs/Operators.md#DequantizeLinear) | |
| [Det](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Det) | |
| [Div](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Div) | [7-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Div-7), [13](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Div-13), [14+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Div-14) |
| [Dropout](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Dropout) | [7-9](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Dropout-7), [10-11](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Dropout-10), [12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Dropout-12), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Dropout-13) |
| [DynamicQuantizeLinear](https://github.com/onnx/onnx/blob/master/docs/Operators.md#DynamicQuantizeLinear) | |
| [Einsum](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Einsum) | |
| [Elu](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Elu) | [6+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Elu-6) |
| [Equal](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Equal) | [7-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Equal-7), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Equal-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Equal-13) |
| [Erf](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Erf) | |
| [Exp](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Exp) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Exp-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Exp-13) |
| [Expand](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Expand) | |
| [EyeLike](https://github.com/onnx/onnx/blob/master/docs/Operators.md#EyeLike) | |
| [Flatten](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Flatten) | [1-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Flatten-1), [9-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Flatten-9), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Flatten-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Flatten-13) |
| [Floor](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Floor) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Floor-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Floor-13) |
| [GRU](https://github.com/onnx/onnx/blob/master/docs/Operators.md#GRU) | |
| [Gather](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gather) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Gather-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Gather-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Gather-13) |
| [GatherElements](https://github.com/onnx/onnx/blob/master/docs/Operators.md#GatherElements) | |
| [GatherND](https://github.com/onnx/onnx/blob/master/docs/Operators.md#GatherND) | |
| [Gemm](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gemm) | [7-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Gemm-7), [9-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Gemm-9), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Gemm-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Gemm-13) |
| [GlobalAveragePool](https://github.com/onnx/onnx/blob/master/docs/Operators.md#GlobalAveragePool) | [1+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#GlobalAveragePool-1) |
| [GlobalLpPool](https://github.com/onnx/onnx/blob/master/docs/Operators.md#GlobalLpPool) | |
| [GlobalMaxPool](https://github.com/onnx/onnx/blob/master/docs/Operators.md#GlobalMaxPool) | [1+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#GlobalMaxPool-1) |
| [Greater](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Greater) | [7-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Greater-7), [9-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Greater-9), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Greater-13) |
| [GreaterOrEqual](https://github.com/onnx/onnx/blob/master/docs/Operators.md#GreaterOrEqual) | |
| [GridSample](https://github.com/onnx/onnx/blob/master/docs/Operators.md#GridSample) | |
| [HammingWindow](https://github.com/onnx/onnx/blob/master/docs/Operators.md#HammingWindow) | |
| [HannWindow](https://github.com/onnx/onnx/blob/master/docs/Operators.md#HannWindow) | |
| [HardSigmoid](https://github.com/onnx/onnx/blob/master/docs/Operators.md#HardSigmoid) | |
| [HardSwish](https://github.com/onnx/onnx/blob/master/docs/Operators.md#HardSwish) | |
| [Hardmax](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Hardmax) | |
| [Identity](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Identity) | [1-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Identity-1), [13](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Identity-13), [14-15](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Identity-14), [16+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Identity-16) |
| [If](https://github.com/onnx/onnx/blob/master/docs/Operators.md#If) | |
| [InstanceNormalization](https://github.com/onnx/onnx/blob/master/docs/Operators.md#InstanceNormalization) | [6+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#InstanceNormalization-6) |
| [IsInf](https://github.com/onnx/onnx/blob/master/docs/Operators.md#IsInf) | |
| [IsNaN](https://github.com/onnx/onnx/blob/master/docs/Operators.md#IsNaN) | |
| [LRN](https://github.com/onnx/onnx/blob/master/docs/Operators.md#LRN) | |
| [LSTM](https://github.com/onnx/onnx/blob/master/docs/Operators.md#LSTM) | |
| [LayerNormalization](https://github.com/onnx/onnx/blob/master/docs/Operators.md#LayerNormalization) | |
| [LeakyRelu](https://github.com/onnx/onnx/blob/master/docs/Operators.md#LeakyRelu) | [6-15](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#LeakyRelu-6), [16+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#LeakyRelu-16) |
| [Less](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Less) | [7-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Less-7), [9-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Less-9), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Less-13) |
| [LessOrEqual](https://github.com/onnx/onnx/blob/master/docs/Operators.md#LessOrEqual) | |
| [Log](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Log) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Log-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Log-13) |
| [LogSoftmax](https://github.com/onnx/onnx/blob/master/docs/Operators.md#LogSoftmax) | |
| [Loop](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Loop) | |
| [LpNormalization](https://github.com/onnx/onnx/blob/master/docs/Operators.md#LpNormalization) | |
| [LpPool](https://github.com/onnx/onnx/blob/master/docs/Operators.md#LpPool) | |
| [MatMul](https://github.com/onnx/onnx/blob/master/docs/Operators.md#MatMul) | [1-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#MatMul-1), [9-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#MatMul-9), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#MatMul-13) |
| [MatMulInteger](https://github.com/onnx/onnx/blob/master/docs/Operators.md#MatMulInteger) | |
| [Max](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Max) | |
| [MaxPool](https://github.com/onnx/onnx/blob/master/docs/Operators.md#MaxPool) | [1-7](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#MaxPool-1), [8-9](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#MaxPool-8), [10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#MaxPool-10), [11](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#MaxPool-11), [12+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#MaxPool-12) |
| [MaxRoiPool](https://github.com/onnx/onnx/blob/master/docs/Operators.md#MaxRoiPool) | |
| [MaxUnpool](https://github.com/onnx/onnx/blob/master/docs/Operators.md#MaxUnpool) | |
| [Mean](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Mean) | |
| [MeanVarianceNormalization](https://github.com/onnx/onnx/blob/master/docs/Operators.md#MeanVarianceNormalization) | |
| [MelWeightMatrix](https://github.com/onnx/onnx/blob/master/docs/Operators.md#MelWeightMatrix) | |
| [Min](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Min) | |
| [Mod](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Mod) | |
| [Mul](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Mul) | [7-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Mul-7), [13](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Mul-13), [14+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Mul-14) |
| [Multinomial](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Multinomial) | |
| [Neg](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Neg) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Neg-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Neg-13) |
| [NegativeLogLikelihoodLoss](https://github.com/onnx/onnx/blob/master/docs/Operators.md#NegativeLogLikelihoodLoss) | |
| [NonMaxSuppression](https://github.com/onnx/onnx/blob/master/docs/Operators.md#NonMaxSuppression) | |
| [NonZero](https://github.com/onnx/onnx/blob/master/docs/Operators.md#NonZero) | |
| [Not](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Not) | [1+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Not-1) |
| [OneHot](https://github.com/onnx/onnx/blob/master/docs/Operators.md#OneHot) | |
| [Optional](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Optional) | |
| [OptionalGetElement](https://github.com/onnx/onnx/blob/master/docs/Operators.md#OptionalGetElement) | |
| [OptionalHasElement](https://github.com/onnx/onnx/blob/master/docs/Operators.md#OptionalHasElement) | |
| [Or](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Or) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Or-7) |
| [PRelu](https://github.com/onnx/onnx/blob/master/docs/Operators.md#PRelu) | [7-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#PRelu-7), [9-15](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#PRelu-9), [16+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#PRelu-16) |
| [Pad](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Pad) | [2-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Pad-2), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Pad-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Pad-13) |
| [Pow](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Pow) | [7-11](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Pow-7), [12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Pow-12), [13-14](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Pow-13), [15+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Pow-15) |
| [QLinearConv](https://github.com/onnx/onnx/blob/master/docs/Operators.md#QLinearConv) | |
| [QLinearMatMul](https://github.com/onnx/onnx/blob/master/docs/Operators.md#QLinearMatMul) | |
| [QuantizeLinear](https://github.com/onnx/onnx/blob/master/docs/Operators.md#QuantizeLinear) | |
| [RNN](https://github.com/onnx/onnx/blob/master/docs/Operators.md#RNN) | |
| [RandomNormal](https://github.com/onnx/onnx/blob/master/docs/Operators.md#RandomNormal) | |
| [RandomNormalLike](https://github.com/onnx/onnx/blob/master/docs/Operators.md#RandomNormalLike) | |
| [RandomUniform](https://github.com/onnx/onnx/blob/master/docs/Operators.md#RandomUniform) | |
| [RandomUniformLike](https://github.com/onnx/onnx/blob/master/docs/Operators.md#RandomUniformLike) | |
| [Range](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Range) | |
| [Reciprocal](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Reciprocal) | |
| [ReduceL1](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceL1) | |
| [ReduceL2](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceL2) | |
| [ReduceLogSum](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceLogSum) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceLogSum-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceLogSum-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceLogSum-13) |
| [ReduceLogSumExp](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceLogSumExp) | |
| [ReduceMax](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceMax) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMax-1), [11](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMax-11), [12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMax-12), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMax-13) |
| [ReduceMean](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceMean) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMean-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMean-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMean-13) |
| [ReduceMin](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceMin) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMin-1), [11](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMin-11), [12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMin-12), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceMin-13) |
| [ReduceProd](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceProd) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceProd-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceProd-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceProd-13) |
| [ReduceSum](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceSum) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceSum-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceSum-11) |
| [ReduceSumSquare](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceSumSquare) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceSumSquare-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceSumSquare-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#ReduceSumSquare-13) |
| [Relu](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Relu) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Relu-6), [13](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Relu-13), [14+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Relu-14) |
| [Reshape](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Reshape) | [5-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Reshape-5), [13](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Reshape-13), [14+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Reshape-14) |
| [Resize](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Resize) | [10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Resize-10), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Resize-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Resize-13) |
| [ReverseSequence](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReverseSequence) | |
| [RoiAlign](https://github.com/onnx/onnx/blob/master/docs/Operators.md#RoiAlign) | |
| [Round](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Round) | |
| [STFT](https://github.com/onnx/onnx/blob/master/docs/Operators.md#STFT) | |
| [Scan](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Scan) | |
| [Scatter](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Scatter) | |
| [ScatterElements](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ScatterElements) | |
| [ScatterND](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ScatterND) | |
| [Selu](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Selu) | |
| [SequenceAt](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SequenceAt) | |
| [SequenceConstruct](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SequenceConstruct) | |
| [SequenceEmpty](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SequenceEmpty) | |
| [SequenceErase](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SequenceErase) | |
| [SequenceInsert](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SequenceInsert) | |
| [SequenceLength](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SequenceLength) | |
| [SequenceMap](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SequenceMap) | |
| [Shape](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Shape) | [1-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Shape-1), [13-14](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Shape-13), [15+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Shape-15) |
| [Shrink](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Shrink) | |
| [Sigmoid](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Sigmoid) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sigmoid-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sigmoid-13) |
| [Sign](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Sign) | |
| [Sin](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Sin) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sin-7) |
| [Sinh](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Sinh) | |
| [Size](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Size) | |
| [Slice](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Slice) | [1-9](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Slice-1), [10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Slice-10), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Slice-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Slice-13) |
| [Softmax](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Softmax) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Softmax-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Softmax-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Softmax-13) |
| [SoftmaxCrossEntropyLoss](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SoftmaxCrossEntropyLoss) | |
| [Softplus](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Softplus) | |
| [Softsign](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Softsign) | |
| [SpaceToDepth](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SpaceToDepth) | |
| [Split](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Split) | [2-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Split-2), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Split-11) |
| [SplitToSequence](https://github.com/onnx/onnx/blob/master/docs/Operators.md#SplitToSequence) | |
| [Sqrt](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Sqrt) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sqrt-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sqrt-13) |
| [Squeeze](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Squeeze) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Squeeze-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Squeeze-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Squeeze-13) |
| [StringNormalizer](https://github.com/onnx/onnx/blob/master/docs/Operators.md#StringNormalizer) | |
| [Sub](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Sub) | [7-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sub-7), [13](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sub-13), [14+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sub-14) |
| [Sum](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Sum) | [6-7](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sum-6), [8-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sum-8), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Sum-13) |
| [Tan](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Tan) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Tan-7) |
| [Tanh](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Tanh) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Tanh-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Tanh-13) |
| [TfIdfVectorizer](https://github.com/onnx/onnx/blob/master/docs/Operators.md#TfIdfVectorizer) | |
| [ThresholdedRelu](https://github.com/onnx/onnx/blob/master/docs/Operators.md#ThresholdedRelu) | |
| [Tile](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Tile) | [6-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Tile-6), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Tile-13) |
| [TopK](https://github.com/onnx/onnx/blob/master/docs/Operators.md#TopK) | |
| [Transpose](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Transpose) | [1-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Transpose-1), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Transpose-13) |
| [Trilu](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Trilu) | |
| [Unique](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Unique) | |
| [Unsqueeze](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Unsqueeze) | [1-10](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Unsqueeze-1), [11-12](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Unsqueeze-11), [13+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Unsqueeze-13) |
| [Upsample](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Upsample) | [7-8](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Upsample-7), [9](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Upsample-9) |
| [Where](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Where) | |
| [Xor](https://github.com/onnx/onnx/blob/master/docs/Operators.md#Xor) | [7+](https://github.com/onnx/onnx/blob/master/docs/Changelog.md#Xor-7) |