From db9a0e8b604026eda3975375f2261c4d49009eea Mon Sep 17 00:00:00 2001
From: Chin Huang <chhuang@us.ibm.com>
Date: Tue, 13 Apr 2021 08:08:09 -0700
Subject: [PATCH] Create release 1.8.0 (#893)

Create release 1.8.0 with updates in
- ONNX_VERSION_NUMBER: ONNX version numbmer
- VERSION_NUMBER: ONNX-TF version number
- .github/workflows/test-backend.yml: versions for ONNX and TF
- .github/workflows/test-modelzoo.yml: versions for ONNX and TF
- doc/support_status.md: support status for the latest masters
- doc/support_status_v1_8_0.md: support status for the release
1.8.0

Signed-off-by: Chin Huang <chhuang@us.ibm.com>
---
 .github/workflows/test-backend.yml  |   6 +-
 .github/workflows/test-modelzoo.yml |   2 +-
 ONNX_VERSION_NUMBER                 |   2 +-
 README.md                           |   4 +-
 VERSION_NUMBER                      |   2 +-
 doc/support_status.md               | 336 ++++++++++++++--------------
 doc/support_status_v1_8_0.md        | 208 +++++++++++++++++
 7 files changed, 384 insertions(+), 176 deletions(-)
 create mode 100644 doc/support_status_v1_8_0.md

diff --git a/.github/workflows/test-backend.yml b/.github/workflows/test-backend.yml
index 250911c19..e3272f355 100644
--- a/.github/workflows/test-backend.yml
+++ b/.github/workflows/test-backend.yml
@@ -16,14 +16,14 @@ jobs:
         os: [ubuntu-latest, windows-latest, macos-latest]
         python-version: [3.6, 3.8]
         onnx-version: ['onnx==1.8.0']
-        tensorflow-version: ['tensorflow-cpu==2.3.1 tensorflow-addons==0.11.2']
+        tensorflow-version: ['tensorflow-cpu==2.4.1 tensorflow-addons==0.12.0']
         include:
           - # Test previous versions on Linux only (regression)
             # - use pinned versions for previous onnx-tf release
             os: ubuntu-latest
             python-version: 3.6
-            onnx-version: 'onnx==1.7.0'
-            tensorflow-version: 'tensorflow-cpu==2.3.1 tensorflow-addons==0.11.2'
+            onnx-version: 'onnx==1.8.0'
+            tensorflow-version: 'tensorflow==2.4.1 tensorflow-addons==0.12.0'
           - # Test development versions on Linux only
             # - latest development versions
             # - allow failure via GitHub branch protection rule
diff --git a/.github/workflows/test-modelzoo.yml b/.github/workflows/test-modelzoo.yml
index e752090ed..359075dee 100644
--- a/.github/workflows/test-modelzoo.yml
+++ b/.github/workflows/test-modelzoo.yml
@@ -31,7 +31,7 @@ jobs:
         python-version: '3.6'
     - name: Install dependencies
       run: |
-        pip install onnx==1.7.0 tensorflow-cpu==2.3.1 tensorflow-addons==0.11.2
+        pip install onnx==1.8.0 tensorflow==2.4.1 tensorflow-addons==0.12.0
         pip install -e .
     - name: Run ModelZoo tests
       run: |
diff --git a/ONNX_VERSION_NUMBER b/ONNX_VERSION_NUMBER
index bd8bf882d..27f9cd322 100644
--- a/ONNX_VERSION_NUMBER
+++ b/ONNX_VERSION_NUMBER
@@ -1 +1 @@
-1.7.0
+1.8.0
diff --git a/README.md b/README.md
index 8c5799c84..dade815a7 100644
--- a/README.md
+++ b/README.md
@@ -41,7 +41,7 @@ The specific ONNX release version that we support in the master branch of ONNX-T
 
 To install the latest version of ONNX-TF via pip, run `pip install onnx-tf`.
 
-Because users often have their own preferences for which variant of TensorFlow to install (i.e., a GPU version instead of a CPU version), we do not explicitly require tensorflow in the installation script. It is therefore users' responsibility to ensure that the proper variant of TensorFlow is available to ONNX-TF. Moreover, we require TensorFlow version == 2.3.1.
+Because users often have their own preferences for which variant of TensorFlow to install (i.e., a GPU version instead of a CPU version), we do not explicitly require tensorflow in the installation script. It is therefore users' responsibility to ensure that the proper variant of TensorFlow is available to ONNX-TF. Moreover, we require TensorFlow version == 2.4.1.
 
 ## Development
 
@@ -53,7 +53,7 @@ Because users often have their own preferences for which variant of TensorFlow t
 
 ### Installation
 - Install ONNX master branch from source.
-- Install TensorFlow >= 2.3.1 and tensorflow-addons. (Note for TensorFlow 1.x please refer the [tf-1.x branch](https://github.com/onnx/onnx-tensorflow/tree/tf-1.x))
+- Install TensorFlow >= 2.4.1 and tensorflow-addons. (Note TensorFlow 1.x is no longer supported)
 - Run `git clone https://github.com/onnx/onnx-tensorflow.git && cd onnx-tensorflow`.
 - Run `pip install -e .`.
 
diff --git a/VERSION_NUMBER b/VERSION_NUMBER
index bd8bf882d..27f9cd322 100644
--- a/VERSION_NUMBER
+++ b/VERSION_NUMBER
@@ -1 +1 @@
-1.7.0
+1.8.0
diff --git a/doc/support_status.md b/doc/support_status.md
index b204307b4..1c2a1c3ae 100644
--- a/doc/support_status.md
+++ b/doc/support_status.md
@@ -1,8 +1,8 @@
 # ONNX-Tensorflow Support Status
 |||
 |-:|:-|
-|ONNX-Tensorflow Version|Master ( commit id: c81dd828ab37f63bc82c165c6ee5754dc1472b40 )|
-|ONNX Version|Master ( commit id: 722f5a477bcc2fe7d55b84c23cce3b17605e8788 )|
+|ONNX-Tensorflow Version|Master ( commit id: d0e90ec3fe6a030879bfd7f7a429b09eda8ec9b5 )|
+|ONNX Version|Master ( commit id: 685898bc6f3fd6eb16ba129ea990f96330537e38 )|
 |Tensorflow Version|v2.4.1|
 
 Notes:
@@ -13,173 +13,173 @@ Notes:
 * :small_orange_diamond:: partially supported
 * the rest are all supported
 
-|||||||||||||||||
-|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-|**ONNX Operator**|**Opset 1**|**Opset 2**|**Opset 3**|**Opset 4**|**Opset 5**|**Opset 6**|**Opset 7**|**Opset 8**|**Opset 9**|**Opset 10**|**Opset 11**|**Opset 12**|**Opset 13**|**Opset 14**|**ONNX Operator**|
-|Abs|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Abs|
-|Acos|-|-|-|-|-|-|**7**|7|7|7|7|7|7|7|Acos|
-|Acosh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|Acosh|
-|Add|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|13|Add|
-|And|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|7|And|
-|ArgMax|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|13|ArgMax|
-|ArgMin|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|13|ArgMin|
-|Asin|-|-|-|-|-|-|**7**|7|7|7|7|7|7|7|Asin|
-|Asinh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|Asinh|
-|Atan|-|-|-|-|-|-|**7**|7|7|7|7|7|7|7|Atan|
-|Atanh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|Atanh|
-|AveragePool|**1**|1|1|1|1|1|**7**|7|7|**10**|**11**|11|11|11|AveragePool|
-|BatchNormalization|**1**|1|1|1|1|**6**|**7**|7|**9**|9|9|9|9|9|BatchNormalization|
-|BitShift|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|BitShift|
-|Cast|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**6**:small_orange_diamond:|6:small_orange_diamond:|6:small_orange_diamond:|**9**:small_orange_diamond:|9:small_orange_diamond:|9:small_orange_diamond:|9:small_orange_diamond:|**13**:small_orange_diamond:|13:small_orange_diamond:|Cast|
-|Ceil|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Ceil|
-|Celu|-|-|-|-|-|-|-|-|-|-|-|**12**|12|12|Celu|
-|Clip|**1**|1|1|1|1|**6**|6|6|6|6|**11**|**12**|**13**|13|Clip|
-|Compress|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|11|Compress|
-|Concat|**1**|1|1|**4**|4|4|4|4|4|4|**11**|11|**13**|13|Concat|
-|ConcatFromSequence|-|-|-|-|-|-|-|-|-|-|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|ConcatFromSequence|
-|Constant|**1**|1|1|1|1|1|1|1|**9**|9|**11**|**12**|**13**|13|Constant|
-|ConstantOfShape|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|ConstantOfShape|
-|Conv|**1**|1|1|1|1|1|1|1|1|1|**11**|11|11|11|Conv|
-|ConvInteger|-|-|-|-|-|-|-|-|-|**10**|10|10|10|10|ConvInteger|
-|ConvTranspose|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|ConvTranspose|
-|Cos|-|-|-|-|-|-|**7**|7|7|7|7|7|7|7|Cos|
-|Cosh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|Cosh|
-|CumSum|-|-|-|-|-|-|-|-|-|-|**11**|11|11|**14**|CumSum|
-|DepthToSpace|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|DepthToSpace|
-|DequantizeLinear|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|13|DequantizeLinear|
-|Det|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|Det|
-|Div|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|13|Div|
-|Dropout|**1**|1|1|1|1|**6**|**7**|7|7|**10**|10|**12**|**13**|13|Dropout|
-|DynamicQuantizeLinear|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|DynamicQuantizeLinear|
-|Einsum|-|-|-|-|-|-|-|-|-|-|-|**12**|12|12|Einsum|
-|Elu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|6|Elu|
-|Equal|**1**|1|1|1|1|1|**7**|7|7|7|**11**|11|**13**|13|Equal|
-|Erf|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|13|Erf|
-|Exp|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Exp|
-|Expand|-|-|-|-|-|-|-|**8**|8|8|8|8|**13**|13|Expand|
-|EyeLike|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|EyeLike|
-|Flatten|**1**|1|1|1|1|1|1|1|**9**|9|**11**|11|**13**|13|Flatten|
-|Floor|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Floor|
-|GRU|**1**:small_orange_diamond:|1:small_orange_diamond:|**3**:small_orange_diamond:|3:small_orange_diamond:|3:small_orange_diamond:|3:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|**14**:small_red_triangle:|GRU|
-|Gather|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|Gather|
-|GatherElements|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|13|GatherElements|
-|GatherND|-|-|-|-|-|-|-|-|-|-|**11**|**12**|**13**|13|GatherND|
-|Gemm|**1**|1|1|1|1|**6**|**7**|7|**9**|9|**11**|11|**13**|13|Gemm|
-|GlobalAveragePool|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|GlobalAveragePool|
-|GlobalLpPool|**1**|**2**|2|2|2|2|2|2|2|2|2|2|2|2|GlobalLpPool|
-|GlobalMaxPool|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|GlobalMaxPool|
-|Greater|**1**|1|1|1|1|1|**7**|7|**9**|9|9|9|**13**|13|Greater|
-|GreaterOrEqual|-|-|-|-|-|-|-|-|-|-|-|**12**|12|12|GreaterOrEqual|
-|HardSigmoid|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|6|HardSigmoid|
-|Hardmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|Hardmax|
-|Identity|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**13**:small_orange_diamond:|13:small_orange_diamond:|Identity|
-|If|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|If|
-|InstanceNormalization|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|6|InstanceNormalization|
-|IsInf|-|-|-|-|-|-|-|-|-|**10**|10|10|10|10|IsInf|
-|IsNaN|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|13|IsNaN|
-|LRN|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|13|LRN|
-|LSTM|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|**14**:small_red_triangle:|LSTM|
-|LeakyRelu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|6|LeakyRelu|
-|Less|**1**|1|1|1|1|1|**7**|7|**9**|9|9|9|**13**|13|Less|
-|LessOrEqual|-|-|-|-|-|-|-|-|-|-|-|**12**|12|12|LessOrEqual|
-|Log|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Log|
-|LogSoftmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|LogSoftmax|
-|Loop|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|Loop|
-|LpNormalization|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|LpNormalization|
-|LpPool|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|11|11|LpPool|
-|MatMul|**1**|1|1|1|1|1|1|1|**9**|9|9|9|**13**|13|MatMul|
-|MatMulInteger|-|-|-|-|-|-|-|-|-|**10**|10|10|10|10|MatMulInteger|
-|Max|**1**|1|1|1|1|**6**|6|**8**|8|8|8|**12**|**13**|13|Max|
-|MaxPool|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**8**:small_orange_diamond:|8:small_orange_diamond:|**10**:small_orange_diamond:|**11**:small_orange_diamond:|**12**:small_orange_diamond:|12:small_orange_diamond:|12:small_orange_diamond:|MaxPool|
-|MaxRoiPool|**1**:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|MaxRoiPool|
-|MaxUnpool|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|11|MaxUnpool|
-|Mean|**1**|1|1|1|1|**6**|6|**8**|8|8|8|8|**13**|13|Mean|
-|MeanVarianceNormalization|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|13|MeanVarianceNormalization|
-|Min|**1**|1|1|1|1|**6**|6|**8**|8|8|8|**12**|**13**|13|Min|
-|Mod|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|13|Mod|
-|Mul|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|13|Mul|
-|Multinomial|-|-|-|-|-|-|**7**:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|Multinomial|
-|Neg|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Neg|
-|NegativeLogLikelihoodLoss|-|-|-|-|-|-|-|-|-|-|-|**12**:small_red_triangle:|**13**:small_red_triangle:|13:small_red_triangle:|NegativeLogLikelihoodLoss|
-|NonMaxSuppression|-|-|-|-|-|-|-|-|-|**10**|**11**|11|11|11|NonMaxSuppression|
-|NonZero|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|13|NonZero|
-|Not|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|Not|
-|OneHot|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|11|OneHot|
-|Or|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|7|Or|
-|PRelu|**1**|1|1|1|1|**6**|**7**|7|**9**|9|9|9|9|9|PRelu|
-|Pad|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|**13**|13|Pad|
-|Pow|**1**|1|1|1|1|1|**7**|7|7|7|7|**12**|**13**|13|Pow|
-|QLinearConv|-|-|-|-|-|-|-|-|-|**10**|10|10|10|10|QLinearConv|
-|QLinearMatMul|-|-|-|-|-|-|-|-|-|**10**|10|10|10|10|QLinearMatMul|
-|QuantizeLinear|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|13|QuantizeLinear|
-|RNN|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|**14**:small_red_triangle:|RNN|
-|RandomNormal|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|RandomNormal|
-|RandomNormalLike|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|RandomNormalLike|
-|RandomUniform|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|RandomUniform|
-|RandomUniformLike|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|RandomUniformLike|
-|Range|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|Range|
-|Reciprocal|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Reciprocal|
-|ReduceL1|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|ReduceL1|
-|ReduceL2|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|ReduceL2|
-|ReduceLogSum|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|ReduceLogSum|
-|ReduceLogSumExp|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|ReduceLogSumExp|
-|ReduceMax|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|13|ReduceMax|
-|ReduceMean|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|ReduceMean|
-|ReduceMin|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|13|ReduceMin|
-|ReduceProd|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|ReduceProd|
-|ReduceSum|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|ReduceSum|
-|ReduceSumSquare|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|ReduceSumSquare|
-|Relu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|**14**:small_red_triangle:|Relu|
-|Reshape|**1**|1|1|1|**5**|5|5|5|5|5|5|5|**13**|**14**:small_red_triangle:|Reshape|
-|Resize|-|-|-|-|-|-|-|-|-|**10**:small_orange_diamond:|**11**:small_orange_diamond:|11:small_orange_diamond:|**13**:small_orange_diamond:|13:small_orange_diamond:|Resize|
-|ReverseSequence|-|-|-|-|-|-|-|-|-|**10**|10|10|10|10|ReverseSequence|
-|RoiAlign|-|-|-|-|-|-|-|-|-|**10**:small_orange_diamond:|10:small_orange_diamond:|10:small_orange_diamond:|10:small_orange_diamond:|10:small_orange_diamond:|RoiAlign|
-|Round|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|Round|
-|Scan|-|-|-|-|-|-|-|**8**|**9**|9|**11**|11|11|11|Scan|
-|Scatter|-|-|-|-|-|-|-|-|**9**|9|**11**\*|11\*|11\*|11\*|Scatter|
-|ScatterElements|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|13|ScatterElements|
-|ScatterND|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|13|ScatterND|
-|Selu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|6|Selu|
-|SequenceAt|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|SequenceAt|
-|SequenceConstruct|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|SequenceConstruct|
-|SequenceEmpty|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|SequenceEmpty|
-|SequenceErase|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|SequenceErase|
-|SequenceInsert|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|SequenceInsert|
-|SequenceLength|-|-|-|-|-|-|-|-|-|-|**11**|11|11|11|SequenceLength|
-|Shape|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|13|Shape|
-|Shrink|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|Shrink|
-|Sigmoid|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Sigmoid|
-|Sign|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|13|Sign|
-|Sin|-|-|-|-|-|-|**7**|7|7|7|7|7|7|7|Sin|
-|Sinh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|Sinh|
-|Size|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|13|Size|
-|Slice|**1**|1|1|1|1|1|1|1|1|**10**|**11**|11|**13**|13|Slice|
-|Softmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|13|Softmax|
-|SoftmaxCrossEntropyLoss|-|-|-|-|-|-|-|-|-|-|-|**12**:small_red_triangle:|**13**:small_red_triangle:|13:small_red_triangle:|SoftmaxCrossEntropyLoss|
-|Softplus|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|Softplus|
-|Softsign|**1**|1|1|1|1|1|1|1|1|1|1|1|1|1|Softsign|
-|SpaceToDepth|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|13|SpaceToDepth|
-|Split|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|**13**|13|Split|
-|SplitToSequence|-|-|-|-|-|-|-|-|-|-|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|SplitToSequence|
-|Sqrt|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Sqrt|
-|Squeeze|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**:small_red_triangle:|13:small_red_triangle:|Squeeze|
-|StringNormalizer|-|-|-|-|-|-|-|-|-|**10**:small_red_triangle:|10:small_red_triangle:|10:small_red_triangle:|10:small_red_triangle:|10:small_red_triangle:|StringNormalizer|
-|Sub|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|13|Sub|
-|Sum|**1**|1|1|1|1|**6**|6|**8**|8|8|8|8|**13**|13|Sum|
-|Tan|-|-|-|-|-|-|**7**|7|7|7|7|7|7|7|Tan|
-|Tanh|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Tanh|
-|TfIdfVectorizer|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|TfIdfVectorizer|
-|ThresholdedRelu|-|-|-|-|-|-|-|-|-|**10**|10|10|10|10|ThresholdedRelu|
-|Tile|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|13|Tile|
-|TopK|**1**|1|1|1|1|1|1|1|1|**10**|**11**|11|11|11|TopK|
-|Transpose|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|13|Transpose|
-|Unique|-|-|-|-|-|-|-|-|-|-|**11**:small_red_triangle:|11:small_red_triangle:|11:small_red_triangle:|11:small_red_triangle:|Unique|
-|Unsqueeze|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**:small_red_triangle:|13:small_red_triangle:|Unsqueeze|
-|Upsample|**1**:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|**7**:small_orange_diamond:|7:small_orange_diamond:|**9**:small_orange_diamond:|**10**\*|10\*|10\*|10\*|10\*|Upsample|
-|Where|-|-|-|-|-|-|-|-|**9**|9|9|9|9|9|Where|
-|Xor|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|7|Xor|
+||||||||||||||||
+|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
+|**ONNX Operator**|**Opset 1**|**Opset 2**|**Opset 3**|**Opset 4**|**Opset 5**|**Opset 6**|**Opset 7**|**Opset 8**|**Opset 9**|**Opset 10**|**Opset 11**|**Opset 12**|**Opset 13**|**ONNX Operator**|
+|Abs|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Abs|
+|Acos|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Acos|
+|Acosh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Acosh|
+|Add|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|Add|
+|And|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|And|
+|ArgMax|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|ArgMax|
+|ArgMin|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|ArgMin|
+|Asin|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Asin|
+|Asinh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Asinh|
+|Atan|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Atan|
+|Atanh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Atanh|
+|AveragePool|**1**|1|1|1|1|1|**7**|7|7|**10**|**11**|11|11|AveragePool|
+|BatchNormalization|**1**|1|1|1|1|**6**|**7**|7|**9**|9|9|9|9|BatchNormalization|
+|BitShift|-|-|-|-|-|-|-|-|-|-|**11**|11|11|BitShift|
+|Cast|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**6**:small_orange_diamond:|6:small_orange_diamond:|6:small_orange_diamond:|**9**:small_orange_diamond:|9:small_orange_diamond:|9:small_orange_diamond:|9:small_orange_diamond:|**13**:small_orange_diamond:|Cast|
+|Ceil|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Ceil|
+|Celu|-|-|-|-|-|-|-|-|-|-|-|**12**|12|Celu|
+|Clip|**1**|1|1|1|1|**6**|6|6|6|6|**11**|**12**|**13**|Clip|
+|Compress|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|Compress|
+|Concat|**1**|1|1|**4**|4|4|4|4|4|4|**11**|11|**13**|Concat|
+|ConcatFromSequence|-|-|-|-|-|-|-|-|-|-|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|ConcatFromSequence|
+|Constant|**1**|1|1|1|1|1|1|1|**9**|9|**11**|**12**|**13**|Constant|
+|ConstantOfShape|-|-|-|-|-|-|-|-|**9**|9|9|9|9|ConstantOfShape|
+|Conv|**1**|1|1|1|1|1|1|1|1|1|**11**|11|11|Conv|
+|ConvInteger|-|-|-|-|-|-|-|-|-|**10**|10|10|10|ConvInteger|
+|ConvTranspose|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|ConvTranspose|
+|Cos|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Cos|
+|Cosh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Cosh|
+|CumSum|-|-|-|-|-|-|-|-|-|-|**11**|11|11|CumSum|
+|DepthToSpace|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|DepthToSpace|
+|DequantizeLinear|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|DequantizeLinear|
+|Det|-|-|-|-|-|-|-|-|-|-|**11**|11|11|Det|
+|Div|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|Div|
+|Dropout|**1**|1|1|1|1|**6**|**7**|7|7|**10**|10|**12**|**13**|Dropout|
+|DynamicQuantizeLinear|-|-|-|-|-|-|-|-|-|-|**11**|11|11|DynamicQuantizeLinear|
+|Einsum|-|-|-|-|-|-|-|-|-|-|-|**12**|12|Einsum|
+|Elu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|Elu|
+|Equal|**1**|1|1|1|1|1|**7**|7|7|7|**11**|11|**13**|Equal|
+|Erf|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|Erf|
+|Exp|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Exp|
+|Expand|-|-|-|-|-|-|-|**8**|8|8|8|8|**13**|Expand|
+|EyeLike|-|-|-|-|-|-|-|-|**9**|9|9|9|9|EyeLike|
+|Flatten|**1**|1|1|1|1|1|1|1|**9**|9|**11**|11|**13**|Flatten|
+|Floor|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Floor|
+|GRU|**1**:small_orange_diamond:|1:small_orange_diamond:|**3**:small_orange_diamond:|3:small_orange_diamond:|3:small_orange_diamond:|3:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|GRU|
+|Gather|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|Gather|
+|GatherElements|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|GatherElements|
+|GatherND|-|-|-|-|-|-|-|-|-|-|**11**|**12**|**13**|GatherND|
+|Gemm|**1**|1|1|1|1|**6**|**7**|7|**9**|9|**11**|11|**13**|Gemm|
+|GlobalAveragePool|**1**|1|1|1|1|1|1|1|1|1|1|1|1|GlobalAveragePool|
+|GlobalLpPool|**1**|**2**|2|2|2|2|2|2|2|2|2|2|2|GlobalLpPool|
+|GlobalMaxPool|**1**|1|1|1|1|1|1|1|1|1|1|1|1|GlobalMaxPool|
+|Greater|**1**|1|1|1|1|1|**7**|7|**9**|9|9|9|**13**|Greater|
+|GreaterOrEqual|-|-|-|-|-|-|-|-|-|-|-|**12**|12|GreaterOrEqual|
+|HardSigmoid|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|HardSigmoid|
+|Hardmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|Hardmax|
+|Identity|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**13**:small_orange_diamond:|Identity|
+|If|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|If|
+|InstanceNormalization|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|InstanceNormalization|
+|IsInf|-|-|-|-|-|-|-|-|-|**10**|10|10|10|IsInf|
+|IsNaN|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|IsNaN|
+|LRN|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|LRN|
+|LSTM|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|LSTM|
+|LeakyRelu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|LeakyRelu|
+|Less|**1**|1|1|1|1|1|**7**|7|**9**|9|9|9|**13**|Less|
+|LessOrEqual|-|-|-|-|-|-|-|-|-|-|-|**12**|12|LessOrEqual|
+|Log|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Log|
+|LogSoftmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|LogSoftmax|
+|Loop|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|Loop|
+|LpNormalization|**1**|1|1|1|1|1|1|1|1|1|1|1|1|LpNormalization|
+|LpPool|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|11|LpPool|
+|MatMul|**1**|1|1|1|1|1|1|1|**9**|9|9|9|**13**|MatMul|
+|MatMulInteger|-|-|-|-|-|-|-|-|-|**10**|10|10|10|MatMulInteger|
+|Max|**1**|1|1|1|1|**6**|6|**8**|8|8|8|**12**|**13**|Max|
+|MaxPool|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**8**:small_orange_diamond:|8:small_orange_diamond:|**10**:small_orange_diamond:|**11**:small_orange_diamond:|**12**:small_orange_diamond:|12:small_orange_diamond:|MaxPool|
+|MaxRoiPool|**1**:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|MaxRoiPool|
+|MaxUnpool|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|MaxUnpool|
+|Mean|**1**|1|1|1|1|**6**|6|**8**|8|8|8|8|**13**|Mean|
+|MeanVarianceNormalization|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|MeanVarianceNormalization|
+|Min|**1**|1|1|1|1|**6**|6|**8**|8|8|8|**12**|**13**|Min|
+|Mod|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|Mod|
+|Mul|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|Mul|
+|Multinomial|-|-|-|-|-|-|**7**:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|Multinomial|
+|Neg|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Neg|
+|NegativeLogLikelihoodLoss|-|-|-|-|-|-|-|-|-|-|-|**12**:small_red_triangle:|**13**:small_red_triangle:|NegativeLogLikelihoodLoss|
+|NonMaxSuppression|-|-|-|-|-|-|-|-|-|**10**|**11**|11|11|NonMaxSuppression|
+|NonZero|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|NonZero|
+|Not|**1**|1|1|1|1|1|1|1|1|1|1|1|1|Not|
+|OneHot|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|OneHot|
+|Or|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|Or|
+|PRelu|**1**|1|1|1|1|**6**|**7**|7|**9**|9|9|9|9|PRelu|
+|Pad|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|**13**|Pad|
+|Pow|**1**|1|1|1|1|1|**7**|7|7|7|7|**12**|**13**|Pow|
+|QLinearConv|-|-|-|-|-|-|-|-|-|**10**|10|10|10|QLinearConv|
+|QLinearMatMul|-|-|-|-|-|-|-|-|-|**10**|10|10|10|QLinearMatMul|
+|QuantizeLinear|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|QuantizeLinear|
+|RNN|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|RNN|
+|RandomNormal|**1**|1|1|1|1|1|1|1|1|1|1|1|1|RandomNormal|
+|RandomNormalLike|**1**|1|1|1|1|1|1|1|1|1|1|1|1|RandomNormalLike|
+|RandomUniform|**1**|1|1|1|1|1|1|1|1|1|1|1|1|RandomUniform|
+|RandomUniformLike|**1**|1|1|1|1|1|1|1|1|1|1|1|1|RandomUniformLike|
+|Range|-|-|-|-|-|-|-|-|-|-|**11**|11|11|Range|
+|Reciprocal|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Reciprocal|
+|ReduceL1|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceL1|
+|ReduceL2|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceL2|
+|ReduceLogSum|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceLogSum|
+|ReduceLogSumExp|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceLogSumExp|
+|ReduceMax|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|ReduceMax|
+|ReduceMean|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceMean|
+|ReduceMin|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|ReduceMin|
+|ReduceProd|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceProd|
+|ReduceSum|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceSum|
+|ReduceSumSquare|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceSumSquare|
+|Relu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Relu|
+|Reshape|**1**|1|1|1|**5**|5|5|5|5|5|5|5|**13**|Reshape|
+|Resize|-|-|-|-|-|-|-|-|-|**10**:small_orange_diamond:|**11**:small_orange_diamond:|11:small_orange_diamond:|**13**:small_orange_diamond:|Resize|
+|ReverseSequence|-|-|-|-|-|-|-|-|-|**10**|10|10|10|ReverseSequence|
+|RoiAlign|-|-|-|-|-|-|-|-|-|**10**:small_orange_diamond:|10:small_orange_diamond:|10:small_orange_diamond:|10:small_orange_diamond:|RoiAlign|
+|Round|-|-|-|-|-|-|-|-|-|-|**11**|11|11|Round|
+|Scan|-|-|-|-|-|-|-|**8**|**9**|9|**11**|11|11|Scan|
+|Scatter|-|-|-|-|-|-|-|-|**9**|9|**11**\*|11\*|11\*|Scatter|
+|ScatterElements|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|ScatterElements|
+|ScatterND|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|ScatterND|
+|Selu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|Selu|
+|SequenceAt|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceAt|
+|SequenceConstruct|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceConstruct|
+|SequenceEmpty|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceEmpty|
+|SequenceErase|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceErase|
+|SequenceInsert|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceInsert|
+|SequenceLength|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceLength|
+|Shape|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|Shape|
+|Shrink|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Shrink|
+|Sigmoid|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Sigmoid|
+|Sign|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|Sign|
+|Sin|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Sin|
+|Sinh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Sinh|
+|Size|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|Size|
+|Slice|**1**|1|1|1|1|1|1|1|1|**10**|**11**|11|**13**|Slice|
+|Softmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|Softmax|
+|SoftmaxCrossEntropyLoss|-|-|-|-|-|-|-|-|-|-|-|**12**:small_red_triangle:|**13**:small_red_triangle:|SoftmaxCrossEntropyLoss|
+|Softplus|**1**|1|1|1|1|1|1|1|1|1|1|1|1|Softplus|
+|Softsign|**1**|1|1|1|1|1|1|1|1|1|1|1|1|Softsign|
+|SpaceToDepth|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|SpaceToDepth|
+|Split|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|**13**|Split|
+|SplitToSequence|-|-|-|-|-|-|-|-|-|-|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|SplitToSequence|
+|Sqrt|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Sqrt|
+|Squeeze|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**:small_red_triangle:|Squeeze|
+|StringNormalizer|-|-|-|-|-|-|-|-|-|**10**:small_red_triangle:|10:small_red_triangle:|10:small_red_triangle:|10:small_red_triangle:|StringNormalizer|
+|Sub|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|Sub|
+|Sum|**1**|1|1|1|1|**6**|6|**8**|8|8|8|8|**13**|Sum|
+|Tan|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Tan|
+|Tanh|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Tanh|
+|TfIdfVectorizer|-|-|-|-|-|-|-|-|**9**|9|9|9|9|TfIdfVectorizer|
+|ThresholdedRelu|-|-|-|-|-|-|-|-|-|**10**|10|10|10|ThresholdedRelu|
+|Tile|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Tile|
+|TopK|**1**|1|1|1|1|1|1|1|1|**10**|**11**|11|11|TopK|
+|Transpose|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|Transpose|
+|Unique|-|-|-|-|-|-|-|-|-|-|**11**:small_red_triangle:|11:small_red_triangle:|11:small_red_triangle:|Unique|
+|Unsqueeze|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**:small_red_triangle:|Unsqueeze|
+|Upsample|**1**:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|**7**:small_orange_diamond:|7:small_orange_diamond:|**9**:small_orange_diamond:|**10**\*|10\*|10\*|10\*|Upsample|
+|Where|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Where|
+|Xor|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|Xor|
 
-ONNX-TF Supported Operators / ONNX Operators: 149 / 162
+ONNX-TF Supported Operators / ONNX Operators: 154 / 162
 
 Notes:
 1. Cast: Cast string to data types other than float32/float64/int32/int64 is not supported in Tensorflow
diff --git a/doc/support_status_v1_8_0.md b/doc/support_status_v1_8_0.md
new file mode 100644
index 000000000..0c79d9088
--- /dev/null
+++ b/doc/support_status_v1_8_0.md
@@ -0,0 +1,208 @@
+# ONNX-Tensorflow Support Status
+|||
+|-:|:-|
+|ONNX-Tensorflow Version|v1.8.0|
+|ONNX Version|1.8.1|
+|Tensorflow Version|v2.4.1|
+
+Notes:
+* Values that are new or updated from a previous opset version are in bold.
+* -: not defined in corresponding ONNX opset version
+* \*: the operator is deprecated
+* :small_red_triangle:: not supported yet
+* :small_orange_diamond:: partially supported
+* the rest are all supported
+
+||||||||||||||||
+|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|
+|**ONNX Operator**|**Opset 1**|**Opset 2**|**Opset 3**|**Opset 4**|**Opset 5**|**Opset 6**|**Opset 7**|**Opset 8**|**Opset 9**|**Opset 10**|**Opset 11**|**Opset 12**|**Opset 13**|**ONNX Operator**|
+|Abs|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Abs|
+|Acos|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Acos|
+|Acosh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Acosh|
+|Add|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|Add|
+|And|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|And|
+|ArgMax|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|ArgMax|
+|ArgMin|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|ArgMin|
+|Asin|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Asin|
+|Asinh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Asinh|
+|Atan|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Atan|
+|Atanh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Atanh|
+|AveragePool|**1**|1|1|1|1|1|**7**|7|7|**10**|**11**|11|11|AveragePool|
+|BatchNormalization|**1**|1|1|1|1|**6**|**7**|7|**9**|9|9|9|9|BatchNormalization|
+|BitShift|-|-|-|-|-|-|-|-|-|-|**11**|11|11|BitShift|
+|Cast|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**6**:small_orange_diamond:|6:small_orange_diamond:|6:small_orange_diamond:|**9**:small_orange_diamond:|9:small_orange_diamond:|9:small_orange_diamond:|9:small_orange_diamond:|**13**:small_orange_diamond:|Cast|
+|Ceil|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Ceil|
+|Celu|-|-|-|-|-|-|-|-|-|-|-|**12**|12|Celu|
+|Clip|**1**|1|1|1|1|**6**|6|6|6|6|**11**|**12**|**13**|Clip|
+|Compress|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|Compress|
+|Concat|**1**|1|1|**4**|4|4|4|4|4|4|**11**|11|**13**|Concat|
+|ConcatFromSequence|-|-|-|-|-|-|-|-|-|-|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|ConcatFromSequence|
+|Constant|**1**|1|1|1|1|1|1|1|**9**|9|**11**|**12**|**13**|Constant|
+|ConstantOfShape|-|-|-|-|-|-|-|-|**9**|9|9|9|9|ConstantOfShape|
+|Conv|**1**|1|1|1|1|1|1|1|1|1|**11**|11|11|Conv|
+|ConvInteger|-|-|-|-|-|-|-|-|-|**10**|10|10|10|ConvInteger|
+|ConvTranspose|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|ConvTranspose|
+|Cos|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Cos|
+|Cosh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Cosh|
+|CumSum|-|-|-|-|-|-|-|-|-|-|**11**|11|11|CumSum|
+|DepthToSpace|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|DepthToSpace|
+|DequantizeLinear|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|DequantizeLinear|
+|Det|-|-|-|-|-|-|-|-|-|-|**11**|11|11|Det|
+|Div|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|Div|
+|Dropout|**1**|1|1|1|1|**6**|**7**|7|7|**10**|10|**12**|**13**|Dropout|
+|DynamicQuantizeLinear|-|-|-|-|-|-|-|-|-|-|**11**|11|11|DynamicQuantizeLinear|
+|Einsum|-|-|-|-|-|-|-|-|-|-|-|**12**|12|Einsum|
+|Elu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|Elu|
+|Equal|**1**|1|1|1|1|1|**7**|7|7|7|**11**|11|**13**|Equal|
+|Erf|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|Erf|
+|Exp|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Exp|
+|Expand|-|-|-|-|-|-|-|**8**|8|8|8|8|**13**|Expand|
+|EyeLike|-|-|-|-|-|-|-|-|**9**|9|9|9|9|EyeLike|
+|Flatten|**1**|1|1|1|1|1|1|1|**9**|9|**11**|11|**13**|Flatten|
+|Floor|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Floor|
+|GRU|**1**:small_orange_diamond:|1:small_orange_diamond:|**3**:small_orange_diamond:|3:small_orange_diamond:|3:small_orange_diamond:|3:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|GRU|
+|Gather|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|Gather|
+|GatherElements|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|GatherElements|
+|GatherND|-|-|-|-|-|-|-|-|-|-|**11**|**12**|**13**|GatherND|
+|Gemm|**1**|1|1|1|1|**6**|**7**|7|**9**|9|**11**|11|**13**|Gemm|
+|GlobalAveragePool|**1**|1|1|1|1|1|1|1|1|1|1|1|1|GlobalAveragePool|
+|GlobalLpPool|**1**|**2**|2|2|2|2|2|2|2|2|2|2|2|GlobalLpPool|
+|GlobalMaxPool|**1**|1|1|1|1|1|1|1|1|1|1|1|1|GlobalMaxPool|
+|Greater|**1**|1|1|1|1|1|**7**|7|**9**|9|9|9|**13**|Greater|
+|GreaterOrEqual|-|-|-|-|-|-|-|-|-|-|-|**12**|12|GreaterOrEqual|
+|HardSigmoid|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|HardSigmoid|
+|Hardmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|Hardmax|
+|Identity|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**13**:small_orange_diamond:|Identity|
+|If|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|If|
+|InstanceNormalization|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|InstanceNormalization|
+|IsInf|-|-|-|-|-|-|-|-|-|**10**|10|10|10|IsInf|
+|IsNaN|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|IsNaN|
+|LRN|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|LRN|
+|LSTM|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|LSTM|
+|LeakyRelu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|LeakyRelu|
+|Less|**1**|1|1|1|1|1|**7**|7|**9**|9|9|9|**13**|Less|
+|LessOrEqual|-|-|-|-|-|-|-|-|-|-|-|**12**|12|LessOrEqual|
+|Log|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Log|
+|LogSoftmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|LogSoftmax|
+|Loop|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|Loop|
+|LpNormalization|**1**|1|1|1|1|1|1|1|1|1|1|1|1|LpNormalization|
+|LpPool|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|11|LpPool|
+|MatMul|**1**|1|1|1|1|1|1|1|**9**|9|9|9|**13**|MatMul|
+|MatMulInteger|-|-|-|-|-|-|-|-|-|**10**|10|10|10|MatMulInteger|
+|Max|**1**|1|1|1|1|**6**|6|**8**|8|8|8|**12**|**13**|Max|
+|MaxPool|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**8**:small_orange_diamond:|8:small_orange_diamond:|**10**:small_orange_diamond:|**11**:small_orange_diamond:|**12**:small_orange_diamond:|12:small_orange_diamond:|MaxPool|
+|MaxRoiPool|**1**:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|MaxRoiPool|
+|MaxUnpool|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|MaxUnpool|
+|Mean|**1**|1|1|1|1|**6**|6|**8**|8|8|8|8|**13**|Mean|
+|MeanVarianceNormalization|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|MeanVarianceNormalization|
+|Min|**1**|1|1|1|1|**6**|6|**8**|8|8|8|**12**|**13**|Min|
+|Mod|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|Mod|
+|Mul|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|Mul|
+|Multinomial|-|-|-|-|-|-|**7**:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|7:small_red_triangle:|Multinomial|
+|Neg|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Neg|
+|NegativeLogLikelihoodLoss|-|-|-|-|-|-|-|-|-|-|-|**12**:small_red_triangle:|**13**:small_red_triangle:|NegativeLogLikelihoodLoss|
+|NonMaxSuppression|-|-|-|-|-|-|-|-|-|**10**|**11**|11|11|NonMaxSuppression|
+|NonZero|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|NonZero|
+|Not|**1**|1|1|1|1|1|1|1|1|1|1|1|1|Not|
+|OneHot|-|-|-|-|-|-|-|-|**9**|9|**11**|11|11|OneHot|
+|Or|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|Or|
+|PRelu|**1**|1|1|1|1|**6**|**7**|7|**9**|9|9|9|9|PRelu|
+|Pad|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|**13**|Pad|
+|Pow|**1**|1|1|1|1|1|**7**|7|7|7|7|**12**|**13**|Pow|
+|QLinearConv|-|-|-|-|-|-|-|-|-|**10**|10|10|10|QLinearConv|
+|QLinearMatMul|-|-|-|-|-|-|-|-|-|**10**|10|10|10|QLinearMatMul|
+|QuantizeLinear|-|-|-|-|-|-|-|-|-|**10**|10|10|**13**|QuantizeLinear|
+|RNN|**1**:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|1:small_orange_diamond:|**7**:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|7:small_orange_diamond:|RNN|
+|RandomNormal|**1**|1|1|1|1|1|1|1|1|1|1|1|1|RandomNormal|
+|RandomNormalLike|**1**|1|1|1|1|1|1|1|1|1|1|1|1|RandomNormalLike|
+|RandomUniform|**1**|1|1|1|1|1|1|1|1|1|1|1|1|RandomUniform|
+|RandomUniformLike|**1**|1|1|1|1|1|1|1|1|1|1|1|1|RandomUniformLike|
+|Range|-|-|-|-|-|-|-|-|-|-|**11**|11|11|Range|
+|Reciprocal|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Reciprocal|
+|ReduceL1|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceL1|
+|ReduceL2|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceL2|
+|ReduceLogSum|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceLogSum|
+|ReduceLogSumExp|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceLogSumExp|
+|ReduceMax|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|ReduceMax|
+|ReduceMean|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceMean|
+|ReduceMin|**1**|1|1|1|1|1|1|1|1|1|**11**|**12**|**13**|ReduceMin|
+|ReduceProd|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceProd|
+|ReduceSum|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceSum|
+|ReduceSumSquare|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|ReduceSumSquare|
+|Relu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Relu|
+|Reshape|**1**|1|1|1|**5**|5|5|5|5|5|5|5|**13**|Reshape|
+|Resize|-|-|-|-|-|-|-|-|-|**10**:small_orange_diamond:|**11**:small_orange_diamond:|11:small_orange_diamond:|**13**:small_orange_diamond:|Resize|
+|ReverseSequence|-|-|-|-|-|-|-|-|-|**10**|10|10|10|ReverseSequence|
+|RoiAlign|-|-|-|-|-|-|-|-|-|**10**:small_orange_diamond:|10:small_orange_diamond:|10:small_orange_diamond:|10:small_orange_diamond:|RoiAlign|
+|Round|-|-|-|-|-|-|-|-|-|-|**11**|11|11|Round|
+|Scan|-|-|-|-|-|-|-|**8**|**9**|9|**11**|11|11|Scan|
+|Scatter|-|-|-|-|-|-|-|-|**9**|9|**11**\*|11\*|11\*|Scatter|
+|ScatterElements|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|ScatterElements|
+|ScatterND|-|-|-|-|-|-|-|-|-|-|**11**|11|**13**|ScatterND|
+|Selu|**1**|1|1|1|1|**6**|6|6|6|6|6|6|6|Selu|
+|SequenceAt|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceAt|
+|SequenceConstruct|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceConstruct|
+|SequenceEmpty|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceEmpty|
+|SequenceErase|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceErase|
+|SequenceInsert|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceInsert|
+|SequenceLength|-|-|-|-|-|-|-|-|-|-|**11**|11|11|SequenceLength|
+|Shape|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|Shape|
+|Shrink|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Shrink|
+|Sigmoid|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Sigmoid|
+|Sign|-|-|-|-|-|-|-|-|**9**|9|9|9|**13**|Sign|
+|Sin|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Sin|
+|Sinh|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Sinh|
+|Size|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|Size|
+|Slice|**1**|1|1|1|1|1|1|1|1|**10**|**11**|11|**13**|Slice|
+|Softmax|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**|Softmax|
+|SoftmaxCrossEntropyLoss|-|-|-|-|-|-|-|-|-|-|-|**12**:small_red_triangle:|**13**:small_red_triangle:|SoftmaxCrossEntropyLoss|
+|Softplus|**1**|1|1|1|1|1|1|1|1|1|1|1|1|Softplus|
+|Softsign|**1**|1|1|1|1|1|1|1|1|1|1|1|1|Softsign|
+|SpaceToDepth|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|SpaceToDepth|
+|Split|**1**|**2**|2|2|2|2|2|2|2|2|**11**|11|**13**|Split|
+|SplitToSequence|-|-|-|-|-|-|-|-|-|-|**11**:small_orange_diamond:|11:small_orange_diamond:|11:small_orange_diamond:|SplitToSequence|
+|Sqrt|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Sqrt|
+|Squeeze|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**:small_red_triangle:|Squeeze|
+|StringNormalizer|-|-|-|-|-|-|-|-|-|**10**:small_red_triangle:|10:small_red_triangle:|10:small_red_triangle:|10:small_red_triangle:|StringNormalizer|
+|Sub|**1**|1|1|1|1|**6**|**7**|7|7|7|7|7|**13**|Sub|
+|Sum|**1**|1|1|1|1|**6**|6|**8**|8|8|8|8|**13**|Sum|
+|Tan|-|-|-|-|-|-|**7**|7|7|7|7|7|7|Tan|
+|Tanh|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Tanh|
+|TfIdfVectorizer|-|-|-|-|-|-|-|-|**9**|9|9|9|9|TfIdfVectorizer|
+|ThresholdedRelu|-|-|-|-|-|-|-|-|-|**10**|10|10|10|ThresholdedRelu|
+|Tile|**1**|1|1|1|1|**6**|6|6|6|6|6|6|**13**|Tile|
+|TopK|**1**|1|1|1|1|1|1|1|1|**10**|**11**|11|11|TopK|
+|Transpose|**1**|1|1|1|1|1|1|1|1|1|1|1|**13**|Transpose|
+|Unique|-|-|-|-|-|-|-|-|-|-|**11**:small_red_triangle:|11:small_red_triangle:|11:small_red_triangle:|Unique|
+|Unsqueeze|**1**|1|1|1|1|1|1|1|1|1|**11**|11|**13**:small_red_triangle:|Unsqueeze|
+|Upsample|**1**:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|1:small_red_triangle:|**7**:small_orange_diamond:|7:small_orange_diamond:|**9**:small_orange_diamond:|**10**\*|10\*|10\*|10\*|Upsample|
+|Where|-|-|-|-|-|-|-|-|**9**|9|9|9|9|Where|
+|Xor|**1**|1|1|1|1|1|**7**|7|7|7|7|7|7|Xor|
+
+ONNX-TF Supported Operators / ONNX Operators: 154 / 162
+
+Notes:
+1. Cast: Cast string to data types other than float32/float64/int32/int64 is not supported in Tensorflow
+2. ConcatFromSequence: new_axis=1 not supported in Tensorflow.
+3. ConvTranspose: ConvTranspose with dilations != 1, or transposed convolution for 4D or higher are not supported in Tensorflow.
+4. GRU: GRU with clip or GRU with linear_before_reset, or GRU not using sigmoid for z and r, or GRU using Elu as the activation function with alpha != 1, or GRU using HardSigmoid as the activation function with alpha != 0.2 or beta != 0.5 are not supported in TensorFlow.
+5. Identity: Identity with sequence type is not supported in Tensorflow
+6. LSTM: LSTM not using sigmoid for `f`, or LSTM not using the same activation for `g` and `h` are not supported in Tensorflow.
+7. MaxPool: MaxPoolWithArgmax with pad is None or incompatible mode, or MaxPoolWithArgmax with 4D or higher input, or MaxPoolWithArgmax with column major are not supported in Tensorflow.
+8. RNN: RNN with clip is not supported in Tensorflow.
+9. Resize: Resize required 4D input in Tensorflow. For opset 11, only the following attributes and inputs conbination are supported in Tensorflow:
+	1. mode=nearest, coordinate_transformation_mode=align_corners, nearest_mode=round_prefer_ceil, can use scales(*) or sizes.
+	2. mode=nearest, coordinate_transformation_mode=asymmetric, nearest_mode=floor, can use scales(*) or sizes.
+	3. mode=nearest, coordinate_transformation_mode=tf_half_pixel_for_nn, nearest_mode=floor, can use scales(*) or sizes.
+	4. mode=linear, coordinate_transformation_mode=align_corners, can use scales(*) or sizes.
+	5. mode=linear, coordinate_transformation_mode=asymmetric, can use scales(*) or sizes.
+	6. mode=linear, coordinate_transformation_mode=half_pixel, can use scales(*) or sizes.
+	7. mode=cubic, coordinate_transformation_mode=align_corners, cubic_coeff_a=-0.5, exclude_outside=1, can use scales(*) or sizes.
+	8. mode=cubic, coordinate_transformation_mode=asymmetric, cubic_coeff_a=-0.5, exclude_outside=1, can use scales(*) or sizes.
+	9. mode=cubic, coordinate_transformation_mode=half_pixel, cubic_coeff_a=-0.5, exclude_outside=1, can use scales(*) or sizes.
+	10. mode=nearest, coordinate_transformation_mode=tf_crop_and_resize, extrapolation_value=any_float_value, nearest_mode=round_prefer_ceil, can use scales or sizes.
+	11. mode=linear, coordinate_transformation_mode=tf_crop_and_resize, extrapolation_value=any_float_value, can use scales or sizes.
+	- Note (*): The accuracy of your model will go down, if the height and the width of the new sizes(scales * origial sizes) are not in whole numbers.
+10. RoiAlign: sampling_ratio <= 0 is not fully supported.
+11. SplitToSequence: Scalar as the split input not supported.
+12. Upsample: Upsample required 4D input in Tensorflow.