diff --git a/docs/how-to/install.md b/docs/how-to/install.md
index 46864244e8..62cca5d1db 100644
--- a/docs/how-to/install.md
+++ b/docs/how-to/install.md
@@ -39,6 +39,7 @@ The following build variants are available as officially supported packages. Oth
 |Android|[**com.microsoft.onnxruntime:onnxruntime-mobile**](https://search.maven.org/artifact/com.microsoft.onnxruntime/onnxruntime-mobile) ||
 |iOS (C/C++)|CocoaPods: **onnxruntime-mobile-c**||
 |Objective-C|CocoaPods: **onnxruntime-mobile-objc**||
+|React Native|[**onnxruntime-react-native**](https://www.npmjs.com/package/onnxruntime-react-native)||
 |Node.js|[**onnxruntime-node**](https://www.npmjs.com/package/onnxruntime-node)||
 |Web|[**onnxruntime-web**](https://www.npmjs.com/package/onnxruntime-web)||
 
@@ -61,6 +62,9 @@ by running `locale-gen en_US.UTF-8` and `update-locale LANG=en_US.UTF-8`
  
 ||Official build|Nightly build|
 |---|---|---|
-|PyTorch (CUDA 10.2)|[**onnxruntime-training**](https://pypi.org/project/onnxruntime-training)|[onnxruntime_nightly_cu102](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_cu102.html)|
-|PyTorch (CUDA 11.1)|[**onnxruntime_stable_cu111**](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_cu111.html)|[onnxruntime_nightly_cu111](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_cu111.html)|
-|[*Preview*] PyTorch (ROCm 4.2)|[**onnxruntime_stable_rocm42**](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_rocm42.html)|[onnxruntime_nightly_rocm42](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_rocm42.html)|
+|PyTorch 1.8.1 (CUDA 10.2)|[**onnxruntime-training**](https://pypi.org/project/onnxruntime-training)|[onnxruntime_nightly_torch181.cu102](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch181.cu102.html)|
+|PyTorch 1.8.1 (CUDA 11.1)|[**onnxruntime_stable_torch181.cu111**](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch181.cu111.html )|[onnxruntime_nightly_torch181.cu111](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch181.cu111.html)|
+|PyTorch 1.9 (CUDA 10.2)|[**onnxruntime_stable_torch190.cu102**](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch190.cu102.html)|[onnxruntime_nightly_torch190.cu102](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch190.cu102.html)|
+|PyTorch 1.9 (CUDA 11.1)|[**onnxruntime_stable_torch190.cu111**](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch190.cu111.html)|[onnxruntime_nightly_torch190.cu111](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch190.cu111.html)|
+|[*Preview*] PyTorch 1.8.1 (ROCm 4.2)|[**onnxruntime_stable_torch181.rocm42**](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch181.rocm42.html)|[onnxruntime_nightly_torch181.rocm42](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch181.rocm42.html)|
+|[*Preview*] PyTorch 1.9 (ROCm 4.2)|[**onnxruntime_stable_torch190.rocm42**](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch190.rocm42.html)|[onnxruntime_nightly_torch190.rocm42](https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch190.rocm42.html)|
diff --git a/index.html b/index.html
index 57fd89e28b..9c4b899299 100644
--- a/index.html
+++ b/index.html
@@ -313,12 +313,13 @@
 											<div class="row r-wrap mb-1 mb-md-0 mr-0">
 												<div class="col-md-3 r-heading">
 													<h3 id="ot_selectLanguage">API</h3>
-													<p id="ot_decriptionLanguage" class="sr-only">API list contains two items</p>
+													<p id="ot_decriptionLanguage" class="sr-only">API list contains three items</p>
 												</div>
 												<div class="col-md-9 r-content pr-0 pl-md-4" role="listbox" id="ot_listbox-2" aria-labelledby="ot_selectLanguage" aria-describedby="ot_decriptionLanguage">
 													<div class="row ot_language">
-														<div class="col-lg-2dot4 col r-option selected" role="option" tabindex="0" aria-selected="true" id="ot_PyTorch"><span>PyTorch</span></div>
-														<div class="col-lg-2dot4 col  r-option" role="option" tabindex="-1" aria-selected="false" id="ot_C++"><span>C++</span></div>
+														<div class="col-lg-2dot4 col r-option selected" role="option" tabindex="0" aria-selected="true" id="ot_PyTorch18"><span>PyTorch 1.8.1</span></div>
+														<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="ot_PyTorch19"><span>PyTorch 1.9</span></div>
+														<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="ot_C++"><span>C++</span></div>
 													</div>
 												</div>
 											</div>
diff --git a/js/script.js b/js/script.js
index 8b5c71b64d..b680f62eac 100644
--- a/js/script.js
+++ b/js/script.js
@@ -21,7 +21,7 @@ var ot_opts = {
     // os: getAnchorSelectedOS() || getDefaultSelectedOS(),
     ot_os: 'ot_linux',
     ot_architecture: 'ot_X64',
-    ot_language: 'ot_PyTorch',
+    ot_language: 'ot_PyTorch18',
     ot_hardwareAcceleration: 'ot_CUDA10',
 };
 
@@ -534,21 +534,30 @@ function ot_buildMatcher() {
 
 var ot_validCombos = {
    //linux
-    "ot_linux,ot_PyTorch,ot_X64,ot_CUDA10":
-    "<b>Stable:</b> pip install onnxruntime-training <br/><br/><b>Nightly:</b> pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_cu102.html",
+    "ot_linux,ot_PyTorch18,ot_X64,ot_CUDA10":
+    "<b>Stable:</b> pip install onnxruntime-training <br/><br/><b>Nightly:</b> pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch181.cu102.html",
 
-    "ot_linux,ot_PyTorch,ot_X64,ot_CUDA11":
-    "<b>Stable: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_cu111.html <br/><br/><b>Nightly: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_cu111.html",
+    "ot_linux,ot_PyTorch18,ot_X64,ot_CUDA11":
+    "<b>Stable: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch181.cu111.html <br/><br/><b>Nightly: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch181.cu111.html",
 
-    "ot_linux,ot_PyTorch,ot_X64,ot_DefaultCPU":
+    "ot_linux,ot_PyTorch18,ot_X64,ot_DefaultCPU":
     "Follow sample notebook from <a href='https://github.com/microsoft/onnxruntime-training-examples' target='_blank'>here</a>",
 
-    "ot_linux,ot_PyTorch,ot_X64,ot_AMD":
-    "<b>Stable: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_rocm42.html<br/><br/><b>Nightly: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_rocm42.html",
+    "ot_linux,ot_PyTorch18,ot_X64,ot_AMD":
+    "<b>Stable: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch181.rocm42.html<br/><br/><b>Nightly: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch181.rocm42.html",
    
-    "ot_linux,ot_PyTorch,ot_X64,ot_DNNL":
+    "ot_linux,ot_PyTorch18,ot_X64,ot_DNNL":
     "This combination of resources is not fully tested. It may be possible to&nbsp;<a href='https://www.onnxruntime.ai/docs/how-to/build/training' target='_blank'>build from source</a>.",
    
+    "ot_linux,ot_PyTorch19,ot_X64,ot_CUDA10":
+    "<b>Stable:</b> pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch190.cu102.html <br/><br/><b>Nightly:</b> pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch190.cu102.html",
+
+    "ot_linux,ot_PyTorch19,ot_X64,ot_CUDA11":
+    "<b>Stable: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch190.cu111.html <br/><br/><b>Nightly: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch190.cu111.html",
+
+    "ot_linux,ot_PyTorch19,ot_X64,ot_AMD":
+    "<b>Stable: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_stable_torch190.rocm42.html<br/><br/><b>Nightly: </b>pip install onnxruntime-training -f https://onnxruntimepackages.z14.web.core.windows.net/onnxruntime_nightly_torch190.rocm42.html",
+   
     "ot_linux,ot_C++,ot_X64,ot_CUDA10":
     "This combination of resources is not fully tested. It may be possible to&nbsp;<a href='https://www.onnxruntime.ai/docs/how-to/build/training' target='_blank'>build from source</a>.",
 
@@ -556,10 +565,10 @@ var ot_validCombos = {
     "This combination of resources is not fully tested. It may be possible to&nbsp;<a href='https://www.onnxruntime.ai/docs/how-to/build/training' target='_blank'>build from source</a>.",
     
     //windows
-    "ot_windows,ot_PyTorch,ot_X64,ot_CUDA10":
+    "ot_windows,ot_PyTorch18,ot_X64,ot_CUDA10":
     "This combination of resources is not fully tested. It may be possible to&nbsp;<a href='https://www.onnxruntime.ai/docs/how-to/build/training' target='_blank'>build from source</a>.",
 
-    "ot_windows,ot_PyTorch,ot_X64,ot_DefaultCPU":
+    "ot_windows,ot_PyTorch18,ot_X64,ot_DefaultCPU":
     "This combination of resources is not fully tested. It may be possible to&nbsp;<a href='https://www.onnxruntime.ai/docs/how-to/build/training' target='_blank'>build from source</a>.",
 
     "ot_windows,ot_C++,ot_X64,ot_DefaultCPU":
@@ -569,7 +578,7 @@ var ot_validCombos = {
     "This combination of resources is not fully tested. It may be possible to&nbsp;<a href='https://www.onnxruntime.ai/docs/how-to/build/training' target='_blank'>build from source</a>.",
 
     //mac
-    "ot_mac,ot_PyTorch,ot_X64,ot_DefaultCPU":
+    "ot_mac,ot_PyTorch18,ot_X64,ot_DefaultCPU":
     "This combination of resources is not fully tested. It may be possible to&nbsp;<a href='https://www.onnxruntime.ai/docs/how-to/build/training' target='_blank'>build from source</a>.",
 
     "ot_mac,ot_C++,ot_X64,ot_DefaultCPU":
@@ -601,7 +610,7 @@ function ot_commandMessage(key) {
 
     // //console.log('key- '+key);
     //  var ot_object = {
-    //     "ot_linux,ot_PyTorch,ot_X64,ot_CUDA10":
+    //     "ot_linux,ot_PyTorch18,ot_X64,ot_CUDA10":
     //         "Follow sample notebook from <a href='https://github.com/microsoft/onnxruntime-training-examples' target='_blank'>here</a>",
 
     //     "ot_linux,ot_TensorFlow,ot_X64,ot_CUDA10":
@@ -888,16 +897,16 @@ var validCombos = {
         "npm install onnxruntime-web",
     
     "android,JS,ARM64,DefaultCPU":
-        "Follow build instructions from <a href='https://github.com/microsoft/onnxruntime/tree/master/js#onnxruntime-react-native' target='_blank'>here</a>",
+        "npm install onnxruntime-react-native",
     
     "android,JS,X64,DefaultCPU":
-        "Follow build instructions from <a href='https://github.com/microsoft/onnxruntime/tree/master/js#onnxruntime-react-native' target='_blank'>here</a>",
+        "npm install onnxruntime-react-native",
     
     "android,JS,X86,DefaultCPU":
-        "Follow build instructions from <a href='https://github.com/microsoft/onnxruntime/tree/master/js#onnxruntime-react-native' target='_blank'>here</a>",
+        "npm install onnxruntime-react-native",
     
     "ios,JS,ARM64,DefaultCPU":
-        "Follow build instructions from <a href='https://github.com/microsoft/onnxruntime/tree/master/js#onnxruntime-react-native' target='_blank'>here</a>",
+        "npm install onnxruntime-react-native",
     
     "windows,WinRT,X86,DefaultCPU":
         "Install Nuget package&nbsp;<a href='https://www.nuget.org/packages/Microsoft.AI.MachineLearning' target='_blank'>Microsoft.AI.MachineLearning</a>",