diff --git a/assets/quick-start-module.js b/assets/quick-start-module.js
index e9155d399fab..b7f9e8ab2d97 100644
--- a/assets/quick-start-module.js
+++ b/assets/quick-start-module.js
@@ -11,8 +11,8 @@ var archInfoMap = new Map([
   ['accnone', {title: "CPU", platforms: new Set(['linux', 'macos', 'windows'])}]
 ]);
 
-let version_map={"nightly": {"accnone": ["cpu", ""], "cuda.x": ["cuda", "11.8"], "cuda.y": ["cuda", "12.1"], "cuda.z": ["cuda", "12.4"], "rocm5.x": ["rocm", "6.1"]}, "release": {"accnone": ["cpu", ""], "cuda.x": ["cuda", "11.8"], "cuda.y": ["cuda", "12.1"], "rocm5.x": ["rocm", "6.0"]}}
-let stable_version="Stable (2.3.1)";
+let version_map={"nightly": {"accnone": ["cpu", ""], "cuda.x": ["cuda", "11.8"], "cuda.y": ["cuda", "12.1"], "cuda.z": ["cuda", "12.4"], "rocm5.x": ["rocm", "6.1"]}, "release": {"accnone": ["cpu", ""], "cuda.x": ["cuda", "11.8"], "cuda.y": ["cuda", "12.1"], "cuda.z": ["cuda", "12.4"], "rocm5.x": ["rocm", "6.1"]}}
+let stable_version="Stable (2.4.0)";
 
 var default_selected_os = getAnchorSelectedOS() || getDefaultSelectedOS();
 var opts = {
@@ -266,7 +266,7 @@ $("[data-toggle='cloud-dropdown']").on("click", function(e) {
 });
 
 function commandMessage(key) {
-  var object = {"preview,pip,linux,accnone,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,linux,cuda.x,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu118", "preview,pip,linux,cuda.y,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu121", "preview,pip,linux,cuda.z,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu124", "preview,pip,linux,rocm5.x,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.1", "preview,conda,linux,cuda.x,python": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch-nightly -c nvidia", "preview,conda,linux,cuda.y,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch-nightly -c nvidia", "preview,conda,linux,cuda.z,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch-nightly -c nvidia", "preview,conda,linux,rocm5.x,python": "<b>NOTE:</b> Conda packages are not currently available for ROCm, please use pip instead<br />", "preview,conda,linux,accnone,python": "conda install pytorch torchvision torchaudio cpuonly -c pytorch-nightly", "preview,libtorch,linux,accnone,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,libtorch,linux,cuda.x,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu118/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu118/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu118/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu118/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,libtorch,linux,cuda.y,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu121/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu121/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu121/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu121/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,libtorch,linux,cuda.z,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu124/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu124/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu124/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu124/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,libtorch,linux,rocm5.x,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/rocm6.1/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/rocm6.1/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/rocm6.1/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/rocm6.1/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,pip,macos,cuda.x,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,macos,cuda.y,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,macos,cuda.z,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,macos,rocm5.x,python": "# ROCm is not available on MacOS, please use default package<br />pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,macos,accnone,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,conda,macos,cuda.x,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,conda,macos,cuda.y,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,conda,macos,cuda.z,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,conda,macos,rocm5.x,python": "# ROCm is not available on MacOS, please use default package<br />conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,conda,macos,accnone,python": "conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,libtorch,macos,accnone,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,libtorch,macos,cuda.x,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,libtorch,macos,cuda.y,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,libtorch,macos,cuda.z,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,libtorch,macos,rocm5.x,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,pip,windows,accnone,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,windows,cuda.x,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu118", "preview,pip,windows,cuda.y,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu121", "preview,pip,windows,cuda.z,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu124", "preview,pip,windows,rocm5.x,python": "<b>NOTE:</b> ROCm is not available on Windows", "preview,conda,windows,cuda.x,python": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch-nightly -c nvidia", "preview,conda,windows,cuda.y,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch-nightly -c nvidia", "preview,conda,windows,cuda.z,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch-nightly -c nvidia", "preview,conda,windows,rocm5.x,python": "<b>NOTE:</b> ROCm is not available on Windows", "preview,conda,windows,accnone,python": "conda install pytorch torchvision torchaudio cpuonly -c pytorch-nightly", "preview,libtorch,windows,accnone,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-win-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-win-shared-with-deps-latest.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-win-shared-with-deps-debug-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-win-shared-with-deps-debug-latest.zip</a>", "preview,libtorch,windows,cuda.x,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu118/libtorch-win-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu118/libtorch-win-shared-with-deps-latest.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu118/libtorch-win-shared-with-deps-debug-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu118/libtorch-win-shared-with-deps-debug-latest.zip</a>", "preview,libtorch,windows,cuda.y,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu121/libtorch-win-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu121/libtorch-win-shared-with-deps-latest.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu121/libtorch-win-shared-with-deps-debug-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu121/libtorch-win-shared-with-deps-debug-latest.zip</a>", "preview,libtorch,windows,cuda.z,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu124/libtorch-win-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu124/libtorch-win-shared-with-deps-latest.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu124/libtorch-win-shared-with-deps-debug-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu124/libtorch-win-shared-with-deps-debug-latest.zip</a>", "preview,libtorch,windows,rocm5.x,cplusplus": "<b>NOTE:</b> ROCm is not available on Windows", "stable,pip,linux,accnone,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu", "stable,pip,linux,cuda.x,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118", "stable,pip,linux,cuda.y,python": "pip3 install torch torchvision torchaudio", "stable,pip,linux,rocm5.x,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.0", "stable,conda,linux,cuda.x,python": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia", "stable,conda,linux,cuda.y,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia", "stable,conda,linux,rocm5.x,python": "<b>NOTE:</b> Conda packages are not currently available for ROCm, please use pip instead<br />", "stable,conda,linux,accnone,python": "conda install pytorch torchvision torchaudio cpuonly -c pytorch", "stable,libtorch,linux,accnone,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-shared-with-deps-2.3.1%2Bcpu.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-shared-with-deps-2.3.1%2Bcpu.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-cxx11-abi-shared-with-deps-2.3.1%2Bcpu.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-cxx11-abi-shared-with-deps-2.3.1%2Bcpu.zip</a>", "stable,libtorch,linux,cuda.x,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu118/libtorch-shared-with-deps-2.3.1%2Bcu118.zip'>https://download.pytorch.org/libtorch/cu118/libtorch-shared-with-deps-2.3.1%2Bcu118.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu118/libtorch-cxx11-abi-shared-with-deps-2.3.1%2Bcu118.zip'>https://download.pytorch.org/libtorch/cu118/libtorch-cxx11-abi-shared-with-deps-2.3.1%2Bcu118.zip</a>", "stable,libtorch,linux,cuda.y,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu121/libtorch-shared-with-deps-2.3.1%2Bcu121.zip'>https://download.pytorch.org/libtorch/cu121/libtorch-shared-with-deps-2.3.1%2Bcu121.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu121/libtorch-cxx11-abi-shared-with-deps-2.3.1%2Bcu121.zip'>https://download.pytorch.org/libtorch/cu121/libtorch-cxx11-abi-shared-with-deps-2.3.1%2Bcu121.zip</a>", "stable,libtorch,linux,rocm5.x,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/rocm6.0/libtorch-shared-with-deps-2.3.1%2Brocm6.0.zip'>https://download.pytorch.org/libtorch/rocm6.0/libtorch-shared-with-deps-2.3.1%2Brocm6.0.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/rocm6.0/libtorch-cxx11-abi-shared-with-deps-2.3.1%2Brocm6.0.zip'>https://download.pytorch.org/libtorch/rocm6.0/libtorch-cxx11-abi-shared-with-deps-2.3.1%2Brocm6.0.zip</a>", "stable,pip,macos,cuda.x,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install torch torchvision torchaudio", "stable,pip,macos,cuda.y,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install torch torchvision torchaudio", "stable,pip,macos,rocm5.x,python": "# ROCm is not available on MacOS, please use default package<br />pip3 install torch torchvision torchaudio", "stable,pip,macos,accnone,python": "pip3 install torch torchvision torchaudio", "stable,conda,macos,cuda.x,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,conda,macos,cuda.y,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,conda,macos,rocm5.x,python": "# ROCm is not available on MacOS, please use default package<br />conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,conda,macos,accnone,python": "conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,libtorch,macos,accnone,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.3.1.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.3.1.zip</a>", "stable,libtorch,macos,cuda.x,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.3.1.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.3.1.zip</a>", "stable,libtorch,macos,cuda.y,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.3.1.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.3.1.zip</a>", "stable,libtorch,macos,rocm5.x,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.3.1.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.3.1.zip</a>", "stable,pip,windows,accnone,python": "pip3 install torch torchvision torchaudio", "stable,pip,windows,cuda.x,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118", "stable,pip,windows,cuda.y,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121", "stable,pip,windows,rocm5.x,python": "<b>NOTE:</b> ROCm is not available on Windows", "stable,conda,windows,cuda.x,python": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia", "stable,conda,windows,cuda.y,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia", "stable,conda,windows,rocm5.x,python": "<b>NOTE:</b> ROCm is not available on Windows", "stable,conda,windows,accnone,python": "conda install pytorch torchvision torchaudio cpuonly -c pytorch", "stable,libtorch,windows,accnone,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-2.3.1%2Bcpu.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-2.3.1%2Bcpu.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-debug-2.3.1%2Bcpu.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-debug-2.3.1%2Bcpu.zip</a>", "stable,libtorch,windows,cuda.x,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-2.3.1%2Bcu118.zip'>https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-2.3.1%2Bcu118.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-debug-2.3.1%2Bcu118.zip'>https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-debug-2.3.1%2Bcu118.zip</a>", "stable,libtorch,windows,cuda.y,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-2.3.1%2Bcu121.zip'>https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-2.3.1%2Bcu121.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-debug-2.3.1%2Bcu121.zip'>https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-debug-2.3.1%2Bcu121.zip</a>", "stable,libtorch,windows,rocm5.x,cplusplus": "<b>NOTE:</b> ROCm is not available on Windows"};
+  var object = {"preview,pip,linux,accnone,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,linux,cuda.x,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu118", "preview,pip,linux,cuda.y,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu121", "preview,pip,linux,cuda.z,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu124", "preview,pip,linux,rocm5.x,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.1", "preview,conda,linux,cuda.x,python": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch-nightly -c nvidia", "preview,conda,linux,cuda.y,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch-nightly -c nvidia", "preview,conda,linux,cuda.z,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch-nightly -c nvidia", "preview,conda,linux,rocm5.x,python": "<b>NOTE:</b> Conda packages are not currently available for ROCm, please use pip instead<br />", "preview,conda,linux,accnone,python": "conda install pytorch torchvision torchaudio cpuonly -c pytorch-nightly", "preview,libtorch,linux,accnone,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,libtorch,linux,cuda.x,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu118/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu118/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu118/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu118/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,libtorch,linux,cuda.y,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu121/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu121/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu121/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu121/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,libtorch,linux,cuda.z,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu124/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu124/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu124/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu124/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,libtorch,linux,rocm5.x,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/rocm6.1/libtorch-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/rocm6.1/libtorch-shared-with-deps-latest.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/nightly/rocm6.1/libtorch-cxx11-abi-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/rocm6.1/libtorch-cxx11-abi-shared-with-deps-latest.zip</a>", "preview,pip,macos,cuda.x,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,macos,cuda.y,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,macos,cuda.z,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,macos,rocm5.x,python": "# ROCm is not available on MacOS, please use default package<br />pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,macos,accnone,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,conda,macos,cuda.x,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,conda,macos,cuda.y,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,conda,macos,cuda.z,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,conda,macos,rocm5.x,python": "# ROCm is not available on MacOS, please use default package<br />conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,conda,macos,accnone,python": "conda install pytorch-nightly::pytorch torchvision torchaudio -c pytorch-nightly", "preview,libtorch,macos,accnone,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,libtorch,macos,cuda.x,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,libtorch,macos,cuda.y,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,libtorch,macos,cuda.z,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,libtorch,macos,rocm5.x,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-macos-arm64-latest.zip</a>", "preview,pip,windows,accnone,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu", "preview,pip,windows,cuda.x,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu118", "preview,pip,windows,cuda.y,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu121", "preview,pip,windows,cuda.z,python": "pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu124", "preview,pip,windows,rocm5.x,python": "<b>NOTE:</b> ROCm is not available on Windows", "preview,conda,windows,cuda.x,python": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch-nightly -c nvidia", "preview,conda,windows,cuda.y,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch-nightly -c nvidia", "preview,conda,windows,cuda.z,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch-nightly -c nvidia", "preview,conda,windows,rocm5.x,python": "<b>NOTE:</b> ROCm is not available on Windows", "preview,conda,windows,accnone,python": "conda install pytorch torchvision torchaudio cpuonly -c pytorch-nightly", "preview,libtorch,windows,accnone,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-win-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-win-shared-with-deps-latest.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cpu/libtorch-win-shared-with-deps-debug-latest.zip'>https://download.pytorch.org/libtorch/nightly/cpu/libtorch-win-shared-with-deps-debug-latest.zip</a>", "preview,libtorch,windows,cuda.x,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu118/libtorch-win-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu118/libtorch-win-shared-with-deps-latest.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu118/libtorch-win-shared-with-deps-debug-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu118/libtorch-win-shared-with-deps-debug-latest.zip</a>", "preview,libtorch,windows,cuda.y,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu121/libtorch-win-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu121/libtorch-win-shared-with-deps-latest.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu121/libtorch-win-shared-with-deps-debug-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu121/libtorch-win-shared-with-deps-debug-latest.zip</a>", "preview,libtorch,windows,cuda.z,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu124/libtorch-win-shared-with-deps-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu124/libtorch-win-shared-with-deps-latest.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/nightly/cu124/libtorch-win-shared-with-deps-debug-latest.zip'>https://download.pytorch.org/libtorch/nightly/cu124/libtorch-win-shared-with-deps-debug-latest.zip</a>", "preview,libtorch,windows,rocm5.x,cplusplus": "<b>NOTE:</b> ROCm is not available on Windows", "stable,pip,linux,accnone,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu", "stable,pip,linux,cuda.x,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118", "stable,pip,linux,cuda.y,python": "pip3 install torch torchvision torchaudio", "stable,pip,linux,cuda.z,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu124", "stable,pip,linux,rocm5.x,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.1", "stable,conda,linux,cuda.x,python": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia", "stable,conda,linux,cuda.y,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia", "stable,conda,linux,cuda.z,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch -c nvidia", "stable,conda,linux,rocm5.x,python": "<b>NOTE:</b> Conda packages are not currently available for ROCm, please use pip instead<br />", "stable,conda,linux,accnone,python": "conda install pytorch torchvision torchaudio cpuonly -c pytorch", "stable,libtorch,linux,accnone,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-shared-with-deps-2.4.0%2Bcpu.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-shared-with-deps-2.4.0%2Bcpu.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcpu.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcpu.zip</a>", "stable,libtorch,linux,cuda.x,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu118/libtorch-shared-with-deps-2.4.0%2Bcu118.zip'>https://download.pytorch.org/libtorch/cu118/libtorch-shared-with-deps-2.4.0%2Bcu118.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu118/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu118.zip'>https://download.pytorch.org/libtorch/cu118/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu118.zip</a>", "stable,libtorch,linux,cuda.y,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu121/libtorch-shared-with-deps-2.4.0%2Bcu121.zip'>https://download.pytorch.org/libtorch/cu121/libtorch-shared-with-deps-2.4.0%2Bcu121.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu121/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu121.zip'>https://download.pytorch.org/libtorch/cu121/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu121.zip</a>", "stable,libtorch,linux,cuda.z,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu124/libtorch-shared-with-deps-2.4.0%2Bcu124.zip'>https://download.pytorch.org/libtorch/cu124/libtorch-shared-with-deps-2.4.0%2Bcu124.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/cu124/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu124.zip'>https://download.pytorch.org/libtorch/cu124/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu124.zip</a>", "stable,libtorch,linux,rocm5.x,cplusplus": "Download here (Pre-cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/rocm6.1/libtorch-shared-with-deps-2.4.0%2Brocm6.1.zip'>https://download.pytorch.org/libtorch/rocm6.1/libtorch-shared-with-deps-2.4.0%2Brocm6.1.zip</a><br />Download here (cxx11 ABI):<br /><a href='https://download.pytorch.org/libtorch/rocm6.1/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Brocm6.1.zip'>https://download.pytorch.org/libtorch/rocm6.1/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Brocm6.1.zip</a>", "stable,pip,macos,cuda.x,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install torch torchvision torchaudio", "stable,pip,macos,cuda.y,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install torch torchvision torchaudio", "stable,pip,macos,cuda.z,python": "# CUDA is not available on MacOS, please use default package<br />pip3 install torch torchvision torchaudio", "stable,pip,macos,rocm5.x,python": "# ROCm is not available on MacOS, please use default package<br />pip3 install torch torchvision torchaudio", "stable,pip,macos,accnone,python": "pip3 install torch torchvision torchaudio", "stable,conda,macos,cuda.x,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,conda,macos,cuda.y,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,conda,macos,cuda.z,python": "# CUDA is not available on MacOS, please use default package<br />conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,conda,macos,rocm5.x,python": "# ROCm is not available on MacOS, please use default package<br />conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,conda,macos,accnone,python": "conda install pytorch::pytorch torchvision torchaudio -c pytorch", "stable,libtorch,macos,accnone,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip</a>", "stable,libtorch,macos,cuda.x,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip</a>", "stable,libtorch,macos,cuda.y,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip</a>", "stable,libtorch,macos,cuda.z,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip</a>", "stable,libtorch,macos,rocm5.x,cplusplus": "Download arm64 libtorch here (ROCm and CUDA are not supported):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip</a>", "stable,pip,windows,accnone,python": "pip3 install torch torchvision torchaudio", "stable,pip,windows,cuda.x,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118", "stable,pip,windows,cuda.y,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121", "stable,pip,windows,cuda.z,python": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu124", "stable,pip,windows,rocm5.x,python": "<b>NOTE:</b> ROCm is not available on Windows", "stable,conda,windows,cuda.x,python": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia", "stable,conda,windows,cuda.y,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia", "stable,conda,windows,cuda.z,python": "conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch -c nvidia", "stable,conda,windows,rocm5.x,python": "<b>NOTE:</b> ROCm is not available on Windows", "stable,conda,windows,accnone,python": "conda install pytorch torchvision torchaudio cpuonly -c pytorch", "stable,libtorch,windows,accnone,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-2.4.0%2Bcpu.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-2.4.0%2Bcpu.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-debug-2.4.0%2Bcpu.zip'>https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-debug-2.4.0%2Bcpu.zip</a>", "stable,libtorch,windows,cuda.x,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-2.4.0%2Bcu118.zip'>https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-2.4.0%2Bcu118.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu118.zip'>https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu118.zip</a>", "stable,libtorch,windows,cuda.y,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-2.4.0%2Bcu121.zip'>https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-2.4.0%2Bcu121.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu121.zip'>https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu121.zip</a>", "stable,libtorch,windows,cuda.z,cplusplus": "Download here (Release version):<br /><a href='https://download.pytorch.org/libtorch/cu124/libtorch-win-shared-with-deps-2.4.0%2Bcu124.zip'>https://download.pytorch.org/libtorch/cu124/libtorch-win-shared-with-deps-2.4.0%2Bcu124.zip</a><br />Download here (Debug version):<br /><a href='https://download.pytorch.org/libtorch/cu124/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu124.zip'>https://download.pytorch.org/libtorch/cu124/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu124.zip</a>", "stable,libtorch,windows,rocm5.x,cplusplus": "<b>NOTE:</b> ROCm is not available on Windows"};
 
   if (!object.hasOwnProperty(key)) {
     $("#command").html(
diff --git a/published_versions.json b/published_versions.json
index 900aa6f5ba7f..c89cd88d90bc 100644
--- a/published_versions.json
+++ b/published_versions.json
@@ -1,5 +1,5 @@
 {
-  "latest_stable": "2.3.1",
+  "latest_stable": "2.4.0",
   "latest_lts": "lts-1.8.2",
   "versions": {
     "preview": {
@@ -4588,6 +4588,261 @@
           }
         }
       }
+    },
+    "2.4.0": {
+      "linux": {
+        "pip": {
+          "accnone": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu"
+          },
+          "cuda.x": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118"
+          },
+          "cuda.y": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio"
+          },
+          "cuda.z": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu124"
+          },
+          "rocm5.x": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.1"
+          }
+        },
+        "conda": {
+          "cuda.x": {
+            "note": null,
+            "command": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia"
+          },
+          "cuda.y": {
+            "note": null,
+            "command": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia"
+          },
+          "cuda.z": {
+            "note": null,
+            "command": "conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch -c nvidia"
+          },
+          "rocm5.x": {
+            "note": "<b>NOTE:</b> Conda packages are not currently available for ROCm, please use pip instead<br />",
+            "command": null
+          },
+          "accnone": {
+            "note": null,
+            "command": "conda install pytorch torchvision torchaudio cpuonly -c pytorch"
+          }
+        },
+        "libtorch": {
+          "accnone": {
+            "note": null,
+            "versions": {
+              "Download here (Pre-cxx11 ABI):": "https://download.pytorch.org/libtorch/cpu/libtorch-shared-with-deps-2.4.0%2Bcpu.zip",
+              "Download here (cxx11 ABI):": "https://download.pytorch.org/libtorch/cpu/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcpu.zip"
+            }
+          },
+          "cuda.x": {
+            "note": null,
+            "versions": {
+              "Download here (Pre-cxx11 ABI):": "https://download.pytorch.org/libtorch/cu118/libtorch-shared-with-deps-2.4.0%2Bcu118.zip",
+              "Download here (cxx11 ABI):": "https://download.pytorch.org/libtorch/cu118/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu118.zip"
+            }
+          },
+          "cuda.y": {
+            "note": null,
+            "versions": {
+              "Download here (Pre-cxx11 ABI):": "https://download.pytorch.org/libtorch/cu121/libtorch-shared-with-deps-2.4.0%2Bcu121.zip",
+              "Download here (cxx11 ABI):": "https://download.pytorch.org/libtorch/cu121/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu121.zip"
+            }
+          },
+          "cuda.z": {
+            "note": null,
+            "versions": {
+              "Download here (Pre-cxx11 ABI):": "https://download.pytorch.org/libtorch/cu124/libtorch-shared-with-deps-2.4.0%2Bcu124.zip",
+              "Download here (cxx11 ABI):": "https://download.pytorch.org/libtorch/cu124/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Bcu124.zip"
+            }
+          },
+          "rocm5.x": {
+            "note": null,
+            "versions": {
+              "Download here (Pre-cxx11 ABI):": "https://download.pytorch.org/libtorch/rocm6.1/libtorch-shared-with-deps-2.4.0%2Brocm6.1.zip",
+              "Download here (cxx11 ABI):": "https://download.pytorch.org/libtorch/rocm6.1/libtorch-cxx11-abi-shared-with-deps-2.4.0%2Brocm6.1.zip"
+            }
+          }
+        }
+      },
+      "macos": {
+        "pip": {
+          "cuda.x": {
+            "note": "# CUDA is not available on MacOS, please use default package",
+            "command": "pip3 install torch torchvision torchaudio",
+            "default": true
+          },
+          "cuda.y": {
+            "note": "# CUDA is not available on MacOS, please use default package",
+            "command": "pip3 install torch torchvision torchaudio",
+            "default": true
+          },
+          "cuda.z": {
+            "note": "# CUDA is not available on MacOS, please use default package",
+            "command": "pip3 install torch torchvision torchaudio",
+            "default": true
+          },
+          "rocm5.x": {
+            "note": "# ROCm is not available on MacOS, please use default package",
+            "command": "pip3 install torch torchvision torchaudio",
+            "default": true
+          },
+          "accnone": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio"
+          }
+        },
+        "conda": {
+          "cuda.x": {
+            "note": "# CUDA is not available on MacOS, please use default package",
+            "command": "conda install pytorch::pytorch torchvision torchaudio -c pytorch",
+            "default": true
+          },
+          "cuda.y": {
+            "note": "# CUDA is not available on MacOS, please use default package",
+            "command": "conda install pytorch::pytorch torchvision torchaudio -c pytorch",
+            "default": true
+          },
+          "cuda.z": {
+            "note": "# CUDA is not available on MacOS, please use default package",
+            "command": "conda install pytorch::pytorch torchvision torchaudio -c pytorch",
+            "default": true
+          },
+          "rocm5.x": {
+            "note": "# ROCm is not available on MacOS, please use default package",
+            "command": "conda install pytorch::pytorch torchvision torchaudio -c pytorch",
+            "default": true
+          },
+          "accnone": {
+            "note": null,
+            "command": "conda install pytorch::pytorch torchvision torchaudio -c pytorch"
+          }
+        },
+        "libtorch": {
+          "accnone": {
+            "note": null,
+            "versions": {
+              "Download arm64 libtorch here (ROCm and CUDA are not supported):": "https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip"
+            }
+          },
+          "cuda.x": {
+            "note": null,
+            "default": true,
+            "versions": {
+              "Download arm64 libtorch here (ROCm and CUDA are not supported):": "https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip"
+            }
+          },
+          "cuda.y": {
+            "note": null,
+            "default": true,
+            "versions": {
+              "Download arm64 libtorch here (ROCm and CUDA are not supported):": "https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip"
+            }
+          },
+          "cuda.z": {
+            "note": null,
+            "default": true,
+            "versions": {
+              "Download arm64 libtorch here (ROCm and CUDA are not supported):": "https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip"
+            }
+          },
+          "rocm5.x": {
+            "note": null,
+            "default": true,
+            "versions": {
+              "Download arm64 libtorch here (ROCm and CUDA are not supported):": "https://download.pytorch.org/libtorch/cpu/libtorch-macos-arm64-2.4.0.zip"
+            }
+          }
+        }
+      },
+      "windows": {
+        "pip": {
+          "accnone": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio"
+          },
+          "cuda.x": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118"
+          },
+          "cuda.y": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121"
+          },
+          "cuda.z": {
+            "note": null,
+            "command": "pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu124"
+          },
+          "rocm5.x": {
+            "note": "<b>NOTE:</b> ROCm is not available on Windows",
+            "command": null
+          }
+        },
+        "conda": {
+          "cuda.x": {
+            "note": null,
+            "command": "conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia"
+          },
+          "cuda.y": {
+            "note": null,
+            "command": "conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia"
+          },
+          "cuda.z": {
+            "note": null,
+            "command": "conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch -c nvidia"
+          },
+          "rocm5.x": {
+            "note": "<b>NOTE:</b> ROCm is not available on Windows",
+            "command": null
+          },
+          "accnone": {
+            "note": null,
+            "command": "conda install pytorch torchvision torchaudio cpuonly -c pytorch"
+          }
+        },
+        "libtorch": {
+          "accnone": {
+            "note": null,
+            "versions": {
+              "Download here (Release version):": "https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-2.4.0%2Bcpu.zip",
+              "Download here (Debug version):": "https://download.pytorch.org/libtorch/cpu/libtorch-win-shared-with-deps-debug-2.4.0%2Bcpu.zip"
+            }
+          },
+          "cuda.x": {
+            "note": null,
+            "versions": {
+              "Download here (Release version):": "https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-2.4.0%2Bcu118.zip",
+              "Download here (Debug version):": "https://download.pytorch.org/libtorch/cu118/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu118.zip"
+            }
+          },
+          "cuda.y": {
+            "note": null,
+            "versions": {
+              "Download here (Release version):": "https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-2.4.0%2Bcu121.zip",
+              "Download here (Debug version):": "https://download.pytorch.org/libtorch/cu121/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu121.zip"
+            }
+          },
+          "cuda.z": {
+            "note": null,
+            "versions": {
+              "Download here (Release version):": "https://download.pytorch.org/libtorch/cu124/libtorch-win-shared-with-deps-2.4.0%2Bcu124.zip",
+              "Download here (Debug version):": "https://download.pytorch.org/libtorch/cu124/libtorch-win-shared-with-deps-debug-2.4.0%2Bcu124.zip"
+            }
+          },
+          "rocm5.x": {
+            "note": "<b>NOTE:</b> ROCm is not available on Windows",
+            "versions": null
+          }
+        }
+      }
     }
   }
 }
\ No newline at end of file
diff --git a/scripts/gen_quick_start_module.py b/scripts/gen_quick_start_module.py
index 1040e7ff7712..8c97ae608b89 100755
--- a/scripts/gen_quick_start_module.py
+++ b/scripts/gen_quick_start_module.py
@@ -44,6 +44,7 @@ class OperatingSystem(Enum):
         "accnone": ("cpu", ""),
         "cuda.x": ("cuda", "11.8"),
         "cuda.y": ("cuda", "12.1"),
+        "cuda.z": ("cuda", "12.4"),
         "rocm5.x": ("rocm", "6.0")
         }
     }
@@ -107,8 +108,6 @@ def update_versions(versions, release_matrix, release_version):
 
     if release_version != "nightly":
         version = release_matrix[OperatingSystem.LINUX.value][0]["stable_version"]
-        # temporary change until release 2.4.0 - to generate cuda.x, cuda.y, cuda.z
-        template = "2.3.0"
         if version not in versions["versions"]:
             versions["versions"][version] = copy.deepcopy(versions["versions"][template])
             versions["latest_stable"] = version