From 29fd0f4fe59582b65ec33102385189ea3a9ba9c5 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 12 Apr 2024 08:08:23 -0700
Subject: [PATCH] TF 2.16: Update documentation for wheel locations and
 toolchain changes

PiperOrigin-RevId: 624182071
---
 site/en/install/lang_c.ipynb | 13 ++++--
 site/en/install/pip.md       | 88 ++++++++++++++++++++++++++++--------
 2 files changed, 78 insertions(+), 23 deletions(-)

diff --git a/site/en/install/lang_c.ipynb b/site/en/install/lang_c.ipynb
index cfff20db10b..6d8d716fe92 100644
--- a/site/en/install/lang_c.ipynb
+++ b/site/en/install/lang_c.ipynb
@@ -130,16 +130,19 @@
         "  <tr class=\"alt\"><td colspan=\"2\">Linux</td></tr>\n",
         "  <tr>\n",
         "    <td>Linux CPU only</td>\n",
-        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.15.0.tar.gz\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.15.0.tar.gz</a></td>\n",
+        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-cpu-linux-x86_64.tar.gz\">https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-cpu-linux-x86_64.tar.gz</a></td>\n",
         "  </tr>\n",
         "  <tr>\n",
         "    <td>Linux GPU support</td>\n",
-        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-2.15.0.tar.gz\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-2.15.0.tar.gz</a></td>\n",
+        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-gpu-linux-x86_64.tar.gz\">https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-gpu-linux-x86_64.tar.gz</a></td>\n",
         "  </tr>\n",
         "  <tr class=\"alt\"><td colspan=\"2\">macOS</td></tr>\n",
         "  <tr>\n",
         "    <td>macOS CPU only</td>\n",
-        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-darwin-x86_64-2.15.0.tar.gz\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-darwin-x86_64-2.15.0.tar.gz</a></td>\n",
+        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-cpu-darwin-x86_64.tar.gz\">https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-cpu-darwin-x86_64.tar.gz</a></td>\n",
+        "  </tr>\n",
+        "    <td>macOS ARM64 CPU only</td>\n",
+        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-cpu-darwin-arm64.tar.gz\">https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-cpu-darwin-arm64.tar.gz</a></td>\n",
         "  </tr>\n",
         "  <tr class=\"alt\"><td colspan=\"2\">Windows\n",
         "    <aside class=\"caution\">\n",
@@ -148,7 +151,7 @@
         "  </td></tr>\n",
         "  <tr>\n",
         "    <td>Windows CPU only</td>\n",
-        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-windows-x86_64-2.15.0.zip\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-windows-x86_64-2.15.0.zip</a></td>\n",
+        "    <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-cpu-windows-x86_64.zip\">https://storage.googleapis.com/tensorflow/versions/2.16.1/libtensorflow-cpu-windows-x86_64.zip</a></td>\n",
         "  </tr>\n",
         "  <tr>\n",
         "    <td>Windows GPU only</td>\n",
@@ -178,7 +181,7 @@
       "outputs": [],
       "source": [
         "%%bash\n",
-        "FILENAME=libtensorflow-cpu-linux-x86_64-2.15.0.tar.gz\n",
+        "FILENAME=libtensorflow-cpu-linux-x86_64-2.16.1.tar.gz\n",
         "wget -q --no-check-certificate https://storage.googleapis.com/tensorflow/libtensorflow/${FILENAME}\n",
         "sudo tar -C /usr/local -xzf ${FILENAME}"
       ]
diff --git a/site/en/install/pip.md b/site/en/install/pip.md
index 4add60b11d7..ed434bb9cdd 100644
--- a/site/en/install/pip.md
+++ b/site/en/install/pip.md
@@ -478,58 +478,110 @@ The value you specify depends on your Python version.
 
 <table>
   <tr><th>Version</th><th>URL</th></tr>
-  <tr class="alt"><td colspan="2">Linux</td></tr>
+  <tr class="alt"><td colspan="2">Linux x86</td></tr>
   <tr>
     <td>Python 3.9 GPU&nbsp;support</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow-2.15.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
   </tr>
   <tr>
     <td>Python 3.9 CPU-only</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow_cpu-2.15.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow_cpu-2.16.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
   </tr>
   <tr>
     <td>Python 3.10 GPU&nbsp;support</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow-2.15.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
   </tr>
   <tr>
     <td>Python 3.10 CPU-only</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow_cpu-2.15.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow_cpu-2.16.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
   </tr>
   <tr>
     <td>Python 3.11 GPU&nbsp;support</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow-2.15.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
   </tr>
   <tr>
     <td>Python 3.11 CPU-only</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow_cpu-2.15.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow_cpu-2.16.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.12 GPU&nbsp;support</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.12 CPU-only</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow_cpu-2.16.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</td>
   </tr>
 
-  <tr class="alt"><td colspan="2">macOS (CPU-only)</td></tr>
+  <tr class="alt"><td colspan="2">Linux Arm64 (CPU-only)</td></tr>
   <tr>
     <td>Python 3.9</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-2.15.0-cp39-cp39-macosx_10_15_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.10</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.11</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.12</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl</td>
+  </tr>
+  <tr class="alt"><td colspan="2">macOS x86 (CPU-only)</td></tr>
+  <tr>
+    <td>Python 3.9</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp39-cp39-macosx_10_15_x86_64.whl</td>
   </tr>
    <tr>
     <td>Python 3.10</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-2.15.0-cp310-cp310-macosx_10_15_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp310-cp310-macosx_10_15_x86_64.whl</td>
   </tr>
   <tr>
     <td>Python 3.11</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-2.15.0-cp311-cp311-macosx_10_15_x86_64.whl</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp311-cp311-macosx_10_15_x86_64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.12</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp312-cp312-macosx_10_15_x86_64.whl</td>
   </tr>
 
-  <tr class="alt"><td colspan="2">Windows</td></tr>
+  <tr class="alt"><td colspan="2">macOS Arm64 (CPU-only)</td></tr>
+
   <tr>
-    <td>Python 3.9 CPU-only</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow_cpu-2.15.0-cp39-cp39-win_amd64.whl</td>
+    <td>Python 3.9</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp39-cp39-macosx_12_0_arm64.whl</td>
   </tr>
   <tr>
-    <td>Python 3.10 CPU-only</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow_cpu-2.15.0-cp310-cp310-win_amd64.whl</td>
+    <td>Python 3.10</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp310-cp310-macosx_12_0_arm64.whl</td>
   </tr>
   <tr>
-    <td>Python 3.11 CPU-only</td>
-    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow_cpu-2.15.0-cp311-cp311-win_amd64.whl</td>
+    <td>Python 3.11</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp311-cp311-macosx_12_0_arm64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.12</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp312-cp312-macosx_12_0_arm64.whl</td>
+  </tr>
+
+  <tr class="alt"><td colspan="2">Windows (CPU-only)</td></tr>
+  <tr>
+    <td>Python 3.9</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp39-cp39-win_amd64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.10</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp310-cp310-win_amd64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.11</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp311-cp311-win_amd64.whl</td>
+  </tr>
+  <tr>
+    <td>Python 3.12</td>
+    <td class="devsite-click-to-copy">https://storage.googleapis.com/tensorflow/versions/2.16.1/tensorflow-2.16.1-cp312-cp312-win_amd64.whl</td>
   </tr>
 
 </table>