From 3090e45837da6a72baacd0859e0b369889bdc6ed Mon Sep 17 00:00:00 2001
From: Oceania2018 <haiping008@gmail.com>
Date: Sun, 3 Nov 2019 20:52:59 -0600
Subject: [PATCH] v0.12 released

---
 README.md                                          |  7 +++++++
 src/TensorFlowNET.Core/Gradients/gradients_util.cs | 11 +++--------
 src/TensorFlowNET.Core/TensorFlowNET.Core.csproj   |  3 ++-
 3 files changed, 12 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index 8744ba72..87e8042d 100644
--- a/README.md
+++ b/README.md
@@ -26,6 +26,13 @@ In comparison to other projects, like for instance TensorFlowSharp which only pr
 
 ### How to use
 
+| TensorFlow  | tf 1.13 | tf 1.14 | tf 1.15 | tf 2.0 |
+| ----------- | ------- | ------- | ------- | ------ |
+| tf.net 0.12 |         | x       |         |        |
+| tf.net 0.11 | x       | x       |         |        |
+| tf.net 0.10 | x       | x       |         |        |
+| tf.net 0.9  | x       |         |         |        |
+
 Install TF.NET and TensorFlow binary through NuGet.
 ```sh
 ### install tensorflow C# binding
diff --git a/src/TensorFlowNET.Core/Gradients/gradients_util.cs b/src/TensorFlowNET.Core/Gradients/gradients_util.cs
index 55b771ed..c9322105 100644
--- a/src/TensorFlowNET.Core/Gradients/gradients_util.cs
+++ b/src/TensorFlowNET.Core/Gradients/gradients_util.cs
@@ -362,16 +362,11 @@ namespace Tensorflow
                 grads[op.name] = op_grads;
             }
             var t_grads = op_grads[t.value_index];
-            if (t_grads.Count == 0)
-                t_grads.Add(grad);
-            else
+            if (t_grads.Count > 0 &&
+                control_flow_util.IsLoopSwitch(op))
                 op_grads[t.value_index][0] = grad;
-
-            /*if (control_flow_util.IsLoopSwitch(op) &&
-                t_grads[0] == null)
-                op_grads[t.value_index] = new List<Tensor> { grad };
             else
-                t_grads.Add(grad);*/
+                t_grads.Add(grad);
         }
 
         private static IEnumerable<Tensor> _NonEagerInputs(Operation op, Tensor[] xs)
diff --git a/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj b/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj
index fbad178e..de6e92cf 100644
--- a/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj
+++ b/src/TensorFlowNET.Core/TensorFlowNET.Core.csproj
@@ -21,7 +21,8 @@ https://tensorflownet.readthedocs.io</Description>
     <AssemblyVersion>0.12.0.0</AssemblyVersion>
     <PackageReleaseNotes>Changes since v0.11.0:
 1: Add ICanBeFlattened for nest.flatten2.
-2:</PackageReleaseNotes>
+2: Complete the WhileContext.
+3: Add tf.nn.rnn_cell.BasicRNNCell and tf.nn.dynamic_rnn.</PackageReleaseNotes>
     <LangVersion>7.3</LangVersion>
     <FileVersion>0.12.0.0</FileVersion>
     <PackageLicenseFile>LICENSE</PackageLicenseFile>