v0.12 released

Author: Oceania2018

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

src/TensorFlowNET.Core/Gradients/gradients_util.cs

@@ -362,16 +362,11 @@ private static void _SetGrad(Dictionary<string, List<List<Tensor>>> grads, Tenso
                 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)

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>