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Haiping
@Oceania2018
@Laur-Ivan Check out this commit https://github.com/SciSharp/TensorFlow.NET/blob/f32314e85b9be648936ce5ed00c62881ecf69ab7/test/TensorFlowNET.UnitTest/ManagedAPI/LinalgTest.cs#L25
Estellise Yukihime
@estellise-yukihime

Is "TensorFlow.NET" updated and with very few issues?

I'm thinking of using C# for Google App Engine which is the language I'm very accustomed to.

Estellise Yukihime
@estellise-yukihime

Hi SciSharp/Community,

Kindly help me on what language should I continue to choose on Google App Engine.

I will be using GAE mostly on Tensorflow and Datastore, should I continue with C# using TensorFlow.Net or stick to python?

Haiping
@Oceania2018
@estellise-yukihime I recommend take a look at https://github.com/SciSharp/SciSharp-Stack-Examples, then make your own decision.
1 reply
Estellise Yukihime
@estellise-yukihime
image.png
Hello, can I ask how to use how to use predict?
CodeRabbit957
@CodeRabbit957
Hi. My code is giving a NotImplementedException on this line:
NDArray X_train = np.array(xTrain); // xTrain = int[][]
Haiping
@Oceania2018
@CodeRabbit957 Please use mutli dims array int[,]
CodeRabbit957
@CodeRabbit957
The lack of useful error messages is making it hard to work out what's going wrong.
CodeRabbit957
@CodeRabbit957
image.png
Can someone please tell me what I doing wrong?
CodeRabbit957
@CodeRabbit957
Message=Value cannot be null. (Parameter 'source')
Source=System.Linq
StackTrace:
at System.Linq.ThrowHelper.ThrowArgumentNullException(ExceptionArgument argument)
at System.Linq.Enumerable.TryGetLastTSource
at System.Linq.Enumerable.LastTSource
at Tensorflow.Keras.Layers.Dense.build(Tensors inputs)
CodeRabbit957
@CodeRabbit957
Do I need to define an input shape? If so, how? (i.e. what does input 'shape' mean?)
Haiping
@Oceania2018
@CodeRabbit957 Please follow the example syntax: https://github.com/SciSharp/SciSharp-Stack-Examples/blob/master/src/TensorFlowNET.Examples/ImageProcessing/ImageClassificationKeras.cs
CodeRabbit957
@CodeRabbit957
@Oceania2018
System.ArgumentNullException
HResult=0x80004003
Message=Value cannot be null. (Parameter 'first')
Source=System.Linq
StackTrace:
at System.Linq.ThrowHelper.ThrowArgumentNullException(ExceptionArgument argument) in //src/libraries/System.Linq/src/System/Linq/ThrowHelper.cs:line 12
at System.Linq.Enumerable.ZipTFirst,TSecond,TResult in //src/libraries/System.Linq/src/System/Linq/Zip.cs:line 14
at Tensorflow.Keras.Engine.Functional.run_internal_graph(Tensors inputs, Boolean training, Tensors mask)
at Tensorflow.Keras.Engine.Functional.Call(Tensors inputs, Tensor state, Nullable1 training) at Tensorflow.Keras.Engine.Layer.<>c__DisplayClass1_0.<Apply>b__0(NameScope scope) at Tensorflow.Binding.tf_with[T](T py, Action1 action)
at Tensorflow.Keras.Engine.Layer.Apply(Tensors inputs, Tensor state, Boolean training)
at Tensorflow.Keras.Engine.Model.train_step(Tensor x, Tensor y)
at Tensorflow.Keras.Engine.Model.train_step_function(OwnedIterator iterator)
at Tensorflow.Keras.Engine.Model.FitInternal(Int32 epochs, Int32 verbose)
at Tensorflow.Keras.Engine.Model.fit(NDArray x, NDArray y, Int32 batch_size, Int32 epochs, Int32 verbose, Single validation_split, Boolean shuffle, Int32 initial_epoch, Int32 max_queue_size, Int32 workers, Boolean use_multiprocessing)
at MyraTest3.Chatbot.Model.TrainModel(Int32[,] xTrain, Int32[] yTrain)
Haiping
@Oceania2018
@CodeRabbit957 Can you provide UnitTest to reproduce the issue?
CodeRabbit957
@CodeRabbit957

@Oceania2018 I'm new to neural networks and tensorflow. I'm not sure what I would unit test.
Would this help?:

https://1drv.ms/f/s!AHAJVZtIv3lxfg

Stephan Vedder
@feliwir
Hey, i'm currently stuck with this: SciSharp/TensorFlow.NET#848
Is there any way i can create a Graph from a GraphDef instance?
The Import functions only work on "real" files
Stephan Vedder
@feliwir
And how can i fetch metadata like this in TensorFlow.NET: https://github.com/mozilla/DeepSpeech/blob/master/native_client/tfmodelstate.cc#L101
hjh1649
@hjh1649
Can TensorFlow.NET be used in Unity3D and MobileDevices(android & iOS)'s environment?
Ghost
@ghost~6144c3e26da037398485ee7b
@BrendanMulcahy I saw your conversation from 2019 while I was searching for ML-Agents example usages outside Unity (I'm trying to make it work with MG). I was wondering what you were able to do up until now. (also any recommendations/advice would be nice :))
stwolos
@stwolos
Hi Mike @mikesneider , have you managed to resolve your problem with HDF5CSharp FileLoadError? I'm facing same problem right now
Did anybody had problem with saving model? When Im saving through model.save(path) there is no new files even though I have no exceptions.
lubenjie
@lubenjie
调用tf.nn.moments的时候出异常：Attempting to capture an EagerTensor without building a function. 请问如何处理呢？
tcwicks
@tcwicks
does anyone have even a basic example of tensorflow.net (v 2) without keras ?
The unit tests are way too basic they just test individual functions. I'm trying to convert a lot of code I had done ages ago that uses Placeholders etc...
p.s. without Keras. I mean tensorflow native.
tcwicks
@tcwicks
Sorry just discovered the answer to my question: https://github.com/SciSharp/SciSharp-Stack-Examples
tcwicks
@tcwicks
Hoping someone can help me with this.
System.Reflection.TargetInvocationException: Exception has been thrown by the target of an invocation. ---> System.NotImplementedException
at Tensorflow.Gradients.math_grad._SumGrad(Operation op, Tensor[] grads)
at Tensorflow.Gradients.math_grad._MeanGrad(Operation op, Tensor[] grads)
--- End of inner exception stack trace ---
at System.RuntimeMethodHandle.InvokeMethod(Object target, Object[] arguments, Signature sig, Boolean constructor)
at System.Reflection.RuntimeMethodInfo.UnsafeInvokeInternal(Object obj, Object[] parameters, Object[] arguments)
at System.Reflection.RuntimeMethodInfo.Invoke(Object obj, BindingFlags invokeAttr, Binder binder, Object[] parameters, CultureInfo culture)
at System.RuntimeType.InvokeMember(String name, BindingFlags bindingFlags, Binder binder, Object target, Object[] providedArgs, ParameterModifier[] modifiers, CultureInfo culture, String[] namedParams)
at Tensorflow.ops.<>c_DisplayClass1_1.<RegisterFromAssembly>b_3(Operation oper, Tensor[] out_grads)
at Tensorflow.gradients_util.<>c_DisplayClass0_2.<_GradientsHelper>b_6(NameScope scope1)
at Tensorflow.Binding.tf_withT
at Tensorflow.gradients_util.<>c_DisplayClass0_0.<_GradientsHelper>b_0(NameScope scope)
at Tensorflow.Binding.tf_withT
at Tensorflow.gradients_util._GradientsHelper(Tensor[] ys, Tensor[] xs, Tensor[] grad_ys, String name, Boolean colocate_gradients_with_ops, Boolean gate_gradients, Int32 aggregation_method, Tensor[] stop_gradients, Graph src_graph)
at Tensorflow.Optimizer.compute_gradients(Tensor loss, List1 var_list, Nullable1 aggregation_method, GateGradientType gate_gradients, Boolean colocate_gradients_with_ops, Tensor grad_loss)
at Tensorflow.Optimizer.minimize(Tensor loss, IVariableV1 global_step, List1 var_list, GateGradientType gate_gradients, Nullable1 aggregation_method, Boolean colocate_gradients_with_ops, String name, Tensor grad_loss)
I get this when running in graph mode and creating a minimize operation for AdamOptimizer
The code itself is:
Tensorflow.Train.AdamOptimizer(Config.LearningRate, beta1: Config.Beta1, beta2: Config.Beta2, epsilon: 1e-08f).minimize(CortexInstance.ValueHead_Generator_Loss, var_list: GenVars)
The cost function is:
CortexInstance.ValueHead_Generator_Loss = tf.reduce_mean(tf.pow(tf.exp(tf.abs(LabelsOne - CortexInstance.FCNN_Output_Fake)),tf.constant(2f, TF_DataType.TF_FLOAT, 1)));
tcwicks
@tcwicks
Is it because I'm still using variable scope ?
tf_with(tf.variable_scope("GAN/Generator", reuse: false), delegate
{
tcwicks
@tcwicks
p.s. Note: in https://github.com/SciSharp/SciSharp-Stack-Examples there isn't even a single example of saving a custom model in eager mode.
tcwicks
@tcwicks
gradients for rsqrt are missing. sqrt throws a not implemented exception. Is there any way to implement batch normalization with this at all ?
tcwicks
@tcwicks

Here's a fun one. Conv2DTranspose has default value for
bool use_bias = true,

https://github.com/SciSharp/TensorFlow.NET/blob/f566505c0999f23722d0a00cd1972679fca3bab6/src/TensorFlowNET.Keras/Layers/LayersApi.cs

However in the actual concrete class:
if (use_bias)
throw new NotImplementedException("");

https://github.com/SciSharp/TensorFlow.NET/blob/22effd6553732142143ed95a16337be038954e7a/src/TensorFlowNET.Keras/Layers/Convolution/Conv2DTranspose.cs

tcwicks
@tcwicks
Tensorflow.NumPy.ShapeHelper: Line 103 is missing a case statement for Dims of type int. something like the following needs to be added. 
            case int[] shape2:
                if (shape.ndim != shape2.Length)
                    return false;
                int[] newDims;
                newDims = new int[shape.dims.Length];
                for (int i = 0; i < shape.dims.Length; i++)
                {
                    newDims[i] = (int)shape.dims[i];
                }
                return Enumerable.SequenceEqual(newDims, shape2);
tcwicks
@tcwicks
Tensorflow.Eager.EagerRunner: Line 81 has a bug if (ops.gradientFunctions[op_name] == null) will always throw an exception if the gradient function is not there Conv2dTranspose is an example cuplir its backprop gradient is not in the list.
Instead perhaps if it was if ((!ops.gradientFunctions.ContainsKey(op_name)) || (ops.gradientFunctions[op_name] == null))
?
Andreas Hogstrand
@AndreasHogstrandUltromics_gitlab
Hi, is there a way of using Tensorflow Serving protobufs with TF.NET?
Craig
@Craigjw
I installed TF.NET in VS 2019 and it seems to work fine. However I can't seem to get it working at all in the interactive C# window, is it possible to get it working at all?