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tflite native api. · feelsyt/TensorFlow.NET@66bb81b · GitHub

/ TensorFlow.NET Public
forked from SciSharp/TensorFlow.NET

Commit 66bb81b

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Oceania2018
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tflite native api.
1 parent 1fa2f1d commit 66bb81b

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‎src/TensorFlowNET.Core/APIs/c_api_lite.cs‎

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using System;
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using System.Collections.Generic;
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using System.Runtime.InteropServices;
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using System.Text;
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using Tensorflow.Lite;
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namespace Tensorflow
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{
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public class c_api_lite
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{
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public const string TensorFlowLibName = "tensorflowlite_c";
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public static string StringPiece(IntPtr handle)
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{
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return handle == IntPtr.Zero ? String.Empty : Marshal.PtrToStringAnsi(handle);
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}
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[DllImport(TensorFlowLibName)]
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public static extern IntPtr TfLiteVersion();
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[DllImport(TensorFlowLibName)]
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public static extern SafeTfLiteModelHandle TfLiteModelCreateFromFile(string model_path);
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[DllImport(TensorFlowLibName)]
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public static extern void TfLiteModelDelete(IntPtr model);
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[DllImport(TensorFlowLibName)]
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public static extern SafeTfLiteInterpreterOptionsHandle TfLiteInterpreterOptionsCreate();
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[DllImport(TensorFlowLibName)]
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public static extern void TfLiteInterpreterOptionsDelete(IntPtr options);
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[DllImport(TensorFlowLibName)]
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public static extern void TfLiteInterpreterOptionsSetNumThreads(SafeTfLiteInterpreterOptionsHandle options, int num_threads);
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[DllImport(TensorFlowLibName)]
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public static extern SafeTfLiteInterpreterHandle TfLiteInterpreterCreate(SafeTfLiteModelHandle model, SafeTfLiteInterpreterOptionsHandle optional_options);
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[DllImport(TensorFlowLibName)]
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public static extern void TfLiteInterpreterDelete(IntPtr interpreter);
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[DllImport(TensorFlowLibName)]
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public static extern TfLiteStatus TfLiteInterpreterAllocateTensors(SafeTfLiteInterpreterHandle interpreter);
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[DllImport(TensorFlowLibName)]
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public static extern int TfLiteInterpreterGetInputTensorCount(SafeTfLiteInterpreterHandle interpreter);
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[DllImport(TensorFlowLibName)]
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public static extern int TfLiteInterpreterGetOutputTensorCount(SafeTfLiteInterpreterHandle interpreter);
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[DllImport(TensorFlowLibName)]
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public static extern TfLiteStatus TfLiteInterpreterResizeInputTensor(SafeTfLiteInterpreterHandle interpreter,
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int input_index, int[] input_dims, int input_dims_size);
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[DllImport(TensorFlowLibName)]
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public static extern TfLiteTensor TfLiteInterpreterGetInputTensor(SafeTfLiteInterpreterHandle interpreter, int input_index);
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[DllImport(TensorFlowLibName)]
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public static extern TF_DataType TfLiteTensorType(TfLiteTensor tensor);
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[DllImport(TensorFlowLibName)]
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public static extern int TfLiteTensorNumDims(TfLiteTensor tensor);
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[DllImport(TensorFlowLibName)]
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public static extern int TfLiteTensorDim(TfLiteTensor tensor, int dim_index);
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[DllImport(TensorFlowLibName)]
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public static extern int TfLiteTensorByteSize(TfLiteTensor tensor);
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[DllImport(TensorFlowLibName)]
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public static extern IntPtr TfLiteTensorData(TfLiteTensor tensor);
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[DllImport(TensorFlowLibName)]
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public static extern IntPtr TfLiteTensorName(TfLiteTensor tensor);
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[DllImport(TensorFlowLibName)]
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public static extern TfLiteQuantizationParams TfLiteTensorQuantizationParams(TfLiteTensor tensor);
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[DllImport(TensorFlowLibName)]
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public static extern TfLiteStatus TfLiteTensorCopyFromBuffer(TfLiteTensor tensor, IntPtr input_data, int input_data_size);
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}
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}

‎src/TensorFlowNET.Core/Lite/SafeTfLiteInterpreterHandle.cs‎

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using System;
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using System.Collections.Generic;
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using System.Text;
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using Tensorflow.Util;
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namespace Tensorflow.Lite
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{
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public class SafeTfLiteInterpreterHandle : SafeTensorflowHandle
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{
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protected SafeTfLiteInterpreterHandle()
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{
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}
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public SafeTfLiteInterpreterHandle(IntPtr handle)
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: base(handle)
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{
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}
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protected override bool ReleaseHandle()
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{
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c_api_lite.TfLiteInterpreterDelete(handle);
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SetHandle(IntPtr.Zero);
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return true;
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}
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}
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}

‎src/TensorFlowNET.Core/Lite/SafeTfLiteInterpreterOptionsHandle.cs‎

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using System;
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using System.Collections.Generic;
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using System.Text;
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using Tensorflow.Util;
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namespace Tensorflow.Lite
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{
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public class SafeTfLiteInterpreterOptionsHandle : SafeTensorflowHandle
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{
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protected SafeTfLiteInterpreterOptionsHandle()
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{
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}
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public SafeTfLiteInterpreterOptionsHandle(IntPtr handle)
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: base(handle)
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{
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}
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protected override bool ReleaseHandle()
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{
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c_api_lite.TfLiteInterpreterOptionsDelete(handle);
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SetHandle(IntPtr.Zero);
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return true;
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}
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}
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}

‎src/TensorFlowNET.Core/Lite/SafeTfLiteModelHandle.cs‎

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using System;
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using System.Collections.Generic;
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using System.Text;
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using Tensorflow.Util;
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namespace Tensorflow.Lite
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{
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public class SafeTfLiteModelHandle : SafeTensorflowHandle
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{
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protected SafeTfLiteModelHandle()
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{
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}
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public SafeTfLiteModelHandle(IntPtr handle)
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: base(handle)
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{
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}
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protected override bool ReleaseHandle()
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{
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c_api_lite.TfLiteModelDelete(handle);
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SetHandle(IntPtr.Zero);
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return true;
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}
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}
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}

‎src/TensorFlowNET.Core/Lite/TfLiteQuantizationParams.cs‎

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using System;
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using System.Collections.Generic;
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using System.Text;
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namespace Tensorflow.Lite
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{
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public struct TfLiteQuantizationParams
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{
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public float scale;
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public int zero_point;
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}
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}

‎src/TensorFlowNET.Core/Lite/TfLiteStatus.cs‎

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using System;
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using System.Collections.Generic;
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using System.Text;
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namespace Tensorflow.Lite
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{
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public enum TfLiteStatus
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{
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kTfLiteOk = 0,
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// Generally referring to an error in the runtime (i.e. interpreter)
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kTfLiteError = 1,
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// Generally referring to an error from a TfLiteDelegate itself.
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kTfLiteDelegateError = 2,
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// Generally referring to an error in applying a delegate due to
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// incompatibility between runtime and delegate, e.g., this error is returned
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// when trying to apply a TfLite delegate onto a model graph that's already
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// immutable.
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kTfLiteApplicationError = 3,
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// Generally referring to serialized delegate data not being found.
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// See tflite::delegates::Serialization.
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kTfLiteDelegateDataNotFound = 4,
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// Generally referring to data-writing issues in delegate serialization.
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// See tflite::delegates::Serialization.
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kTfLiteDelegateDataWriteError = 5,
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}
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}

‎src/TensorFlowNET.Core/Lite/TfLiteTensor.cs‎

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using System;
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namespace Tensorflow.Lite
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{
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public struct TfLiteTensor
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{
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IntPtr _handle;
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public TfLiteTensor(IntPtr handle)
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=> _handle = handle;
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public static implicit operator TfLiteTensor(IntPtr handle)
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=> new TfLiteTensor(handle);
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public static implicit operator IntPtr(TfLiteTensor tensor)
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=> tensor._handle;
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public override string ToString()
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=> $"TfLiteTensor 0x{_handle.ToString("x16")}";
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}
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}

‎test/TensorFlowNET.Native.UnitTest/Lite/TfLiteTest.cs‎

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using Microsoft.VisualStudio.TestTools.UnitTesting;
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using System;
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using System.Collections.Generic;
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using System.Linq;
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using System.Runtime.InteropServices;
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using System.Text;
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using System.Threading.Tasks;
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using Tensorflow.Lite;
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namespace Tensorflow.Native.UnitTest
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{
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[TestClass]
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public class TfLiteTest
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{
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[TestMethod]
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public void TfLiteVersion()
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{
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var ver = c_api_lite.StringPiece(c_api_lite.TfLiteVersion());
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Assert.IsNotNull(ver);
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}
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[TestMethod]
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public void SmokeTest()
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{
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var model = c_api_lite.TfLiteModelCreateFromFile("Lite/testdata/add.bin");
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var options = c_api_lite.TfLiteInterpreterOptionsCreate();
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c_api_lite.TfLiteInterpreterOptionsSetNumThreads(options, 2);
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var interpreter = c_api_lite.TfLiteInterpreterCreate(model, options);
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c_api_lite.TfLiteInterpreterOptionsDelete(options.DangerousGetHandle());
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c_api_lite.TfLiteModelDelete(model.DangerousGetHandle());
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Assert.AreEqual(TfLiteStatus.kTfLiteOk, c_api_lite.TfLiteInterpreterAllocateTensors(interpreter));
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Assert.AreEqual(1, c_api_lite.TfLiteInterpreterGetInputTensorCount(interpreter));
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Assert.AreEqual(1, c_api_lite.TfLiteInterpreterGetOutputTensorCount(interpreter));
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var input_dims = new int[] { 2 };
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Assert.AreEqual(TfLiteStatus.kTfLiteOk, c_api_lite.TfLiteInterpreterResizeInputTensor(interpreter, 0, input_dims, input_dims.Length));
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Assert.AreEqual(TfLiteStatus.kTfLiteOk, c_api_lite.TfLiteInterpreterAllocateTensors(interpreter));
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var input_tensor = c_api_lite.TfLiteInterpreterGetInputTensor(interpreter, 0);
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Assert.AreEqual(TF_DataType.TF_FLOAT, c_api_lite.TfLiteTensorType(input_tensor));
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Assert.AreEqual(1, c_api_lite.TfLiteTensorNumDims(input_tensor));
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Assert.AreEqual(2, c_api_lite.TfLiteTensorDim(input_tensor, 0));
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Assert.AreEqual(sizeof(float) * 2, c_api_lite.TfLiteTensorByteSize(input_tensor));
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Assert.IsNotNull(c_api_lite.TfLiteTensorData(input_tensor));
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Assert.AreEqual("input", c_api_lite.StringPiece(c_api_lite.TfLiteTensorName(input_tensor)));
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var input_params = c_api_lite.TfLiteTensorQuantizationParams(input_tensor);
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Assert.AreEqual(0f, input_params.scale);
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Assert.AreEqual(0, input_params.zero_point);
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var input = new[] { 1f, 3f };
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// c_api_lite.TfLiteTensorCopyFromBuffer(input_tensor, input, 2 * sizeof(float));
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}
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}
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}

‎test/TensorFlowNET.Native.UnitTest/Lite/testdata/add.bin‎

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‎test/TensorFlowNET.Native.UnitTest/Tensorflow.Native.UnitTest.csproj‎

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<AllowUnsafeBlocks>true</AllowUnsafeBlocks>
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</PropertyGroup>
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<ItemGroup>
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<None Remove="Lite\testdata\add.bin" />
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</ItemGroup>
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<ItemGroup>
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<Content Include="Lite\testdata\add.bin">
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
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</Content>
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</ItemGroup>
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<ItemGroup>
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<PackageReference Include="FluentAssertions" Version="5.10.3" />
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<PackageReference Include="Microsoft.NET.Test.Sdk" Version="16.11.0-release-20210626-04" />

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