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CSession.cs 2.9 kB

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  1. using System;
  2. using System.Collections.Generic;
  3. using System.Linq;
  4. using Tensorflow;
  5. namespace TensorFlowNET.UnitTest
  6. {
  7. /// <summary>
  8. /// tensorflow\c\c_test_util.cc
  9. /// TEST(CAPI, Session)
  10. /// </summary>
  11. public class CSession
  12. {
  13. private IntPtr session_;
  14. private List<TF_Output> inputs_ = new List<TF_Output>();
  15. private List<Tensor> input_values_ = new List<Tensor>();
  16. private List<TF_Output> outputs_ = new List<TF_Output>();
  17. private List<Tensor> output_values_ = new List<Tensor>();
  18. private List<IntPtr> targets_ = new List<IntPtr>();
  19. public CSession(Graph graph, Status s, bool user_XLA = false)
  20. {
  21. var opts = new SessionOptions();
  22. opts.SetConfig(new ConfigProto { InterOpParallelismThreads = 4 });
  23. session_ = new Session(graph, opts, s);
  24. }
  25. public void SetInputs(Dictionary<Operation, Tensor> inputs)
  26. {
  27. DeleteInputValues();
  28. inputs_.Clear();
  29. foreach (var input in inputs)
  30. {
  31. inputs_.Add(new TF_Output(input.Key, 0));
  32. input_values_.Add(input.Value);
  33. }
  34. }
  35. private void DeleteInputValues()
  36. {
  37. //clearing is enough as they will be disposed by the GC unless they are referenced else-where.
  38. input_values_.Clear();
  39. }
  40. public void SetOutputs(TF_Output[] outputs)
  41. {
  42. ResetOutputValues();
  43. outputs_.Clear();
  44. foreach (var output in outputs)
  45. {
  46. outputs_.Add(output);
  47. output_values_.Add(IntPtr.Zero);
  48. }
  49. }
  50. private void ResetOutputValues()
  51. {
  52. //clearing is enough as they will be disposed by the GC unless they are referenced else-where.
  53. output_values_.Clear();
  54. }
  55. public unsafe void Run(Status s)
  56. {
  57. var inputs_ptr = inputs_.ToArray();
  58. var input_values_ptr = input_values_.Select(x => (IntPtr)x).ToArray();
  59. var outputs_ptr = outputs_.ToArray();
  60. var output_values_ptr = output_values_.Select(x => IntPtr.Zero).ToArray();
  61. IntPtr[] targets_ptr = new IntPtr[0];
  62. c_api.TF_SessionRun(session_, null, inputs_ptr, input_values_ptr, inputs_ptr.Length,
  63. outputs_ptr, output_values_ptr, outputs_.Count,
  64. targets_ptr, targets_.Count,
  65. IntPtr.Zero, s);
  66. s.Check();
  67. output_values_[0] = output_values_ptr[0];
  68. }
  69. public IntPtr output_tensor(int i)
  70. {
  71. return output_values_[i];
  72. }
  73. public void CloseAndDelete(Status s)
  74. {
  75. DeleteInputValues();
  76. ResetOutputValues();
  77. }
  78. }
  79. }