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TrainSaverTest.cs 1.5 kB

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  1. using Microsoft.VisualStudio.TestTools.UnitTesting;
  2. using System;
  3. using System.Collections.Generic;
  4. using System.Text;
  5. using Tensorflow;
  6. namespace TensorFlowNET.UnitTest
  7. {
  8. [TestClass]
  9. public class TrainSaverTest : Python
  10. {
  11. [TestMethod]
  12. public void WriteGraph()
  13. {
  14. var v = tf.Variable(0, name: "my_variable");
  15. var sess = tf.Session();
  16. tf.train.write_graph(sess.graph, "/tmp/my-model", "train.pbtxt");
  17. }
  18. [TestMethod]
  19. public void Save()
  20. {
  21. var v1 = tf.get_variable("v1", shape: new TensorShape(3), initializer: tf.zeros_initializer);
  22. var v2 = tf.get_variable("v2", shape: new TensorShape(5), initializer: tf.zeros_initializer);
  23. var inc_v1 = v1.assign(v1 + 1.0f);
  24. var dec_v2 = v2.assign(v2 - 1.0f);
  25. // Add an op to initialize the variables.
  26. var init_op = tf.global_variables_initializer();
  27. // Add ops to save and restore all the variables.
  28. var saver = tf.train.Saver();
  29. with<Session>(tf.Session(), sess =>
  30. {
  31. sess.run(init_op);
  32. // o some work with the model.
  33. inc_v1.op.run();
  34. dec_v2.op.run();
  35. // Save the variables to disk.
  36. var save_path = saver.save(sess, "/tmp/model.ckpt");
  37. Console.WriteLine($"Model saved in path: {save_path}");
  38. });
  39. }
  40. }
  41. }

tensorflow框架的.NET版本,提供了丰富的特性和API,可以借此很方便地在.NET平台下搭建深度学习训练与推理流程。