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Method test_train_and_evaluate

orbit/controller_test.py:395–433  ·  view source on GitHub ↗
(
      self, return_numpy, enable_async_checkpoint_saving
  )

Source from the content-addressed store, hash-verified

393 ("return_tensor_async_checkpoint_saving", False, True),
394 )
395 def test_train_and_evaluate(
396 self, return_numpy, enable_async_checkpoint_saving
397 ):
398 test_runner = TestRunner(return_numpy=return_numpy)
399
400 checkpoint = tf.train.Checkpoint(
401 model=test_runner.model, optimizer=test_runner.optimizer)
402 checkpoint_manager = tf.train.CheckpointManager(
403 checkpoint,
404 self.model_dir,
405 max_to_keep=None,
406 step_counter=test_runner.global_step,
407 checkpoint_interval=10)
408 test_controller = controller.Controller(
409 trainer=test_runner,
410 evaluator=test_runner,
411 global_step=test_runner.global_step,
412 steps_per_loop=2,
413 summary_dir=os.path.join(self.model_dir, "summaries/train"),
414 checkpoint_manager=checkpoint_manager,
415 enable_async_checkpointing=enable_async_checkpoint_saving,
416 eval_summary_dir=os.path.join(self.model_dir, "summaries/eval"))
417 test_controller.train_and_evaluate(
418 train_steps=10, eval_steps=2, eval_interval=6)
419
420 # Checkpoints are saved.
421 self.assertNotEmpty(tf.io.gfile.glob(os.path.join(self.model_dir, "ckpt*")))
422
423 # Loss and accuracy values should be written into summaries.
424 self.assertNotEmpty(
425 tf.io.gfile.listdir(os.path.join(self.model_dir, "summaries/train")))
426 self.assertNotEmpty(
427 summaries_with_matching_keyword(
428 "loss", os.path.join(self.model_dir, "summaries/train")))
429 self.assertNotEmpty(
430 tf.io.gfile.listdir(os.path.join(self.model_dir, "summaries/eval")))
431 self.assertNotEmpty(
432 summaries_with_matching_keyword(
433 "eval_loss", os.path.join(self.model_dir, "summaries/eval")))
434
435 @parameterized.named_parameters(
436 ("_sync_checkpoint_saving", False),

Callers

nothing calls this directly

Calls 4

train_and_evaluateMethod · 0.95
TestRunnerClass · 0.85
joinMethod · 0.45

Tested by

no test coverage detected