def create_default_memory(self):
     return prioritized_replay_buffer.PrioritizedReplayBuffer(
         SCREEN_SIZE,
         STACK_SIZE,
         REPLAY_CAPACITY,
         BATCH_SIZE,
         max_sample_attempts=10)  # For faster tests.
 def testSampleIndexBatch(self):
     memory = prioritized_replay_buffer.PrioritizedReplayBuffer(
         STACK_SIZE, REPLAY_CAPACITY, BATCH_SIZE, max_sample_attempts=10)
     # This will ensure we end up with cursor == 1.
     for _ in range(REPLAY_CAPACITY - STACK_SIZE + 2):
         self.add_blank(memory)
     self.assertEqual(memory.cursor(), 1)
     samples = memory.sample_index_batch(REPLAY_CAPACITY)
     # Because cursor == 1, the invalid range as set by circular_replay_buffer.py
     # will be # [0, 1, 2, 3], resulting in all samples being in
     # [STACK_SIZE, REPLAY_CAPACITY - 1].
     for sample in samples:
         self.assertGreaterEqual(sample, STACK_SIZE)
         self.assertLessEqual(sample, REPLAY_CAPACITY - 1)