def test_empty_get_hidden_vector_summary(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
hidden_vector_summary = state_stack.get_hidden_vector_summary(stack)
with tf.Session() as sess:
self.assertEqual(sess.run(tf.shape(hidden_vector_summary)), 4)
self.assertListEqual(
sess.run(hidden_vector_summary).tolist(), [0, 0, 0, 0])
def test_push_pop(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
stack = state_stack.push(stack, test_utils.constant(1),
test_utils.constant([1, 1, 1, 1]))
state, hidden_vector, stack = state_stack.pop(stack)
with tf.Session() as sess:
self.assertEqual(sess.run(state), 1)
self.assertListEqual(
sess.run(hidden_vector).tolist(), [1, 1, 1, 1])
def test_peek(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
stack = state_stack.push(stack, test_utils.constant(1),
test_utils.constant([1, 1, 1, 1]))
state1, hidden_vector1, _ = state_stack.pop(stack)
state2, hidden_vector2, _ = state_stack.pop(stack)
with tf.Session() as sess:
self.assertEqual(sess.run(state1), sess.run(state2))
self.assertListEqual(
sess.run(hidden_vector1).tolist(),
sess.run(hidden_vector2).tolist())
def test_get_hidden_vector_summary(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
stack = state_stack.push(stack, test_utils.constant(1),
test_utils.constant([1, 1, 1, 1]))
stack = state_stack.push(stack, test_utils.constant(2),
test_utils.constant([2, 2, 2, 2]))
stack = state_stack.push(stack, test_utils.constant(3),
test_utils.constant([3, 3, 3, 3]))
hidden_vector_summary = state_stack.get_hidden_vector_summary(stack)
with tf.Session() as sess:
self.assertEqual(sess.run(tf.shape(hidden_vector_summary)), 4)
self.assertListEqual(
sess.run(hidden_vector_summary).tolist(), [2, 2, 2, 2])
def test_is_empty_after_pop(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
stack = state_stack.push(stack, test_utils.constant(1),
test_utils.constant([1, 1, 1, 1]))
stack = state_stack.push(stack, test_utils.constant(2),
test_utils.constant([2, 2, 2, 2]))
is_empty_false1 = state_stack.is_empty(stack)
_, _, stack = state_stack.pop(stack)
is_empty_false2 = state_stack.is_empty(stack)
_, _, stack = state_stack.pop(stack)
is_empty_true = state_stack.is_empty(stack)
with tf.Session() as sess:
self.assertTrue(sess.run(is_empty_true))
self.assertFalse(sess.run(is_empty_false1))
self.assertFalse(sess.run(is_empty_false2))
def test_multiple_push_pop(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
stack = state_stack.push(stack, test_utils.constant(1),
test_utils.constant([1, 1, 1, 1]))
stack = state_stack.push(stack, test_utils.constant(2),
test_utils.constant([2, 2, 2, 2]))
stack = state_stack.push(stack, test_utils.constant(3),
test_utils.constant([3, 3, 3, 3]))
state3, hidden_vector3, stack = state_stack.pop(stack)
state2, hidden_vector2, stack = state_stack.pop(stack)
state1, hidden_vector1, stack = state_stack.pop(stack)
with tf.Session() as sess:
self.assertEqual(sess.run(state1), 1)
self.assertListEqual(
sess.run(hidden_vector1).tolist(), [1, 1, 1, 1])
self.assertEqual(sess.run(state2), 2)
self.assertListEqual(
sess.run(hidden_vector2).tolist(), [2, 2, 2, 2])
self.assertEqual(sess.run(state3), 3)
self.assertListEqual(
sess.run(hidden_vector3).tolist(), [3, 3, 3, 3])
def test_is_empty(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
is_empty = state_stack.is_empty(stack)
with tf.Session() as sess:
self.assertTrue(sess.run(is_empty))
def test_pop_fail(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
state, _, _ = state_stack.pop(stack)
with tf.Session() as sess:
self.assertRaises(Exception, lambda: sess.run(state))
def test_get_hidden_vector_size(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
hidden_vector_size = state_stack.get_hidden_vector_size(stack)
self.assertEqual(hidden_vector_size, 4)
def test_get_max_size(self):
stack = state_stack.create(max_size=10, hidden_vector_size=4)
max_size = state_stack.get_max_size(stack)
with tf.Session() as sess:
self.assertEqual(sess.run(max_size), 10)