Files
openvino/model-optimizer/extensions/front/tf/fifo_replacer_test.py
2019-10-28 21:25:18 +03:00

80 lines
3.8 KiB
Python

"""
Copyright (c) 2018-2019 Intel Corporation
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
"""
import unittest
import numpy as np
from extensions.front.tf.fifo_replacer import FIFOQueue
from mo.utils.unittest.graph import build_graph_with_edge_attrs
class TestFIFOQueueReplacement(unittest.TestCase):
def test_fifo_with_label_batch(self):
nodes = {
'placeholder': {'op': 'Parameter', 'data_type': np.int32, 'kind': 'op', 'shape': np.array(1)},
'batch_join/fifo_queue': {'op': 'FIFOQueueV2', 'name': 'batch_join/fifo_queue',
'shapes': np.array([[1, 2, 3]]), 'types': np.array([np.float32]), 'kind': 'op'},
'batch_join': {'op': 'QueueDequeueUpToV2', 'kind': 'op'},
'image_batch': {'op': 'Identity', 'data_type': np.float32, 'kind': 'op'},
'label_batch': {'op': 'Identity', 'kind': 'op'},
'label_batch_op_output': {'op': 'Result', 'kind': 'op'},
}
edges = [
('placeholder', 'batch_join', {'out': 0, 'in': 0}),
('batch_join/fifo_queue', 'batch_join', {'out': 0, 'in': 1}),
('batch_join', 'image_batch', {'out': 0, 'in': 0}),
('batch_join', 'label_batch', {'out': 1, 'in': 0}),
('label_batch', 'label_batch_op_output', {'out': 0, 'in': 0})
]
graph = build_graph_with_edge_attrs(nodes, edges)
tested_class = FIFOQueue()
tested_class.find_and_replace_pattern(graph=graph)
after_pattern = graph.nodes()
self.assertEqual(2, len(after_pattern))
try:
new_ph_dict = graph.node[[u for u, v in graph.in_edges('image_batch')][0]]
except Exception as e:
self.fail("Can't get new placeholder. Broken edge. Additional information: {}".format(e))
self.assertEqual(new_ph_dict['name'], 'batch_join/fifo_queue')
self.assertTrue(np.array_equal(new_ph_dict['shape'], [1, 2, 3]))
def test_fifo_with_out_label_batch(self):
nodes_no_label = {
'placeholder': {'op': 'Parameter', 'data_type': np.int32, 'kind': 'op', 'shape': np.array(0)},
'batch_join/fifo_queue': {'op': 'FIFOQueueV2', 'name': 'batch_join/fifo_queue',
'shapes': np.array([[1, 2, 3]]), 'types': np.array([np.float32]), 'kind': 'op'},
'batch_join': {'op': 'QueueDequeueUpToV2', 'kind': 'op'},
'image_batch': {'op': 'Identity', 'data_type': np.float32, 'kind': 'op'},
}
edges_no_label = [
('placeholder', 'batch_join', {'out': 0}),
('batch_join/fifo_queue', 'batch_join', {'out': 0}),
('batch_join', 'image_batch', {'out': 0})
]
graph = build_graph_with_edge_attrs(nodes_no_label, edges_no_label)
tested_class = FIFOQueue()
tested_class.find_and_replace_pattern(graph=graph)
after_pattern = graph.nodes()
self.assertEqual(2, len(after_pattern))
try:
new_ph_dict = graph.node[[u for u, v in graph.in_edges('image_batch')][0]]
except Exception as e:
self.fail("Can't get new placeholder. Broken edge. Additional information: {}".format(e))
self.assertEqual(new_ph_dict['name'], 'batch_join/fifo_queue')
self.assertTrue(np.array_equal(new_ph_dict['shape'], np.array([1, 2, 3])))