model-optimizer/extensions/front/tf/mvn_unrolled_test.py

   1 """
   2  Copyright (c) 2018-2019 Intel Corporation
   3
   4  Licensed under the Apache License, Version 2.0 (the "License");
   5  you may not use this file except in compliance with the License.
   6  You may obtain a copy of the License at
   7
   8       http://www.apache.org/licenses/LICENSE-2.0
   9
  10  Unless required by applicable law or agreed to in writing, software
  11  distributed under the License is distributed on an "AS IS" BASIS,
  12  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13  See the License for the specific language governing permissions and
  14  limitations under the License.
  15 """
  16 import unittest
  17
  18 from extensions.front.tf.mvn_unrolled import MVNUnrolled
  19 from mo.ops.op import Op
  20 from mo.utils.unittest.graph import compare_graphs, build_graph_with_attrs
  21 from extensions.ops.mvn import MVN
  22
  23
  24 class MVNUnrolledMatchingTests(unittest.TestCase):
  25     @classmethod
  26     def setUpClass(cls):
  27         Op.registered_ops['MVN'] = MVN
  28
  29     def test(self):
  30         pattern_matcher = MVNUnrolled()
  31         pattern = pattern_matcher.pattern()
  32         graph = build_graph_with_attrs(nodes_with_attrs=pattern['nodes'], edges_with_attrs=pattern['edges'], update_edge_attrs=None,
  33                                        new_nodes_with_attrs=[('reduction_indicies', {'kind': 'data'}),
  34                                                              ('conv2d', {'kind': 'op'}),
  35                                                              ('variance_reduction', {'kind': 'data'}),
  36                                                              ('pow2', {'kind': 'data'}),
  37                                                              ('eps', {'kind': 'data'}),
  38                                                              ('next_op', {'kind': 'op'})],
  39                                        new_edges_with_attrs=[('reduction_indicies', 'mean', {'in': 1}),
  40                                                              ('conv2d', 'mean',{'in': 0, 'out': 1}),
  41                                                              ('variance_reduction', 'variance', {'in': 1}),
  42                                                              ('pow2', 'pow', {'in': 1}),
  43                                                              ('eps', 'add'), ('truediv', 'next_op')])
  44         graph.graph['layout'] = 'NHWC'
  45         pattern_matcher.find_and_replace_pattern(graph)
  46
  47         graph_ref = build_graph_with_attrs(nodes_with_attrs=pattern['nodes'][:-1],
  48                                            edges_with_attrs=pattern['edges'][:-2], update_edge_attrs=None,
  49                                            new_nodes_with_attrs=[('reduction_indicies', {'kind':'data'}),
  50                                                                  ('conv2d', {'kind':'op'}),
  51                                                                  ('variance_reduction', {'kind':'data'}),
  52                                                                  ('pow2', {'kind': 'data'}),
  53                                                                  ('eps', {'kind': 'data'}),
  54                                                                  ('mvn', {'kind': 'op', 'op': 'MVN'}),
  55                                                                  ('next_op', {'kind': 'op'})],
  56                                            new_edges_with_attrs=[('reduction_indicies', 'mean', {'in':1}),
  57                                                                  ('conv2d', 'mean', {'in': 0}),
  58                                                                  ('variance_reduction', 'variance',{'in': 1}),
  59                                                                  ('pow2', 'pow', {'in': 1}),
  60                                                                  ('eps', 'add'),
  61                                                                  ('conv2d', 'mvn',{'in': 0}),
  62                                                                  ('reduction_indicies', 'mvn', {'in': 1}),
  63                                                                  ('variance_reduction', 'mvn',{'in': 2}),
  64                                                                  ('pow2', 'mvn', {'in': 3}),
  65                                                                  ('eps', 'mvn',{'in': 4}),
  66                                                                  ('mvn', 'next_op')])
  67
  68         (flag, resp) = compare_graphs(graph, graph_ref, 'next_op', check_op_attrs=True)
  69         self.assertTrue(flag, resp)