def test_hsigmoid_with_clamp_different_tensors(self):
graph = build_graph_with_edge_attrs({
**regular_op('input', {'type': 'Parameter'}),
**regular_op('input_2', {'type': 'Parameter'}),
**regular_op('add', {'op': 'Add'}),
**regular_op('relu6', {'op': 'Clamp'}),
**regular_op('mul', {'op': 'Mul'}),
**regular_op('mul_2', {'op': 'Mul', 'name': 'final_mul'}),
**const('const_0', float_array([0.0])),
**const('const_3', float_array([3.0])),
**const('const_6', float_array([6.0])),
**const('const_1_6', float_array([1.0 / 6.0])),
**result('result'),
}, [('input', 'mul', {'in': 0, 'out': 0}),
('input_2', 'add', {'in': 0, 'out': 0}),
('const_3', 'add', {'in': 1, 'out': 0}),
('add', 'relu6', {'in': 0, 'out': 0}),
('const_0', 'relu6', {'in': 1, 'out': 0}),
('const_6', 'relu6', {'in': 2, 'out': 0}),
('relu6', 'mul', {'in': 1, 'out': 0}),
('mul', 'mul_2', {'in': 0, 'out': 0}),
('const_1_6', 'mul_2', {'in': 1, 'out': 0}),
('mul_2', 'result', {'in': 0, 'out': 0})])
graph_ref = graph.copy()
graph.stage = 'front'
HSigmoidWithClamp().find_and_replace_pattern(graph)
(flag, resp) = compare_graphs(graph, graph_ref, 'result')
self.assertTrue(flag, resp)
def test_hsigmoid_with_clamp_wrong_constant(self):
graph = build_graph_with_edge_attrs(self.nodes, self.edges, {'const_0': {'value': float_array([0.00001])}})
graph_ref = graph.copy()
graph.stage = 'front'
HSigmoidWithClamp().find_and_replace_pattern(graph)
(flag, resp) = compare_graphs(graph, graph_ref, 'result')
self.assertTrue(flag, resp)
def test_hsigmoid_with_clamp(self):
graph = build_graph_with_edge_attrs(self.nodes, self.edges, {})
graph_ref = build_graph(ref_nodes, ref_edges)
graph.stage = 'front'
HSigmoidWithClamp().find_and_replace_pattern(graph)
(flag, resp) = compare_graphs(graph, graph_ref, 'result')
self.assertTrue(flag, resp)
self.assertTrue(len(graph.get_op_nodes(name='final_mul')) == 1 and
graph.get_op_nodes(name='final_mul')[0].op == 'HSigmoid')