def test_2_inputs(self):
nodes = {
**regular_op_with_shaped_data('placeholder', [1, 3, 20, 20], {
'type': 'Parameter'
}),
**regular_op_with_shaped_data('a_clamp', [1, 3, 20, 20], {
'type': None,
'op': 'Clamp'
}),
**regular_op_with_shaped_data('clamp', [1, 3, 20, 20], {
'type': 'Clamp',
'op': 'AttributedClamp',
'min': -3.5,
'max': 3.5
}),
**valued_const_with_data('min', np.array(-3.5)),
**valued_const_with_data('max', np.array(3.5)),
**result('result'),
}
edges = [
*connect('placeholder', '0:a_clamp'),
*connect('min', '1:a_clamp'),
*connect('max', '2:a_clamp'),
*connect('a_clamp', 'result'),
]
graph = build_graph(nodes, edges)
ClampNormalizer().find_and_replace_pattern(graph)
ref_graph = build_graph(
nodes,
[*connect('placeholder', '0:clamp'), *connect('clamp', 'result')])
(flag, resp) = compare_graphs(graph, ref_graph, 'result')
self.assertTrue(flag, resp)
def test_all_dynamic_inputs(self):
nodes = {
**regular_op_with_shaped_data('placeholder', [1, 3, 20, 20], {'type': 'Parameter'}),
**regular_op_with_shaped_data('min', [1, 3, 20, 20], {'type': 'Parameter'}),
**regular_op_with_shaped_data('max', [1, 3, 20, 20], {'type': 'Parameter'}),
**regular_op_with_shaped_data('a_clamp', [1, 3, 20, 20], {'type': None, 'op': 'Clamp'}),
**regular_op_with_shaped_data('maximum', [1, 3, 20, 20], {'type': 'Maximum', 'op': 'Maximum'}),
**regular_op_with_shaped_data('minimum', [1, 3, 20, 20], {'type': 'Minimum', 'op': 'Minimum'}),
**result('result'),
}
edges = [*connect('placeholder', '0:a_clamp'),
*connect('min', '1:a_clamp'),
*connect('max', '2:a_clamp'),
*connect('a_clamp', 'result'),
]
graph = build_graph(nodes, edges)
ClampNormalizer().find_and_replace_pattern(graph)
ref_graph = build_graph(nodes, [*connect('placeholder', '0:maximum'),
*connect('min', '1:maximum'),
*connect('maximum', '0:minimum'),
*connect('max', '1:minimum'),
*connect('minimum', 'result')
])
(flag, resp) = compare_graphs(graph, ref_graph, 'result')
self.assertTrue(flag, resp)