# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. # # 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 from paddle.distributed.auto_parallel.tuner import tunable_space as ts class TestTunableSpace(unittest.TestCase): def test_fixed(self): space = ts.TunableSpace() fixed = space.fixed("fixed", default=4) self.assertEqual(space.values["fixed"], 4) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["fixed"].name, "fixed") space.values["fixed"] = 2 self.assertEqual(space.get_value("fixed"), 2) self.assertEqual(space.values, {"fixed": 2}) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["fixed"].name, "fixed") def test_boolean(self): space = ts.TunableSpace() boolean = space.boolean("boolean") self.assertEqual(space.values["boolean"], False) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["boolean"].name, "boolean") space.values["boolean"] = True self.assertEqual(space.get_value("boolean"), True) self.assertEqual(space.values, {"boolean": True}) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["boolean"].name, "boolean") def test_choice(self): space = ts.TunableSpace() choice = space.choice("choice", [1, 2, 3, 4], default=4) self.assertEqual(space.values["choice"], 4) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["choice"].name, "choice") space.values["choice"] = 2 self.assertEqual(space.get_value("choice"), 2) self.assertEqual(space.values, {"choice": 2}) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["choice"].name, "choice") def test_int_range(self): space = ts.TunableSpace() int_range = space.int_range("int_range", start=1, stop=4, default=2) self.assertEqual(space.values["int_range"], 2) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["int_range"].name, "int_range") space.values["int_range"] = 3 self.assertEqual(space.get_value("int_range"), 3) self.assertEqual(space.values, {"int_range": 3}) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["int_range"].name, "int_range") def test_float_range(self): space = ts.TunableSpace() float_range = space.float_range( "float_range", start=0.4, stop=4.4, default=2.0 ) self.assertEqual(space.values["float_range"], 2.0) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["float_range"].name, "float_range") space.values["float_range"] = 3.0 self.assertEqual(space.get_value("float_range"), 3.0) self.assertEqual(space.values, {"float_range": 3.0}) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["float_range"].name, "float_range") def test_varibles(self): space = ts.TunableSpace() choice = space.choice("choice", [1, 2, 3, 4], default=4) self.assertEqual(space.values["choice"], 4) self.assertEqual(len(space.variables), 1) self.assertEqual(space.variables["choice"].name, "choice") int_range = space.int_range("int_range", start=1, stop=4, default=2) self.assertEqual(space.values["int_range"], 2) self.assertEqual(len(space.variables), 2) self.assertEqual(space.variables["int_range"].name, "int_range") def test_not_populated_variable(self): space = ts.TunableSpace() choice = space.choice("choice", [1, 2, 3, 4], default=2) self.assertEqual(choice, 2) def test_populated_variable(self): space = ts.TunableSpace() space.values["choice"] = 2 choice = space.choice("choice", [1, 2, 3, 4], default=4) self.assertEqual(choice, 2) space["choice"] = 3 self.assertNotEqual(space.values["choice"], 2) self.assertEqual(space.values["choice"], 3) def test_state(self): space = ts.TunableSpace() choice = space.choice("choice", [1, 2, 3, 4], default=4) int_range = space.int_range("int_range", start=1, stop=4, default=2) new_space = space.from_state(space.get_state()) self.assertEqual(new_space.get_value("choice"), 4) self.assertEqual(new_space.get_value("int_range"), 2) self.assertEqual(len(new_space.variables), 2) self.assertEqual(len(new_space.values), 2) self.assertEqual(new_space.variables["choice"].name, "choice") self.assertEqual(new_space.variables["choice"].default, 4) self.assertEqual(new_space.variables["choice"].values, [1, 2, 3, 4]) self.assertEqual(new_space.variables["int_range"].name, "int_range") self.assertEqual(new_space.variables["int_range"].default, 2) self.assertEqual(new_space.variables["int_range"].start, 1) self.assertEqual(new_space.variables["int_range"].stop, 4) self.assertEqual(new_space.variables["int_range"].step, 1) self.assertEqual(new_space.variables["int_range"].endpoint, False) def test_expection(self): space = ts.TunableSpace() flag = True try: val = space.get_value("test") flag = False except: pass self.assertTrue(flag) if __name__ == "__main__": unittest.main()