# Copyright (c) Facebook, Inc. and its affiliates. import os import tempfile import unittest import yaml from omegaconf import OmegaConf from omegaconf import __version__ as oc_version from dataclasses import dataclass from detectron2.config import LazyConfig, instantiate, LazyCall as L from detectron2.layers import ShapeSpec from detectron2.utils.testing import reload_lazy_config OC_VERSION = tuple(int(x) for x in oc_version.split(".")[:2]) class TestClass: def __init__(self, int_arg, list_arg=None, dict_arg=None, extra_arg=None): self.int_arg = int_arg self.list_arg = list_arg self.dict_arg = dict_arg self.extra_arg = extra_arg def __call__(self, call_arg): return call_arg + self.int_arg @unittest.skipIf(OC_VERSION < (2, 1), "omegaconf version too old") class TestConstruction(unittest.TestCase): def test_basic_construct(self): cfg = L(TestClass)( int_arg=3, list_arg=[10], dict_arg={}, extra_arg=L(TestClass)(int_arg=4, list_arg="${..list_arg}"), ) for x in [cfg, reload_lazy_config(cfg)]: obj = instantiate(x) self.assertIsInstance(obj, TestClass) self.assertEqual(obj.int_arg, 3) self.assertEqual(obj.extra_arg.int_arg, 4) self.assertEqual(obj.extra_arg.list_arg, obj.list_arg) # Test interpolation x.extra_arg.list_arg = [5] obj = instantiate(x) self.assertIsInstance(obj, TestClass) self.assertEqual(obj.extra_arg.list_arg, [5]) def test_instantiate_other_obj(self): # do nothing for other obj self.assertEqual(instantiate(5), 5) x = [3, 4, 5] self.assertEqual(instantiate(x), x) x = TestClass(1) self.assertIs(instantiate(x), x) x = {"xx": "yy"} self.assertIs(instantiate(x), x) def test_instantiate_lazy_target(self): # _target_ is result of instantiate objconf = L(L(len)(int_arg=3))(call_arg=4) objconf._target_._target_ = TestClass self.assertEqual(instantiate(objconf), 7) def test_instantiate_list(self): lst = [1, 2, L(TestClass)(int_arg=1)] x = L(TestClass)(int_arg=lst) # list as an argument should be recursively instantiated x = instantiate(x).int_arg self.assertEqual(x[:2], [1, 2]) self.assertIsInstance(x[2], TestClass) self.assertEqual(x[2].int_arg, 1) def test_instantiate_dataclass(self): cfg = L(ShapeSpec)(channels=1, width=3) # Test original cfg as well as serialization for x in [cfg, reload_lazy_config(cfg)]: obj = instantiate(x) self.assertIsInstance(obj, ShapeSpec) self.assertEqual(obj.channels, 1) self.assertEqual(obj.height, None) def test_instantiate_dataclass_as_subconfig(self): cfg = L(TestClass)(int_arg=1, extra_arg=ShapeSpec(channels=1, width=3)) # Test original cfg as well as serialization for x in [cfg, reload_lazy_config(cfg)]: obj = instantiate(x) self.assertIsInstance(obj.extra_arg, ShapeSpec) self.assertEqual(obj.extra_arg.channels, 1) self.assertEqual(obj.extra_arg.height, None) def test_bad_lazycall(self): with self.assertRaises(Exception): L(3) def test_interpolation(self): cfg = L(TestClass)(int_arg=3, extra_arg="${int_arg}") cfg.int_arg = 4 obj = instantiate(cfg) self.assertEqual(obj.extra_arg, 4) # Test that interpolation still works after serialization cfg = reload_lazy_config(cfg) cfg.int_arg = 5 obj = instantiate(cfg) self.assertEqual(obj.extra_arg, 5)