omegaconf / tests /test_base_config.py
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import copy
from enum import Enum
from typing import Any, Dict, List, Union
import pytest
from pytest import raises
from omegaconf import (
Container,
DictConfig,
IntegerNode,
ListConfig,
OmegaConf,
ReadonlyConfigError,
StringNode,
ValidationError,
flag_override,
open_dict,
read_write,
)
from omegaconf.errors import ConfigKeyError
from . import Color, StructuredWithMissing, does_not_raise
@pytest.mark.parametrize( # type: ignore
"input_, key, value, expected",
[
# dict
(dict(), "foo", 10, dict(foo=10)),
(dict(), "foo", IntegerNode(10), dict(foo=10)),
(dict(foo=5), "foo", IntegerNode(10), dict(foo=10)),
# changing type of a node
(dict(foo=StringNode("str")), "foo", IntegerNode(10), dict(foo=10)),
# list
([0], 0, 10, [10]),
(["a", "b", "c"], 1, 10, ["a", 10, "c"]),
([1, 2], 1, IntegerNode(10), [1, 10]),
([1, IntegerNode(2)], 1, IntegerNode(10), [1, 10]),
# changing type of a node
([1, StringNode("str")], 1, IntegerNode(10), [1, 10]),
],
)
def test_set_value(
input_: Any, key: Union[str, int], value: Any, expected: Any
) -> None:
c = OmegaConf.create(input_)
c[key] = value
assert c == expected
@pytest.mark.parametrize( # type: ignore
"input_, key, value",
[
# dict
({"foo": IntegerNode(10)}, "foo", "str"),
# list
([1, IntegerNode(10)], 1, "str"),
],
)
def test_set_value_validation_fail(input_: Any, key: Any, value: Any) -> None:
c = OmegaConf.create(input_)
with raises(ValidationError):
c[key] = value
@pytest.mark.parametrize( # type: ignore
"input_, key, value",
[
# dict
(dict(foo=IntegerNode(10)), "foo", StringNode("str")),
# list
([1, IntegerNode(10)], 1, StringNode("str")),
],
)
def test_replace_value_node_type_with_another(
input_: Any, key: Any, value: Any
) -> None:
c = OmegaConf.create(input_)
c[key] = value
assert c[key] == value
assert c[key] == value._value()
@pytest.mark.parametrize( # type: ignore
"input_",
[
pytest.param([1, 2, 3], id="list"),
pytest.param([1, 2, {"a": 3}], id="dict_in_list"),
pytest.param([1, 2, [10, 20]], id="list_in_list"),
pytest.param({"b": {"b": 10}}, id="dict_in_dict"),
pytest.param({"b": [False, 1, "2", 3.0, Color.RED]}, id="list_in_dict"),
pytest.param({"b": DictConfig(content=None)}, id="none_dictconfig"),
pytest.param({"b": ListConfig(content=None)}, id="none_listconfig"),
pytest.param({"b": DictConfig(content="???")}, id="missing_dictconfig"),
pytest.param({"b": ListConfig(content="???")}, id="missing_listconfig"),
],
)
def test_to_container_returns_primitives(input_: Any) -> None:
def assert_container_with_primitives(item: Any) -> None:
if isinstance(item, list):
for v in item:
assert_container_with_primitives(v)
elif isinstance(item, dict):
for _k, v in item.items():
assert_container_with_primitives(v)
else:
assert isinstance(item, (int, float, str, bool, type(None), Enum))
c = OmegaConf.create(input_)
res = OmegaConf.to_container(c, resolve=True)
assert_container_with_primitives(res)
@pytest.mark.parametrize( # type: ignore
"src, expected, expected_with_resolve",
[
pytest.param([], None, None, id="empty_list"),
pytest.param([1, 2, 3], None, None, id="list"),
pytest.param([None], None, None, id="list_with_none"),
pytest.param([1, "${0}", 3], None, [1, 1, 3], id="list_with_inter"),
pytest.param({}, None, None, id="empty_dict"),
pytest.param({"foo": "bar"}, None, None, id="dict"),
pytest.param(
{"foo": "${bar}", "bar": "zonk"},
None,
{"foo": "zonk", "bar": "zonk"},
id="dict_with_inter",
),
pytest.param({"foo": None}, None, None, id="dict_with_none"),
pytest.param({"foo": "???"}, None, None, id="dict_missing_value"),
pytest.param({"foo": None}, None, None, id="dict_none_value"),
# containers
pytest.param(
{"foo": DictConfig(is_optional=True, content=None)},
{"foo": None},
None,
id="dict_none_dictconfig",
),
pytest.param(
{"foo": DictConfig(content="???")},
{"foo": "???"},
None,
id="dict_missing_dictconfig",
),
pytest.param(
{"foo": DictConfig(content="${bar}"), "bar": 10},
{"foo": "${bar}", "bar": 10},
{"foo": 10, "bar": 10},
id="dict_inter_dictconfig",
),
pytest.param(
{"foo": ListConfig(content="???")},
{"foo": "???"},
None,
id="dict_missing_listconfig",
),
pytest.param(
{"foo": ListConfig(is_optional=True, content=None)},
{"foo": None},
None,
id="dict_none_listconfig",
),
pytest.param(
{"foo": ListConfig(content="${bar}"), "bar": 10},
{"foo": "${bar}", "bar": 10},
{"foo": 10, "bar": 10},
id="dict_inter_listconfig",
),
],
)
def test_to_container(src: Any, expected: Any, expected_with_resolve: Any) -> None:
if expected is None:
expected = src
if expected_with_resolve is None:
expected_with_resolve = expected
cfg = OmegaConf.create(src)
container = OmegaConf.to_container(cfg)
assert container == expected
container = OmegaConf.to_container(cfg, resolve=True)
assert container == expected_with_resolve
def test_string_interpolation_with_readonly_parent() -> None:
cfg = OmegaConf.create({"a": 10, "b": {"c": "hello_${a}"}})
OmegaConf.set_readonly(cfg, True)
assert OmegaConf.to_container(cfg, resolve=True) == {
"a": 10,
"b": {"c": "hello_10"},
}
@pytest.mark.parametrize( # type: ignore
"src,expected",
[
pytest.param(DictConfig(content="${bar}"), "${bar}", id="DictConfig"),
pytest.param(
OmegaConf.create({"foo": DictConfig(content="${bar}")}),
{"foo": "${bar}"},
id="nested_DictConfig",
),
],
)
def test_to_container_missing_inter_no_resolve(src: Any, expected: Any) -> None:
res = OmegaConf.to_container(src, resolve=False)
assert res == expected
@pytest.mark.parametrize( # type: ignore
"input_, is_empty", [([], True), ({}, True), ([1, 2], False), (dict(a=10), False)]
)
def test_empty(input_: Any, is_empty: bool) -> None:
c = OmegaConf.create(input_)
assert c.is_empty() == is_empty
@pytest.mark.parametrize("func", [str, repr]) # type: ignore
@pytest.mark.parametrize( # type: ignore
"input_, expected",
[
pytest.param([], "[]", id="list"),
pytest.param({}, "{}", id="dict"),
pytest.param([1, 2, 3], "[1, 2, 3]", id="list"),
pytest.param([1, 2, {"a": 3}], "[1, 2, {'a': 3}]", id="dict_in_list"),
pytest.param([1, 2, [10, 20]], "[1, 2, [10, 20]]", id="list_in_list"),
pytest.param({"b": {"b": 10}}, "{'b': {'b': 10}}", id="dict"),
pytest.param({"b": [1, 2, 3]}, "{'b': [1, 2, 3]}", id="list_in_dict"),
pytest.param(
StructuredWithMissing,
(
"{'num': '???', 'opt_num': '???', 'dict': '???', 'opt_dict': '???', 'list': "
"'???', 'opt_list': '???', 'user': '???', 'opt_user': '???', 'inter_num': "
"'${num}', 'inter_user': '${user}', 'inter_opt_user': '${opt_user}'}"
),
id="structured_with_missing",
),
],
)
def test_str(func: Any, input_: Any, expected: str) -> None:
c = OmegaConf.create(input_)
string = func(c)
assert string == expected
@pytest.mark.parametrize("flag", ["readonly", "struct"]) # type: ignore
def test_flag_dict(flag: str) -> None:
c = OmegaConf.create()
assert c._get_flag(flag) is None
c._set_flag(flag, True)
assert c._get_flag(flag) is True
c._set_flag(flag, False)
assert not c._get_flag(flag) is True
c._set_flag(flag, None)
assert c._get_flag(flag) is None
@pytest.mark.parametrize("flag", ["readonly", "struct"]) # type: ignore
def test_freeze_nested_dict(flag: str) -> None:
c = OmegaConf.create(dict(a=dict(b=2)))
assert not c._get_flag(flag)
assert not c.a._get_flag(flag)
c._set_flag(flag, True)
assert c._get_flag(flag)
assert c.a._get_flag(flag)
c._set_flag(flag, False)
assert not c._get_flag(flag)
assert not c.a._get_flag(flag)
c._set_flag(flag, None)
assert not c._get_flag(flag)
assert not c.a._get_flag(flag)
c.a._set_flag(flag, True)
assert not c._get_flag(flag)
assert c.a._get_flag(flag)
@pytest.mark.parametrize(
"src", [[], [1, 2, 3], dict(), dict(a=10), StructuredWithMissing]
)
class TestDeepCopy:
def test_deepcopy(self, src: Any) -> None:
c1 = OmegaConf.create(src)
c2 = copy.deepcopy(c1)
assert c1 == c2
assert c1.__dict__.keys() == c2.__dict__.keys()
for k in c1.__dict__.keys():
assert c1.__dict__[k] == c2.__dict__[k]
assert id(c1) != id(c2)
if isinstance(c2, ListConfig):
c2.append(1000)
elif isinstance(c2, DictConfig):
c2.num = 42
assert c1 != c2
def test_deepcopy_readonly(self, src: Any) -> None:
c1 = OmegaConf.create(src)
OmegaConf.set_readonly(c1, True)
c2 = copy.deepcopy(c1)
assert c1 == c2
if isinstance(c2, ListConfig):
with raises(ReadonlyConfigError):
c2.append(1000)
elif isinstance(c2, DictConfig):
with raises(ReadonlyConfigError):
c2.num = 42
assert c1 == c2
def test_deepcopy_struct(self, src: Any) -> None:
c1 = OmegaConf.create(src)
OmegaConf.set_struct(c1, True)
c2 = copy.deepcopy(c1)
assert c1 == c2
if isinstance(c2, ListConfig):
c2.append(1000)
elif isinstance(c2, DictConfig):
with raises(AttributeError):
c2.foo = 42
def test_deepcopy_after_del() -> None:
# make sure that deepcopy does not resurrect deleted fields (as it once did, believe it or not).
c1 = OmegaConf.create(dict(foo=[1, 2, 3], bar=10))
c2 = copy.deepcopy(c1)
assert c1 == c2
del c1["foo"]
c3 = copy.deepcopy(c1)
assert c1 == c3
def test_deepcopy_after_pop() -> None:
c1 = OmegaConf.create(dict(foo=[1, 2, 3], bar=10))
c2 = copy.deepcopy(c1)
assert c1 == c2
c2.pop("foo")
assert "foo" not in c2
assert "foo" in c1
c3 = copy.deepcopy(c1)
assert "foo" in c3
def test_deepcopy_with_interpolation() -> None:
c1 = OmegaConf.create(dict(a=dict(b="${c}"), c=10))
assert c1.a.b == 10
c2 = copy.deepcopy(c1)
assert c2.a.b == 10
# Yes, there was a bug that was a combination of an interaction between the three
def test_deepcopy_and_merge_and_flags() -> None:
c1 = OmegaConf.create(
{"dataset": {"name": "imagenet", "path": "/datasets/imagenet"}, "defaults": []}
)
OmegaConf.set_struct(c1, True)
c2 = copy.deepcopy(c1)
with raises(ConfigKeyError):
OmegaConf.merge(c2, OmegaConf.from_dotlist(["dataset.bad_key=yes"]))
@pytest.mark.parametrize( # type: ignore
"cfg", [ListConfig(element_type=int, content=[]), DictConfig(content={})]
)
def test_deepcopy_preserves_container_type(cfg: Container) -> None:
cp: Container = copy.deepcopy(cfg)
assert cp._metadata.element_type == cfg._metadata.element_type
@pytest.mark.parametrize( # type: ignore
"src, flag_name, func, expectation",
[
pytest.param(
{},
"struct",
lambda c: c.__setitem__("foo", 1),
raises(KeyError),
id="struct_setiitem",
),
pytest.param(
{},
"struct",
lambda c: c.__setattr__("foo", 1),
raises(AttributeError),
id="struct_setattr",
),
pytest.param(
{},
"readonly",
lambda c: c.__setitem__("foo", 1),
raises(ReadonlyConfigError),
id="readonly",
),
],
)
def test_flag_override(
src: Dict[str, Any], flag_name: str, func: Any, expectation: Any
) -> None:
c = OmegaConf.create(src)
c._set_flag(flag_name, True)
with expectation:
func(c)
with does_not_raise():
with flag_override(c, flag_name, False):
func(c)
@pytest.mark.parametrize( # type: ignore
"src, func, expectation",
[
({}, lambda c: c.__setitem__("foo", 1), raises(ReadonlyConfigError)),
([], lambda c: c.append(1), raises(ReadonlyConfigError)),
],
)
def test_read_write_override(src: Any, func: Any, expectation: Any) -> None:
c = OmegaConf.create(src)
OmegaConf.set_readonly(c, True)
with expectation:
func(c)
with does_not_raise():
with read_write(c):
func(c)
@pytest.mark.parametrize( # type: ignore
"string, tokenized",
[
("dog,cat", ["dog", "cat"]),
("dog\\,cat\\ ", ["dog,cat "]),
("dog,\\ cat", ["dog", " cat"]),
("\\ ,cat", [" ", "cat"]),
("dog, cat", ["dog", "cat"]),
("dog, ca t", ["dog", "ca t"]),
("dog, cat", ["dog", "cat"]),
("whitespace\\ , before comma", ["whitespace ", "before comma"]),
(None, []),
("", []),
("no , escape", ["no", "escape"]),
],
)
def test_tokenize_with_escapes(string: str, tokenized: List[str]) -> None:
assert OmegaConf._tokenize_args(string) == tokenized
@pytest.mark.parametrize( # type: ignore
"src, func, expectation",
[({}, lambda c: c.__setattr__("foo", 1), raises(AttributeError))],
)
def test_struct_override(src: Any, func: Any, expectation: Any) -> None:
c = OmegaConf.create(src)
OmegaConf.set_struct(c, True)
with expectation:
func(c)
with does_not_raise():
with open_dict(c):
func(c)
@pytest.mark.parametrize( # type: ignore
"flag_name,ctx", [("struct", open_dict), ("readonly", read_write)]
)
def test_open_dict_restore(flag_name: str, ctx: Any) -> None:
"""
Tests that internal flags are restored properly when applying context on a child node
"""
cfg = OmegaConf.create({"foo": {"bar": 10}})
cfg._set_flag(flag_name, True)
assert cfg._get_node_flag(flag_name)
assert not cfg.foo._get_node_flag(flag_name)
with ctx(cfg.foo):
cfg.foo.bar = 20
assert cfg._get_node_flag(flag_name)
assert not cfg.foo._get_node_flag(flag_name)
@pytest.mark.parametrize("copy_method", [lambda x: copy.copy(x), lambda x: x.copy()])
class TestCopy:
@pytest.mark.parametrize( # type: ignore
"src", [[], [1, 2], ["a", "b", "c"], {}, {"a": "b"}, {"a": {"b": []}}]
)
def test_copy(self, copy_method: Any, src: Any) -> None:
src = OmegaConf.create(src)
cp = copy_method(src)
assert id(src) != id(cp)
assert src == cp
@pytest.mark.parametrize( # type: ignore
"src,interpolating_key,interpolated_key",
[([1, 2, "${0}"], 2, 0), ({"a": 10, "b": "${a}"}, "b", "a")],
)
def test_copy_with_interpolation(
self, copy_method: Any, src: Any, interpolating_key: str, interpolated_key: str
) -> None:
cfg = OmegaConf.create(src)
assert cfg[interpolated_key] == cfg[interpolating_key]
cp = copy_method(cfg)
assert id(cfg) != id(cp)
assert cp[interpolated_key] == cp[interpolating_key]
assert cfg[interpolated_key] == cp[interpolating_key]
# Interpolation is preserved in original
cfg[interpolated_key] = "XXX"
assert cfg[interpolated_key] == cfg[interpolating_key]
# Test interpolation is preserved in copy
cp[interpolated_key] = "XXX"
assert cp[interpolated_key] == cp[interpolating_key]
def test_list_copy_is_shallow(self, copy_method: Any) -> None:
cfg = OmegaConf.create([[10, 20]])
cp = copy_method(cfg)
assert id(cfg) != id(cp)
assert id(cfg[0]) == id(cp[0])
def test_not_implemented() -> None:
with raises(NotImplementedError):
OmegaConf()
@pytest.mark.parametrize( # type: ignore
"query, result",
[
("a", "a"),
("${foo}", 10),
("${bar}", 10),
("foo_${foo}", "foo_10"),
("foo_${bar}", "foo_10"),
],
)
def test_resolve_str_interpolation(query: str, result: Any) -> None:
cfg = OmegaConf.create({"foo": 10, "bar": "${foo}"})
assert (
cfg._resolve_interpolation(
key=None,
value=StringNode(value=query),
throw_on_missing=False,
throw_on_resolution_failure=True,
)
== result
)
def test_omegaconf_create() -> None:
assert OmegaConf.create([]) == []
assert OmegaConf.create({}) == {}
with raises(ValidationError):
assert OmegaConf.create(10) # type: ignore
@pytest.mark.parametrize( # type: ignore
"parent, key, value, expected",
[
([10, 11], 0, ["a", "b"], [["a", "b"], 11]),
([None], 0, {"foo": "bar"}, [{"foo": "bar"}]),
([None], 0, OmegaConf.create({"foo": "bar"}), [{"foo": "bar"}]),
({}, "foo", ["a", "b"], {"foo": ["a", "b"]}),
({}, "foo", ("a", "b"), {"foo": ["a", "b"]}),
({}, "foo", OmegaConf.create({"foo": "bar"}), {"foo": {"foo": "bar"}}),
],
)
def test_assign(parent: Any, key: Union[str, int], value: Any, expected: Any) -> None:
c = OmegaConf.create(parent)
c[key] = value
assert c == expected
@pytest.mark.parametrize( # type: ignore
"cfg, key, expected",
[
# dict
(OmegaConf.create({"foo": "bar"}), "foo", "bar"),
(OmegaConf.create({"foo": None}), "foo", None),
(OmegaConf.create({"foo": "???"}), "foo", "???"),
# list
(OmegaConf.create([10, 20, 30]), 1, 20),
(OmegaConf.create([10, None, 30]), 1, None),
(OmegaConf.create([10, "???", 30]), 1, "???"),
],
)
def test_get_node(cfg: Any, key: Any, expected: Any) -> None:
assert cfg._get_node(key) == expected