omegaconf / tests /test_interpolation.py
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import os
import random
import re
from typing import Any, Dict
import pytest
from omegaconf import (
DictConfig,
IntegerNode,
ListConfig,
OmegaConf,
Resolver,
ValidationError,
)
def test_str_interpolation_dict_1() -> None:
# Simplest str_interpolation
c = OmegaConf.create(dict(a="${referenced}", referenced="bar"))
assert c.referenced == "bar"
assert c.a == "bar"
def test_str_interpolation_key_error_1() -> None:
# Test that a KeyError is thrown if an str_interpolation key is not available
c = OmegaConf.create(dict(a="${not_found}"))
with pytest.raises(KeyError):
_ = c.a
def test_str_interpolation_key_error_2() -> None:
# Test that a KeyError is thrown if an str_interpolation key is not available
c = OmegaConf.create(dict(a="${not.found}"))
with pytest.raises(KeyError):
c.a
def test_str_interpolation_3() -> None:
# Test that str_interpolation works with complex strings
c = OmegaConf.create(dict(a="the year ${year}", year="of the cat"))
assert c.a == "the year of the cat"
def test_str_interpolation_4() -> None:
# Test that a string with multiple str_interpolations works
c = OmegaConf.create(
dict(a="${ha} ${ha} ${ha}, said Pennywise, ${ha} ${ha}... ${ha}!", ha="HA")
)
assert c.a == "HA HA HA, said Pennywise, HA HA... HA!"
def test_deep_str_interpolation_1() -> None:
# Test deep str_interpolation works
c = OmegaConf.create(
dict(
a="the answer to the universe and everything is ${nested.value}",
nested=dict(value=42),
)
)
assert c.a == "the answer to the universe and everything is 42"
def test_deep_str_interpolation_2() -> None:
# Test that str_interpolation of a key that is nested works
c = OmegaConf.create(
dict(
out=42,
deep=dict(inside="the answer to the universe and everything is ${out}"),
)
)
assert c.deep.inside == "the answer to the universe and everything is 42"
def test_simple_str_interpolation_inherit_type() -> None:
# Test that str_interpolation of a key that is nested works
c = OmegaConf.create(
dict(
inter1="${answer1}",
inter2="${answer2}",
inter3="${answer3}",
inter4="${answer4}",
answer1=42,
answer2=42.0,
answer3=False,
answer4="string",
)
)
assert type(c.inter1) == int
assert type(c.inter2) == float
assert type(c.inter3) == bool
assert type(c.inter4) == str
def test_complex_str_interpolation_is_always_str_1() -> None:
c = OmegaConf.create(dict(two=2, four=4, inter1="${four}${two}", inter2="4${two}"))
assert type(c.inter1) == str
assert c.inter1 == "42"
assert type(c.inter2) == str
assert c.inter2 == "42"
@pytest.mark.parametrize( # type: ignore
"input_,key,expected",
[
(dict(a=10, b="${a}"), "b", 10),
(dict(a=10, b=[1, "${a}", 3, 4]), "b.1", 10),
(dict(a="${b.1}", b=[1, dict(c=10), 3, 4]), "a", dict(c=10)),
(dict(a="${b}", b=[1, 2]), "a", [1, 2]),
(dict(a="foo-${b}", b=[1, 2]), "a", "foo-[1, 2]"),
(dict(a="foo-${b}", b=dict(c=10)), "a", "foo-{'c': 10}"),
],
)
def test_interpolation(input_: Dict[str, Any], key: str, expected: str) -> None:
c = OmegaConf.create(input_)
assert OmegaConf.select(c, key) == expected
def test_2_step_interpolation() -> None:
c = OmegaConf.create(dict(src="bar", copy_src="${src}", copy_copy="${copy_src}"))
assert c.copy_src == "bar"
assert c.copy_copy == "bar"
def test_env_interpolation1() -> None:
try:
os.environ["foobar"] = "1234"
c = OmegaConf.create({"path": "/test/${env:foobar}"})
assert c.path == "/test/1234"
finally:
del os.environ["foobar"]
def test_env_interpolation_not_found() -> None:
c = OmegaConf.create({"path": "/test/${env:foobar}"})
with pytest.raises(
ValidationError, match=re.escape("Environment variable 'foobar' not found")
):
c.path
def test_env_default_str_interpolation_missing_env() -> None:
if os.getenv("foobar") is not None:
del os.environ["foobar"]
c = OmegaConf.create({"path": "/test/${env:foobar,abc}"})
assert c.path == "/test/abc"
def test_env_default_interpolation_missing_env_default_with_slash() -> None:
if os.getenv("foobar") is not None:
del os.environ["foobar"]
c = OmegaConf.create({"path": "${env:DATA_PATH,a/b}"})
assert c.path == "a/b"
def test_env_default_interpolation_env_exist() -> None:
os.environ["foobar"] = "1234"
c = OmegaConf.create({"path": "/test/${env:foobar,abc}"})
assert c.path == "/test/1234"
@pytest.mark.parametrize( # type: ignore
"value,expected",
[
# bool
("false", False),
("true", True),
# int
("10", 10),
("-10", -10),
# float
("10.0", 10.0),
("-10.0", -10.0),
# strings
("off", "off"),
("no", "no"),
("on", "on"),
("yes", "yes"),
(">1234", ">1234"),
(":1234", ":1234"),
("/1234", "/1234"),
# yaml strings are not getting parsed by the env resolver
("foo: bar", "foo: bar"),
("foo: \n - bar\n - baz", "foo: \n - bar\n - baz"),
],
)
def test_env_values_are_typed(value: Any, expected: Any) -> None:
try:
os.environ["my_key"] = value
c = OmegaConf.create(dict(my_key="${env:my_key}"))
assert c.my_key == expected
finally:
del os.environ["my_key"]
def test_register_resolver_twice_error(restore_resolvers: Any) -> None:
def foo() -> int:
return 10
OmegaConf.register_resolver("foo", foo)
with pytest.raises(AssertionError):
OmegaConf.register_resolver("foo", lambda: 10)
def test_clear_resolvers(restore_resolvers: Any) -> None:
assert OmegaConf.get_resolver("foo") is None
OmegaConf.register_resolver("foo", lambda x: int(x) + 10)
assert OmegaConf.get_resolver("foo") is not None
OmegaConf.clear_resolvers()
assert OmegaConf.get_resolver("foo") is None
def test_register_resolver_1(restore_resolvers: Any) -> None:
OmegaConf.register_resolver("plus_10", lambda x: int(x) + 10)
c = OmegaConf.create(dict(k="${plus_10:990}"))
assert type(c.k) == int
assert c.k == 1000
def test_resolver_cache_1(restore_resolvers: Any) -> None:
# resolvers are always converted to stateless idempotent functions
# subsequent calls to the same function with the same argument will always return the same value.
# this is important to allow embedding of functions like time() without having the value change during
# the program execution.
OmegaConf.register_resolver("random", lambda _: random.randint(0, 10000000))
c = OmegaConf.create(dict(k="${random:_}"))
assert c.k == c.k
def test_resolver_cache_2(restore_resolvers: Any) -> None:
"""
Tests that resolver cache is not shared between different OmegaConf objects
"""
OmegaConf.register_resolver("random", lambda _: random.randint(0, 10000000))
c1 = OmegaConf.create(dict(k="${random:_}"))
c2 = OmegaConf.create(dict(k="${random:_}"))
assert c1.k != c2.k
assert c1.k == c1.k
assert c2.k == c2.k
@pytest.mark.parametrize( # type: ignore
"resolver,name,key,result",
[
(lambda *args: args, "arg_list", "${my_resolver:cat, dog}", ("cat", "dog")),
(
lambda *args: args,
"escape_comma",
"${my_resolver:cat\\, do g}",
("cat, do g",),
),
(
lambda *args: args,
"escape_whitespace",
"${my_resolver:cat\\, do g}",
("cat, do g",),
),
(lambda: "zero", "zero_arg", "${my_resolver:}", "zero"),
],
)
def test_resolver_that_allows_a_list_of_arguments(
restore_resolvers: Any, resolver: Resolver, name: str, key: str, result: Any
) -> None:
OmegaConf.register_resolver("my_resolver", resolver)
c = OmegaConf.create({name: key})
assert isinstance(c, DictConfig)
assert c[name] == result
def test_copy_cache(restore_resolvers: Any) -> None:
OmegaConf.register_resolver("random", lambda _: random.randint(0, 10000000))
d = {"k": "${random:_}"}
c1 = OmegaConf.create(d)
assert c1.k == c1.k
c2 = OmegaConf.create(d)
assert c2.k != c1.k
OmegaConf.set_cache(c2, OmegaConf.get_cache(c1))
assert c2.k == c1.k
c3 = OmegaConf.create(d)
assert c3.k != c1.k
OmegaConf.copy_cache(c1, c3)
assert c3.k == c1.k
def test_clear_cache(restore_resolvers: Any) -> None:
OmegaConf.register_resolver("random", lambda _: random.randint(0, 10000000))
c = OmegaConf.create(dict(k="${random:_}"))
old = c.k
OmegaConf.clear_cache(c)
assert old != c.k
def test_supported_chars() -> None:
supported_chars = "%_-abc123."
c = OmegaConf.create(dict(dir1="${copy:" + supported_chars + "}"))
OmegaConf.register_resolver("copy", lambda x: x)
assert c.dir1 == supported_chars
def test_interpolation_in_list_key_error() -> None:
# Test that a KeyError is thrown if an str_interpolation key is not available
c = OmegaConf.create(["${10}"])
assert isinstance(c, ListConfig)
with pytest.raises(KeyError):
c[0]
def test_unsupported_interpolation_type() -> None:
c = OmegaConf.create(dict(foo="${wrong_type:ref}"))
with pytest.raises(ValueError):
c.foo
def test_incremental_dict_with_interpolation() -> None:
conf = OmegaConf.create()
assert isinstance(conf, DictConfig)
conf.a = 1
conf.b = OmegaConf.create()
assert isinstance(conf.b, DictConfig)
conf.b.c = "${a}"
assert conf.b.c == conf.a # type: ignore
@pytest.mark.parametrize( # type: ignore
"cfg,key,expected",
[
({"a": 10, "b": "${a}"}, "b", 10),
({"a": 10, "b": "${a}", "c": "${b}"}, "c", 10),
({"bar": 10, "foo": ["${bar}"]}, "foo.0", 10),
({"foo": None, "bar": "${foo}"}, "bar", None),
({"list": ["bar"], "foo": "${list.0}"}, "foo", "bar"),
({"list": ["${ref}"], "ref": "bar"}, "list.0", "bar"),
],
)
def test_interpolations(cfg: DictConfig, key: str, expected: Any) -> None:
c = OmegaConf.create(cfg)
assert OmegaConf.select(c, key) == expected
def test_interpolation_with_missing() -> None:
cfg = OmegaConf.create({"out_file": "${x.name}.txt", "x": {"name": "???"}})
assert OmegaConf.is_missing(cfg, "out_file")
def test_assign_to_interpolation() -> None:
cfg = OmegaConf.create(
{"foo": 10, "bar": "${foo}", "typed_bar": IntegerNode("${foo}")}
)
assert OmegaConf.is_interpolation(cfg, "bar")
assert cfg.bar == 10
assert cfg.typed_bar == 10
# assign regular field
cfg.bar = 20
assert not OmegaConf.is_interpolation(cfg, "bar")
with pytest.raises(ValidationError):
cfg.typed_bar = "nope"
cfg.typed_bar = 30
assert cfg.foo == 10
assert cfg.bar == 20
assert cfg.typed_bar == 30
def test_merge_with_interpolation() -> None:
cfg = OmegaConf.create(
{"foo": 10, "bar": "${foo}", "typed_bar": IntegerNode("${foo}")}
)
assert OmegaConf.merge(cfg, {"bar": 20}) == {"foo": 10, "bar": 20, "typed_bar": 10}
assert OmegaConf.merge(cfg, {"typed_bar": 30}) == {
"foo": 10,
"bar": 10,
"typed_bar": 30,
}
with pytest.raises(ValidationError):
OmegaConf.merge(cfg, {"typed_bar": "nope"})
def test_non_container_interpolation() -> None:
cfg = OmegaConf.create(dict(foo=0, bar="${foo.baz}"))
with pytest.raises(AssertionError):
cfg.bar
def test_indirect_interpolation() -> None:
d = {
"a": {"aa": 10},
"b": "${a}",
"c": "${b.aa}",
}
cfg = OmegaConf.create(d)
assert cfg.c == 10
assert OmegaConf.to_container(cfg, resolve=True) == {
"a": {"aa": 10},
"b": {"aa": 10},
"c": 10,
}
def test_indirect_interpolation2() -> None:
d = {
"a": {"aa": 10},
"b": "${a.aa}",
"c": "${b}",
}
cfg = OmegaConf.create(d)
assert cfg.c == 10
assert OmegaConf.to_container(cfg, resolve=True) == {
"a": {"aa": 10},
"b": 10,
"c": 10,
}