class EpsilonPolicyConfig(PolicyConfig):
epsilon_greedy: float = 0.1
# Parameters to tune epsilon over epochs
eps_start: float = SI("${policy.epsilon_greedy}")
eps_final: float = SI("${policy.epsilon_greedy}")
eps_steps: int = 10000
initial_collect_steps: int = 3000
class Interpolation:
x: int = 100
y: int = 200
# The real type of y is int, cast the interpolation string
# to help static type checkers to see this truth
z1: int = II("x")
z2: str = SI("${x}_${y}")
class ProjectConfig:
application_name: str = MISSING
tensorboard_path: str = MISSING
dm_storage_path: str = MISSING
version: str = "v1"
log_interval: int = 200
summary_interval: int = SI("${project.log_interval}")
class Config:
"""
Top-level Hydra config class.
"""
defaults: List[Any] = field(default_factory=lambda: [
{
'experiment': 'cnn'
},
{
'lightning': 'default'
},
{
'optim': 'adam'
},
{
'override hydra/job_logging': 'rich'
},
{
'override hydra/hydra_logging': 'rich'
},
])
# Path settings
data_dir: str = SI("${oc.env:DATA_DIR}")
output_dir: str = SI("${oc.env:RUN_DIR}")
# Runtime configuration
hydra: Hydra = Hydra()
# Experiment settings --> experiment/*.yaml
experiment: ExperimentSettings = MISSING
# Lightning settings --> lightning/*.yaml
lightning: LightningSettings = MISSING
# Optimizer & scheduler settings --> optim/*.yaml
optim: OptimSettings = MISSING
# wandb metadata
notes: Optional[str] = None
tags: Optional[List[str]] = None
class Package:
name: str = II("parent_key:")
module: str = II(".name")
path: str = MISSING
version_type: VersionType = VersionType.FILE
version_file: str = SI("${.module}/__init__.py")
class RelativeInterpolation:
x: int = 100
y: int = 200
z1: int = II(".x")
z2: str = SI("${.x}_${.y}")
def test_type_validation_error_no_throw() -> None:
cfg = OmegaConf.structured(User(name="Bond", age=SI("${name}")))
bad_node = cfg._get_node("age")
assert bad_node._dereference_node(throw_on_resolution_failure=False) is None
x_node = cfg._get_node("x")
assert isinstance(x_node, Node)
assert x_node._dereference_node(throw_on_resolution_failure=False) is None
def test_none_value_in_quoted_string(restore_resolvers: Any) -> None:
OmegaConf.register_new_resolver("test", lambda x: x)
cfg = OmegaConf.create({"x": "${test:'${missing}'}", "missing": None})
assert cfg.x == "None"
@mark.parametrize(
("cfg", "key", "expected_value", "expected_node_type"),
[
param(
User(name="Bond", age=SI("${cast:int,'7'}")),
"age",
7,
IntegerNode,
id="expected_type",
),
param(
# This example specifically test the case where intermediate resolver results
# cannot be cast to the same type as the key.
User(name="Bond", age=SI("${cast:int,${drop_last:${drop_last:7xx}}}")),
"age",
7,
IntegerNode,
id="intermediate_type_mismatch_ok",
),
param(
