How To Get A Hydra Config Without Using @hydra.main()
Solution 1:
Use the Compose API:
from hydra import compose, initialize
from omegaconf import OmegaConf
initialize(config_path="conf", job_name="test_app")
cfg = compose(config_name="config", overrides=["db=mysql", "db.user=me"])
print(OmegaConf.to_yaml(cfg))
This will only compose the config and will not have side effects like changing the working directory or configuring the Python logging system.
Solution 2:
None of the above solutions worked for me. They gave errors:
'builtin_function_or_method' object has no attribute 'code'
and
GlobalHydra is already initialized, call Globalhydra.instance().clear() if you want to re-initialize
I dug further into hydra and realised I could just use OmegaConf to load the file directly. You don't get overrides but I'm not fussed about this.
importomegaconfcfg= omegaconf.OmegaConf.load(path)
Solution 3:
I found a rather ugly answer but it works - if anyone finds a more elegant solution please let us know!
We can use a closure or some mutable object. In this example we define a list outside and append the config object:
import hydra
c = []
hydra.main(config_path="config.yaml")(c.append)()
cfg = c[0]
print(cfg.pretty())
Solution 4:
anther ugly answer, but author said this may be crush in next version
Blockquote
from omegaconf import DictConfig
from hydra.utils import instantiate
from hydra._internal.utils import _strict_mode_strategy, split_config_path, create_automatic_config_search_path
from hydra._internal.hydra import Hydra
from hydra.utils import get_classclass SomeThing:
...
defload_from_yaml(self, config_path, strict=True):
config_dir, config_file = split_config_path(config_path)
strict = _strict_mode_strategy(strict, config_file)
search_path = create_automatic_config_search_path(
config_file, None, config_dir
)
hydra = Hydra.create_main_hydra2(
task_name='sdfs', config_search_path=search_path, strict=strict
)
config = hydra.compose_config(config_file, [])
config.pop('hydra')
self.config = config
print(self.config.pretty())
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