clearml-server/server/config/basic.py
allegroai 4f2564d33a Add Artifacts support, changed tags to system_tags and added user tags
Add hyper parameter sorting
Add min/max value for all time series metrics
2019-09-24 21:35:41 +03:00

144 lines
4.6 KiB
Python

import logging
import os
from functools import reduce
from os import getenv
from os.path import expandvars
from pathlib import Path
from pyhocon import ConfigTree, ConfigFactory
from pyparsing import (
ParseFatalException,
ParseException,
RecursiveGrammarException,
ParseSyntaxException,
)
DEFAULT_EXTRA_CONFIG_PATH = "/opt/trains/config"
EXTRA_CONFIG_PATH_ENV_KEY = "TRAINS_CONFIG_DIR"
EXTRA_CONFIG_PATH_SEP = ":"
EXTRA_CONFIG_VALUES_ENV_KEY_SEP = "__"
EXTRA_CONFIG_VALUES_ENV_KEY_PREFIX = f"TRAINS{EXTRA_CONFIG_VALUES_ENV_KEY_SEP}"
class BasicConfig:
NotSet = object()
def __init__(self, folder):
self.folder = Path(folder)
if not self.folder.is_dir():
raise ValueError("Invalid configuration folder")
self.prefix = "trains"
self._load()
def __getitem__(self, key):
return self._config[key]
def get(self, key, default=NotSet):
value = self._config.get(key, default)
if value is self.NotSet and not default:
raise KeyError(
f"Unable to find value for key '{key}' and default value was not provided."
)
return value
def logger(self, name):
if Path(name).is_file():
name = Path(name).stem
path = ".".join((self.prefix, Path(name).stem))
return logging.getLogger(path)
def _read_extra_env_config_values(self):
""" Loads extra configuration from environment-injected values """
result = ConfigTree()
prefix = EXTRA_CONFIG_VALUES_ENV_KEY_PREFIX
keys = sorted(k for k in os.environ if k.startswith(prefix))
for key in keys:
path = key[len(prefix) :].replace(EXTRA_CONFIG_VALUES_ENV_KEY_SEP, ".")
result = ConfigTree.merge_configs(
result, ConfigFactory.parse_string(f"{path}: {os.environ[key]}")
)
return result
def _read_env_paths(self, key):
value = getenv(EXTRA_CONFIG_PATH_ENV_KEY, DEFAULT_EXTRA_CONFIG_PATH)
if value is None:
return
paths = [
Path(expandvars(v)).expanduser() for v in value.split(EXTRA_CONFIG_PATH_SEP)
]
invalid = [
path
for path in paths
if not path.is_dir() and str(path) != DEFAULT_EXTRA_CONFIG_PATH
]
if invalid:
print(f"WARNING: Invalid paths in {key} env var: {' '.join(invalid)}")
return [path for path in paths if path.is_dir()]
def _load(self, verbose=True):
extra_config_paths = self._read_env_paths(EXTRA_CONFIG_PATH_ENV_KEY) or []
extra_config_values = self._read_extra_env_config_values()
configs = [
self._read_recursive(path, verbose=verbose)
for path in [self.folder] + extra_config_paths
]
self._config = reduce(
lambda last, config: ConfigTree.merge_configs(
last, config, copy_trees=True
),
configs + [extra_config_values],
ConfigTree(),
)
def _read_recursive(self, conf_root, verbose=True):
conf = ConfigTree()
if not conf_root:
return conf
if not conf_root.is_dir():
if verbose:
if not conf_root.exists():
print(f"No config in {conf_root}")
else:
print(f"Not a directory: {conf_root}")
return conf
if verbose:
print(f"Loading config from {conf_root}")
for file in conf_root.rglob("*.conf"):
key = ".".join(file.relative_to(conf_root).with_suffix("").parts)
conf.put(key, self._read_single_file(file, verbose=verbose))
return conf
@staticmethod
def _read_single_file(file_path, verbose=True):
if verbose:
print(f"Loading config from file {file_path}")
try:
return ConfigFactory.parse_file(file_path)
except ParseSyntaxException as ex:
msg = f"Failed parsing {file_path} ({ex.__class__.__name__}): (at char {ex.loc}, line:{ex.lineno}, col:{ex.column})"
raise ConfigurationError(msg, file_path=file_path) from ex
except (ParseException, ParseFatalException, RecursiveGrammarException) as ex:
msg = f"Failed parsing {file_path} ({ex.__class__.__name__}): {ex}"
raise ConfigurationError(msg) from ex
except Exception as ex:
print(f"Failed loading {file_path}: {ex}")
raise
class ConfigurationError(Exception):
def __init__(self, msg, file_path=None, *args):
super(ConfigurationError, self).__init__(msg, *args)
self.file_path = file_path