| | import os |
| |
|
| | import pkg_resources |
| |
|
| | from .version import version |
| |
|
| |
|
| | def cast_to_type(value, value_type): |
| | if value_type is bool: |
| | if value not in ["True", "False", True, False]: |
| | raise ValueError( |
| | f"Value must be in ['True', 'False', True, False] got {value}" |
| | ) |
| | if value == "True": |
| | return True |
| | if value == "False": |
| | return False |
| | return value |
| | if value_type is int: |
| | return int(value) |
| | if value_type is float: |
| | return float(value) |
| |
|
| | raise ValueError("Unsupported type.") |
| |
|
| |
|
| | class Settings: |
| | _instance = None |
| | _settings = {} |
| | _types = {} |
| | _logger = None |
| |
|
| | @classmethod |
| | def is_uninitilized(cls): |
| | return cls._instance is None |
| |
|
| | def __new__(cls): |
| | if cls.is_uninitilized(): |
| | cls._instance = super().__new__(cls) |
| | return cls._instance |
| |
|
| | def __setattr__(self, key, value): |
| | if key.endswith("_key") or key in {"_instance", "_settings"}: |
| | raise AttributeError(f"Modifying '{key}' is not allowed.") |
| |
|
| | if isinstance(value, tuple) and len(value) == 2: |
| | value_type, value = value |
| | if value_type not in [int, float, bool]: |
| | raise ValueError( |
| | f"Setting settings with tuple requires the first element to be either [int, float, bool], got {value_type}" |
| | ) |
| | self._types[key] = value_type |
| |
|
| | if key in self._types and value is not None: |
| | value_type = self._types[key] |
| | value = cast_to_type(value, value_type) |
| |
|
| | if key in self._settings: |
| | if self._logger is not None: |
| | self._logger.info( |
| | f"unitxt.settings.{key} changed: {self._settings[key]} -> {value}" |
| | ) |
| | self._settings[key] = value |
| |
|
| | def __getattr__(self, key): |
| | if key.endswith("_key"): |
| | actual_key = key[:-4] |
| | return self.environment_variable_key_name(actual_key) |
| |
|
| | key_name = self.environment_variable_key_name(key) |
| | env_value = os.getenv(key_name) |
| |
|
| | if env_value is not None: |
| | if key in self._types: |
| | env_value = cast_to_type(env_value, self._types[key]) |
| | return env_value |
| |
|
| | if key in self._settings: |
| | return self._settings[key] |
| |
|
| | raise AttributeError(f"'{key}' not found") |
| |
|
| | def environment_variable_key_name(self, key): |
| | return "UNITXT_" + key.upper() |
| |
|
| | def get_all_environment_variables(self): |
| | return [ |
| | self.environment_variable_key_name(key) for key in self._settings.keys() |
| | ] |
| |
|
| |
|
| | class Constants: |
| | _instance = None |
| | _constants = {} |
| |
|
| | @classmethod |
| | def is_uninitilized(cls): |
| | return cls._instance is None |
| |
|
| | def __new__(cls): |
| | if cls.is_uninitilized(): |
| | cls._instance = super().__new__(cls) |
| | return cls._instance |
| |
|
| | def __setattr__(self, key, value): |
| | if key.endswith("_key") or key in {"_instance", "_constants"}: |
| | raise AttributeError(f"Modifying '{key}' is not allowed.") |
| | if key in self._constants: |
| | raise ValueError("Cannot override constants.") |
| | self._constants[key] = value |
| |
|
| | def __getattr__(self, key): |
| | if key in self._constants: |
| | return self._constants[key] |
| |
|
| | raise AttributeError(f"'{key}' not found") |
| |
|
| |
|
| | if Settings.is_uninitilized(): |
| | settings = Settings() |
| | settings.allow_unverified_code = (bool, False) |
| | settings.use_only_local_catalogs = (bool, False) |
| | settings.global_loader_limit = (int, None) |
| | settings.num_resamples_for_instance_metrics = (int, 1000) |
| | settings.num_resamples_for_global_metrics = (int, 100) |
| | settings.max_log_message_size = (int, 100000) |
| | settings.artifactories = None |
| | settings.default_recipe = "standard_recipe" |
| | settings.default_verbosity = "debug" |
| | settings.remote_metrics = [] |
| | settings.allow_passing_data_to_remote_api = (bool, False) |
| | settings.test_card_disable = (bool, False) |
| | settings.test_metric_disable = (bool, False) |
| | settings.metrics_master_key_token = None |
| | settings.seed = (int, 42) |
| |
|
| | if Constants.is_uninitilized(): |
| | constants = Constants() |
| | constants.dataset_file = os.path.join(os.path.dirname(__file__), "dataset.py") |
| | constants.metric_file = os.path.join(os.path.dirname(__file__), "metric.py") |
| | constants.local_catalog_path = os.path.join(os.path.dirname(__file__), "catalog") |
| | try: |
| | constants.default_catalog_path = pkg_resources.resource_filename( |
| | "unitxt", "catalog" |
| | ) |
| | except ModuleNotFoundError: |
| | constants.default_catalog_path = constants.local_catalog_path |
| | constants.catalog_dir = constants.local_catalog_path |
| | constants.dataset_url = "unitxt/data" |
| | constants.metric_url = "unitxt/metric" |
| | constants.version = version |
| | constants.catalog_hierarchy_sep = "." |
| | constants.env_local_catalogs_paths_sep = ":" |
| | constants.non_registered_files = [ |
| | "__init__.py", |
| | "artifact.py", |
| | "utils.py", |
| | "register.py", |
| | "metric.py", |
| | "dataset.py", |
| | "blocks.py", |
| | ] |
| | constants.codebase_url = "https://github.com/IBM/unitxt" |
| | constants.website_url = "https://www.unitxt.org" |
| |
|
| |
|
| | def get_settings(): |
| | return Settings() |
| |
|
| |
|
| | def get_constants(): |
| | return Constants() |
| |
|