import copy
import logging
import os
import ruamel.yaml as yaml
from typing import Any, Dict, List, Optional, Text, Union

from rasa.shared.exceptions import InvalidConfigException, RasaException
import rasa.shared.utils.io
import rasa.utils.io
from rasa.shared.constants import (
    DOCS_URL_PIPELINE,
    DOCS_URL_MIGRATION_GUIDE,
    DEFAULT_CONFIG_PATH,
)
from rasa.shared.utils.io import json_to_string
from rasa.nlu.constants import COMPONENT_INDEX

logger = logging.getLogger(__name__)


# DEPRECATED: will be removed in Rasa Open Source 3.0
InvalidConfigError = InvalidConfigException


def load(
    config: Optional[Union[Text, Dict]] = None, **kwargs: Any
) -> "RasaNLUModelConfig":
    """Create configuration from file or dict.

    Args:
        config: a file path, a dictionary with configuration keys. If set to
            `None` the configuration will be loaded from the default file
            path.

    Returns:
        Configuration object.
    """
    if isinstance(config, Dict):
        return _load_from_dict(config, **kwargs)

    file_config = {}
    if config is None and os.path.isfile(DEFAULT_CONFIG_PATH):
        config = DEFAULT_CONFIG_PATH

    if config is not None:
        file_config = rasa.shared.utils.io.read_config_file(config)

    return _load_from_dict(file_config, **kwargs)


def _load_from_dict(config: Dict, **kwargs: Any) -> "RasaNLUModelConfig":
    if kwargs:
        config.update(kwargs)
    return RasaNLUModelConfig(config)


def override_defaults(
    defaults: Optional[Dict[Text, Any]], custom: Optional[Dict[Text, Any]]
) -> Dict[Text, Any]:
    if defaults:
        cfg = copy.deepcopy(defaults)
    else:
        cfg = {}

    if custom:
        for key in custom.keys():
            if isinstance(cfg.get(key), dict):
                cfg[key].update(custom[key])
            else:
                cfg[key] = custom[key]

    return cfg


def component_config_from_pipeline(
    index: int,
    pipeline: List[Dict[Text, Any]],
    defaults: Optional[Dict[Text, Any]] = None,
) -> Dict[Text, Any]:
    """Get the configuration of the `index`th component.

    Args:
        index: Index of the component.
        pipeline: List of component configurations.
        defaults: Default configuration.

    Returns:
        The `index`th component configuration, expanded
        by the given defaults.
    """
    try:
        configuration = pipeline[index]
        configuration[COMPONENT_INDEX] = index
        return override_defaults(defaults, configuration)
    except IndexError:
        rasa.shared.utils.io.raise_warning(
            f"Tried to get configuration value for component "
            f"number {index} which is not part of your pipeline. "
            f"Returning `defaults`.",
            docs=DOCS_URL_PIPELINE,
        )
        return override_defaults(defaults, {})


class RasaNLUModelConfig:
    def __init__(self, configuration_values: Optional[Dict[Text, Any]] = None) -> None:
        """Create a model configuration, optionally overriding
        defaults with a dictionary ``configuration_values``.
        """
        if not configuration_values:
            configuration_values = {}

        self.language = "en"
        self.pipeline = []
        self.data = None

        self.override(configuration_values)

        if self.__dict__["pipeline"] is None:
            # replaces None with empty list
            self.__dict__["pipeline"] = []

        for key, value in self.items():
            setattr(self, key, value)

    def __getitem__(self, key: Text) -> Any:
        return self.__dict__[key]

    def get(self, key: Text, default: Any = None) -> Any:
        return self.__dict__.get(key, default)

    def __setitem__(self, key: Text, value: Any) -> None:
        self.__dict__[key] = value

    def __delitem__(self, key: Text) -> None:
        del self.__dict__[key]

    def __contains__(self, key: Text) -> bool:
        return key in self.__dict__

    def __len__(self) -> int:
        return len(self.__dict__)

    def __getstate__(self) -> Dict[Text, Any]:
        return self.as_dict()

    def __setstate__(self, state: Dict[Text, Any]) -> None:
        self.override(state)

    def items(self) -> List[Any]:
        return list(self.__dict__.items())

    def as_dict(self) -> Dict[Text, Any]:
        return dict(list(self.items()))

    def view(self) -> Text:
        return json_to_string(self.__dict__, indent=4)

    def for_component(self, index, defaults=None) -> Dict[Text, Any]:
        return component_config_from_pipeline(index, self.pipeline, defaults)

    @property
    def component_names(self) -> List[Text]:
        if self.pipeline:
            return [c.get("name") for c in self.pipeline]
        else:
            return []

    def set_component_attr(self, index, **kwargs) -> None:
        try:
            self.pipeline[index].update(kwargs)
        except IndexError:
            rasa.shared.utils.io.raise_warning(
                f"Tried to set configuration value for component "
                f"number {index} which is not part of the pipeline.",
                docs=DOCS_URL_PIPELINE,
            )

    def override(self, config) -> None:
        if config:
            self.__dict__.update(config)

@@ -2067,16 +2067,17 @@
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Update rasa/nlu/config.py