"""Pydantic models for parsing an OpenAPI spec."""
import logging
from enum import Enum
from typing import Any, Dict, List, Optional, Sequence, Tuple, Type, Union

from pydantic_v1 import BaseModel, Field

from langchain import _PYDANTIC_MAJOR_VERSION
from langchain.tools.openapi.utils.openapi_utils import HTTPVerb, OpenAPISpec

logger = logging.getLogger(__name__)
PRIMITIVE_TYPES = {
    "integer": int,
    "number": float,
    "string": str,
    "boolean": bool,
    "array": List,
    "object": Dict,
    "null": None,
}


# See https://github.com/OAI/OpenAPI-Specification/blob/main/versions/3.1.0.md#parameterIn
# for more info.
class APIPropertyLocation(Enum):
    """The location of the property."""

    QUERY = "query"
    PATH = "path"
    HEADER = "header"
    COOKIE = "cookie"  # Not yet supported

    @classmethod
    def from_str(cls, location: str) -> "APIPropertyLocation":
        """Parse an APIPropertyLocation."""
        try:
            return cls(location)
        except ValueError:
            raise ValueError(
                f"Invalid APIPropertyLocation. Valid values are {cls.__members__}"
            )


_SUPPORTED_MEDIA_TYPES = ("application/json",)

SUPPORTED_LOCATIONS = {
    APIPropertyLocation.QUERY,
    APIPropertyLocation.PATH,
}
INVALID_LOCATION_TEMPL = (
    'Unsupported APIPropertyLocation "{location}"'
    " for parameter {name}. "
    + f"Valid values are {[loc.value for loc in SUPPORTED_LOCATIONS]}"
)

SCHEMA_TYPE = Union[str, Type, tuple, None, Enum]


class APIPropertyBase(BaseModel):
    """Base model for an API property."""

    # The name of the parameter is required and is case-sensitive.
    # If "in" is "path", the "name" field must correspond to a template expression
    # within the path field in the Paths Object.
    # If "in" is "header" and the "name" field is "Accept", "Content-Type",
    # or "Authorization", the parameter definition is ignored.
    # For all other cases, the "name" corresponds to the parameter
    # name used by the "in" property.
    name: str = Field(alias="name")
    """The name of the property."""

    required: bool = Field(alias="required")
    """Whether the property is required."""

    type: SCHEMA_TYPE = Field(alias="type")
    """The type of the property.
    
    Either a primitive type, a component/parameter type,
    or an array or 'object' (dict) of the above."""

    default: Optional[Any] = Field(alias="default", default=None)
    """The default value of the property."""

    description: Optional[str] = Field(alias="description", default=None)
    """The description of the property."""


if _PYDANTIC_MAJOR_VERSION == 1:
    from openapi_schema_pydantic import (
        MediaType,
        Parameter,
        Reference,
        RequestBody,
        Schema,
    )

    class APIProperty(APIPropertyBase):
        """A model for a property in the query, path, header, or cookie params."""

        location: APIPropertyLocation = Field(alias="location")
        """The path/how it's being passed to the endpoint."""

        @staticmethod
        def _cast_schema_list_type(
            schema: Schema,
        ) -> Optional[Union[str, Tuple[str, ...]]]:
            type_ = schema.type
            if not isinstance(type_, list):
                return type_
            else:
                return tuple(type_)

        @staticmethod
        def _get_schema_type_for_enum(parameter: Parameter, schema: Schema) -> Enum:
            """Get the schema type when the parameter is an enum."""
            param_name = f"{parameter.name}Enum"
            return Enum(param_name, {str(v): v for v in schema.enum})

        @staticmethod
        def _get_schema_type_for_array(
            schema: Schema,
        ) -> Optional[Union[str, Tuple[str, ...]]]:
            items = schema.items
            if isinstance(items, Schema):
                schema_type = APIProperty._cast_schema_list_type(items)
            elif isinstance(items, Reference):
                ref_name = items.ref.split("/")[-1]
                schema_type = ref_name  # TODO: Add ref definitions to make his valid
            else:
                raise ValueError(f"Unsupported array items: {items}")

            if isinstance(schema_type, str):
                # TODO: recurse
                schema_type = (schema_type,)

            return schema_type

        @staticmethod
        def _get_schema_type(
            parameter: Parameter, schema: Optional[Schema]
        ) -> SCHEMA_TYPE:
            if schema is None:
                return None
            schema_type: SCHEMA_TYPE = APIProperty._cast_schema_list_type(schema)
            if schema_type == "array":
                schema_type = APIProperty._get_schema_type_for_array(schema)
            elif schema_type == "object":
                # TODO: Resolve array and object types to components.
                raise NotImplementedError("Objects not yet supported")
            elif schema_type in PRIMITIVE_TYPES:
                if schema.enum:
                    schema_type = APIProperty._get_schema_type_for_enum(
                        parameter, schema
                    )
                else:
                    # Directly use the primitive type
                    pass
            else:
                raise NotImplementedError(f"Unsupported type: {schema_type}")

            return schema_type

        @staticmethod
        def _validate_location(location: APIPropertyLocation, name: str) -> None:
            if location not in SUPPORTED_LOCATIONS:
                raise NotImplementedError(
                    INVALID_LOCATION_TEMPL.format(location=location, name=name)
                )

        @staticmethod
        def _validate_content(content: Optional[Dict[str, MediaType]]) -> None:
            if content:
                raise ValueError(
                    "API Properties with media content not supported. "
                    "Media content only supported within APIRequestBodyProperty's"
                )

        @staticmethod
        def _get_schema(parameter: Parameter, spec: OpenAPISpec) -> Optional[Schema]:
            schema = parameter.param_schema
            if isinstance(schema, Reference):
                schema = spec.get_referenced_schema(schema)
            elif schema is None:
                return None
            elif not isinstance(schema, Schema):
                raise ValueError(f"Error dereferencing schema: {schema}")

            return schema

        @staticmethod
        def is_supported_location(location: str) -> bool:
            """Return whether the provided location is supported."""
            try:
                return APIPropertyLocation.from_str(location) in SUPPORTED_LOCATIONS
            except ValueError:
                return False

        @classmethod
        def from_parameter(
            cls, parameter: Parameter, spec: OpenAPISpec
        ) -> "APIProperty":
            """Instantiate from an OpenAPI Parameter."""
            location = APIPropertyLocation.from_str(parameter.param_in)
            cls._validate_location(
                location,
                parameter.name,
            )
            cls._validate_content(parameter.content)
            schema = cls._get_schema(parameter, spec)
            schema_type = cls._get_schema_type(parameter, schema)
            default_val = schema.default if schema is not None else None
            return cls(
                name=parameter.name,
                location=location,
                default=default_val,
                description=parameter.description,
                required=parameter.required,
                type=schema_type,
            )

    class APIRequestBodyProperty(APIPropertyBase):
        """A model for a request body property."""

        properties: List["APIRequestBodyProperty"] = Field(alias="properties")
        """The sub-properties of the property."""

        # This is useful for handling nested property cycles.
        # We can define separate types in that case.
        references_used: List[str] = Field(alias="references_used")
        """The references used by the property."""

        @classmethod
        def _process_object_schema(
            cls, schema: Schema, spec: OpenAPISpec, references_used: List[str]
        ) -> Tuple[Union[str, List[str], None], List["APIRequestBodyProperty"]]:
            properties = []
            required_props = schema.required or []
            if schema.properties is None:
                raise ValueError(
                    f"No properties found when processing object schema: {schema}"
                )
            for prop_name, prop_schema in schema.properties.items():
                if isinstance(prop_schema, Reference):
                    ref_name = prop_schema.ref.split("/")[-1]
                    if ref_name not in references_used:
                        references_used.append(ref_name)
                        prop_schema = spec.get_referenced_schema(prop_schema)
                    else:
                        continue

                properties.append(
                    cls.from_schema(
                        schema=prop_schema,
                        name=prop_name,
                        required=prop_name in required_props,
                        spec=spec,
                        references_used=references_used,
                    )
                )
            return schema.type, properties

        @classmethod
        def _process_array_schema(
            cls,
            schema: Schema,
            name: str,
            spec: OpenAPISpec,
            references_used: List[str],
        ) -> str:
            items = schema.items
            if items is not None:
                if isinstance(items, Reference):
                    ref_name = items.ref.split("/")[-1]
                    if ref_name not in references_used:
                        references_used.append(ref_name)
                        items = spec.get_referenced_schema(items)
                    else:
                        pass
                    return f"Array<{ref_name}>"
                else:
                    pass

                if isinstance(items, Schema):
                    array_type = cls.from_schema(
                        schema=items,
                        name=f"{name}Item",
                        required=True,  # TODO: Add required
                        spec=spec,
                        references_used=references_used,
                    )
                    return f"Array<{array_type.type}>"

            return "array"

        @classmethod
        def from_schema(
            cls,
            schema: Schema,
            name: str,
            required: bool,
            spec: OpenAPISpec,
            references_used: Optional[List[str]] = None,
        ) -> "APIRequestBodyProperty":
            """Recursively populate from an OpenAPI Schema."""
            if references_used is None:
                references_used = []

            schema_type = schema.type
            properties: List[APIRequestBodyProperty] = []
            if schema_type == "object" and schema.properties:
                schema_type, properties = cls._process_object_schema(
                    schema, spec, references_used
                )
            elif schema_type == "array":
                schema_type = cls._process_array_schema(
                    schema, name, spec, references_used
                )
            elif schema_type in PRIMITIVE_TYPES:
                # Use the primitive type directly
                pass
            elif schema_type is None:
                # No typing specified/parsed. WIll map to 'any'
                pass
            else:
                raise ValueError(f"Unsupported type: {schema_type}")

            return cls(
                name=name,
                required=required,
                type=schema_type,
                default=schema.default,
                description=schema.description,
                properties=properties,
                references_used=references_used,
            )

    # class APIRequestBodyProperty(APIPropertyBase):
    class APIRequestBody(BaseModel):
        """A model for a request body."""

        description: Optional[str] = Field(alias="description")
        """The description of the request body."""

        properties: List[APIRequestBodyProperty] = Field(alias="properties")

        # E.g., application/json - we only support JSON at the moment.
        media_type: str = Field(alias="media_type")
        """The media type of the request body."""

        @classmethod
        def _process_supported_media_type(
            cls,
            media_type_obj: MediaType,
            spec: OpenAPISpec,
        ) -> List[APIRequestBodyProperty]:
            """Process the media type of the request body."""
            references_used = []
            schema = media_type_obj.media_type_schema
            if isinstance(schema, Reference):
                references_used.append(schema.ref.split("/")[-1])
                schema = spec.get_referenced_schema(schema)
            if schema is None:
                raise ValueError(
                    f"Could not resolve schema for media type: {media_type_obj}"
                )
            api_request_body_properties = []
            required_properties = schema.required or []
            if schema.type == "object" and schema.properties:
                for prop_name, prop_schema in schema.properties.items():
                    if isinstance(prop_schema, Reference):
                        prop_schema = spec.get_referenced_schema(prop_schema)

                    api_request_body_properties.append(
                        APIRequestBodyProperty.from_schema(
                            schema=prop_schema,
                            name=prop_name,
                            required=prop_name in required_properties,
                            spec=spec,
                        )
                    )
            else:
                api_request_body_properties.append(
                    APIRequestBodyProperty(
                        name="body",
                        required=True,
                        type=schema.type,
                        default=schema.default,
                        description=schema.description,
                        properties=[],
                        references_used=references_used,
                    )
                )

            return api_request_body_properties

        @classmethod
        def from_request_body(
            cls, request_body: RequestBody, spec: OpenAPISpec
        ) -> "APIRequestBody":
            """Instantiate from an OpenAPI RequestBody."""
            properties = []
            for media_type, media_type_obj in request_body.content.items():
                if media_type not in _SUPPORTED_MEDIA_TYPES:
                    continue
                api_request_body_properties = cls._process_supported_media_type(
                    media_type_obj,
                    spec,
                )
                properties.extend(api_request_body_properties)

            return cls(
                description=request_body.description,
                properties=properties,
                media_type=media_type,
            )

    # class APIRequestBodyProperty(APIPropertyBase):
    #     class APIRequestBody(BaseModel):
    class APIOperation(BaseModel):
        """A model for a single API operation."""

        operation_id: str = Field(alias="operation_id")
        """The unique identifier of the operation."""

        description: Optional[str] = Field(alias="description")
        """The description of the operation."""

        base_url: str = Field(alias="base_url")
        """The base URL of the operation."""

        path: str = Field(alias="path")
        """The path of the operation."""

        method: HTTPVerb = Field(alias="method")
        """The HTTP method of the operation."""

        properties: Sequence[APIProperty] = Field(alias="properties")

        # TODO: Add parse in used components to be able to specify what type of
        # referenced object it is.
        # """The properties of the operation."""
        # components: Dict[str, BaseModel] = Field(alias="components")

        request_body: Optional[APIRequestBody] = Field(alias="request_body")
        """The request body of the operation."""

        @staticmethod
        def _get_properties_from_parameters(
            parameters: List[Parameter], spec: OpenAPISpec
        ) -> List[APIProperty]:
            """Get the properties of the operation."""
            properties = []
            for param in parameters:
                if APIProperty.is_supported_location(param.param_in):
                    properties.append(APIProperty.from_parameter(param, spec))
                elif param.required:
                    raise ValueError(
                        INVALID_LOCATION_TEMPL.format(
                            location=param.param_in, name=param.name
                        )
                    )
                else:
                    logger.warning(
                        INVALID_LOCATION_TEMPL.format(
                            location=param.param_in, name=param.name
                        )
                        + " Ignoring optional parameter"
                    )
                    pass
            return properties

        @classmethod
        def from_openapi_url(
            cls,
            spec_url: str,
            path: str,
            method: str,
        ) -> "APIOperation":
            """Create an APIOperation from an OpenAPI URL."""
            spec = OpenAPISpec.from_url(spec_url)
            return cls.from_openapi_spec(spec, path, method)

        @classmethod
        def from_openapi_spec(
            cls,
            spec: OpenAPISpec,
            path: str,
            method: str,
        ) -> "APIOperation":
            """Create an APIOperation from an OpenAPI spec."""
            operation = spec.get_operation(path, method)
            parameters = spec.get_parameters_for_operation(operation)
            properties = cls._get_properties_from_parameters(parameters, spec)
            operation_id = OpenAPISpec.get_cleaned_operation_id(operation, path, method)
            request_body = spec.get_request_body_for_operation(operation)
            api_request_body = (
                APIRequestBody.from_request_body(request_body, spec)
                if request_body is not None
                else None
            )
            description = operation.description or operation.summary
            if not description and spec.paths is not None:
                description = spec.paths[path].description or spec.paths[path].summary
            return cls(
                operation_id=operation_id,
                description=description or "",
                base_url=spec.base_url,
                path=path,
                method=method,
                properties=properties,
                request_body=api_request_body,
            )

        @staticmethod
        def ts_type_from_python(type_: SCHEMA_TYPE) -> str:
            if type_ is None:
                # TODO: Handle Nones better. These often result when
                # parsing specs that are < v3
                return "any"
            elif isinstance(type_, str):
                return {
                    "str": "string",
                    "integer": "number",
                    "float": "number",
                    "date-time": "string",
                }.get(type_, type_)
            elif isinstance(type_, tuple):
                return f"Array<{APIOperation.ts_type_from_python(type_[0])}>"
            elif isinstance(type_, type) and issubclass(type_, Enum):
                return " | ".join([f"'{e.value}'" for e in type_])
            else:
                return str(type_)

        def _format_nested_properties(
            self, properties: List[APIRequestBodyProperty], indent: int = 2
        ) -> str:
            """Format nested properties."""
            formatted_props = []

            for prop in properties:
                prop_name = prop.name
                prop_type = self.ts_type_from_python(prop.type)
                prop_required = "" if prop.required else "?"
                prop_desc = f"/* {prop.description} */" if prop.description else ""

                if prop.properties:
                    nested_props = self._format_nested_properties(
                        prop.properties, indent + 2
                    )
                    prop_type = f"{{\n{nested_props}\n{' ' * indent}}}"

                formatted_props.append(
                    f"{prop_desc}\n{' ' * indent}{prop_name}"
                    f"{prop_required}: {prop_type},"
                )

            return "\n".join(formatted_props)

        def to_typescript(self) -> str:
            """Get typescript string representation of the operation."""
            operation_name = self.operation_id
            params = []

            if self.request_body:
                formatted_request_body_props = self._format_nested_properties(
                    self.request_body.properties
                )
                params.append(formatted_request_body_props)

            for prop in self.properties:
                prop_name = prop.name
                prop_type = self.ts_type_from_python(prop.type)
                prop_required = "" if prop.required else "?"
                prop_desc = f"/* {prop.description} */" if prop.description else ""
                params.append(
                    f"{prop_desc}\n\t\t{prop_name}{prop_required}: {prop_type},"
                )

            formatted_params = "\n".join(params).strip()
            description_str = f"/* {self.description} */" if self.description else ""
            typescript_definition = f"""
    {description_str}
    type {operation_name} = (_: {{
    {formatted_params}
    }}) => any;
    """
            return typescript_definition.strip()

        @property
        def query_params(self) -> List[str]:
            return [
                property.name
                for property in self.properties
                if property.location == APIPropertyLocation.QUERY
            ]

        @property
        def path_params(self) -> List[str]:
            return [
                property.name
                for property in self.properties
                if property.location == APIPropertyLocation.PATH
            ]

        @property
        def body_params(self) -> List[str]:
            if self.request_body is None:
                return []
            return [prop.name for prop in self.request_body.properties]

else:

    class APIProperty(APIPropertyBase):  # type: ignore[no-redef]
        def __init__(self, *args: Any, **kwargs: Any) -> None:
            raise NotImplementedError("Only supported for pydantic v1")

    class APIRequestBodyProperty(APIPropertyBase):  # type: ignore[no-redef]
        def __init__(self, *args: Any, **kwargs: Any) -> None:
            raise NotImplementedError("Only supported for pydantic v1")

    class APIRequestBody(BaseModel):  # type: ignore[no-redef]
        def __init__(self, *args: Any, **kwargs: Any) -> None:
            raise NotImplementedError("Only supported for pydantic v1")

    class APIOperation(BaseModel):  # type: ignore[no-redef]
        def __init__(self, *args: Any, **kwargs: Any) -> None:
            raise NotImplementedError("Only supported for pydantic v1")
