import json
from collections.abc import Generator
from os import getenv
from typing import Any, Optional
from urllib.parse import urlencode

import httpx

from core.file.file_manager import download
from core.helper import ssrf_proxy
from core.tools.__base.tool import Tool
from core.tools.__base.tool_runtime import ToolRuntime
from core.tools.entities.tool_bundle import ApiToolBundle
from core.tools.entities.tool_entities import ToolEntity, ToolInvokeMessage, ToolProviderType
from core.tools.errors import ToolInvokeError, ToolParameterValidationError, ToolProviderCredentialValidationError

API_TOOL_DEFAULT_TIMEOUT = (
    int(getenv("API_TOOL_DEFAULT_CONNECT_TIMEOUT", "10")),
    int(getenv("API_TOOL_DEFAULT_READ_TIMEOUT", "60")),
)


class ApiTool(Tool):
    api_bundle: ApiToolBundle
    provider_id: str

    """
    Api tool
    """

    def __init__(self, entity: ToolEntity, api_bundle: ApiToolBundle, runtime: ToolRuntime, provider_id: str):
        super().__init__(entity, runtime)
        self.api_bundle = api_bundle
        self.provider_id = provider_id

    def fork_tool_runtime(self, runtime: ToolRuntime):
        """
        fork a new tool with meta data

        :param meta: the meta data of a tool call processing, tenant_id is required
        :return: the new tool
        """
        if self.api_bundle is None:
            raise ValueError("api_bundle is required")
        return self.__class__(
            entity=self.entity,
            api_bundle=self.api_bundle.model_copy(),
            runtime=runtime,
            provider_id=self.provider_id,
        )

    def validate_credentials(
        self, credentials: dict[str, Any], parameters: dict[str, Any], format_only: bool = False
    ) -> str:
        """
        validate the credentials for Api tool
        """
        # assemble validate request and request parameters
        headers = self.assembling_request(parameters)

        if format_only:
            return ""

        response = self.do_http_request(self.api_bundle.server_url, self.api_bundle.method, headers, parameters)
        # validate response
        return self.validate_and_parse_response(response)

    def tool_provider_type(self) -> ToolProviderType:
        return ToolProviderType.API

    def assembling_request(self, parameters: dict[str, Any]) -> dict[str, Any]:
        if self.runtime is None:
            raise ToolProviderCredentialValidationError("runtime not initialized")

        headers = {}
        if self.runtime is None:
            raise ValueError("runtime is required")
        credentials = self.runtime.credentials or {}

        if "auth_type" not in credentials:
            raise ToolProviderCredentialValidationError("Missing auth_type")

        if credentials["auth_type"] == "api_key":
            api_key_header = "api_key"

            if "api_key_header" in credentials:
                api_key_header = credentials["api_key_header"]

            if "api_key_value" not in credentials:
                raise ToolProviderCredentialValidationError("Missing api_key_value")
            elif not isinstance(credentials["api_key_value"], str):
                raise ToolProviderCredentialValidationError("api_key_value must be a string")

            if "api_key_header_prefix" in credentials:
                api_key_header_prefix = credentials["api_key_header_prefix"]
                if api_key_header_prefix == "basic" and credentials["api_key_value"]:
                    credentials["api_key_value"] = f"Basic {credentials['api_key_value']}"
                elif api_key_header_prefix == "bearer" and credentials["api_key_value"]:
                    credentials["api_key_value"] = f"Bearer {credentials['api_key_value']}"
                elif api_key_header_prefix == "custom":
                    pass

            headers[api_key_header] = credentials["api_key_value"]

        needed_parameters = [parameter for parameter in (self.api_bundle.parameters or []) if parameter.required]
        for parameter in needed_parameters:
            if parameter.required and parameter.name not in parameters:
                if parameter.default is not None:
                    parameters[parameter.name] = parameter.default
                else:
                    raise ToolParameterValidationError(f"Missing required parameter {parameter.name}")

        return headers

    def validate_and_parse_response(self, response: httpx.Response) -> str:
        """
        validate the response
        """
        if isinstance(response, httpx.Response):
            if response.status_code >= 400:
                raise ToolInvokeError(f"Request failed with status code {response.status_code} and {response.text}")
            if not response.content:
                return "Empty response from the tool, please check your parameters and try again."
            try:
                response = response.json()
                try:
                    return json.dumps(response, ensure_ascii=False)
                except Exception:
                    return json.dumps(response)
            except Exception:
                return response.text
        else:
            raise ValueError(f"Invalid response type {type(response)}")

    @staticmethod
    def get_parameter_value(parameter, parameters):
        if parameter["name"] in parameters:
            return parameters[parameter["name"]]
        elif parameter.get("required", False):
            raise ToolParameterValidationError(f"Missing required parameter {parameter['name']}")
        else:
            return (parameter.get("schema", {}) or {}).get("default", "")

    def do_http_request(
        self, url: str, method: str, headers: dict[str, Any], parameters: dict[str, Any]
    ) -> httpx.Response:
        """
        do http request depending on api bundle
        """
        method = method.lower()

        params = {}
        path_params = {}
        # FIXME: body should be a dict[str, Any] but it changed a lot in this function
        body: Any = {}
        cookies = {}
        files = []

        # check parameters
        for parameter in self.api_bundle.openapi.get("parameters", []):
            value = self.get_parameter_value(parameter, parameters)
            if parameter["in"] == "path":
                path_params[parameter["name"]] = value

            elif parameter["in"] == "query":
                if value != "":
                    params[parameter["name"]] = value

            elif parameter["in"] == "cookie":
                cookies[parameter["name"]] = value

            elif parameter["in"] == "header":
                headers[parameter["name"]] = value

        # check if there is a request body and handle it
        if "requestBody" in self.api_bundle.openapi and self.api_bundle.openapi["requestBody"] is not None:
            # handle json request body
            if "content" in self.api_bundle.openapi["requestBody"]:
                for content_type in self.api_bundle.openapi["requestBody"]["content"]:
                    headers["Content-Type"] = content_type
                    body_schema = self.api_bundle.openapi["requestBody"]["content"][content_type]["schema"]

                    # handle ref schema
                    if "$ref" in body_schema:
                        ref_path = body_schema["$ref"].split("/")
                        ref_name = ref_path[-1]
                        if (
                            "components" in self.api_bundle.openapi
                            and "schemas" in self.api_bundle.openapi["components"]
                        ):
                            if ref_name in self.api_bundle.openapi["components"]["schemas"]:
                                body_schema = self.api_bundle.openapi["components"]["schemas"][ref_name]

                    required = body_schema.get("required", [])
                    properties = body_schema.get("properties", {})
                    for name, property in properties.items():
                        if name in parameters:
                            if property.get("format") == "binary":
                                f = parameters[name]
                                files.append((name, (f.filename, download(f), f.mime_type)))
                            elif "$ref" in property:
                                body[name] = parameters[name]
                            else:
                                # convert type
                                body[name] = self._convert_body_property_type(property, parameters[name])
                        elif name in required:
                            raise ToolParameterValidationError(
                                f"Missing required parameter {name} in operation {self.api_bundle.operation_id}"
                            )
                        elif "default" in property:
                            body[name] = property["default"]
                        else:
                            body[name] = None
                    break

        # replace path parameters
        for name, value in path_params.items():
            url = url.replace(f"{{{name}}}", f"{value}")

        # parse http body data if needed
        if "Content-Type" in headers:
            if headers["Content-Type"] == "application/json":
                body = json.dumps(body)
            elif headers["Content-Type"] == "application/x-www-form-urlencoded":
                body = urlencode(body)
            else:
                body = body

        if method in {
            "get",
            "head",
            "post",
            "put",
            "delete",
            "patch",
            "options",
            "GET",
            "POST",
            "PUT",
            "PATCH",
            "DELETE",
            "HEAD",
            "OPTIONS",
        }:
            response: httpx.Response = getattr(ssrf_proxy, method.lower())(
                url,
                params=params,
                headers=headers,
                cookies=cookies,
                data=body,
                files=files,
                timeout=API_TOOL_DEFAULT_TIMEOUT,
                follow_redirects=True,
            )
            return response
        else:
            raise ValueError(f"Invalid http method {method}")

    def _convert_body_property_any_of(
        self, property: dict[str, Any], value: Any, any_of: list[dict[str, Any]], max_recursive=10
    ) -> Any:
        if max_recursive <= 0:
            raise Exception("Max recursion depth reached")
        for option in any_of or []:
            try:
                if "type" in option:
                    # Attempt to convert the value based on the type.
                    if option["type"] == "integer" or option["type"] == "int":
                        return int(value)
                    elif option["type"] == "number":
                        if "." in str(value):
                            return float(value)
                        else:
                            return int(value)
                    elif option["type"] == "string":
                        return str(value)
                    elif option["type"] == "boolean":
                        if str(value).lower() in {"true", "1"}:
                            return True
                        elif str(value).lower() in {"false", "0"}:
                            return False
                        else:
                            continue  # Not a boolean, try next option
                    elif option["type"] == "null" and not value:
                        return None
                    else:
                        continue  # Unsupported type, try next option
                elif "anyOf" in option and isinstance(option["anyOf"], list):
                    # Recursive call to handle nested anyOf
                    return self._convert_body_property_any_of(property, value, option["anyOf"], max_recursive - 1)
            except ValueError:
                continue  # Conversion failed, try next option
        # If no option succeeded, you might want to return the value as is or raise an error
        return value  # or raise ValueError(f"Cannot convert value '{value}' to any specified type in anyOf")

    def _convert_body_property_type(self, property: dict[str, Any], value: Any) -> Any:
        try:
            if "type" in property:
                if property["type"] == "integer" or property["type"] == "int":
                    return int(value)
                elif property["type"] == "number":
                    # check if it is a float
                    if "." in str(value):
                        return float(value)
                    else:
                        return int(value)
                elif property["type"] == "string":
                    return str(value)
                elif property["type"] == "boolean":
                    return bool(value)
                elif property["type"] == "null":
                    if value is None:
                        return None
                elif property["type"] == "object" or property["type"] == "array":
                    if isinstance(value, str):
                        try:
                            return json.loads(value)
                        except ValueError:
                            return value
                    elif isinstance(value, dict):
                        return value
                    else:
                        return value
                else:
                    raise ValueError(f"Invalid type {property['type']} for property {property}")
            elif "anyOf" in property and isinstance(property["anyOf"], list):
                return self._convert_body_property_any_of(property, value, property["anyOf"])
        except ValueError:
            return value

    def _invoke(
        self,
        user_id: str,
        tool_parameters: dict[str, Any],
        conversation_id: Optional[str] = None,
        app_id: Optional[str] = None,
        message_id: Optional[str] = None,
    ) -> Generator[ToolInvokeMessage, None, None]:
        """
        invoke http request
        """
        response: httpx.Response | str = ""
        # assemble request
        headers = self.assembling_request(tool_parameters)

        # do http request
        response = self.do_http_request(self.api_bundle.server_url, self.api_bundle.method, headers, tool_parameters)

        # validate response
        response = self.validate_and_parse_response(response)

        # assemble invoke message
        yield self.create_text_message(response)
