# coding: utf-8

"""
    Arthur GenAI Engine

    No description provided (generated by Openapi Generator https://github.com/openapitools/openapi-generator)

    The version of the OpenAPI document: 2.1.294
    Generated by OpenAPI Generator (https://openapi-generator.tech)

    Do not edit the class manually.
"""  # noqa: E501

import warnings
from pydantic import validate_call, Field, StrictFloat, StrictStr, StrictInt
from typing import Any, Dict, List, Optional, Tuple, Union
from typing_extensions import Annotated

from pydantic import Field, StrictInt, StrictStr
from typing import Optional
from typing_extensions import Annotated
from _generated.models.connection_check_result import ConnectionCheckResult
from _generated.models.pagination_sort_method import PaginationSortMethod
from _generated.models.rag_api_key_authentication_provider_enum import RagAPIKeyAuthenticationProviderEnum
from _generated.models.rag_hybrid_search_setting_request import RagHybridSearchSettingRequest
from _generated.models.rag_keyword_search_setting_request import RagKeywordSearchSettingRequest
from _generated.models.rag_provider_authentication_method_enum import RagProviderAuthenticationMethodEnum
from _generated.models.rag_provider_configuration_request import RagProviderConfigurationRequest
from _generated.models.rag_provider_configuration_response import RagProviderConfigurationResponse
from _generated.models.rag_provider_configuration_update_request import RagProviderConfigurationUpdateRequest
from _generated.models.rag_provider_query_response import RagProviderQueryResponse
from _generated.models.rag_provider_test_configuration_request import RagProviderTestConfigurationRequest
from _generated.models.rag_vector_similarity_text_search_setting_request import RagVectorSimilarityTextSearchSettingRequest
from _generated.models.search_rag_provider_collections_response import SearchRagProviderCollectionsResponse
from _generated.models.search_rag_provider_configurations_response import SearchRagProviderConfigurationsResponse

from _generated.api_client import ApiClient, RequestSerialized
from _generated.api_response import ApiResponse
from _generated.rest import RESTResponseType


class RAGProvidersApi:
    """NOTE: This class is auto generated by OpenAPI Generator
    Ref: https://openapi-generator.tech

    Do not edit the class manually.
    """

    def __init__(self, api_client=None) -> None:
        if api_client is None:
            api_client = ApiClient.get_default()
        self.api_client = api_client


    @validate_call
    def create_rag_provider_api_v1_tasks_task_id_rag_providers_post(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to register a new provider connection for. Should be formatted as a UUID.")],
        rag_provider_configuration_request: RagProviderConfigurationRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RagProviderConfigurationResponse:
        """Create Rag Provider

        Register a new RAG provider connection configuration.

        :param task_id: ID of the task to register a new provider connection for. Should be formatted as a UUID. (required)
        :type task_id: str
        :param rag_provider_configuration_request: (required)
        :type rag_provider_configuration_request: RagProviderConfigurationRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._create_rag_provider_api_v1_tasks_task_id_rag_providers_post_serialize(
            task_id=task_id,
            rag_provider_configuration_request=rag_provider_configuration_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def create_rag_provider_api_v1_tasks_task_id_rag_providers_post_with_http_info(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to register a new provider connection for. Should be formatted as a UUID.")],
        rag_provider_configuration_request: RagProviderConfigurationRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[RagProviderConfigurationResponse]:
        """Create Rag Provider

        Register a new RAG provider connection configuration.

        :param task_id: ID of the task to register a new provider connection for. Should be formatted as a UUID. (required)
        :type task_id: str
        :param rag_provider_configuration_request: (required)
        :type rag_provider_configuration_request: RagProviderConfigurationRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._create_rag_provider_api_v1_tasks_task_id_rag_providers_post_serialize(
            task_id=task_id,
            rag_provider_configuration_request=rag_provider_configuration_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def create_rag_provider_api_v1_tasks_task_id_rag_providers_post_without_preload_content(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to register a new provider connection for. Should be formatted as a UUID.")],
        rag_provider_configuration_request: RagProviderConfigurationRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Create Rag Provider

        Register a new RAG provider connection configuration.

        :param task_id: ID of the task to register a new provider connection for. Should be formatted as a UUID. (required)
        :type task_id: str
        :param rag_provider_configuration_request: (required)
        :type rag_provider_configuration_request: RagProviderConfigurationRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._create_rag_provider_api_v1_tasks_task_id_rag_providers_post_serialize(
            task_id=task_id,
            rag_provider_configuration_request=rag_provider_configuration_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _create_rag_provider_api_v1_tasks_task_id_rag_providers_post_serialize(
        self,
        task_id,
        rag_provider_configuration_request,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if task_id is not None:
            _path_params['task_id'] = task_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter
        if rag_provider_configuration_request is not None:
            _body_params = rag_provider_configuration_request


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )

        # set the HTTP header `Content-Type`
        if _content_type:
            _header_params['Content-Type'] = _content_type
        else:
            _default_content_type = (
                self.api_client.select_header_content_type(
                    [
                        'application/json'
                    ]
                )
            )
            if _default_content_type is not None:
                _header_params['Content-Type'] = _default_content_type

        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/api/v1/tasks/{task_id}/rag_providers',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def delete_rag_provider_api_v1_rag_providers_provider_id_delete(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to delete.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> None:
        """Delete Rag Provider

        Delete a RAG provider connection configuration.

        :param provider_id: ID of the RAG provider configuration to delete. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._delete_rag_provider_api_v1_rag_providers_provider_id_delete_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '204': None,
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def delete_rag_provider_api_v1_rag_providers_provider_id_delete_with_http_info(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to delete.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[None]:
        """Delete Rag Provider

        Delete a RAG provider connection configuration.

        :param provider_id: ID of the RAG provider configuration to delete. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._delete_rag_provider_api_v1_rag_providers_provider_id_delete_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '204': None,
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def delete_rag_provider_api_v1_rag_providers_provider_id_delete_without_preload_content(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to delete.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Delete Rag Provider

        Delete a RAG provider connection configuration.

        :param provider_id: ID of the RAG provider configuration to delete. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._delete_rag_provider_api_v1_rag_providers_provider_id_delete_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '204': None,
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _delete_rag_provider_api_v1_rag_providers_provider_id_delete_serialize(
        self,
        provider_id,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if provider_id is not None:
            _path_params['provider_id'] = provider_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='DELETE',
            resource_path='/api/v1/rag_providers/{provider_id}',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def execute_hybrid_search_api_v1_rag_providers_provider_id_hybrid_search_post(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_hybrid_search_setting_request: RagHybridSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RagProviderQueryResponse:
        """Execute Hybrid Search

        Execute a RAG provider hybrid (keyword and vector similarity) search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_hybrid_search_setting_request: (required)
        :type rag_hybrid_search_setting_request: RagHybridSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_hybrid_search_api_v1_rag_providers_provider_id_hybrid_search_post_serialize(
            provider_id=provider_id,
            rag_hybrid_search_setting_request=rag_hybrid_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def execute_hybrid_search_api_v1_rag_providers_provider_id_hybrid_search_post_with_http_info(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_hybrid_search_setting_request: RagHybridSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[RagProviderQueryResponse]:
        """Execute Hybrid Search

        Execute a RAG provider hybrid (keyword and vector similarity) search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_hybrid_search_setting_request: (required)
        :type rag_hybrid_search_setting_request: RagHybridSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_hybrid_search_api_v1_rag_providers_provider_id_hybrid_search_post_serialize(
            provider_id=provider_id,
            rag_hybrid_search_setting_request=rag_hybrid_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def execute_hybrid_search_api_v1_rag_providers_provider_id_hybrid_search_post_without_preload_content(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_hybrid_search_setting_request: RagHybridSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Execute Hybrid Search

        Execute a RAG provider hybrid (keyword and vector similarity) search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_hybrid_search_setting_request: (required)
        :type rag_hybrid_search_setting_request: RagHybridSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_hybrid_search_api_v1_rag_providers_provider_id_hybrid_search_post_serialize(
            provider_id=provider_id,
            rag_hybrid_search_setting_request=rag_hybrid_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _execute_hybrid_search_api_v1_rag_providers_provider_id_hybrid_search_post_serialize(
        self,
        provider_id,
        rag_hybrid_search_setting_request,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if provider_id is not None:
            _path_params['provider_id'] = provider_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter
        if rag_hybrid_search_setting_request is not None:
            _body_params = rag_hybrid_search_setting_request


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )

        # set the HTTP header `Content-Type`
        if _content_type:
            _header_params['Content-Type'] = _content_type
        else:
            _default_content_type = (
                self.api_client.select_header_content_type(
                    [
                        'application/json'
                    ]
                )
            )
            if _default_content_type is not None:
                _header_params['Content-Type'] = _default_content_type

        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/api/v1/rag_providers/{provider_id}/hybrid_search',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def execute_keyword_search_api_v1_rag_providers_provider_id_keyword_search_post(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_keyword_search_setting_request: RagKeywordSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RagProviderQueryResponse:
        """Execute Keyword Search

        Execute a RAG Provider Keyword (BM25/Sparse Vector) Search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_keyword_search_setting_request: (required)
        :type rag_keyword_search_setting_request: RagKeywordSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_keyword_search_api_v1_rag_providers_provider_id_keyword_search_post_serialize(
            provider_id=provider_id,
            rag_keyword_search_setting_request=rag_keyword_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def execute_keyword_search_api_v1_rag_providers_provider_id_keyword_search_post_with_http_info(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_keyword_search_setting_request: RagKeywordSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[RagProviderQueryResponse]:
        """Execute Keyword Search

        Execute a RAG Provider Keyword (BM25/Sparse Vector) Search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_keyword_search_setting_request: (required)
        :type rag_keyword_search_setting_request: RagKeywordSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_keyword_search_api_v1_rag_providers_provider_id_keyword_search_post_serialize(
            provider_id=provider_id,
            rag_keyword_search_setting_request=rag_keyword_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def execute_keyword_search_api_v1_rag_providers_provider_id_keyword_search_post_without_preload_content(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_keyword_search_setting_request: RagKeywordSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Execute Keyword Search

        Execute a RAG Provider Keyword (BM25/Sparse Vector) Search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_keyword_search_setting_request: (required)
        :type rag_keyword_search_setting_request: RagKeywordSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_keyword_search_api_v1_rag_providers_provider_id_keyword_search_post_serialize(
            provider_id=provider_id,
            rag_keyword_search_setting_request=rag_keyword_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _execute_keyword_search_api_v1_rag_providers_provider_id_keyword_search_post_serialize(
        self,
        provider_id,
        rag_keyword_search_setting_request,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if provider_id is not None:
            _path_params['provider_id'] = provider_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter
        if rag_keyword_search_setting_request is not None:
            _body_params = rag_keyword_search_setting_request


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )

        # set the HTTP header `Content-Type`
        if _content_type:
            _header_params['Content-Type'] = _content_type
        else:
            _default_content_type = (
                self.api_client.select_header_content_type(
                    [
                        'application/json'
                    ]
                )
            )
            if _default_content_type is not None:
                _header_params['Content-Type'] = _default_content_type

        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/api/v1/rag_providers/{provider_id}/keyword_search',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def execute_similarity_text_search_api_v1_rag_providers_provider_id_similarity_text_search_post(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_vector_similarity_text_search_setting_request: RagVectorSimilarityTextSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RagProviderQueryResponse:
        """Execute Similarity Text Search

        Execute a RAG Provider Similarity Text Search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_vector_similarity_text_search_setting_request: (required)
        :type rag_vector_similarity_text_search_setting_request: RagVectorSimilarityTextSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_similarity_text_search_api_v1_rag_providers_provider_id_similarity_text_search_post_serialize(
            provider_id=provider_id,
            rag_vector_similarity_text_search_setting_request=rag_vector_similarity_text_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def execute_similarity_text_search_api_v1_rag_providers_provider_id_similarity_text_search_post_with_http_info(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_vector_similarity_text_search_setting_request: RagVectorSimilarityTextSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[RagProviderQueryResponse]:
        """Execute Similarity Text Search

        Execute a RAG Provider Similarity Text Search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_vector_similarity_text_search_setting_request: (required)
        :type rag_vector_similarity_text_search_setting_request: RagVectorSimilarityTextSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_similarity_text_search_api_v1_rag_providers_provider_id_similarity_text_search_post_serialize(
            provider_id=provider_id,
            rag_vector_similarity_text_search_setting_request=rag_vector_similarity_text_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def execute_similarity_text_search_api_v1_rag_providers_provider_id_similarity_text_search_post_without_preload_content(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider configuration to use for the vector database connection.")],
        rag_vector_similarity_text_search_setting_request: RagVectorSimilarityTextSearchSettingRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Execute Similarity Text Search

        Execute a RAG Provider Similarity Text Search.

        :param provider_id: ID of the RAG provider configuration to use for the vector database connection. (required)
        :type provider_id: str
        :param rag_vector_similarity_text_search_setting_request: (required)
        :type rag_vector_similarity_text_search_setting_request: RagVectorSimilarityTextSearchSettingRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._execute_similarity_text_search_api_v1_rag_providers_provider_id_similarity_text_search_post_serialize(
            provider_id=provider_id,
            rag_vector_similarity_text_search_setting_request=rag_vector_similarity_text_search_setting_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderQueryResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _execute_similarity_text_search_api_v1_rag_providers_provider_id_similarity_text_search_post_serialize(
        self,
        provider_id,
        rag_vector_similarity_text_search_setting_request,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if provider_id is not None:
            _path_params['provider_id'] = provider_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter
        if rag_vector_similarity_text_search_setting_request is not None:
            _body_params = rag_vector_similarity_text_search_setting_request


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )

        # set the HTTP header `Content-Type`
        if _content_type:
            _header_params['Content-Type'] = _content_type
        else:
            _default_content_type = (
                self.api_client.select_header_content_type(
                    [
                        'application/json'
                    ]
                )
            )
            if _default_content_type is not None:
                _header_params['Content-Type'] = _default_content_type

        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/api/v1/rag_providers/{provider_id}/similarity_text_search',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def get_rag_provider_api_v1_rag_providers_provider_id_get(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of RAG provider configuration.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RagProviderConfigurationResponse:
        """Get Rag Provider

        Get a single RAG provider connection configuration.

        :param provider_id: ID of RAG provider configuration. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_rag_provider_api_v1_rag_providers_provider_id_get_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def get_rag_provider_api_v1_rag_providers_provider_id_get_with_http_info(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of RAG provider configuration.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[RagProviderConfigurationResponse]:
        """Get Rag Provider

        Get a single RAG provider connection configuration.

        :param provider_id: ID of RAG provider configuration. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_rag_provider_api_v1_rag_providers_provider_id_get_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def get_rag_provider_api_v1_rag_providers_provider_id_get_without_preload_content(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of RAG provider configuration.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get Rag Provider

        Get a single RAG provider connection configuration.

        :param provider_id: ID of RAG provider configuration. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_rag_provider_api_v1_rag_providers_provider_id_get_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _get_rag_provider_api_v1_rag_providers_provider_id_get_serialize(
        self,
        provider_id,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if provider_id is not None:
            _path_params['provider_id'] = provider_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/api/v1/rag_providers/{provider_id}',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def get_rag_providers_api_v1_tasks_task_id_rag_providers_get(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to fetch the provider connections for.")],
        config_name: Annotated[Optional[StrictStr], Field(description="RAG Provider configuration name substring to search for.")] = None,
        authentication_method: Annotated[Optional[RagProviderAuthenticationMethodEnum], Field(description="RAG Provider authentication method to filter by.")] = None,
        rag_provider_name: Annotated[Optional[RagAPIKeyAuthenticationProviderEnum], Field(description="RAG provider name to filter by.")] = None,
        sort: Annotated[Optional[PaginationSortMethod], Field(description="Sort the results (asc/desc)")] = None,
        page_size: Annotated[Optional[StrictInt], Field(description="Page size. Default is 10. Must be greater than 0 and less than 5000.")] = None,
        page: Annotated[Optional[StrictInt], Field(description="Page number")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> SearchRagProviderConfigurationsResponse:
        """Get Rag Providers

        Get list of RAG provider connection configurations for the task.

        :param task_id: ID of the task to fetch the provider connections for. (required)
        :type task_id: str
        :param config_name: RAG Provider configuration name substring to search for.
        :type config_name: str
        :param authentication_method: RAG Provider authentication method to filter by.
        :type authentication_method: RagProviderAuthenticationMethodEnum
        :param rag_provider_name: RAG provider name to filter by.
        :type rag_provider_name: RagAPIKeyAuthenticationProviderEnum
        :param sort: Sort the results (asc/desc)
        :type sort: PaginationSortMethod
        :param page_size: Page size. Default is 10. Must be greater than 0 and less than 5000.
        :type page_size: int
        :param page: Page number
        :type page: int
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_rag_providers_api_v1_tasks_task_id_rag_providers_get_serialize(
            task_id=task_id,
            config_name=config_name,
            authentication_method=authentication_method,
            rag_provider_name=rag_provider_name,
            sort=sort,
            page_size=page_size,
            page=page,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SearchRagProviderConfigurationsResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def get_rag_providers_api_v1_tasks_task_id_rag_providers_get_with_http_info(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to fetch the provider connections for.")],
        config_name: Annotated[Optional[StrictStr], Field(description="RAG Provider configuration name substring to search for.")] = None,
        authentication_method: Annotated[Optional[RagProviderAuthenticationMethodEnum], Field(description="RAG Provider authentication method to filter by.")] = None,
        rag_provider_name: Annotated[Optional[RagAPIKeyAuthenticationProviderEnum], Field(description="RAG provider name to filter by.")] = None,
        sort: Annotated[Optional[PaginationSortMethod], Field(description="Sort the results (asc/desc)")] = None,
        page_size: Annotated[Optional[StrictInt], Field(description="Page size. Default is 10. Must be greater than 0 and less than 5000.")] = None,
        page: Annotated[Optional[StrictInt], Field(description="Page number")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[SearchRagProviderConfigurationsResponse]:
        """Get Rag Providers

        Get list of RAG provider connection configurations for the task.

        :param task_id: ID of the task to fetch the provider connections for. (required)
        :type task_id: str
        :param config_name: RAG Provider configuration name substring to search for.
        :type config_name: str
        :param authentication_method: RAG Provider authentication method to filter by.
        :type authentication_method: RagProviderAuthenticationMethodEnum
        :param rag_provider_name: RAG provider name to filter by.
        :type rag_provider_name: RagAPIKeyAuthenticationProviderEnum
        :param sort: Sort the results (asc/desc)
        :type sort: PaginationSortMethod
        :param page_size: Page size. Default is 10. Must be greater than 0 and less than 5000.
        :type page_size: int
        :param page: Page number
        :type page: int
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_rag_providers_api_v1_tasks_task_id_rag_providers_get_serialize(
            task_id=task_id,
            config_name=config_name,
            authentication_method=authentication_method,
            rag_provider_name=rag_provider_name,
            sort=sort,
            page_size=page_size,
            page=page,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SearchRagProviderConfigurationsResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def get_rag_providers_api_v1_tasks_task_id_rag_providers_get_without_preload_content(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to fetch the provider connections for.")],
        config_name: Annotated[Optional[StrictStr], Field(description="RAG Provider configuration name substring to search for.")] = None,
        authentication_method: Annotated[Optional[RagProviderAuthenticationMethodEnum], Field(description="RAG Provider authentication method to filter by.")] = None,
        rag_provider_name: Annotated[Optional[RagAPIKeyAuthenticationProviderEnum], Field(description="RAG provider name to filter by.")] = None,
        sort: Annotated[Optional[PaginationSortMethod], Field(description="Sort the results (asc/desc)")] = None,
        page_size: Annotated[Optional[StrictInt], Field(description="Page size. Default is 10. Must be greater than 0 and less than 5000.")] = None,
        page: Annotated[Optional[StrictInt], Field(description="Page number")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get Rag Providers

        Get list of RAG provider connection configurations for the task.

        :param task_id: ID of the task to fetch the provider connections for. (required)
        :type task_id: str
        :param config_name: RAG Provider configuration name substring to search for.
        :type config_name: str
        :param authentication_method: RAG Provider authentication method to filter by.
        :type authentication_method: RagProviderAuthenticationMethodEnum
        :param rag_provider_name: RAG provider name to filter by.
        :type rag_provider_name: RagAPIKeyAuthenticationProviderEnum
        :param sort: Sort the results (asc/desc)
        :type sort: PaginationSortMethod
        :param page_size: Page size. Default is 10. Must be greater than 0 and less than 5000.
        :type page_size: int
        :param page: Page number
        :type page: int
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_rag_providers_api_v1_tasks_task_id_rag_providers_get_serialize(
            task_id=task_id,
            config_name=config_name,
            authentication_method=authentication_method,
            rag_provider_name=rag_provider_name,
            sort=sort,
            page_size=page_size,
            page=page,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SearchRagProviderConfigurationsResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _get_rag_providers_api_v1_tasks_task_id_rag_providers_get_serialize(
        self,
        task_id,
        config_name,
        authentication_method,
        rag_provider_name,
        sort,
        page_size,
        page,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if task_id is not None:
            _path_params['task_id'] = task_id
        # process the query parameters
        if config_name is not None:
            
            _query_params.append(('config_name', config_name))
            
        if authentication_method is not None:
            
            _query_params.append(('authentication_method', authentication_method.value))
            
        if rag_provider_name is not None:
            
            _query_params.append(('rag_provider_name', rag_provider_name.value))
            
        if sort is not None:
            
            _query_params.append(('sort', sort.value))
            
        if page_size is not None:
            
            _query_params.append(('page_size', page_size))
            
        if page is not None:
            
            _query_params.append(('page', page))
            
        # process the header parameters
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/api/v1/tasks/{task_id}/rag_providers',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def list_rag_provider_collections_api_v1_rag_providers_provider_id_collections_get(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of RAG provider configuration to use for authentication with the vector store.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> SearchRagProviderCollectionsResponse:
        """List Rag Provider Collections

        Lists all available vector database collections.

        :param provider_id: ID of RAG provider configuration to use for authentication with the vector store. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._list_rag_provider_collections_api_v1_rag_providers_provider_id_collections_get_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SearchRagProviderCollectionsResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def list_rag_provider_collections_api_v1_rag_providers_provider_id_collections_get_with_http_info(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of RAG provider configuration to use for authentication with the vector store.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[SearchRagProviderCollectionsResponse]:
        """List Rag Provider Collections

        Lists all available vector database collections.

        :param provider_id: ID of RAG provider configuration to use for authentication with the vector store. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._list_rag_provider_collections_api_v1_rag_providers_provider_id_collections_get_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SearchRagProviderCollectionsResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def list_rag_provider_collections_api_v1_rag_providers_provider_id_collections_get_without_preload_content(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of RAG provider configuration to use for authentication with the vector store.")],
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """List Rag Provider Collections

        Lists all available vector database collections.

        :param provider_id: ID of RAG provider configuration to use for authentication with the vector store. (required)
        :type provider_id: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._list_rag_provider_collections_api_v1_rag_providers_provider_id_collections_get_serialize(
            provider_id=provider_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SearchRagProviderCollectionsResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _list_rag_provider_collections_api_v1_rag_providers_provider_id_collections_get_serialize(
        self,
        provider_id,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if provider_id is not None:
            _path_params['provider_id'] = provider_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/api/v1/rag_providers/{provider_id}/collections',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def test_rag_provider_connection_api_v1_tasks_task_id_rag_providers_test_connection_post(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to test the new provider connection for. Should be formatted as a UUID.")],
        rag_provider_test_configuration_request: RagProviderTestConfigurationRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ConnectionCheckResult:
        """Test Rag Provider Connection

        Test a new RAG provider connection configuration.

        :param task_id: ID of the task to test the new provider connection for. Should be formatted as a UUID. (required)
        :type task_id: str
        :param rag_provider_test_configuration_request: (required)
        :type rag_provider_test_configuration_request: RagProviderTestConfigurationRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._test_rag_provider_connection_api_v1_tasks_task_id_rag_providers_test_connection_post_serialize(
            task_id=task_id,
            rag_provider_test_configuration_request=rag_provider_test_configuration_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ConnectionCheckResult",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def test_rag_provider_connection_api_v1_tasks_task_id_rag_providers_test_connection_post_with_http_info(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to test the new provider connection for. Should be formatted as a UUID.")],
        rag_provider_test_configuration_request: RagProviderTestConfigurationRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[ConnectionCheckResult]:
        """Test Rag Provider Connection

        Test a new RAG provider connection configuration.

        :param task_id: ID of the task to test the new provider connection for. Should be formatted as a UUID. (required)
        :type task_id: str
        :param rag_provider_test_configuration_request: (required)
        :type rag_provider_test_configuration_request: RagProviderTestConfigurationRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._test_rag_provider_connection_api_v1_tasks_task_id_rag_providers_test_connection_post_serialize(
            task_id=task_id,
            rag_provider_test_configuration_request=rag_provider_test_configuration_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ConnectionCheckResult",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def test_rag_provider_connection_api_v1_tasks_task_id_rag_providers_test_connection_post_without_preload_content(
        self,
        task_id: Annotated[StrictStr, Field(description="ID of the task to test the new provider connection for. Should be formatted as a UUID.")],
        rag_provider_test_configuration_request: RagProviderTestConfigurationRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Test Rag Provider Connection

        Test a new RAG provider connection configuration.

        :param task_id: ID of the task to test the new provider connection for. Should be formatted as a UUID. (required)
        :type task_id: str
        :param rag_provider_test_configuration_request: (required)
        :type rag_provider_test_configuration_request: RagProviderTestConfigurationRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._test_rag_provider_connection_api_v1_tasks_task_id_rag_providers_test_connection_post_serialize(
            task_id=task_id,
            rag_provider_test_configuration_request=rag_provider_test_configuration_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ConnectionCheckResult",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _test_rag_provider_connection_api_v1_tasks_task_id_rag_providers_test_connection_post_serialize(
        self,
        task_id,
        rag_provider_test_configuration_request,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if task_id is not None:
            _path_params['task_id'] = task_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter
        if rag_provider_test_configuration_request is not None:
            _body_params = rag_provider_test_configuration_request


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )

        # set the HTTP header `Content-Type`
        if _content_type:
            _header_params['Content-Type'] = _content_type
        else:
            _default_content_type = (
                self.api_client.select_header_content_type(
                    [
                        'application/json'
                    ]
                )
            )
            if _default_content_type is not None:
                _header_params['Content-Type'] = _default_content_type

        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/api/v1/tasks/{task_id}/rag_providers/test_connection',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def update_rag_provider_api_v1_rag_providers_provider_id_patch(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider to update the connection configuration for.")],
        rag_provider_configuration_update_request: RagProviderConfigurationUpdateRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RagProviderConfigurationResponse:
        """Update Rag Provider

        Update a single RAG provider connection configuration.

        :param provider_id: ID of the RAG provider to update the connection configuration for. (required)
        :type provider_id: str
        :param rag_provider_configuration_update_request: (required)
        :type rag_provider_configuration_update_request: RagProviderConfigurationUpdateRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._update_rag_provider_api_v1_rag_providers_provider_id_patch_serialize(
            provider_id=provider_id,
            rag_provider_configuration_update_request=rag_provider_configuration_update_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def update_rag_provider_api_v1_rag_providers_provider_id_patch_with_http_info(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider to update the connection configuration for.")],
        rag_provider_configuration_update_request: RagProviderConfigurationUpdateRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[RagProviderConfigurationResponse]:
        """Update Rag Provider

        Update a single RAG provider connection configuration.

        :param provider_id: ID of the RAG provider to update the connection configuration for. (required)
        :type provider_id: str
        :param rag_provider_configuration_update_request: (required)
        :type rag_provider_configuration_update_request: RagProviderConfigurationUpdateRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._update_rag_provider_api_v1_rag_providers_provider_id_patch_serialize(
            provider_id=provider_id,
            rag_provider_configuration_update_request=rag_provider_configuration_update_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def update_rag_provider_api_v1_rag_providers_provider_id_patch_without_preload_content(
        self,
        provider_id: Annotated[StrictStr, Field(description="ID of the RAG provider to update the connection configuration for.")],
        rag_provider_configuration_update_request: RagProviderConfigurationUpdateRequest,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Update Rag Provider

        Update a single RAG provider connection configuration.

        :param provider_id: ID of the RAG provider to update the connection configuration for. (required)
        :type provider_id: str
        :param rag_provider_configuration_update_request: (required)
        :type rag_provider_configuration_update_request: RagProviderConfigurationUpdateRequest
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._update_rag_provider_api_v1_rag_providers_provider_id_patch_serialize(
            provider_id=provider_id,
            rag_provider_configuration_update_request=rag_provider_configuration_update_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "RagProviderConfigurationResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _update_rag_provider_api_v1_rag_providers_provider_id_patch_serialize(
        self,
        provider_id,
        rag_provider_configuration_update_request,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if provider_id is not None:
            _path_params['provider_id'] = provider_id
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter
        if rag_provider_configuration_update_request is not None:
            _body_params = rag_provider_configuration_update_request


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )

        # set the HTTP header `Content-Type`
        if _content_type:
            _header_params['Content-Type'] = _content_type
        else:
            _default_content_type = (
                self.api_client.select_header_content_type(
                    [
                        'application/json'
                    ]
                )
            )
            if _default_content_type is not None:
                _header_params['Content-Type'] = _default_content_type

        # authentication setting
        _auth_settings: List[str] = [
            'API Key'
        ]

        return self.api_client.param_serialize(
            method='PATCH',
            resource_path='/api/v1/rag_providers/{provider_id}',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )


