# coding: utf-8

"""
    BespokeLabs

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

    The version of the OpenAPI document: 0.0.1
    Contact: company@bespokelabs.ai
    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, StrictBytes, StrictFloat, StrictInt, StrictStr
from typing import Any, List, Optional, Union
from typing_extensions import Annotated
from bespokelabs.models.fact_check_request import FactCheckRequest
from bespokelabs.models.fact_check_response import FactCheckResponse
from bespokelabs.models.synthetic_data_download_response import SyntheticDataDownloadResponse
from bespokelabs.models.synthetic_data_generate_response import SyntheticDataGenerateResponse

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


class DefaultApi:
    """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 factcheck_v0_argus_factcheck_post(
        self,
        fact_check_request: FactCheckRequest,
        _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,
    ) -> FactCheckResponse:
        """Factcheck


        :param fact_check_request: (required)
        :type fact_check_request: FactCheckRequest
        :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._factcheck_v0_argus_factcheck_post_serialize(
            fact_check_request=fact_check_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "FactCheckResponse",
            '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 factcheck_v0_argus_factcheck_post_with_http_info(
        self,
        fact_check_request: FactCheckRequest,
        _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[FactCheckResponse]:
        """Factcheck


        :param fact_check_request: (required)
        :type fact_check_request: FactCheckRequest
        :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._factcheck_v0_argus_factcheck_post_serialize(
            fact_check_request=fact_check_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "FactCheckResponse",
            '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 factcheck_v0_argus_factcheck_post_without_preload_content(
        self,
        fact_check_request: FactCheckRequest,
        _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:
        """Factcheck


        :param fact_check_request: (required)
        :type fact_check_request: FactCheckRequest
        :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._factcheck_v0_argus_factcheck_post_serialize(
            fact_check_request=fact_check_request,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _factcheck_v0_argus_factcheck_post_serialize(
        self,
        fact_check_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]] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        # process the query parameters
        # process the header parameters
        # process the form parameters
        # process the body parameter
        if fact_check_request is not None:
            _body_params = fact_check_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] = [
            'APIKeyHeader'
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/v0/argus/factcheck',
            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 synthetic_data_download_v0_synthetic_data_download_session_id_post(
        self,
        session_id: StrictStr,
        _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,
    ) -> SyntheticDataDownloadResponse:
        """Synthetic Data Download

        Download synthetic question-answer-contexts (QACs) for a given session_id.

        :param session_id: (required)
        :type session_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._synthetic_data_download_v0_synthetic_data_download_session_id_post_serialize(
            session_id=session_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SyntheticDataDownloadResponse",
            '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 synthetic_data_download_v0_synthetic_data_download_session_id_post_with_http_info(
        self,
        session_id: StrictStr,
        _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[SyntheticDataDownloadResponse]:
        """Synthetic Data Download

        Download synthetic question-answer-contexts (QACs) for a given session_id.

        :param session_id: (required)
        :type session_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._synthetic_data_download_v0_synthetic_data_download_session_id_post_serialize(
            session_id=session_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SyntheticDataDownloadResponse",
            '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 synthetic_data_download_v0_synthetic_data_download_session_id_post_without_preload_content(
        self,
        session_id: StrictStr,
        _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:
        """Synthetic Data Download

        Download synthetic question-answer-contexts (QACs) for a given session_id.

        :param session_id: (required)
        :type session_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._synthetic_data_download_v0_synthetic_data_download_session_id_post_serialize(
            session_id=session_id,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _synthetic_data_download_v0_synthetic_data_download_session_id_post_serialize(
        self,
        session_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]] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if session_id is not None:
            _path_params['session_id'] = session_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] = [
            'APIKeyHeader'
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/v0/synthetic_data/download/{session_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 synthetic_data_generate_v0_synthetic_data_generate_post(
        self,
        seed_qa_file: Annotated[Union[StrictBytes, StrictStr], Field(description="A .jsonl file containing seed QACs.")],
        context_files: Annotated[List[Union[StrictBytes, StrictStr]], Field(description="A list of .txt files or a .zip file containg .txt files. ")],
        domain: Annotated[StrictStr, Field(description="The domain of the QACs.")],
        num_rounds: Annotated[Optional[StrictInt], Field(description="The number of rounds to run the QACs generation algorithm.This controls the quantity of QACs generated.")] = None,
        llm: Annotated[Optional[Any], Field(description="The LLM used to generated QACs.")] = None,
        rater_llm: Annotated[Optional[Any], Field(description="The LLM used to rate QACs.")] = None,
        rating_threshold: Annotated[Optional[Union[StrictFloat, StrictInt]], Field(description="The minimum rating for a QAC to be accepted, must be in the range 0-5.This controls the quality of QACs generated.")] = 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,
    ) -> SyntheticDataGenerateResponse:
        """Synthetic Data Generate

        Generate synthetic question-answer-contexts (QACs).  This endpoint allows you to generate synthetic QACs based on some seed QACs and a list of context files.  We will generate a synthetic set of QACs, where:  * The contexts come from the provided context documents. * The questions and answers are generated based on the provided context documents such that the resulting QACs are as similar to the seed QACs as possible.

        :param seed_qa_file: A .jsonl file containing seed QACs. (required)
        :type seed_qa_file: bytearray
        :param context_files: A list of .txt files or a .zip file containg .txt files.  (required)
        :type context_files: List[bytearray]
        :param domain: The domain of the QACs. (required)
        :type domain: str
        :param num_rounds: The number of rounds to run the QACs generation algorithm.This controls the quantity of QACs generated.
        :type num_rounds: int
        :param llm: The LLM used to generated QACs.
        :type llm: LLM
        :param rater_llm: The LLM used to rate QACs.
        :type rater_llm: LLM
        :param rating_threshold: The minimum rating for a QAC to be accepted, must be in the range 0-5.This controls the quality of QACs generated.
        :type rating_threshold: float
        :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._synthetic_data_generate_v0_synthetic_data_generate_post_serialize(
            seed_qa_file=seed_qa_file,
            context_files=context_files,
            domain=domain,
            num_rounds=num_rounds,
            llm=llm,
            rater_llm=rater_llm,
            rating_threshold=rating_threshold,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SyntheticDataGenerateResponse",
            '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 synthetic_data_generate_v0_synthetic_data_generate_post_with_http_info(
        self,
        seed_qa_file: Annotated[Union[StrictBytes, StrictStr], Field(description="A .jsonl file containing seed QACs.")],
        context_files: Annotated[List[Union[StrictBytes, StrictStr]], Field(description="A list of .txt files or a .zip file containg .txt files. ")],
        domain: Annotated[StrictStr, Field(description="The domain of the QACs.")],
        num_rounds: Annotated[Optional[StrictInt], Field(description="The number of rounds to run the QACs generation algorithm.This controls the quantity of QACs generated.")] = None,
        llm: Annotated[Optional[Any], Field(description="The LLM used to generated QACs.")] = None,
        rater_llm: Annotated[Optional[Any], Field(description="The LLM used to rate QACs.")] = None,
        rating_threshold: Annotated[Optional[Union[StrictFloat, StrictInt]], Field(description="The minimum rating for a QAC to be accepted, must be in the range 0-5.This controls the quality of QACs generated.")] = 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[SyntheticDataGenerateResponse]:
        """Synthetic Data Generate

        Generate synthetic question-answer-contexts (QACs).  This endpoint allows you to generate synthetic QACs based on some seed QACs and a list of context files.  We will generate a synthetic set of QACs, where:  * The contexts come from the provided context documents. * The questions and answers are generated based on the provided context documents such that the resulting QACs are as similar to the seed QACs as possible.

        :param seed_qa_file: A .jsonl file containing seed QACs. (required)
        :type seed_qa_file: bytearray
        :param context_files: A list of .txt files or a .zip file containg .txt files.  (required)
        :type context_files: List[bytearray]
        :param domain: The domain of the QACs. (required)
        :type domain: str
        :param num_rounds: The number of rounds to run the QACs generation algorithm.This controls the quantity of QACs generated.
        :type num_rounds: int
        :param llm: The LLM used to generated QACs.
        :type llm: LLM
        :param rater_llm: The LLM used to rate QACs.
        :type rater_llm: LLM
        :param rating_threshold: The minimum rating for a QAC to be accepted, must be in the range 0-5.This controls the quality of QACs generated.
        :type rating_threshold: float
        :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._synthetic_data_generate_v0_synthetic_data_generate_post_serialize(
            seed_qa_file=seed_qa_file,
            context_files=context_files,
            domain=domain,
            num_rounds=num_rounds,
            llm=llm,
            rater_llm=rater_llm,
            rating_threshold=rating_threshold,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SyntheticDataGenerateResponse",
            '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 synthetic_data_generate_v0_synthetic_data_generate_post_without_preload_content(
        self,
        seed_qa_file: Annotated[Union[StrictBytes, StrictStr], Field(description="A .jsonl file containing seed QACs.")],
        context_files: Annotated[List[Union[StrictBytes, StrictStr]], Field(description="A list of .txt files or a .zip file containg .txt files. ")],
        domain: Annotated[StrictStr, Field(description="The domain of the QACs.")],
        num_rounds: Annotated[Optional[StrictInt], Field(description="The number of rounds to run the QACs generation algorithm.This controls the quantity of QACs generated.")] = None,
        llm: Annotated[Optional[Any], Field(description="The LLM used to generated QACs.")] = None,
        rater_llm: Annotated[Optional[Any], Field(description="The LLM used to rate QACs.")] = None,
        rating_threshold: Annotated[Optional[Union[StrictFloat, StrictInt]], Field(description="The minimum rating for a QAC to be accepted, must be in the range 0-5.This controls the quality of QACs generated.")] = 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:
        """Synthetic Data Generate

        Generate synthetic question-answer-contexts (QACs).  This endpoint allows you to generate synthetic QACs based on some seed QACs and a list of context files.  We will generate a synthetic set of QACs, where:  * The contexts come from the provided context documents. * The questions and answers are generated based on the provided context documents such that the resulting QACs are as similar to the seed QACs as possible.

        :param seed_qa_file: A .jsonl file containing seed QACs. (required)
        :type seed_qa_file: bytearray
        :param context_files: A list of .txt files or a .zip file containg .txt files.  (required)
        :type context_files: List[bytearray]
        :param domain: The domain of the QACs. (required)
        :type domain: str
        :param num_rounds: The number of rounds to run the QACs generation algorithm.This controls the quantity of QACs generated.
        :type num_rounds: int
        :param llm: The LLM used to generated QACs.
        :type llm: LLM
        :param rater_llm: The LLM used to rate QACs.
        :type rater_llm: LLM
        :param rating_threshold: The minimum rating for a QAC to be accepted, must be in the range 0-5.This controls the quality of QACs generated.
        :type rating_threshold: float
        :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._synthetic_data_generate_v0_synthetic_data_generate_post_serialize(
            seed_qa_file=seed_qa_file,
            context_files=context_files,
            domain=domain,
            num_rounds=num_rounds,
            llm=llm,
            rater_llm=rater_llm,
            rating_threshold=rating_threshold,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _synthetic_data_generate_v0_synthetic_data_generate_post_serialize(
        self,
        seed_qa_file,
        context_files,
        domain,
        num_rounds,
        llm,
        rater_llm,
        rating_threshold,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
            'context_files': 'csv',
        }

        _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]] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        # process the query parameters
        # process the header parameters
        # process the form parameters
        if seed_qa_file is not None:
            _files['seed_qa_file'] = seed_qa_file
        if context_files is not None:
            _files['context_files'] = context_files
        if domain is not None:
            _form_params.append(('domain', domain))
        if num_rounds is not None:
            _form_params.append(('num_rounds', num_rounds))
        if llm is not None:
            _form_params.append(('llm', llm))
        if rater_llm is not None:
            _form_params.append(('rater_llm', rater_llm))
        if rating_threshold is not None:
            _form_params.append(('rating_threshold', rating_threshold))
        # 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'
                ]
            )

        # 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(
                    [
                        'multipart/form-data'
                    ]
                )
            )
            if _default_content_type is not None:
                _header_params['Content-Type'] = _default_content_type

        # authentication setting
        _auth_settings: List[str] = [
            'APIKeyHeader'
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/v0/synthetic_data/generate',
            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
        )


