# coding: utf-8

"""
    Shaped API

    Welcome to Shaped's API reference docs. These provide a detailed view of the endpoints and CLI commands that Shaped provides and brief explanations of how they should be used.   Shaped's API is composed of 3 components:   1. **Dataset** - used to provision and manage 'Shaped Datasets', which are persisted     data views of external data. Shaped Datasets can be created from any of our     'Shaped connectors' (e.g. S3, Segment, Snowflake, etc.) and support both batch     ingestion (up to a 15min delay) and stream ingestion (up to a 30 second     delay) depending on the specific connector used. Shaped datasets can also be     created from local files, which is particularly useful for getting started     with a snapshot of data.    2. **Model Management** - used to provision and manage 'Shaped Models', which     represent a system of data pipelines, training and serving infrastructure for     your ranking use-case.    3. **Model Inference** - a high performance API that's used to make     user-understanding requests or ranking inferences to your 'Shaped Models'. For     example, the 'rank' endpoint can be used to determine for a given user id     query, what is the content that is most engaging to that user.    The recommended workflow to interact with the Shaped API is as follows:   1. First create 'Shaped Datasets' to sync over data that your Shaped     understanding models will need. The models at the minimum need interaction     data to understand behavior of your users, so start with that and add your item     and user catalog data later.   2. Then create 'Shaped Models' that use your created 'Shaped Datasets' as     input. Your Shaped Model will will start streaming, processing and training     from your connected data immediately. After a few hours your model will have     tuned all parameters based on your data and will deploy an active model.   3. You can now use the 'Model Inference' endpoints to make real-time     inferences to your model based on your use-case. 

    The version of the OpenAPI document: 1.0.1
    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, StrictStr
from typing_extensions import Annotated
from shaped.autogen.models.create_model_arguments import CreateModelArguments
from shaped.autogen.models.create_model_response import CreateModelResponse
from shaped.autogen.models.delete_model_response import DeleteModelResponse
from shaped.autogen.models.list_models_response import ListModelsResponse
from shaped.autogen.models.view_model_response import ViewModelResponse

from shaped.autogen.api_client import ApiClient, RequestSerialized
from shaped.autogen.api_response import ApiResponse
from shaped.autogen.rest import RESTResponseType


class ModelManagementApi:
    """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 get_models_model_name_delete_model(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        model_name: 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,
    ) -> DeleteModelResponse:
        """Delete Model

        Delete the model with identifier: {model_name}. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param model_name: (required)
        :type model_name: 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_models_model_name_delete_model_serialize(
            x_api_key=x_api_key,
            model_name=model_name,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "DeleteModelResponse",
            '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_models_model_name_delete_model_with_http_info(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        model_name: 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[DeleteModelResponse]:
        """Delete Model

        Delete the model with identifier: {model_name}. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param model_name: (required)
        :type model_name: 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_models_model_name_delete_model_serialize(
            x_api_key=x_api_key,
            model_name=model_name,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "DeleteModelResponse",
            '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_models_model_name_delete_model_without_preload_content(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        model_name: 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:
        """Delete Model

        Delete the model with identifier: {model_name}. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param model_name: (required)
        :type model_name: 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_models_model_name_delete_model_serialize(
            x_api_key=x_api_key,
            model_name=model_name,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _get_models_model_name_delete_model_serialize(
        self,
        x_api_key,
        model_name,
        _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 model_name is not None:
            _path_params['model_name'] = model_name
        # process the query parameters
        # process the header parameters
        if x_api_key is not None:
            _header_params['x-api-key'] = x_api_key
        # 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] = [
        ]

        return self.api_client.param_serialize(
            method='DELETE',
            resource_path='/models/{model_name}',
            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_models_model_name_models_get(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        model_name: 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,
    ) -> ViewModelResponse:
        """View Model

        View Models returns detailed information about the given {model_name} including the input setup schemas details and status. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param model_name: (required)
        :type model_name: 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_models_model_name_models_get_serialize(
            x_api_key=x_api_key,
            model_name=model_name,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ViewModelResponse",
            '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_models_model_name_models_get_with_http_info(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        model_name: 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[ViewModelResponse]:
        """View Model

        View Models returns detailed information about the given {model_name} including the input setup schemas details and status. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param model_name: (required)
        :type model_name: 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_models_model_name_models_get_serialize(
            x_api_key=x_api_key,
            model_name=model_name,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ViewModelResponse",
            '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_models_model_name_models_get_without_preload_content(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        model_name: 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:
        """View Model

        View Models returns detailed information about the given {model_name} including the input setup schemas details and status. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param model_name: (required)
        :type model_name: 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_models_model_name_models_get_serialize(
            x_api_key=x_api_key,
            model_name=model_name,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _get_models_model_name_models_get_serialize(
        self,
        x_api_key,
        model_name,
        _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 model_name is not None:
            _path_params['model_name'] = model_name
        # process the query parameters
        # process the header parameters
        if x_api_key is not None:
            _header_params['x-api-key'] = x_api_key
        # 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] = [
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/models/{model_name}',
            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_models_models_get(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        _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,
    ) -> ListModelsResponse:
        """List Models

        List Models returns a list of your previously created models and their associated metadata (e.g. status and last train time). 

        :param x_api_key: (required)
        :type x_api_key: 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_models_models_get_serialize(
            x_api_key=x_api_key,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ListModelsResponse",
            '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_models_models_get_with_http_info(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        _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[ListModelsResponse]:
        """List Models

        List Models returns a list of your previously created models and their associated metadata (e.g. status and last train time). 

        :param x_api_key: (required)
        :type x_api_key: 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_models_models_get_serialize(
            x_api_key=x_api_key,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ListModelsResponse",
            '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_models_models_get_without_preload_content(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        _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 Models

        List Models returns a list of your previously created models and their associated metadata (e.g. status and last train time). 

        :param x_api_key: (required)
        :type x_api_key: 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_models_models_get_serialize(
            x_api_key=x_api_key,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _get_models_models_get_serialize(
        self,
        x_api_key,
        _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
        # process the query parameters
        # process the header parameters
        if x_api_key is not None:
            _header_params['x-api-key'] = x_api_key
        # 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] = [
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/models',
            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 patch_create_models_patch(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        create_model_arguments: CreateModelArguments,
        _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,
    ) -> CreateModelResponse:
        """Update Model

        Update model is used to update the configurations of a currently hosted model within the ERROR or ACTIVE states. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param create_model_arguments: (required)
        :type create_model_arguments: CreateModelArguments
        :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._patch_create_models_patch_serialize(
            x_api_key=x_api_key,
            create_model_arguments=create_model_arguments,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "CreateModelResponse",
            '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 patch_create_models_patch_with_http_info(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        create_model_arguments: CreateModelArguments,
        _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[CreateModelResponse]:
        """Update Model

        Update model is used to update the configurations of a currently hosted model within the ERROR or ACTIVE states. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param create_model_arguments: (required)
        :type create_model_arguments: CreateModelArguments
        :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._patch_create_models_patch_serialize(
            x_api_key=x_api_key,
            create_model_arguments=create_model_arguments,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "CreateModelResponse",
            '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 patch_create_models_patch_without_preload_content(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        create_model_arguments: CreateModelArguments,
        _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 Model

        Update model is used to update the configurations of a currently hosted model within the ERROR or ACTIVE states. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param create_model_arguments: (required)
        :type create_model_arguments: CreateModelArguments
        :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._patch_create_models_patch_serialize(
            x_api_key=x_api_key,
            create_model_arguments=create_model_arguments,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _patch_create_models_patch_serialize(
        self,
        x_api_key,
        create_model_arguments,
        _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
        # process the query parameters
        # process the header parameters
        if x_api_key is not None:
            _header_params['x-api-key'] = x_api_key
        # process the form parameters
        # process the body parameter
        if create_model_arguments is not None:
            _body_params = create_model_arguments


        # 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] = [
        ]

        return self.api_client.param_serialize(
            method='PATCH',
            resource_path='/models',
            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 post_create_models_post(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        create_model_arguments: CreateModelArguments,
        _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,
    ) -> CreateModelResponse:
        """Create Model

        Create Model is used to create a 'Shaped Model' that can be used for any down-stream retrieval-search, ranking-recommendation and user-understanding juse-case. The request is composed of three top-level objects:  1. Model - contains model configuration details. 2. Connectors - contains the 'Shaped Datasets' used by the model. 3. Fetch - contains fetch queries used to source data required by the model.   Events is the only required data format. Users, items and filters are optional.   The create model endpoint will do some validation of the input request (including verifying connected datasets are active and validating the fetch SQL). It then asynchronously provisions your data pipelines, and training and serving infrastructure. Use the View Model and List Models endpoints to view the status of the underlying asynchronous setup request. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param create_model_arguments: (required)
        :type create_model_arguments: CreateModelArguments
        :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._post_create_models_post_serialize(
            x_api_key=x_api_key,
            create_model_arguments=create_model_arguments,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "CreateModelResponse",
            '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 post_create_models_post_with_http_info(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        create_model_arguments: CreateModelArguments,
        _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[CreateModelResponse]:
        """Create Model

        Create Model is used to create a 'Shaped Model' that can be used for any down-stream retrieval-search, ranking-recommendation and user-understanding juse-case. The request is composed of three top-level objects:  1. Model - contains model configuration details. 2. Connectors - contains the 'Shaped Datasets' used by the model. 3. Fetch - contains fetch queries used to source data required by the model.   Events is the only required data format. Users, items and filters are optional.   The create model endpoint will do some validation of the input request (including verifying connected datasets are active and validating the fetch SQL). It then asynchronously provisions your data pipelines, and training and serving infrastructure. Use the View Model and List Models endpoints to view the status of the underlying asynchronous setup request. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param create_model_arguments: (required)
        :type create_model_arguments: CreateModelArguments
        :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._post_create_models_post_serialize(
            x_api_key=x_api_key,
            create_model_arguments=create_model_arguments,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "CreateModelResponse",
            '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 post_create_models_post_without_preload_content(
        self,
        x_api_key: Annotated[str, Field(min_length=40, strict=True, max_length=40)],
        create_model_arguments: CreateModelArguments,
        _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 Model

        Create Model is used to create a 'Shaped Model' that can be used for any down-stream retrieval-search, ranking-recommendation and user-understanding juse-case. The request is composed of three top-level objects:  1. Model - contains model configuration details. 2. Connectors - contains the 'Shaped Datasets' used by the model. 3. Fetch - contains fetch queries used to source data required by the model.   Events is the only required data format. Users, items and filters are optional.   The create model endpoint will do some validation of the input request (including verifying connected datasets are active and validating the fetch SQL). It then asynchronously provisions your data pipelines, and training and serving infrastructure. Use the View Model and List Models endpoints to view the status of the underlying asynchronous setup request. 

        :param x_api_key: (required)
        :type x_api_key: str
        :param create_model_arguments: (required)
        :type create_model_arguments: CreateModelArguments
        :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._post_create_models_post_serialize(
            x_api_key=x_api_key,
            create_model_arguments=create_model_arguments,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _post_create_models_post_serialize(
        self,
        x_api_key,
        create_model_arguments,
        _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
        # process the query parameters
        # process the header parameters
        if x_api_key is not None:
            _header_params['x-api-key'] = x_api_key
        # process the form parameters
        # process the body parameter
        if create_model_arguments is not None:
            _body_params = create_model_arguments


        # 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] = [
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/models',
            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
        )


