# coding: utf-8

"""
    Hindsight HTTP API

    HTTP API for Hindsight

    The version of the OpenAPI document: 0.4.17
    Generated by OpenAPI Generator (https://openapi-generator.tech)

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

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

from pydantic import Field, StrictInt, StrictStr
from typing import Any, List, Optional
from typing_extensions import Annotated
from hindsight_client_api.models.clear_memory_observations_response import ClearMemoryObservationsResponse
from hindsight_client_api.models.delete_response import DeleteResponse
from hindsight_client_api.models.graph_data_response import GraphDataResponse
from hindsight_client_api.models.list_memory_units_response import ListMemoryUnitsResponse
from hindsight_client_api.models.list_tags_response import ListTagsResponse
from hindsight_client_api.models.recall_request import RecallRequest
from hindsight_client_api.models.recall_response import RecallResponse
from hindsight_client_api.models.reflect_request import ReflectRequest
from hindsight_client_api.models.reflect_response import ReflectResponse
from hindsight_client_api.models.retain_request import RetainRequest
from hindsight_client_api.models.retain_response import RetainResponse

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


class MemoryApi:
    """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
    async def clear_bank_memories(
        self,
        bank_id: StrictStr,
        type: Annotated[Optional[StrictStr], Field(description="Optional fact type filter (world, experience, opinion)")] = None,
        authorization: Optional[StrictStr] = 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,
    ) -> DeleteResponse:
        """Clear memory bank memories

        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.

        :param bank_id: (required)
        :type bank_id: str
        :param type: Optional fact type filter (world, experience, opinion)
        :type type: str
        :param authorization:
        :type authorization: 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._clear_bank_memories_serialize(
            bank_id=bank_id,
            type=type,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def clear_bank_memories_with_http_info(
        self,
        bank_id: StrictStr,
        type: Annotated[Optional[StrictStr], Field(description="Optional fact type filter (world, experience, opinion)")] = None,
        authorization: Optional[StrictStr] = 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[DeleteResponse]:
        """Clear memory bank memories

        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.

        :param bank_id: (required)
        :type bank_id: str
        :param type: Optional fact type filter (world, experience, opinion)
        :type type: str
        :param authorization:
        :type authorization: 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._clear_bank_memories_serialize(
            bank_id=bank_id,
            type=type,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def clear_bank_memories_without_preload_content(
        self,
        bank_id: StrictStr,
        type: Annotated[Optional[StrictStr], Field(description="Optional fact type filter (world, experience, opinion)")] = None,
        authorization: Optional[StrictStr] = 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:
        """Clear memory bank memories

        Delete memory units for a memory bank. Optionally filter by type (world, experience, opinion) to delete only specific types. This is a destructive operation that cannot be undone. The bank profile (disposition and background) will be preserved.

        :param bank_id: (required)
        :type bank_id: str
        :param type: Optional fact type filter (world, experience, opinion)
        :type type: str
        :param authorization:
        :type authorization: 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._clear_bank_memories_serialize(
            bank_id=bank_id,
            type=type,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _clear_bank_memories_serialize(
        self,
        bank_id,
        type,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        # process the query parameters
        if type is not None:
            
            _query_params.append(('type', type))
            
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # 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='/v1/default/banks/{bank_id}/memories',
            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
    async def clear_memory_observations(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = 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,
    ) -> ClearMemoryObservationsResponse:
        """Clear observations for a memory

        Delete all observations derived from a specific memory and reset it for re-consolidation. The memory itself is not deleted. A consolidation job is triggered automatically so the memory will produce fresh observations on the next consolidation run.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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._clear_memory_observations_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def clear_memory_observations_with_http_info(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = 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[ClearMemoryObservationsResponse]:
        """Clear observations for a memory

        Delete all observations derived from a specific memory and reset it for re-consolidation. The memory itself is not deleted. A consolidation job is triggered automatically so the memory will produce fresh observations on the next consolidation run.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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._clear_memory_observations_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def clear_memory_observations_without_preload_content(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = 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:
        """Clear observations for a memory

        Delete all observations derived from a specific memory and reset it for re-consolidation. The memory itself is not deleted. A consolidation job is triggered automatically so the memory will produce fresh observations on the next consolidation run.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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._clear_memory_observations_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _clear_memory_observations_serialize(
        self,
        bank_id,
        memory_id,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        if memory_id is not None:
            _path_params['memory_id'] = memory_id
        # process the query parameters
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # 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='/v1/default/banks/{bank_id}/memories/{memory_id}/observations',
            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
    async def get_graph(
        self,
        bank_id: StrictStr,
        type: Optional[StrictStr] = None,
        limit: Optional[StrictInt] = None,
        q: Optional[StrictStr] = None,
        tags: Optional[List[Optional[StrictStr]]] = None,
        tags_match: Optional[StrictStr] = None,
        authorization: Optional[StrictStr] = 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,
    ) -> GraphDataResponse:
        """Get memory graph data

        Retrieve graph data for visualization, optionally filtered by type (world/experience/opinion).

        :param bank_id: (required)
        :type bank_id: str
        :param type:
        :type type: str
        :param limit:
        :type limit: int
        :param q:
        :type q: str
        :param tags:
        :type tags: List[Optional[str]]
        :param tags_match:
        :type tags_match: str
        :param authorization:
        :type authorization: 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_graph_serialize(
            bank_id=bank_id,
            type=type,
            limit=limit,
            q=q,
            tags=tags,
            tags_match=tags_match,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def get_graph_with_http_info(
        self,
        bank_id: StrictStr,
        type: Optional[StrictStr] = None,
        limit: Optional[StrictInt] = None,
        q: Optional[StrictStr] = None,
        tags: Optional[List[Optional[StrictStr]]] = None,
        tags_match: Optional[StrictStr] = None,
        authorization: Optional[StrictStr] = 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[GraphDataResponse]:
        """Get memory graph data

        Retrieve graph data for visualization, optionally filtered by type (world/experience/opinion).

        :param bank_id: (required)
        :type bank_id: str
        :param type:
        :type type: str
        :param limit:
        :type limit: int
        :param q:
        :type q: str
        :param tags:
        :type tags: List[Optional[str]]
        :param tags_match:
        :type tags_match: str
        :param authorization:
        :type authorization: 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_graph_serialize(
            bank_id=bank_id,
            type=type,
            limit=limit,
            q=q,
            tags=tags,
            tags_match=tags_match,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def get_graph_without_preload_content(
        self,
        bank_id: StrictStr,
        type: Optional[StrictStr] = None,
        limit: Optional[StrictInt] = None,
        q: Optional[StrictStr] = None,
        tags: Optional[List[Optional[StrictStr]]] = None,
        tags_match: Optional[StrictStr] = None,
        authorization: Optional[StrictStr] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get memory graph data

        Retrieve graph data for visualization, optionally filtered by type (world/experience/opinion).

        :param bank_id: (required)
        :type bank_id: str
        :param type:
        :type type: str
        :param limit:
        :type limit: int
        :param q:
        :type q: str
        :param tags:
        :type tags: List[Optional[str]]
        :param tags_match:
        :type tags_match: str
        :param authorization:
        :type authorization: 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_graph_serialize(
            bank_id=bank_id,
            type=type,
            limit=limit,
            q=q,
            tags=tags,
            tags_match=tags_match,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _get_graph_serialize(
        self,
        bank_id,
        type,
        limit,
        q,
        tags,
        tags_match,
        authorization,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
            'tags': 'multi',
        }

        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        # process the query parameters
        if type is not None:
            
            _query_params.append(('type', type))
            
        if limit is not None:
            
            _query_params.append(('limit', limit))
            
        if q is not None:
            
            _query_params.append(('q', q))
            
        if tags is not None:
            
            _query_params.append(('tags', tags))
            
        if tags_match is not None:
            
            _query_params.append(('tags_match', tags_match))
            
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # 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='/v1/default/banks/{bank_id}/graph',
            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
    async def get_memory(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = 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,
    ) -> object:
        """Get memory unit

        Get a single memory unit by ID with all its metadata including entities and tags. Note: the 'history' field is deprecated and always returns an empty list - use GET /memories/{memory_id}/history instead.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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_memory_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def get_memory_with_http_info(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = 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[object]:
        """Get memory unit

        Get a single memory unit by ID with all its metadata including entities and tags. Note: the 'history' field is deprecated and always returns an empty list - use GET /memories/{memory_id}/history instead.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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_memory_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def get_memory_without_preload_content(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get memory unit

        Get a single memory unit by ID with all its metadata including entities and tags. Note: the 'history' field is deprecated and always returns an empty list - use GET /memories/{memory_id}/history instead.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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_memory_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _get_memory_serialize(
        self,
        bank_id,
        memory_id,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        if memory_id is not None:
            _path_params['memory_id'] = memory_id
        # process the query parameters
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # 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='/v1/default/banks/{bank_id}/memories/{memory_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
    async def get_observation_history(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = 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,
    ) -> object:
        """Get observation history

        Get the full history of an observation, with each change's source facts resolved to their text.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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_observation_history_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def get_observation_history_with_http_info(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = 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[object]:
        """Get observation history

        Get the full history of an observation, with each change's source facts resolved to their text.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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_observation_history_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def get_observation_history_without_preload_content(
        self,
        bank_id: StrictStr,
        memory_id: StrictStr,
        authorization: Optional[StrictStr] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get observation history

        Get the full history of an observation, with each change's source facts resolved to their text.

        :param bank_id: (required)
        :type bank_id: str
        :param memory_id: (required)
        :type memory_id: str
        :param authorization:
        :type authorization: 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_observation_history_serialize(
            bank_id=bank_id,
            memory_id=memory_id,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _get_observation_history_serialize(
        self,
        bank_id,
        memory_id,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        if memory_id is not None:
            _path_params['memory_id'] = memory_id
        # process the query parameters
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # 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='/v1/default/banks/{bank_id}/memories/{memory_id}/history',
            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
    async def list_memories(
        self,
        bank_id: StrictStr,
        type: Optional[StrictStr] = None,
        q: Optional[StrictStr] = None,
        limit: Optional[StrictInt] = None,
        offset: Optional[StrictInt] = None,
        authorization: Optional[StrictStr] = 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,
    ) -> ListMemoryUnitsResponse:
        """List memory units

        List memory units with pagination and optional full-text search. Supports filtering by type. Results are sorted by most recent first (mentioned_at DESC, then created_at DESC).

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

        _param = self._list_memories_serialize(
            bank_id=bank_id,
            type=type,
            q=q,
            limit=limit,
            offset=offset,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def list_memories_with_http_info(
        self,
        bank_id: StrictStr,
        type: Optional[StrictStr] = None,
        q: Optional[StrictStr] = None,
        limit: Optional[StrictInt] = None,
        offset: Optional[StrictInt] = None,
        authorization: Optional[StrictStr] = 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[ListMemoryUnitsResponse]:
        """List memory units

        List memory units with pagination and optional full-text search. Supports filtering by type. Results are sorted by most recent first (mentioned_at DESC, then created_at DESC).

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

        _param = self._list_memories_serialize(
            bank_id=bank_id,
            type=type,
            q=q,
            limit=limit,
            offset=offset,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def list_memories_without_preload_content(
        self,
        bank_id: StrictStr,
        type: Optional[StrictStr] = None,
        q: Optional[StrictStr] = None,
        limit: Optional[StrictInt] = None,
        offset: Optional[StrictInt] = None,
        authorization: Optional[StrictStr] = 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:
        """List memory units

        List memory units with pagination and optional full-text search. Supports filtering by type. Results are sorted by most recent first (mentioned_at DESC, then created_at DESC).

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

        _param = self._list_memories_serialize(
            bank_id=bank_id,
            type=type,
            q=q,
            limit=limit,
            offset=offset,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _list_memories_serialize(
        self,
        bank_id,
        type,
        q,
        limit,
        offset,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        # process the query parameters
        if type is not None:
            
            _query_params.append(('type', type))
            
        if q is not None:
            
            _query_params.append(('q', q))
            
        if limit is not None:
            
            _query_params.append(('limit', limit))
            
        if offset is not None:
            
            _query_params.append(('offset', offset))
            
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # 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='/v1/default/banks/{bank_id}/memories/list',
            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
    async def list_tags(
        self,
        bank_id: StrictStr,
        q: Annotated[Optional[StrictStr], Field(description="Wildcard pattern to filter tags (e.g., 'user:*' for user:alice, '*-admin' for role-admin). Use '*' as wildcard. Case-insensitive.")] = None,
        limit: Annotated[Optional[StrictInt], Field(description="Maximum number of tags to return")] = None,
        offset: Annotated[Optional[StrictInt], Field(description="Offset for pagination")] = None,
        authorization: Optional[StrictStr] = 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,
    ) -> ListTagsResponse:
        """List tags

        List all unique tags in a memory bank with usage counts. Supports wildcard search using '*' (e.g., 'user:*', '*-fred', 'tag*-2'). Case-insensitive.

        :param bank_id: (required)
        :type bank_id: str
        :param q: Wildcard pattern to filter tags (e.g., 'user:*' for user:alice, '*-admin' for role-admin). Use '*' as wildcard. Case-insensitive.
        :type q: str
        :param limit: Maximum number of tags to return
        :type limit: int
        :param offset: Offset for pagination
        :type offset: int
        :param authorization:
        :type authorization: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._list_tags_serialize(
            bank_id=bank_id,
            q=q,
            limit=limit,
            offset=offset,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def list_tags_with_http_info(
        self,
        bank_id: StrictStr,
        q: Annotated[Optional[StrictStr], Field(description="Wildcard pattern to filter tags (e.g., 'user:*' for user:alice, '*-admin' for role-admin). Use '*' as wildcard. Case-insensitive.")] = None,
        limit: Annotated[Optional[StrictInt], Field(description="Maximum number of tags to return")] = None,
        offset: Annotated[Optional[StrictInt], Field(description="Offset for pagination")] = None,
        authorization: Optional[StrictStr] = 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[ListTagsResponse]:
        """List tags

        List all unique tags in a memory bank with usage counts. Supports wildcard search using '*' (e.g., 'user:*', '*-fred', 'tag*-2'). Case-insensitive.

        :param bank_id: (required)
        :type bank_id: str
        :param q: Wildcard pattern to filter tags (e.g., 'user:*' for user:alice, '*-admin' for role-admin). Use '*' as wildcard. Case-insensitive.
        :type q: str
        :param limit: Maximum number of tags to return
        :type limit: int
        :param offset: Offset for pagination
        :type offset: int
        :param authorization:
        :type authorization: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._list_tags_serialize(
            bank_id=bank_id,
            q=q,
            limit=limit,
            offset=offset,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def list_tags_without_preload_content(
        self,
        bank_id: StrictStr,
        q: Annotated[Optional[StrictStr], Field(description="Wildcard pattern to filter tags (e.g., 'user:*' for user:alice, '*-admin' for role-admin). Use '*' as wildcard. Case-insensitive.")] = None,
        limit: Annotated[Optional[StrictInt], Field(description="Maximum number of tags to return")] = None,
        offset: Annotated[Optional[StrictInt], Field(description="Offset for pagination")] = None,
        authorization: Optional[StrictStr] = 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:
        """List tags

        List all unique tags in a memory bank with usage counts. Supports wildcard search using '*' (e.g., 'user:*', '*-fred', 'tag*-2'). Case-insensitive.

        :param bank_id: (required)
        :type bank_id: str
        :param q: Wildcard pattern to filter tags (e.g., 'user:*' for user:alice, '*-admin' for role-admin). Use '*' as wildcard. Case-insensitive.
        :type q: str
        :param limit: Maximum number of tags to return
        :type limit: int
        :param offset: Offset for pagination
        :type offset: int
        :param authorization:
        :type authorization: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._list_tags_serialize(
            bank_id=bank_id,
            q=q,
            limit=limit,
            offset=offset,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _list_tags_serialize(
        self,
        bank_id,
        q,
        limit,
        offset,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        # process the query parameters
        if q is not None:
            
            _query_params.append(('q', q))
            
        if limit is not None:
            
            _query_params.append(('limit', limit))
            
        if offset is not None:
            
            _query_params.append(('offset', offset))
            
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # 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='/v1/default/banks/{bank_id}/tags',
            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
    async def recall_memories(
        self,
        bank_id: StrictStr,
        recall_request: RecallRequest,
        authorization: Optional[StrictStr] = 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,
    ) -> RecallResponse:
        """Recall memory

        Recall memory using semantic similarity and spreading activation.  The type parameter is optional and must be one of: - `world`: General knowledge about people, places, events, and things that happen - `experience`: Memories about experience, conversations, actions taken, and tasks performed

        :param bank_id: (required)
        :type bank_id: str
        :param recall_request: (required)
        :type recall_request: RecallRequest
        :param authorization:
        :type authorization: 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._recall_memories_serialize(
            bank_id=bank_id,
            recall_request=recall_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def recall_memories_with_http_info(
        self,
        bank_id: StrictStr,
        recall_request: RecallRequest,
        authorization: Optional[StrictStr] = 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[RecallResponse]:
        """Recall memory

        Recall memory using semantic similarity and spreading activation.  The type parameter is optional and must be one of: - `world`: General knowledge about people, places, events, and things that happen - `experience`: Memories about experience, conversations, actions taken, and tasks performed

        :param bank_id: (required)
        :type bank_id: str
        :param recall_request: (required)
        :type recall_request: RecallRequest
        :param authorization:
        :type authorization: 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._recall_memories_serialize(
            bank_id=bank_id,
            recall_request=recall_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def recall_memories_without_preload_content(
        self,
        bank_id: StrictStr,
        recall_request: RecallRequest,
        authorization: Optional[StrictStr] = 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:
        """Recall memory

        Recall memory using semantic similarity and spreading activation.  The type parameter is optional and must be one of: - `world`: General knowledge about people, places, events, and things that happen - `experience`: Memories about experience, conversations, actions taken, and tasks performed

        :param bank_id: (required)
        :type bank_id: str
        :param recall_request: (required)
        :type recall_request: RecallRequest
        :param authorization:
        :type authorization: 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._recall_memories_serialize(
            bank_id=bank_id,
            recall_request=recall_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _recall_memories_serialize(
        self,
        bank_id,
        recall_request,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        # process the query parameters
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # process the form parameters
        # process the body parameter
        if recall_request is not None:
            _body_params = recall_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] = [
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/v1/default/banks/{bank_id}/memories/recall',
            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
    async def reflect(
        self,
        bank_id: StrictStr,
        reflect_request: ReflectRequest,
        authorization: Optional[StrictStr] = 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,
    ) -> ReflectResponse:
        """Reflect and generate answer

        Reflect and formulate an answer using bank identity, world facts, and opinions.  This endpoint: 1. Retrieves experience (conversations and events) 2. Retrieves world facts relevant to the query 3. Retrieves existing opinions (bank's perspectives) 4. Uses LLM to formulate a contextual answer 5. Returns plain text answer and the facts used

        :param bank_id: (required)
        :type bank_id: str
        :param reflect_request: (required)
        :type reflect_request: ReflectRequest
        :param authorization:
        :type authorization: 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._reflect_serialize(
            bank_id=bank_id,
            reflect_request=reflect_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def reflect_with_http_info(
        self,
        bank_id: StrictStr,
        reflect_request: ReflectRequest,
        authorization: Optional[StrictStr] = 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[ReflectResponse]:
        """Reflect and generate answer

        Reflect and formulate an answer using bank identity, world facts, and opinions.  This endpoint: 1. Retrieves experience (conversations and events) 2. Retrieves world facts relevant to the query 3. Retrieves existing opinions (bank's perspectives) 4. Uses LLM to formulate a contextual answer 5. Returns plain text answer and the facts used

        :param bank_id: (required)
        :type bank_id: str
        :param reflect_request: (required)
        :type reflect_request: ReflectRequest
        :param authorization:
        :type authorization: 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._reflect_serialize(
            bank_id=bank_id,
            reflect_request=reflect_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def reflect_without_preload_content(
        self,
        bank_id: StrictStr,
        reflect_request: ReflectRequest,
        authorization: Optional[StrictStr] = 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:
        """Reflect and generate answer

        Reflect and formulate an answer using bank identity, world facts, and opinions.  This endpoint: 1. Retrieves experience (conversations and events) 2. Retrieves world facts relevant to the query 3. Retrieves existing opinions (bank's perspectives) 4. Uses LLM to formulate a contextual answer 5. Returns plain text answer and the facts used

        :param bank_id: (required)
        :type bank_id: str
        :param reflect_request: (required)
        :type reflect_request: ReflectRequest
        :param authorization:
        :type authorization: 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._reflect_serialize(
            bank_id=bank_id,
            reflect_request=reflect_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _reflect_serialize(
        self,
        bank_id,
        reflect_request,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        # process the query parameters
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # process the form parameters
        # process the body parameter
        if reflect_request is not None:
            _body_params = reflect_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] = [
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/v1/default/banks/{bank_id}/reflect',
            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
    async def retain_memories(
        self,
        bank_id: StrictStr,
        retain_request: RetainRequest,
        authorization: Optional[StrictStr] = 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,
    ) -> RetainResponse:
        """Retain memories

        Retain memory items with automatic fact extraction.  This is the main endpoint for storing memories. It supports both synchronous and asynchronous processing via the `async` parameter.  **Features:** - Efficient batch processing - Automatic fact extraction from natural language - Entity recognition and linking - Document tracking with automatic upsert (when document_id is provided) - Temporal and semantic linking - Optional asynchronous processing  **The system automatically:** 1. Extracts semantic facts from the content 2. Generates embeddings 3. Deduplicates similar facts 4. Creates temporal, semantic, and entity links 5. Tracks document metadata  **When `async=true`:** Returns immediately after queuing. Use the operations endpoint to monitor progress.  **When `async=false` (default):** Waits for processing to complete.  **Note:** If a memory item has a `document_id` that already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior).

        :param bank_id: (required)
        :type bank_id: str
        :param retain_request: (required)
        :type retain_request: RetainRequest
        :param authorization:
        :type authorization: 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._retain_memories_serialize(
            bank_id=bank_id,
            retain_request=retain_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def retain_memories_with_http_info(
        self,
        bank_id: StrictStr,
        retain_request: RetainRequest,
        authorization: Optional[StrictStr] = 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[RetainResponse]:
        """Retain memories

        Retain memory items with automatic fact extraction.  This is the main endpoint for storing memories. It supports both synchronous and asynchronous processing via the `async` parameter.  **Features:** - Efficient batch processing - Automatic fact extraction from natural language - Entity recognition and linking - Document tracking with automatic upsert (when document_id is provided) - Temporal and semantic linking - Optional asynchronous processing  **The system automatically:** 1. Extracts semantic facts from the content 2. Generates embeddings 3. Deduplicates similar facts 4. Creates temporal, semantic, and entity links 5. Tracks document metadata  **When `async=true`:** Returns immediately after queuing. Use the operations endpoint to monitor progress.  **When `async=false` (default):** Waits for processing to complete.  **Note:** If a memory item has a `document_id` that already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior).

        :param bank_id: (required)
        :type bank_id: str
        :param retain_request: (required)
        :type retain_request: RetainRequest
        :param authorization:
        :type authorization: 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._retain_memories_serialize(
            bank_id=bank_id,
            retain_request=retain_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    @validate_call
    async def retain_memories_without_preload_content(
        self,
        bank_id: StrictStr,
        retain_request: RetainRequest,
        authorization: Optional[StrictStr] = 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:
        """Retain memories

        Retain memory items with automatic fact extraction.  This is the main endpoint for storing memories. It supports both synchronous and asynchronous processing via the `async` parameter.  **Features:** - Efficient batch processing - Automatic fact extraction from natural language - Entity recognition and linking - Document tracking with automatic upsert (when document_id is provided) - Temporal and semantic linking - Optional asynchronous processing  **The system automatically:** 1. Extracts semantic facts from the content 2. Generates embeddings 3. Deduplicates similar facts 4. Creates temporal, semantic, and entity links 5. Tracks document metadata  **When `async=true`:** Returns immediately after queuing. Use the operations endpoint to monitor progress.  **When `async=false` (default):** Waits for processing to complete.  **Note:** If a memory item has a `document_id` that already exists, the old document and its memory units will be deleted before creating new ones (upsert behavior).

        :param bank_id: (required)
        :type bank_id: str
        :param retain_request: (required)
        :type retain_request: RetainRequest
        :param authorization:
        :type authorization: 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._retain_memories_serialize(
            bank_id=bank_id,
            retain_request=retain_request,
            authorization=authorization,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

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


    def _retain_memories_serialize(
        self,
        bank_id,
        retain_request,
        authorization,
        _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 bank_id is not None:
            _path_params['bank_id'] = bank_id
        # process the query parameters
        # process the header parameters
        if authorization is not None:
            _header_params['authorization'] = authorization
        # process the form parameters
        # process the body parameter
        if retain_request is not None:
            _body_params = retain_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] = [
        ]

        return self.api_client.param_serialize(
            method='POST',
            resource_path='/v1/default/banks/{bank_id}/memories',
            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
        )


