# File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details. from __future__ import annotations from typing import Union, Optional from datetime import datetime from typing_extensions import Literal import httpx from ..types import passage_search_params from .._types import Body, Omit, Query, Headers, NotGiven, SequenceNotStr, omit, not_given from .._utils import maybe_transform, async_maybe_transform from .._compat import cached_property from .._resource import SyncAPIResource, AsyncAPIResource from .._response import ( to_raw_response_wrapper, to_streamed_response_wrapper, async_to_raw_response_wrapper, async_to_streamed_response_wrapper, ) from .._base_client import make_request_options from ..types.passage_search_response import PassageSearchResponse __all__ = ["PassagesResource", "AsyncPassagesResource"] class PassagesResource(SyncAPIResource): @cached_property def with_raw_response(self) -> PassagesResourceWithRawResponse: """ This property can be used as a prefix for any HTTP method call to return the raw response object instead of the parsed content. For more information, see https://www.github.com/letta-ai/letta-python#accessing-raw-response-data-eg-headers """ return PassagesResourceWithRawResponse(self) @cached_property def with_streaming_response(self) -> PassagesResourceWithStreamingResponse: """ An alternative to `.with_raw_response` that doesn't eagerly read the response body. For more information, see https://www.github.com/letta-ai/letta-python#with_streaming_response """ return PassagesResourceWithStreamingResponse(self) def search( self, *, agent_id: Optional[str] | Omit = omit, archive_id: Optional[str] | Omit = omit, end_date: Union[str, datetime, None] | Omit = omit, limit: int | Omit = omit, query: Optional[str] | Omit = omit, start_date: Union[str, datetime, None] | Omit = omit, tag_match_mode: Literal["any", "all"] | Omit = omit, tags: Optional[SequenceNotStr[str]] | Omit = omit, # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs. # The extra values given here take precedence over values defined on the client or passed to this method. extra_headers: Headers | None = None, extra_query: Query | None = None, extra_body: Body | None = None, timeout: float | httpx.Timeout | None | NotGiven = not_given, ) -> PassageSearchResponse: """ Search passages across the organization with optional agent and archive filtering. Returns passages with relevance scores. This endpoint supports semantic search through passages: - If neither agent_id nor archive_id is provided, searches ALL passages in the organization - If agent_id is provided, searches passages across all archives attached to that agent - If archive_id is provided, searches passages within that specific archive - If both are provided, agent_id takes precedence Args: agent_id: Filter passages by agent ID archive_id: Filter passages by archive ID end_date: Filter results to passages created before this datetime limit: Maximum number of results to return query: Text query for semantic search start_date: Filter results to passages created after this datetime tag_match_mode: How to match tags - 'any' to match passages with any of the tags, 'all' to match only passages with all tags tags: Optional list of tags to filter search results extra_headers: Send extra headers extra_query: Add additional query parameters to the request extra_body: Add additional JSON properties to the request timeout: Override the client-level default timeout for this request, in seconds """ return self._post( "/v1/passages/search", body=maybe_transform( { "agent_id": agent_id, "archive_id": archive_id, "end_date": end_date, "limit": limit, "query": query, "start_date": start_date, "tag_match_mode": tag_match_mode, "tags": tags, }, passage_search_params.PassageSearchParams, ), options=make_request_options( extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout ), cast_to=PassageSearchResponse, ) class AsyncPassagesResource(AsyncAPIResource): @cached_property def with_raw_response(self) -> AsyncPassagesResourceWithRawResponse: """ This property can be used as a prefix for any HTTP method call to return the raw response object instead of the parsed content. For more information, see https://www.github.com/letta-ai/letta-python#accessing-raw-response-data-eg-headers """ return AsyncPassagesResourceWithRawResponse(self) @cached_property def with_streaming_response(self) -> AsyncPassagesResourceWithStreamingResponse: """ An alternative to `.with_raw_response` that doesn't eagerly read the response body. For more information, see https://www.github.com/letta-ai/letta-python#with_streaming_response """ return AsyncPassagesResourceWithStreamingResponse(self) async def search( self, *, agent_id: Optional[str] | Omit = omit, archive_id: Optional[str] | Omit = omit, end_date: Union[str, datetime, None] | Omit = omit, limit: int | Omit = omit, query: Optional[str] | Omit = omit, start_date: Union[str, datetime, None] | Omit = omit, tag_match_mode: Literal["any", "all"] | Omit = omit, tags: Optional[SequenceNotStr[str]] | Omit = omit, # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs. # The extra values given here take precedence over values defined on the client or passed to this method. extra_headers: Headers | None = None, extra_query: Query | None = None, extra_body: Body | None = None, timeout: float | httpx.Timeout | None | NotGiven = not_given, ) -> PassageSearchResponse: """ Search passages across the organization with optional agent and archive filtering. Returns passages with relevance scores. This endpoint supports semantic search through passages: - If neither agent_id nor archive_id is provided, searches ALL passages in the organization - If agent_id is provided, searches passages across all archives attached to that agent - If archive_id is provided, searches passages within that specific archive - If both are provided, agent_id takes precedence Args: agent_id: Filter passages by agent ID archive_id: Filter passages by archive ID end_date: Filter results to passages created before this datetime limit: Maximum number of results to return query: Text query for semantic search start_date: Filter results to passages created after this datetime tag_match_mode: How to match tags - 'any' to match passages with any of the tags, 'all' to match only passages with all tags tags: Optional list of tags to filter search results extra_headers: Send extra headers extra_query: Add additional query parameters to the request extra_body: Add additional JSON properties to the request timeout: Override the client-level default timeout for this request, in seconds """ return await self._post( "/v1/passages/search", body=await async_maybe_transform( { "agent_id": agent_id, "archive_id": archive_id, "end_date": end_date, "limit": limit, "query": query, "start_date": start_date, "tag_match_mode": tag_match_mode, "tags": tags, }, passage_search_params.PassageSearchParams, ), options=make_request_options( extra_headers=extra_headers, extra_query=extra_query, extra_body=extra_body, timeout=timeout ), cast_to=PassageSearchResponse, ) class PassagesResourceWithRawResponse: def __init__(self, passages: PassagesResource) -> None: self._passages = passages self.search = to_raw_response_wrapper( passages.search, ) class AsyncPassagesResourceWithRawResponse: def __init__(self, passages: AsyncPassagesResource) -> None: self._passages = passages self.search = async_to_raw_response_wrapper( passages.search, ) class PassagesResourceWithStreamingResponse: def __init__(self, passages: PassagesResource) -> None: self._passages = passages self.search = to_streamed_response_wrapper( passages.search, ) class AsyncPassagesResourceWithStreamingResponse: def __init__(self, passages: AsyncPassagesResource) -> None: self._passages = passages self.search = async_to_streamed_response_wrapper( passages.search, )