defmodule Search do defstruct [ :query, :limit, :detail ] @doc """ Creates a new `Search` struct with the given options. """ def new(opts) do %__MODULE__{ query: opts[:query], limit: opts[:limit], detail: opts[:detail] } end def get_results(search) do needle = get_query_embeddings(search.query) Store.get_project() |> Store.Project.stored_files() |> Util.async_stream(fn entry -> with {:ok, data} <- get_file_data(search, entry) do needle |> get_score(data) |> then(&{entry, &1, data}) else _ -> nil end end) |> Enum.reduce([], fn {:ok, nil}, acc -> acc {:ok, result}, acc -> [result | acc] end) |> Enum.sort(fn {_, a, _}, {_, b, _} -> a >= b end) |> Enum.take(search.limit) end defp get_query_embeddings(query) do idx = Indexer.impl() {:ok, needle} = idx.get_embeddings(idx.new(), query) needle end defp get_file_data(search, entry) do if search.detail do Store.Project.Entry.read(entry) else with {:ok, embeddings} <- Store.Project.Entry.read_embeddings(entry) do {:ok, %{"embeddings" => embeddings}} end end end defp get_score(needle, %{"embeddings" => embeddings}) do AI.Util.cosine_similarity(needle, embeddings) end end