defmodule Search do defstruct [ :query, :limit, :detail ] def new(opts) do %__MODULE__{ query: opts[:query], limit: opts[:limit], detail: opts[:detail] } end def get_results(search) do with {:ok, needle} <- Indexer.impl().get_embeddings(search.query) do 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) |> then(&{:ok, &1}) else {:error, reason} -> {:error, reason} end 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