defmodule LangChain.MessageDelta do @moduledoc """ Models a "delta" message from a chat LLM. A delta is a small chunk, or piece of a much larger complete message. A series of deltas can are used to construct a complete message. Delta messages must be applied in order for them to be valid. Delta messages can be combined and transformed into a `LangChain.Message` once the final piece is received. ## Roles * `:unknown` - The role data is missing for the delta. * `:assistant` - Responses coming back from the LLM. ## Function calling * `:function_name` - A message from the LLM expressing the intent to execute a function that was previously declared available to it. The `arguments` will eventually be parsed from JSON. However, as deltas are streamed, the arguments come in as text. Once it is _fully received_ it can be parsed as JSON, but it cannot be used before it is complete as it will not be valid JSON. """ use Ecto.Schema import Ecto.Changeset require Logger alias __MODULE__ alias LangChain.LangChainError alias LangChain.Message alias LangChain.Utils @primary_key false embedded_schema do field :content, :string # Marks if the delta completes the message. field :status, Ecto.Enum, values: [:incomplete, :complete, :length], default: :incomplete # When requesting multiple choices for a response, the `index` represents # which choice it is. It is a 0 based list.() field :index, :integer field :function_name, :string field :role, Ecto.Enum, values: [:unknown, :assistant], default: :unknown field :arguments, :any, virtual: true end @type t :: %MessageDelta{} @create_fields [:role, :content, :function_name, :arguments, :index, :status] @required_fields [] @doc """ Create a new `MessageDelta` that represents a message chunk. """ @spec new(attrs :: map()) :: {:ok, t()} | {:error, Ecto.Changeset.t()} def new(attrs \\ %{}) do %MessageDelta{} |> cast(attrs, @create_fields) |> assign_string_value(:content, attrs) |> assign_string_value(:arguments, attrs) |> validate_required(@required_fields) |> apply_action(:insert) end @doc """ Create a new `MessageDelta` that represents a message chunk and return it or raise an error if invalid. """ @spec new!(attrs :: map()) :: t() | no_return() def new!(attrs \\ %{}) do case new(attrs) do {:ok, message} -> message {:error, changeset} -> raise LangChainError, changeset end end @doc """ Merge two `MessageDelta` structs. The first `MessageDelta` is the `primary` one that smaller deltas are merged into. iex> delta_1 = ...> %LangChain.MessageDelta{ ...> content: nil, ...> index: 0, ...> function_name: nil, ...> role: :assistant, ...> arguments: nil, ...> status: :incomplete ...> } iex> delta_2 = ...> %LangChain.MessageDelta{ ...> content: "Hello", ...> index: 0, ...> function_name: nil, ...> role: :unknown, ...> arguments: nil, ...> status: :incomplete ...> } iex> LangChain.MessageDelta.merge_delta(delta_1, delta_2) %LangChain.MessageDelta{content: "Hello", status: :incomplete, index: 0, function_name: nil, role: :assistant, arguments: nil} A set of deltas can be easily merged like this: [first | rest] = list_of_delta_message Enum.reduce(rest, first, fn new_delta, acc -> MessageDelta.merge_delta(acc, new_delta) end) """ @spec merge_delta(t(), t()) :: t() def merge_delta(%MessageDelta{role: :assistant} = primary, %MessageDelta{} = delta_part) do primary |> append_content(delta_part) |> append_function_name(delta_part) |> append_arguments(delta_part) |> update_index(delta_part) |> update_status(delta_part) end defp append_content(%MessageDelta{role: :assistant} = primary, %MessageDelta{ content: new_content }) when is_binary(new_content) do %MessageDelta{primary | content: (primary.content || "") <> new_content} end defp append_content(%MessageDelta{} = primary, %MessageDelta{} = _delta_part) do # no content to merge primary end defp append_function_name(%MessageDelta{role: :assistant} = primary, %MessageDelta{ function_name: new_function }) when is_binary(new_function) do %MessageDelta{primary | function_name: (primary.function_name || "") <> new_function} end defp append_function_name(%MessageDelta{} = primary, %MessageDelta{} = _delta_part) do # no function name to merge primary end defp update_index(%MessageDelta{} = primary, %MessageDelta{index: new_index}) when is_number(new_index) do %MessageDelta{primary | index: new_index} end defp update_index(%MessageDelta{} = primary, %MessageDelta{} = _delta_par) do # no index update primary end defp update_status(%MessageDelta{status: :incomplete} = primary, %MessageDelta{ status: :complete }) do %MessageDelta{primary | status: :complete} end defp update_status(%MessageDelta{status: :incomplete} = primary, %MessageDelta{ status: :length }) do %MessageDelta{primary | status: :length} end defp update_status(%MessageDelta{} = primary, %MessageDelta{} = _delta_part) do # status flag not updated primary end defp append_arguments(%MessageDelta{role: :assistant} = primary, %MessageDelta{ arguments: new_arguments }) when is_binary(new_arguments) do %MessageDelta{primary | arguments: (primary.arguments || "") <> new_arguments} end defp append_arguments(%MessageDelta{} = primary, %MessageDelta{} = _delta_part) do # no arguments to merge primary end # The contents and arguments get streamed as a string. A delta of " " a single empty space # is expected. The "cast" process of the changeset turns this into `nil` # causing us to lose data. # # We want to take whatever we are given here. defp assign_string_value(changeset, field, attrs) do # get both possible versions of the arguments. val = Map.get(attrs, field) || Map.get(attrs, to_string(field)) # if we got a string, use it as-is without casting if is_binary(val) do put_change(changeset, field, val) else changeset end end @doc """ Convert the MessageDelta to a Message. Can only convert a fully complete MessageDelta. This is assumed to be the result of merging all the received `MessageDelta`s. An error is returned if the `status` is `:incomplete`. If the `MessageDelta` fails to convert to a `LangChain.Message`, an error is returned with the reason. """ @spec to_message(t()) :: {:ok, Message.t()} | {:error, String.t()} def to_message(%MessageDelta{status: :incomplete} = _delta) do {:error, "Cannot convert incomplete message"} end def to_message(%MessageDelta{status: status} = delta) do msg_status = case status do :complete -> :complete :length -> :length _other -> nil end attrs = delta |> Map.from_struct() |> Map.put(:status, msg_status) case Message.new(attrs) do {:ok, message} -> {:ok, message} {:error, changeset} -> {:error, Utils.changeset_error_to_string(changeset)} end end end