diff --git a/pyproject.toml b/pyproject.toml index 2361913..987fab2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -29,6 +29,7 @@ client = ["httpx[http2]"] adk = ["google-adk>=1.20.0"] openai = ["openai-agents>=0.6.1"] pydantic_ai = ["pydantic-ai-slim>=1.68.0"] +langchain = ["langchain>=1.0.0", "langgraph>=1.0.0", "langchain-core>=1.0.0"] tracing = ["opentelemetry-api>=1.36.0"] [build-system] diff --git a/python/restate/ext/langchain/__init__.py b/python/restate/ext/langchain/__init__.py new file mode 100644 index 0000000..04ceb91 --- /dev/null +++ b/python/restate/ext/langchain/__init__.py @@ -0,0 +1,54 @@ +# +# Copyright (c) 2023-2025 - Restate Software, Inc., Restate GmbH +# +# This file is part of the Restate SDK for Python, +# which is released under the MIT license. +# +# You can find a copy of the license in file LICENSE in the root +# directory of this repository or package, or at +# https://github.com/restatedev/sdk-typescript/blob/main/LICENSE +# +"""Restate integration for LangChain agents. + +Pass `RestateMiddleware()` to `create_agent(..., middleware=[...])` and run +the agent inside a Restate handler. LLM responses are journaled, so retries +replay them instead of re-calling the model. To make tool side effects +durable, wrap them with `restate_context().run_typed("name", ...)` inside +the tool body. +""" + +import typing + +from restate import Context, ObjectContext +from restate.server_context import current_context + +from ._middleware import RestateMiddleware + + +def restate_context() -> Context: + """Return the current Restate Context. + + Use this inside a tool body to wrap your side effects in + `ctx.run_typed("name", ...)` — that's the explicit way to make them + durable. The middleware does NOT auto-wrap tool calls. + """ + ctx = current_context() + if ctx is None: + raise RuntimeError("No Restate context found.") + return ctx + + +def restate_object_context() -> ObjectContext: + """Return the current Restate ObjectContext. Errors if the agent is not + running inside a Virtual Object handler.""" + ctx = current_context() + if ctx is None: + raise RuntimeError("No Restate context found.") + return typing.cast(ObjectContext, ctx) + + +__all__ = [ + "RestateMiddleware", + "restate_context", + "restate_object_context", +] diff --git a/python/restate/ext/langchain/_middleware.py b/python/restate/ext/langchain/_middleware.py new file mode 100644 index 0000000..14eeb88 --- /dev/null +++ b/python/restate/ext/langchain/_middleware.py @@ -0,0 +1,128 @@ +# +# Copyright (c) 2023-2026 - Restate Software, Inc., Restate GmbH +# +# This file is part of the Restate SDK for Python, +# which is released under the MIT license. +# +# You can find a copy of the license in file LICENSE in the root +# directory of this repository or package, or at +# https://github.com/restatedev/sdk-typescript/blob/main/LICENSE +# +"""LangChain agent middleware that makes a `create_agent` agent durable on Restate. + +- `awrap_model_call` journals each LLM response so retries replay it from the + journal instead of re-calling the model. +- `awrap_tool_call` runs parallel tool calls one at a time (via a turnstile + keyed on `tool_call_id`) so any `ctx.run_typed(...)` calls users place in + tool bodies appear in the journal in a stable order across replays. + +The middleware does not journal tool calls itself and does not catch +exceptions — wrap side effects explicitly with `restate_context().run_typed(...)` +inside the tool body. +""" + +from dataclasses import asdict +from typing import Any, Awaitable, Callable, Optional, cast + +from langchain.agents.middleware import AgentMiddleware +from langchain.agents.middleware.types import ModelRequest, ModelResponse +from langchain_core.messages import AIMessage, AnyMessage, ToolMessage, BaseMessage +from langgraph.prebuilt.tool_node import ToolCallRequest +from langgraph.types import Command +from pydantic import BaseModel + +from restate import RunOptions +from restate.extensions import current_context +from restate.ext.turnstile import Turnstile + +from ._state import current_state + +ToolCallResult = ToolMessage | Command + + +class SerializableModelResponse(BaseModel): + """Serializable mirror of `ModelResponse`. + + `result` uses `list[AnyMessage]` (a discriminated union) + so AIMessage `tool_calls` survives serialization. + `BaseMessage`, as on `ModelResponse`, would not. + """ + + result: list[AnyMessage] + structured_response: Optional[Any] = None + + +class RestateMiddleware(AgentMiddleware): + """Drop-in middleware that makes a `create_agent` agent durable on Restate. + + Pass it to `create_agent(..., middleware=[RestateMiddleware()])` and run + the agent inside a Restate handler. LLM responses are journaled; parallel + tool calls are linearized for deterministic replay. + + Args: + run_options: forwarded to the LLM `ctx.run_typed` call (max attempts, + retry intervals, ...). `serde` is set internally. + """ + + def __init__(self, run_options: Optional[RunOptions[Any]] = None): + super().__init__() + self._options: RunOptions[Any] = run_options or RunOptions() + + async def awrap_model_call( + self, + request: ModelRequest, + handler: Callable[[ModelRequest], Awaitable[ModelResponse]], + ) -> ModelResponse: + ctx = current_context() + if ctx is None: + raise RuntimeError( + "RestateMiddleware must run inside a Restate handler. " + "Call agent.ainvoke(...) from a handler that exposes a Restate Context." + ) + + async def call_model() -> SerializableModelResponse: + response = await handler(request) + return SerializableModelResponse(**asdict(response)) + + journaled = await ctx.run_typed("LLM call", call_model, self._options) + + # If the request asked for a Pydantic schema, restore the type. + structured_response = journaled.structured_response + schema = getattr(request.response_format, "schema", None) + if structured_response is not None and isinstance(schema, type) and issubclass(schema, BaseModel): + structured_response = schema.model_validate(structured_response) + + # Force tools to run sequentially by setting a turnstile. + # Avoids asyncio.gather() from running in parallel. + ai_message = next((m for m in journaled.result if isinstance(m, AIMessage)), None) + if ai_message: + tool_call_ids = [tid for tc in (ai_message.tool_calls or []) if (tid := tc.get("id")) is not None] + current_state().turnstile = Turnstile(tool_call_ids) + + # Turn into ModelResponse as expected by the agent + return ModelResponse( + result=cast(list[BaseMessage], journaled.result), + structured_response=structured_response, + ) + + async def awrap_tool_call( + self, + request: ToolCallRequest, + handler: Callable[[ToolCallRequest], Awaitable[ToolCallResult]], + ) -> ToolCallResult: + tool_call = request.tool_call + tool_call_id: Optional[str] = tool_call.get("id") if isinstance(tool_call, dict) else None + if tool_call_id is None: + return await handler(request) + + # Wait for turn and then execute + turnstile = current_state().turnstile + try: + await turnstile.wait_for(tool_call_id) + result = await handler(request) + turnstile.allow_next_after(tool_call_id) + return result + except BaseException: + # Unblock the rest of the parallel tool batch, then propagate. + turnstile.cancel_all_after(tool_call_id) + raise diff --git a/python/restate/ext/langchain/_state.py b/python/restate/ext/langchain/_state.py new file mode 100644 index 0000000..da2ad3d --- /dev/null +++ b/python/restate/ext/langchain/_state.py @@ -0,0 +1,28 @@ +# +# Copyright (c) 2023-2025 - Restate Software, Inc., Restate GmbH +# +# This file is part of the Restate SDK for Python, +# which is released under the MIT license. +# +# You can find a copy of the license in file LICENSE in the root +# directory of this repository or package, or at +# https://github.com/restatedev/sdk-typescript/blob/main/LICENSE +# + +from contextvars import ContextVar + +from restate.ext.turnstile import Turnstile + + +class _State: + __slots__ = ("turnstile",) + + def __init__(self) -> None: + self.turnstile: Turnstile = Turnstile([]) + + +_state_var: ContextVar[_State] = ContextVar("restate_langchain_state", default=_State()) + + +def current_state() -> _State: + return _state_var.get() diff --git a/python/restate/ext/pydantic/_agent.py b/python/restate/ext/pydantic/_agent.py index 80ad692..29002e9 100644 --- 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