diff --git a/libs/langgraph-checkpoint-mongodb/pyproject.toml b/libs/langgraph-checkpoint-mongodb/pyproject.toml index 36454534..e48715a4 100644 --- a/libs/langgraph-checkpoint-mongodb/pyproject.toml +++ b/libs/langgraph-checkpoint-mongodb/pyproject.toml @@ -31,6 +31,8 @@ dev = [ "syrupy>=4.0.2", "pre-commit>=4.0", "mypy>=1.10.0", + "langgraph-checkpoint-postgres>=2.0.21", + "psycopg[binary]>=3.2.9", ] [tool.hatch.build.targets.wheel] diff --git a/libs/langgraph-checkpoint-mongodb/tests/integration_tests/test_fanout_to_subgraph.py b/libs/langgraph-checkpoint-mongodb/tests/integration_tests/test_fanout_to_subgraph.py new file mode 100644 index 00000000..afbb6ab5 --- /dev/null +++ b/libs/langgraph-checkpoint-mongodb/tests/integration_tests/test_fanout_to_subgraph.py @@ -0,0 +1,285 @@ +""" +Based on LangGraph's Benchmarking script, +https://github.com/langchain-ai/langgraph/blob/main/libs/langgraph/bench/fanout_to_subgraph.py, +this pattern of joke generation is used often in the examples. + +The fanout here is performed by the list comprehension of [class:~langgraph.types.Send] calls. +The effect of this is a map (fanout) workflow where the graph invokes +the same node multiple times in parallel. +The node here is a subgraph. +The subgraph is linear, with a conditional edge 'bump_loop' that repeatably calls +the node 'bump' until a condition is met. + +We use this test for benchmarking. It also demonstrates subgraphs, add_conditional_edges, and Send. +""" + +import operator +import os +import time +from collections.abc import Generator +from typing import Annotated, TypedDict +from uuid import uuid4 + +import langchain_core +import pytest +from psycopg import AsyncConnection, Connection +from psycopg.rows import dict_row + +from langgraph.checkpoint.base import BaseCheckpointSaver +from langgraph.checkpoint.memory import InMemorySaver +from langgraph.checkpoint.mongodb import AsyncMongoDBSaver, MongoDBSaver +from langgraph.checkpoint.postgres import PostgresSaver +from langgraph.checkpoint.postgres.aio import AsyncPostgresSaver +from langgraph.constants import START, Send +from langgraph.graph import END, StateGraph + +# --- Configuration --- +MONGODB_URI = os.environ.get( + "MONGODB_URI", "mongodb://localhost:27017?directConnection=true" +) +DB_NAME = os.environ.get("DB_NAME", "langgraph-test") +CHECKPOINT_CLXN_NAME = "fanout_checkpoints" +WRITES_CLXN_NAME = "fanout_writes" + +# PostgreSQL configuration follows that in langgraph repo. +# It requires a user "postgres" with password "postgres" running on port 5441. +DEFAULT_POSTGRES_URI = "postgres://postgres:postgres@localhost:5441/" + +N_SUBJECTS = 1000 + + +@pytest.fixture(scope="function") +def checkpointer_memory() -> Generator[InMemorySaver, None, None]: + yield InMemorySaver() + + +@pytest.fixture(scope="function") +def checkpointer_mongodb() -> Generator[MongoDBSaver, None, None]: + with MongoDBSaver.from_conn_string( + MONGODB_URI, + db_name=DB_NAME, + checkpoint_collection_name=CHECKPOINT_CLXN_NAME, + writes_collection_name=WRITES_CLXN_NAME, + ) as checkpointer: + checkpointer.checkpoint_collection.delete_many({}) + checkpointer.writes_collection.delete_many({}) + yield checkpointer + checkpointer.checkpoint_collection.drop() + checkpointer.writes_collection.drop() + + +@pytest.fixture(scope="function") +async def checkpointer_mongodb_async() -> Generator[AsyncMongoDBSaver, None, None]: + async with AsyncMongoDBSaver.from_conn_string( + MONGODB_URI, + db_name=DB_NAME, + checkpoint_collection_name=CHECKPOINT_CLXN_NAME + "_async", + writes_collection_name=WRITES_CLXN_NAME + "_async", + ) as checkpointer: + checkpointer.checkpoint_collection.delete_many({}) + checkpointer.writes_collection.delete_many({}) + yield checkpointer + checkpointer.checkpoint_collection.drop() + checkpointer.writes_collection.drop() + + +@pytest.fixture(scope="function") +def checkpointer_postgres() -> Generator[PostgresSaver, None, None]: + """Fixture for regular connection mode testing.""" + database = f"test_{uuid4().hex[:16]}" + # create unique db + with Connection.connect(DEFAULT_POSTGRES_URI, autocommit=True) as conn: + conn.execute(f"CREATE DATABASE {database}") + try: + with Connection.connect( + DEFAULT_POSTGRES_URI + database, + autocommit=True, + prepare_threshold=0, + row_factory=dict_row, + ) as conn: + checkpointer = PostgresSaver(conn) + checkpointer.setup() + yield checkpointer + finally: + # drop unique db + with Connection.connect(DEFAULT_POSTGRES_URI, autocommit=True) as conn: + conn.execute(f"DROP DATABASE {database}") + + +@pytest.fixture(scope="function") +async def checkpointer_postgres_async() -> Generator[AsyncPostgresSaver, None, None]: + """Fixture for regular connection mode testing.""" + database = f"test_{uuid4().hex[:16]}" + # create unique db + async with await AsyncConnection.connect( + DEFAULT_POSTGRES_URI, autocommit=True + ) as conn: + await conn.execute(f"CREATE DATABASE {database}") + try: + async with await AsyncConnection.connect( + DEFAULT_POSTGRES_URI + database, + autocommit=True, + prepare_threshold=0, + row_factory=dict_row, + ) as conn: + checkpointer = AsyncPostgresSaver(conn) + await checkpointer.setup() + yield checkpointer + finally: + # drop unique db + async with await AsyncConnection.connect( + DEFAULT_POSTGRES_URI, autocommit=True + ) as conn: + await conn.execute(f"DROP DATABASE {database}") + + +@pytest.fixture(autouse=True) +def disable_langsmith(): + """Disable LangSmith tracing for all tests""" + os.environ["LANGCHAIN_TRACING_V2"] = "false" + os.environ["LANGCHAIN_API_KEY"] = "" + + +@pytest.fixture +def input(): + years = [str(2025 - 10 * i) for i in range(N_SUBJECTS)] + return {"subjects": years} + + +class OverallState(TypedDict): + subjects: list[str] + jokes: Annotated[list[str], operator.add] + + +class JokeInput(TypedDict): + subject: str + + +class JokeOutput(TypedDict): + jokes: list[str] + + +class JokeState(JokeInput, JokeOutput): ... + + +def test_sync( + input, checkpointer_mongodb, checkpointer_memory, checkpointer_postgres +) -> None: + checkpointers = { + "mongodb": checkpointer_mongodb, + "postgres": checkpointer_postgres, + "in_memory": checkpointer_memory, + } + + def fanout_to_subgraph() -> StateGraph: + # Subgraph nodes create a joke + def edit(state: JokeInput): + return {"subject": f"{state["subject"]}, and cats"} + + def generate(state: JokeInput): + return {"jokes": [f"Joke about the year {state['subject']}"]} + + def bump(state: JokeOutput): + return {"jokes": [state["jokes"][0] + " and more"]} + + def bump_loop(state: JokeOutput): + return END if state["jokes"][0].endswith(" and more" * 10) else "bump" + + subgraph = StateGraph(JokeState, input=JokeInput, output=JokeOutput) + subgraph.add_node("edit", edit) + subgraph.add_node("generate", generate) + subgraph.add_node("bump", bump) + subgraph.set_entry_point("edit") + subgraph.add_edge("edit", "generate") + subgraph.add_edge("generate", "bump") + subgraph.add_node("bump_loop", bump_loop) + subgraph.add_conditional_edges("bump", bump_loop) + subgraph.set_finish_point("generate") + subgraphc = subgraph.compile() + + # parent graph maps the joke-generating subgraph + def fanout(state: OverallState): + return [Send("generate_joke", {"subject": s}) for s in state["subjects"]] + + parentgraph = StateGraph(OverallState) + parentgraph.add_node("generate_joke", subgraphc) + parentgraph.add_conditional_edges(START, fanout) + parentgraph.add_edge("generate_joke", END) + return parentgraph + + print("\n\nBegin test_sync") + for cname, checkpointer in checkpointers.items(): + assert isinstance(checkpointer, BaseCheckpointSaver) + + graphc = fanout_to_subgraph().compile(checkpointer=checkpointer) + assert isinstance(graphc.get_graph(), langchain_core.runnables.graph.Graph) + config = {"configurable": {"thread_id": cname}} + start = time.monotonic() + out = [c for c in graphc.stream(input, config=config)] + assert len(out) == N_SUBJECTS + assert isinstance(out[0], dict) + assert out[0].keys() == {"generate_joke"} + assert set(out[0]["generate_joke"].keys()) == {"jokes"} + end = time.monotonic() + print(f"{cname}: {end - start:.4f} seconds") + + +async def test_async( + input, checkpointer_mongodb_async, checkpointer_memory, checkpointer_postgres_async +) -> None: + checkpointers = { + "mongodb_async": checkpointer_mongodb_async, + "postgres_async": checkpointer_postgres_async, + "in_memory_async": checkpointer_memory, + } + + async def fanout_to_subgraph() -> StateGraph: + # Subgraph nodes create a joke + async def edit(state: JokeInput): + subject = state["subject"] + return {"subject": f"{subject}, and cats"} + + async def generate(state: JokeInput): + return {"jokes": [f"Joke about the year {state['subject']}"]} + + async def bump(state: JokeOutput): + return {"jokes": [state["jokes"][0] + " and more"]} + + async def bump_loop(state: JokeOutput): + return END if state["jokes"][0].endswith(" and more" * 10) else "bump" + + subgraph = StateGraph(JokeState, input=JokeInput, output=JokeOutput) + subgraph.add_node("edit", edit) + subgraph.add_node("generate", generate) + subgraph.add_node("bump", bump) + subgraph.set_entry_point("edit") + subgraph.add_edge("edit", "generate") + subgraph.add_edge("generate", "bump") + subgraph.add_conditional_edges("bump", bump_loop) + subgraph.set_finish_point("generate") + subgraphc = subgraph.compile() + + # parent graph maps the joke-generating subgraph + async def fanout(state: OverallState): + return [Send("generate_joke", {"subject": s}) for s in state["subjects"]] + + parentgraph = StateGraph(OverallState) + parentgraph.add_node("generate_joke", subgraphc) + parentgraph.add_conditional_edges(START, fanout) + parentgraph.add_edge("generate_joke", END) + return parentgraph + + print("\n\nBegin test_async") + for cname, checkpointer in checkpointers.items(): + assert isinstance(checkpointer, BaseCheckpointSaver) + + graphc = (await fanout_to_subgraph()).compile(checkpointer=checkpointer) + config = {"configurable": {"thread_id": cname}} + start = time.monotonic() + out = [c async for c in graphc.astream(input, config=config)] + assert len(out) == N_SUBJECTS + assert isinstance(out[0], dict) + assert out[0].keys() == {"generate_joke"} + assert set(out[0]["generate_joke"].keys()) == {"jokes"} + end = time.monotonic() + print(f"{cname}: {end - start:.4f} seconds") diff --git a/libs/langgraph-checkpoint-mongodb/tests/unit_tests/test_async.py b/libs/langgraph-checkpoint-mongodb/tests/unit_tests/test_async.py index 4e3b5e78..6a20467c 100644 --- a/libs/langgraph-checkpoint-mongodb/tests/unit_tests/test_async.py +++ b/libs/langgraph-checkpoint-mongodb/tests/unit_tests/test_async.py @@ -7,101 +7,104 @@ from langgraph.checkpoint.mongodb.aio import AsyncMongoDBSaver -MONGODB_URI = os.environ.get("MONGODB_URI", "mongodb://localhost:27017") +MONGODB_URI = os.environ.get( + "MONGODB_URI", "mongodb://localhost:27017?directConnection=true" +) DB_NAME = os.environ.get("DB_NAME", "langgraph-test") COLLECTION_NAME = "sync_checkpoints_aio" -async def test_asearch(input_data: dict[str, Any]) -> None: - # Clear collections if they exist +@pytest.fixture(scope="function") +async def saver(): # -> Generator[AsyncMongoDBSaver, None, None]: + # Prep by clearing collections if they exist client: AsyncIOMotorClient = AsyncIOMotorClient(MONGODB_URI) db = client[DB_NAME] - for clxn in await db.list_collection_names(): await db.drop_collection(clxn) async with AsyncMongoDBSaver.from_conn_string( MONGODB_URI, DB_NAME, COLLECTION_NAME ) as saver: - # save checkpoints - await saver.aput( - input_data["config_1"], - input_data["chkpnt_1"], - input_data["metadata_1"], - {}, - ) - await saver.aput( - input_data["config_2"], - input_data["chkpnt_2"], - input_data["metadata_2"], - {}, - ) - await saver.aput( - input_data["config_3"], - input_data["chkpnt_3"], - input_data["metadata_3"], - {}, - ) - - # call method / assertions - query_1 = {"source": "input"} # search by 1 key - query_2 = { - "step": 1, - "writes": {"foo": "bar"}, - } # search by multiple keys - query_3: dict[str, Any] = {} # search by no keys, return all checkpoints - query_4 = {"source": "update", "step": 1} # no match - - search_results_1 = [c async for c in saver.alist(None, filter=query_1)] - assert len(search_results_1) == 1 - assert search_results_1[0].metadata == input_data["metadata_1"] - - search_results_2 = [c async for c in saver.alist(None, filter=query_2)] - assert len(search_results_2) == 1 - assert search_results_2[0].metadata == input_data["metadata_2"] - - search_results_3 = [c async for c in saver.alist(None, filter=query_3)] - assert len(search_results_3) == 3 - - search_results_4 = [c async for c in saver.alist(None, filter=query_4)] - assert len(search_results_4) == 0 - - # search by config (defaults to checkpoints across all namespaces) - search_results_5 = [ - c async for c in saver.alist({"configurable": {"thread_id": "thread-2"}}) - ] - assert len(search_results_5) == 2 - assert { - search_results_5[0].config["configurable"]["checkpoint_ns"], - search_results_5[1].config["configurable"]["checkpoint_ns"], - } == {"", "inner"} - - -async def test_null_chars(input_data: dict[str, Any]) -> None: + yield saver + + +async def test_asearch(saver, input_data: dict[str, Any]) -> None: + # save checkpoints + await saver.aput( + input_data["config_1"], + input_data["chkpnt_1"], + input_data["metadata_1"], + {}, + ) + await saver.aput( + input_data["config_2"], + input_data["chkpnt_2"], + input_data["metadata_2"], + {}, + ) + await saver.aput( + input_data["config_3"], + input_data["chkpnt_3"], + input_data["metadata_3"], + {}, + ) + + # call method / assertions + query_1 = {"source": "input"} # search by 1 key + query_2 = { + "step": 1, + "writes": {"foo": "bar"}, + } # search by multiple keys + query_3: dict[str, Any] = {} # search by no keys, return all checkpoints + query_4 = {"source": "update", "step": 1} # no match + + search_results_1 = [c async for c in saver.alist(None, filter=query_1)] + assert len(search_results_1) == 1 + assert search_results_1[0].metadata == input_data["metadata_1"] + + search_results_2 = [c async for c in saver.alist(None, filter=query_2)] + assert len(search_results_2) == 1 + assert search_results_2[0].metadata == input_data["metadata_2"] + + search_results_3 = [c async for c in saver.alist(None, filter=query_3)] + assert len(search_results_3) == 3 + + search_results_4 = [c async for c in saver.alist(None, filter=query_4)] + assert len(search_results_4) == 0 + + # search by config (defaults to checkpoints across all namespaces) + search_results_5 = [ + c async for c in saver.alist({"configurable": {"thread_id": "thread-2"}}) + ] + assert len(search_results_5) == 2 + assert { + search_results_5[0].config["configurable"]["checkpoint_ns"], + search_results_5[1].config["configurable"]["checkpoint_ns"], + } == {"", "inner"} + + +async def test_null_chars(saver, input_data: dict[str, Any]) -> None: """In MongoDB string *values* can be any valid UTF-8 including nulls. *Field names*, however, cannot contain nulls characters.""" - async with AsyncMongoDBSaver.from_conn_string( - MONGODB_URI, DB_NAME, COLLECTION_NAME - ) as saver: - null_str = "\x00abc" # string containing null character - - # 1. null string in field *value* - null_value_cfg = await saver.aput( + null_str = "\x00abc" # string containing null character + + # 1. null string in field *value* + null_value_cfg = await saver.aput( + input_data["config_1"], + input_data["chkpnt_1"], + {"my_key": null_str}, + {}, + ) + null_tuple = await saver.aget_tuple(null_value_cfg) + assert null_tuple.metadata["my_key"] == null_str # type: ignore + cps = [c async for c in saver.alist(None, filter={"my_key": null_str})] + assert cps[0].metadata["my_key"] == null_str + + # 2. null string in field *name* + with pytest.raises(InvalidDocument): + await saver.aput( input_data["config_1"], input_data["chkpnt_1"], - {"my_key": null_str}, + {null_str: "my_value"}, # type: ignore {}, ) - null_tuple = await saver.aget_tuple(null_value_cfg) - assert null_tuple.metadata["my_key"] == null_str # type: ignore - cps = [c async for c in saver.alist(None, filter={"my_key": null_str})] - assert cps[0].metadata["my_key"] == null_str - - # 2. null string in field *name* - with pytest.raises(InvalidDocument): - await saver.aput( - input_data["config_1"], - input_data["chkpnt_1"], - {null_str: "my_value"}, # type: ignore - {}, - ) diff --git a/libs/langgraph-checkpoint-mongodb/uv.lock b/libs/langgraph-checkpoint-mongodb/uv.lock index cec1eced..59e64e17 100644 --- a/libs/langgraph-checkpoint-mongodb/uv.lock +++ b/libs/langgraph-checkpoint-mongodb/uv.lock @@ -2,7 +2,8 @@ version = 1 requires-python = ">=3.9" resolution-markers = [ "python_full_version >= '3.12.4'", - "python_full_version >= '3.10' and python_full_version < '3.12.4'", + "python_full_version >= '3.11' and python_full_version < '3.12.4'", + "python_full_version == '3.10.*'", "python_full_version < '3.10'", ] @@ -244,11 +245,14 @@ sdist = { url = "https://files.pythonhosted.org/packages/a2/55/8f8cab2afd404cf57 [[package]] name = "exceptiongroup" -version = "1.2.2" +version = "1.3.0" source = { registry = "https://pypi.org/simple" } -sdist = { url = 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