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https://github.com/langchain-ai/langgraph.git
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Add AsyncSqliteSaver
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@@ -0,0 +1,86 @@
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import pickle
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from contextlib import asynccontextmanager
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from typing import Optional, final
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import aiosqlite
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from langchain_core.pydantic_v1 import Field
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from langchain_core.runnables import RunnableConfig
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from langchain_core.runnables.utils import ConfigurableFieldSpec
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from langgraph.checkpoint.base import BaseCheckpointSaver, Checkpoint
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class AsyncSqliteSaver(BaseCheckpointSaver):
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conn: aiosqlite.Connection
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is_setup: bool = Field(False, init=False, repr=False)
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class Config:
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arbitrary_types_allowed = True
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@classmethod
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def from_conn_string(cls, conn_string: str) -> "AsyncSqliteSaver":
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return AsyncSqliteSaver(conn=aiosqlite.connect(conn_string))
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@property
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def config_specs(self) -> list[ConfigurableFieldSpec]:
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return [
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ConfigurableFieldSpec(
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id="thread_id",
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annotation=str,
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name="Thread ID",
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description=None,
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default="",
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is_shared=True,
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),
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]
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async def setup(self) -> None:
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print("hello")
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if self.is_setup:
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return
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try:
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await self.conn
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await self.conn.executescript(
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"""
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CREATE TABLE IF NOT EXISTS checkpoints (
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thread_id TEXT PRIMARY KEY,
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checkpoint BLOB
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);
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"""
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)
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await self.conn.commit()
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print("good bye")
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self.is_setup = True
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except BaseException as e:
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print(e)
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raise e
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def get(self, config: RunnableConfig) -> Optional[Checkpoint]:
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raise NotImplementedError
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def put(self, config: RunnableConfig, checkpoint: Checkpoint) -> None:
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raise NotImplementedError
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async def aget(self, config: RunnableConfig) -> Optional[Checkpoint]:
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await self.setup()
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async with self.conn.execute(
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"SELECT checkpoint FROM checkpoints WHERE thread_id = ?",
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(config["configurable"]["thread_id"],),
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) as cursor:
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if value := await cursor.fetchone():
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return pickle.loads(value[0])
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async def aput(self, config: RunnableConfig, checkpoint: Checkpoint) -> None:
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await self.setup()
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await self.conn.execute(
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"INSERT OR REPLACE INTO checkpoints (thread_id, checkpoint) VALUES (?, ?)",
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(
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config["configurable"]["thread_id"],
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pickle.dumps(checkpoint),
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),
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)
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await self.conn.commit()
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@@ -79,3 +79,9 @@ class SqliteSaver(BaseCheckpointSaver):
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pickle.dumps(checkpoint),
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),
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)
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async def aget(self, config: RunnableConfig) -> Optional[Checkpoint]:
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raise NotImplementedError
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async def aput(self, config: RunnableConfig, checkpoint: Checkpoint) -> None:
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raise NotImplementedError
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Generated
+16
-1
@@ -110,6 +110,21 @@ files = [
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[package.dependencies]
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frozenlist = ">=1.1.0"
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[[package]]
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name = "aiosqlite"
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version = "0.19.0"
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description = "asyncio bridge to the standard sqlite3 module"
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optional = false
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python-versions = ">=3.7"
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files = [
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{file = "aiosqlite-0.19.0-py3-none-any.whl", hash = "sha256:edba222e03453e094a3ce605db1b970c4b3376264e56f32e2a4959f948d66a96"},
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{file = "aiosqlite-0.19.0.tar.gz", hash = "sha256:95ee77b91c8d2808bd08a59fbebf66270e9090c3d92ffbf260dc0db0b979577d"},
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]
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[package.extras]
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dev = ["aiounittest (==1.4.1)", "attribution (==1.6.2)", "black (==23.3.0)", "coverage[toml] (==7.2.3)", "flake8 (==5.0.4)", "flake8-bugbear (==23.3.12)", "flit (==3.7.1)", "mypy (==1.2.0)", "ufmt (==2.1.0)", "usort (==1.0.6)"]
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docs = ["sphinx (==6.1.3)", "sphinx-mdinclude (==0.5.3)"]
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[[package]]
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name = "annotated-types"
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version = "0.6.0"
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@@ -3714,4 +3729,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
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[metadata]
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lock-version = "2.0"
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python-versions = ">=3.9.0,<4.0"
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content-hash = "faf7cebfb8e64c2edefb69bacdbdd10d8399ea8b3ba9f46c4383e72bd3cd925a"
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content-hash = "ca23b252b03db034e0da020db7769f4b1df7c49185ef2121d5db96d05b450af6"
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@@ -40,6 +40,7 @@ jupyter = "^1.0.0"
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langchain = "^0.1.0"
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langchainhub = "^0.1.14"
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langchain-openai = "^0.0.2"
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aiosqlite = "^0.19.0"
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[tool.ruff]
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select = [ "E", "F", "I" ]
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@@ -22,6 +22,7 @@ from langgraph.channels.binop import BinaryOperatorAggregate
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from langgraph.channels.context import Context
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from langgraph.channels.last_value import LastValue
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from langgraph.channels.topic import Topic
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from langgraph.checkpoint.aiosqlite import AsyncSqliteSaver
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from langgraph.checkpoint.memory import MemorySaver
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from langgraph.graph import END, Graph, StateGraph
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from langgraph.graph.message import MessageGraph
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@@ -476,6 +477,57 @@ async def test_invoke_checkpoint(mocker: MockerFixture) -> None:
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assert checkpoint["channel_values"].get("total") == 5
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async def test_invoke_checkpoint_sqlite(mocker: MockerFixture) -> None:
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add_one = mocker.Mock(side_effect=lambda x: x["total"] + x["input"])
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def raise_if_above_10(input: int) -> int:
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if input > 10:
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raise ValueError("Input is too large")
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return input
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one = (
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Channel.subscribe_to(["input"]).join(["total"])
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| add_one
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| Channel.write_to("output", "total")
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| raise_if_above_10
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)
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memory = AsyncSqliteSaver.from_conn_string(":memory:")
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app = Pregel(
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nodes={"one": one},
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channels={"total": BinaryOperatorAggregate(int, operator.add)},
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checkpointer=memory,
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debug=True,
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)
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# total starts out as 0, so output is 0+2=2
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assert await app.ainvoke(2, {"configurable": {"thread_id": "1"}}) == 2
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checkpoint = await memory.aget({"configurable": {"thread_id": "1"}})
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assert checkpoint is not None
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assert checkpoint["channel_values"].get("total") == 2
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# total is now 2, so output is 2+3=5
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assert await app.ainvoke(3, {"configurable": {"thread_id": "1"}}) == 5
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checkpoint = await memory.aget({"configurable": {"thread_id": "1"}})
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assert checkpoint is not None
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assert checkpoint["channel_values"].get("total") == 7
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# total is now 2+5=7, so output would be 7+4=11, but raises ValueError
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with pytest.raises(ValueError):
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await app.ainvoke(4, {"configurable": {"thread_id": "1"}})
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# checkpoint is not updated
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checkpoint = await memory.aget({"configurable": {"thread_id": "1"}})
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assert checkpoint is not None
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assert checkpoint["channel_values"].get("total") == 7
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# on a new thread, total starts out as 0, so output is 0+5=5
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assert await app.ainvoke(5, {"configurable": {"thread_id": "2"}}) == 5
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checkpoint = await memory.aget({"configurable": {"thread_id": "1"}})
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assert checkpoint is not None
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assert checkpoint["channel_values"].get("total") == 7
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checkpoint = await memory.aget({"configurable": {"thread_id": "2"}})
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assert checkpoint is not None
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assert checkpoint["channel_values"].get("total") == 5
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async def test_invoke_two_processes_two_in_join_two_out(mocker: MockerFixture) -> None:
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add_one = mocker.Mock(side_effect=lambda x: x + 1)
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add_10_each = mocker.Mock(side_effect=lambda x: sorted(y + 10 for y in x))
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