Add AsyncSqliteSaver

This commit is contained in:
Nuno Campos
2024-02-07 19:31:24 -08:00
parent 13c94af88a
commit f2ad930cd4
5 changed files with 161 additions and 1 deletions
+86
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@@ -0,0 +1,86 @@
import pickle
from contextlib import asynccontextmanager
from typing import Optional, final
import aiosqlite
from langchain_core.pydantic_v1 import Field
from langchain_core.runnables import RunnableConfig
from langchain_core.runnables.utils import ConfigurableFieldSpec
from langgraph.checkpoint.base import BaseCheckpointSaver, Checkpoint
class AsyncSqliteSaver(BaseCheckpointSaver):
conn: aiosqlite.Connection
is_setup: bool = Field(False, init=False, repr=False)
class Config:
arbitrary_types_allowed = True
@classmethod
def from_conn_string(cls, conn_string: str) -> "AsyncSqliteSaver":
return AsyncSqliteSaver(conn=aiosqlite.connect(conn_string))
@property
def config_specs(self) -> list[ConfigurableFieldSpec]:
return [
ConfigurableFieldSpec(
id="thread_id",
annotation=str,
name="Thread ID",
description=None,
default="",
is_shared=True,
),
]
async def setup(self) -> None:
print("hello")
if self.is_setup:
return
try:
await self.conn
await self.conn.executescript(
"""
CREATE TABLE IF NOT EXISTS checkpoints (
thread_id TEXT PRIMARY KEY,
checkpoint BLOB
);
"""
)
await self.conn.commit()
print("good bye")
self.is_setup = True
except BaseException as e:
print(e)
raise e
def get(self, config: RunnableConfig) -> Optional[Checkpoint]:
raise NotImplementedError
def put(self, config: RunnableConfig, checkpoint: Checkpoint) -> None:
raise NotImplementedError
async def aget(self, config: RunnableConfig) -> Optional[Checkpoint]:
await self.setup()
async with self.conn.execute(
"SELECT checkpoint FROM checkpoints WHERE thread_id = ?",
(config["configurable"]["thread_id"],),
) as cursor:
if value := await cursor.fetchone():
return pickle.loads(value[0])
async def aput(self, config: RunnableConfig, checkpoint: Checkpoint) -> None:
await self.setup()
await self.conn.execute(
"INSERT OR REPLACE INTO checkpoints (thread_id, checkpoint) VALUES (?, ?)",
(
config["configurable"]["thread_id"],
pickle.dumps(checkpoint),
),
)
await self.conn.commit()
+6
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@@ -79,3 +79,9 @@ class SqliteSaver(BaseCheckpointSaver):
pickle.dumps(checkpoint),
),
)
async def aget(self, config: RunnableConfig) -> Optional[Checkpoint]:
raise NotImplementedError
async def aput(self, config: RunnableConfig, checkpoint: Checkpoint) -> None:
raise NotImplementedError
Generated
+16 -1
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@@ -110,6 +110,21 @@ files = [
[package.dependencies]
frozenlist = ">=1.1.0"
[[package]]
name = "aiosqlite"
version = "0.19.0"
description = "asyncio bridge to the standard sqlite3 module"
optional = false
python-versions = ">=3.7"
files = [
{file = "aiosqlite-0.19.0-py3-none-any.whl", hash = "sha256:edba222e03453e094a3ce605db1b970c4b3376264e56f32e2a4959f948d66a96"},
{file = "aiosqlite-0.19.0.tar.gz", hash = "sha256:95ee77b91c8d2808bd08a59fbebf66270e9090c3d92ffbf260dc0db0b979577d"},
]
[package.extras]
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)"]
docs = ["sphinx (==6.1.3)", "sphinx-mdinclude (==0.5.3)"]
[[package]]
name = "annotated-types"
version = "0.6.0"
@@ -3714,4 +3729,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
[metadata]
lock-version = "2.0"
python-versions = ">=3.9.0,<4.0"
content-hash = "faf7cebfb8e64c2edefb69bacdbdd10d8399ea8b3ba9f46c4383e72bd3cd925a"
content-hash = "ca23b252b03db034e0da020db7769f4b1df7c49185ef2121d5db96d05b450af6"
+1
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@@ -40,6 +40,7 @@ jupyter = "^1.0.0"
langchain = "^0.1.0"
langchainhub = "^0.1.14"
langchain-openai = "^0.0.2"
aiosqlite = "^0.19.0"
[tool.ruff]
select = [ "E", "F", "I" ]
+52
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@@ -22,6 +22,7 @@ from langgraph.channels.binop import BinaryOperatorAggregate
from langgraph.channels.context import Context
from langgraph.channels.last_value import LastValue
from langgraph.channels.topic import Topic
from langgraph.checkpoint.aiosqlite import AsyncSqliteSaver
from langgraph.checkpoint.memory import MemorySaver
from langgraph.graph import END, Graph, StateGraph
from langgraph.graph.message import MessageGraph
@@ -476,6 +477,57 @@ async def test_invoke_checkpoint(mocker: MockerFixture) -> None:
assert checkpoint["channel_values"].get("total") == 5
async def test_invoke_checkpoint_sqlite(mocker: MockerFixture) -> None:
add_one = mocker.Mock(side_effect=lambda x: x["total"] + x["input"])
def raise_if_above_10(input: int) -> int:
if input > 10:
raise ValueError("Input is too large")
return input
one = (
Channel.subscribe_to(["input"]).join(["total"])
| add_one
| Channel.write_to("output", "total")
| raise_if_above_10
)
memory = AsyncSqliteSaver.from_conn_string(":memory:")
app = Pregel(
nodes={"one": one},
channels={"total": BinaryOperatorAggregate(int, operator.add)},
checkpointer=memory,
debug=True,
)
# total starts out as 0, so output is 0+2=2
assert await app.ainvoke(2, {"configurable": {"thread_id": "1"}}) == 2
checkpoint = await memory.aget({"configurable": {"thread_id": "1"}})
assert checkpoint is not None
assert checkpoint["channel_values"].get("total") == 2
# total is now 2, so output is 2+3=5
assert await app.ainvoke(3, {"configurable": {"thread_id": "1"}}) == 5
checkpoint = await memory.aget({"configurable": {"thread_id": "1"}})
assert checkpoint is not None
assert checkpoint["channel_values"].get("total") == 7
# total is now 2+5=7, so output would be 7+4=11, but raises ValueError
with pytest.raises(ValueError):
await app.ainvoke(4, {"configurable": {"thread_id": "1"}})
# checkpoint is not updated
checkpoint = await memory.aget({"configurable": {"thread_id": "1"}})
assert checkpoint is not None
assert checkpoint["channel_values"].get("total") == 7
# on a new thread, total starts out as 0, so output is 0+5=5
assert await app.ainvoke(5, {"configurable": {"thread_id": "2"}}) == 5
checkpoint = await memory.aget({"configurable": {"thread_id": "1"}})
assert checkpoint is not None
assert checkpoint["channel_values"].get("total") == 7
checkpoint = await memory.aget({"configurable": {"thread_id": "2"}})
assert checkpoint is not None
assert checkpoint["channel_values"].get("total") == 5
async def test_invoke_two_processes_two_in_join_two_out(mocker: MockerFixture) -> None:
add_one = mocker.Mock(side_effect=lambda x: x + 1)
add_10_each = mocker.Mock(side_effect=lambda x: sorted(y + 10 for y in x))