Merge pull request #79 from langchain-ai/nc/1feb/sqlite

Add SqliteSaver
This commit is contained in:
Nuno Campos
2024-02-01 18:13:08 -08:00
committed by GitHub
2 changed files with 133 additions and 0 deletions
+82
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@@ -0,0 +1,82 @@
import pickle
import sqlite3
from contextlib import contextmanager
from typing import Optional
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 SqliteSaver(BaseCheckpointSaver):
conn: sqlite3.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) -> "SqliteSaver":
return SqliteSaver(conn=sqlite3.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,
),
]
def setup(self) -> None:
print("Setting up", self.is_setup)
if self.is_setup:
return
self.conn.executescript(
"""
CREATE TABLE IF NOT EXISTS checkpoints (
thread_id TEXT PRIMARY KEY,
checkpoint BLOB
);
"""
)
self.is_setup = True
@contextmanager
def cursor(self, transaction: bool = True):
self.setup()
cur = self.conn.cursor()
try:
yield cur
finally:
if transaction:
self.conn.commit()
cur.close()
def get(self, config: RunnableConfig) -> Optional[Checkpoint]:
with self.cursor(transaction=False) as cur:
cur.execute(
"SELECT checkpoint FROM checkpoints WHERE thread_id = ?",
(config["configurable"]["thread_id"],),
)
if value := cur.fetchone():
return pickle.loads(value[0])
def put(self, config: RunnableConfig, checkpoint: Checkpoint) -> None:
with self.cursor() as cur:
cur.execute(
"INSERT OR REPLACE INTO checkpoints (thread_id, checkpoint) VALUES (?, ?)",
(
config["configurable"]["thread_id"],
pickle.dumps(checkpoint),
),
)
+51
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@@ -16,6 +16,7 @@ from langgraph.channels.context import Context
from langgraph.channels.last_value import LastValue
from langgraph.channels.topic import Topic
from langgraph.checkpoint.memory import MemorySaver
from langgraph.checkpoint.sqlite import SqliteSaver
from langgraph.graph import END, Graph
from langgraph.graph.message import MessageGraph
from langgraph.graph.state import StateGraph
@@ -427,6 +428,56 @@ def test_invoke_checkpoint(mocker: MockerFixture) -> None:
assert checkpoint["channel_values"].get("total") == 5
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 = SqliteSaver.from_conn_string(":memory:")
app = Pregel(
nodes={"one": one},
channels={"total": BinaryOperatorAggregate(int, operator.add)},
checkpointer=memory,
)
# total starts out as 0, so output is 0+2=2
assert app.invoke(2, {"configurable": {"thread_id": "1"}}) == 2
checkpoint = memory.get({"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 app.invoke(3, {"configurable": {"thread_id": "1"}}) == 5
checkpoint = memory.get({"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):
app.invoke(4, {"configurable": {"thread_id": "1"}})
# checkpoint is not updated
checkpoint = memory.get({"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 app.invoke(5, {"configurable": {"thread_id": "2"}}) == 5
checkpoint = memory.get({"configurable": {"thread_id": "1"}})
assert checkpoint is not None
assert checkpoint["channel_values"].get("total") == 7
checkpoint = memory.get({"configurable": {"thread_id": "2"}})
assert checkpoint is not None
assert checkpoint["channel_values"].get("total") == 5
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))