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739 lines
29 KiB
Python
739 lines
29 KiB
Python
from __future__ import annotations
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import asyncio
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import json
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import random
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import threading
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from collections.abc import AsyncIterator, Callable, Iterator, Mapping, Sequence
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from contextlib import asynccontextmanager
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from typing import Any, TypeVar, cast
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import aiosqlite
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from langchain_core.runnables import RunnableConfig
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from langgraph.checkpoint.base import (
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WRITES_IDX_MAP,
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BaseCheckpointSaver,
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ChannelVersions,
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Checkpoint,
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CheckpointMetadata,
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CheckpointTuple,
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DeltaChannelHistory,
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SerializerProtocol,
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get_checkpoint_id,
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get_checkpoint_metadata,
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)
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from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
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from langgraph.checkpoint.sqlite._delta import (
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DELTA_STAGE1_SQL,
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build_delta_channels_writes_history,
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build_delta_stage2_sql,
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step_walk_with_row,
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)
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from langgraph.checkpoint.sqlite.utils import search_where
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T = TypeVar("T", bound=Callable)
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class AsyncSqliteSaver(BaseCheckpointSaver[str]):
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"""An asynchronous checkpoint saver that stores checkpoints in a SQLite database.
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This class provides an asynchronous interface for saving and retrieving checkpoints
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using a SQLite database. It's designed for use in asynchronous environments and
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offers better performance for I/O-bound operations compared to synchronous alternatives.
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Attributes:
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conn (aiosqlite.Connection): The asynchronous SQLite database connection.
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serde (SerializerProtocol): The serializer used for encoding/decoding checkpoints.
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Tip:
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Requires the [aiosqlite](https://pypi.org/project/aiosqlite/) package.
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Install it with `pip install aiosqlite`.
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Warning:
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While this class supports asynchronous checkpointing, it is not recommended
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for production workloads due to limitations in SQLite's write performance.
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For production use, consider a more robust database like PostgreSQL.
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Tip:
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Remember to **close the database connection** after executing your code,
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otherwise, you may see the graph "hang" after execution (since the program
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will not exit until the connection is closed).
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The easiest way is to use the `async with` statement as shown in the examples.
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```python
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async with AsyncSqliteSaver.from_conn_string("checkpoints.sqlite") as saver:
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# Your code here
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graph = builder.compile(checkpointer=saver)
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config = {"configurable": {"thread_id": "thread-1"}}
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async for event in graph.astream_events(..., config, version="v1"):
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print(event)
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```
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Examples:
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Usage within StateGraph:
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```pycon
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>>> import asyncio
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>>>
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>>> from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
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>>> from langgraph.graph import StateGraph
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>>>
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>>> async def main():
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>>> builder = StateGraph(int)
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>>> builder.add_node("add_one", lambda x: x + 1)
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>>> builder.set_entry_point("add_one")
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>>> builder.set_finish_point("add_one")
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>>> async with AsyncSqliteSaver.from_conn_string("checkpoints.db") as memory:
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>>> graph = builder.compile(checkpointer=memory)
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>>> coro = graph.ainvoke(1, {"configurable": {"thread_id": "thread-1"}})
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>>> print(await asyncio.gather(coro))
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>>>
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>>> asyncio.run(main())
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Output: [2]
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```
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Raw usage:
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```pycon
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>>> import asyncio
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>>> import aiosqlite
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>>> from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
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>>>
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>>> async def main():
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>>> async with aiosqlite.connect("checkpoints.db") as conn:
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... saver = AsyncSqliteSaver(conn)
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... config = {"configurable": {"thread_id": "1", "checkpoint_ns": ""}}
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... checkpoint = {"ts": "2023-05-03T10:00:00Z", "data": {"key": "value"}, "id": "0c62ca34-ac19-445d-bbb0-5b4984975b2a"}
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... saved_config = await saver.aput(config, checkpoint, {}, {})
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... print(saved_config)
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>>> asyncio.run(main())
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{'configurable': {'thread_id': '1', 'checkpoint_ns': '', 'checkpoint_id': '0c62ca34-ac19-445d-bbb0-5b4984975b2a'}}
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```
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"""
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lock: asyncio.Lock
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is_setup: bool
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def __init__(
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self,
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conn: aiosqlite.Connection,
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*,
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serde: SerializerProtocol | None = None,
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):
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super().__init__(serde=serde)
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self.jsonplus_serde = JsonPlusSerializer()
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self.conn = conn
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self.lock = asyncio.Lock()
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self.loop = asyncio.get_running_loop()
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self.is_setup = False
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@classmethod
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@asynccontextmanager
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async def from_conn_string(
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cls, conn_string: str
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) -> AsyncIterator[AsyncSqliteSaver]:
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"""Create a new AsyncSqliteSaver instance from a connection string.
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Args:
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conn_string: The SQLite connection string.
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Yields:
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AsyncSqliteSaver: A new AsyncSqliteSaver instance.
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"""
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async with aiosqlite.connect(conn_string) as conn:
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yield cls(conn)
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def get_tuple(self, config: RunnableConfig) -> CheckpointTuple | None:
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"""Get a checkpoint tuple from the database.
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This method retrieves a checkpoint tuple from the SQLite database based on the
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provided config. If the config contains a `checkpoint_id` key, the checkpoint with
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the matching thread ID and checkpoint ID is retrieved. Otherwise, the latest checkpoint
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for the given thread ID is retrieved.
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Args:
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config: The config to use for retrieving the checkpoint.
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Returns:
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The retrieved checkpoint tuple, or None if no matching checkpoint was found.
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"""
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try:
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# check if we are in the main thread, only bg threads can block
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# we don't check in other methods to avoid the overhead
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if asyncio.get_running_loop() is self.loop:
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raise asyncio.InvalidStateError(
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"Synchronous calls to AsyncSqliteSaver are only allowed from a "
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"different thread. From the main thread, use the async interface. "
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"For example, use `await checkpointer.aget_tuple(...)` or `await "
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"graph.ainvoke(...)`."
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)
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except RuntimeError:
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pass
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return asyncio.run_coroutine_threadsafe(
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self.aget_tuple(config), self.loop
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).result()
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def list(
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self,
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config: RunnableConfig | None,
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*,
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filter: dict[str, Any] | None = None,
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before: RunnableConfig | None = None,
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limit: int | None = None,
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) -> Iterator[CheckpointTuple]:
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"""List checkpoints from the database asynchronously.
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This method retrieves a list of checkpoint tuples from the SQLite database based
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on the provided config. The checkpoints are ordered by checkpoint ID in descending order (newest first).
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Args:
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config: Base configuration for filtering checkpoints.
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filter: Additional filtering criteria for metadata.
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before: If provided, only checkpoints before the specified checkpoint ID are returned.
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limit: Maximum number of checkpoints to return.
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Yields:
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An iterator of matching checkpoint tuples.
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"""
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try:
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# check if we are in the main thread, only bg threads can block
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# we don't check in other methods to avoid the overhead
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if asyncio.get_running_loop() is self.loop:
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raise asyncio.InvalidStateError(
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"Synchronous calls to AsyncSqliteSaver are only allowed from a "
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"different thread. From the main thread, use the async interface. "
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"For example, use `checkpointer.alist(...)` or `await "
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"graph.ainvoke(...)`."
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)
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except RuntimeError:
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pass
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aiter_ = self.alist(config, filter=filter, before=before, limit=limit)
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while True:
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try:
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yield asyncio.run_coroutine_threadsafe(
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anext(aiter_), # type: ignore[arg-type] # noqa: F821
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self.loop,
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).result()
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except StopAsyncIteration:
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break
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def put(
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self,
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config: RunnableConfig,
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checkpoint: Checkpoint,
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metadata: CheckpointMetadata,
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new_versions: ChannelVersions,
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) -> RunnableConfig:
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"""Save a checkpoint to the database.
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This method saves a checkpoint to the SQLite database. The checkpoint is associated
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with the provided config and its parent config (if any).
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Args:
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config: The config to associate with the checkpoint.
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checkpoint: The checkpoint to save.
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metadata: Additional metadata to save with the checkpoint.
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new_versions: New channel versions as of this write.
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Returns:
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RunnableConfig: Updated configuration after storing the checkpoint.
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"""
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return asyncio.run_coroutine_threadsafe(
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self.aput(config, checkpoint, metadata, new_versions), self.loop
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).result()
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def put_writes(
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self,
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config: RunnableConfig,
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writes: Sequence[tuple[str, Any]],
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task_id: str,
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task_path: str = "",
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) -> None:
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return asyncio.run_coroutine_threadsafe(
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self.aput_writes(config, writes, task_id, task_path), self.loop
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).result()
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def delete_thread(self, thread_id: str) -> None:
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"""Delete all checkpoints and writes associated with a thread ID.
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Args:
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thread_id: The thread ID to delete.
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Returns:
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None
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"""
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try:
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# check if we are in the main thread, only bg threads can block
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# we don't check in other methods to avoid the overhead
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if asyncio.get_running_loop() is self.loop:
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raise asyncio.InvalidStateError(
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"Synchronous calls to AsyncSqliteSaver are only allowed from a "
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"different thread. From the main thread, use the async interface. "
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"For example, use `checkpointer.alist(...)` or `await "
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"graph.ainvoke(...)`."
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)
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except RuntimeError:
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pass
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return asyncio.run_coroutine_threadsafe(
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self.adelete_thread(thread_id), self.loop
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).result()
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def get_delta_channel_history(
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self, *, config: RunnableConfig, channels: Sequence[str]
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) -> Mapping[str, DeltaChannelHistory]:
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"""Sync bridge to `aget_delta_channel_history`.
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Mirrors the same cross-thread guard as `get_tuple` /
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`delete_thread` — calling from the loop thread raises rather than
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deadlocking.
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"""
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try:
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if asyncio.get_running_loop() is self.loop:
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raise asyncio.InvalidStateError(
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"Synchronous calls to AsyncSqliteSaver are only allowed from a "
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"different thread. From the main thread, use the async interface. "
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"For example, use `await checkpointer.aget_delta_channel_history(...)`."
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)
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except RuntimeError:
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pass
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return asyncio.run_coroutine_threadsafe(
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self.aget_delta_channel_history(config=config, channels=channels),
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self.loop,
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).result()
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async def setup(self) -> None:
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"""Set up the checkpoint database asynchronously.
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This method creates the necessary tables in the SQLite database if they don't
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already exist. It is called automatically when needed and should not be called
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directly by the user.
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"""
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async with self.lock:
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if self.is_setup:
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return
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await _ensure_connected(self.conn)
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async with self.conn.executescript(
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"""
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PRAGMA journal_mode=WAL;
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CREATE TABLE IF NOT EXISTS checkpoints (
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thread_id TEXT NOT NULL,
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checkpoint_ns TEXT NOT NULL DEFAULT '',
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checkpoint_id TEXT NOT NULL,
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parent_checkpoint_id TEXT,
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type TEXT,
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checkpoint BLOB,
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metadata BLOB,
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PRIMARY KEY (thread_id, checkpoint_ns, checkpoint_id)
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);
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CREATE TABLE IF NOT EXISTS writes (
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thread_id TEXT NOT NULL,
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checkpoint_ns TEXT NOT NULL DEFAULT '',
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checkpoint_id TEXT NOT NULL,
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task_id TEXT NOT NULL,
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idx INTEGER NOT NULL,
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channel TEXT NOT NULL,
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type TEXT,
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value BLOB,
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PRIMARY KEY (thread_id, checkpoint_ns, checkpoint_id, task_id, idx)
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);
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"""
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):
|
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await self.conn.commit()
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|
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self.is_setup = True
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|
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async def aget_tuple(self, config: RunnableConfig) -> CheckpointTuple | None:
|
|
"""Get a checkpoint tuple from the database asynchronously.
|
|
|
|
This method retrieves a checkpoint tuple from the SQLite database based on the
|
|
provided config. If the config contains a `checkpoint_id` key, the checkpoint with
|
|
the matching thread ID and checkpoint ID is retrieved. Otherwise, the latest checkpoint
|
|
for the given thread ID is retrieved.
|
|
|
|
Args:
|
|
config: The config to use for retrieving the checkpoint.
|
|
|
|
Returns:
|
|
The retrieved checkpoint tuple, or None if no matching checkpoint was found.
|
|
"""
|
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await self.setup()
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checkpoint_ns = config["configurable"].get("checkpoint_ns", "")
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async with self.lock, self.conn.cursor() as cur:
|
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# find the latest checkpoint for the thread_id
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if checkpoint_id := get_checkpoint_id(config):
|
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await cur.execute(
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"SELECT thread_id, checkpoint_id, parent_checkpoint_id, type, checkpoint, metadata FROM checkpoints WHERE thread_id = ? AND checkpoint_ns = ? AND checkpoint_id = ?",
|
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(
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str(config["configurable"]["thread_id"]),
|
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checkpoint_ns,
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checkpoint_id,
|
|
),
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)
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else:
|
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await cur.execute(
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"SELECT thread_id, checkpoint_id, parent_checkpoint_id, type, checkpoint, metadata FROM checkpoints WHERE thread_id = ? AND checkpoint_ns = ? ORDER BY checkpoint_id DESC LIMIT 1",
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(str(config["configurable"]["thread_id"]), checkpoint_ns),
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)
|
|
# if a checkpoint is found, return it
|
|
if value := await cur.fetchone():
|
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(
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thread_id,
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checkpoint_id,
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parent_checkpoint_id,
|
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type,
|
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checkpoint,
|
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metadata,
|
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) = value
|
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if not get_checkpoint_id(config):
|
|
config = {
|
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"configurable": {
|
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"thread_id": thread_id,
|
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"checkpoint_ns": checkpoint_ns,
|
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"checkpoint_id": checkpoint_id,
|
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}
|
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}
|
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# find any pending writes
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await cur.execute(
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"SELECT task_id, channel, type, value FROM writes WHERE thread_id = ? AND checkpoint_ns = ? AND checkpoint_id = ? ORDER BY task_id, idx",
|
|
(
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str(config["configurable"]["thread_id"]),
|
|
checkpoint_ns,
|
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str(config["configurable"]["checkpoint_id"]),
|
|
),
|
|
)
|
|
# deserialize the checkpoint and metadata
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|
return CheckpointTuple(
|
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config,
|
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self.serde.loads_typed((type, checkpoint)),
|
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cast(
|
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CheckpointMetadata,
|
|
(json.loads(metadata) if metadata is not None else {}),
|
|
),
|
|
(
|
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{
|
|
"configurable": {
|
|
"thread_id": thread_id,
|
|
"checkpoint_ns": checkpoint_ns,
|
|
"checkpoint_id": parent_checkpoint_id,
|
|
}
|
|
}
|
|
if parent_checkpoint_id
|
|
else None
|
|
),
|
|
[
|
|
(task_id, channel, self.serde.loads_typed((type, value)))
|
|
async for task_id, channel, type, value in cur
|
|
],
|
|
)
|
|
|
|
async def alist(
|
|
self,
|
|
config: RunnableConfig | None,
|
|
*,
|
|
filter: dict[str, Any] | None = None,
|
|
before: RunnableConfig | None = None,
|
|
limit: int | None = None,
|
|
) -> AsyncIterator[CheckpointTuple]:
|
|
"""List checkpoints from the database asynchronously.
|
|
|
|
This method retrieves a list of checkpoint tuples from the SQLite database based
|
|
on the provided config. The checkpoints are ordered by checkpoint ID in descending order (newest first).
|
|
|
|
Args:
|
|
config: Base configuration for filtering checkpoints.
|
|
filter: Additional filtering criteria for metadata.
|
|
before: If provided, only checkpoints before the specified checkpoint ID are returned.
|
|
limit: Maximum number of checkpoints to return.
|
|
|
|
Yields:
|
|
An asynchronous iterator of matching checkpoint tuples.
|
|
"""
|
|
await self.setup()
|
|
where, params = search_where(config, filter, before)
|
|
query = f"""SELECT thread_id, checkpoint_ns, checkpoint_id, parent_checkpoint_id, type, checkpoint, metadata
|
|
FROM checkpoints
|
|
{where}
|
|
ORDER BY checkpoint_id DESC"""
|
|
if limit is not None:
|
|
query += " LIMIT ?"
|
|
params = (*params, limit)
|
|
async with (
|
|
self.lock,
|
|
self.conn.execute(query, params) as cur,
|
|
self.conn.cursor() as wcur,
|
|
):
|
|
async for (
|
|
thread_id,
|
|
checkpoint_ns,
|
|
checkpoint_id,
|
|
parent_checkpoint_id,
|
|
type,
|
|
checkpoint,
|
|
metadata,
|
|
) in cur:
|
|
await wcur.execute(
|
|
"SELECT task_id, channel, type, value FROM writes WHERE thread_id = ? AND checkpoint_ns = ? AND checkpoint_id = ? ORDER BY task_id, idx",
|
|
(thread_id, checkpoint_ns, checkpoint_id),
|
|
)
|
|
yield CheckpointTuple(
|
|
{
|
|
"configurable": {
|
|
"thread_id": thread_id,
|
|
"checkpoint_ns": checkpoint_ns,
|
|
"checkpoint_id": checkpoint_id,
|
|
}
|
|
},
|
|
self.serde.loads_typed((type, checkpoint)),
|
|
cast(
|
|
CheckpointMetadata,
|
|
(json.loads(metadata) if metadata is not None else {}),
|
|
),
|
|
(
|
|
{
|
|
"configurable": {
|
|
"thread_id": thread_id,
|
|
"checkpoint_ns": checkpoint_ns,
|
|
"checkpoint_id": parent_checkpoint_id,
|
|
}
|
|
}
|
|
if parent_checkpoint_id
|
|
else None
|
|
),
|
|
[
|
|
(task_id, channel, self.serde.loads_typed((type, value)))
|
|
async for task_id, channel, type, value in wcur
|
|
],
|
|
)
|
|
|
|
async def aput(
|
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self,
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config: RunnableConfig,
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checkpoint: Checkpoint,
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metadata: CheckpointMetadata,
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new_versions: ChannelVersions,
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) -> RunnableConfig:
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"""Save a checkpoint to the database asynchronously.
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This method saves a checkpoint to the SQLite database. The checkpoint is associated
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with the provided config and its parent config (if any).
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Args:
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config: The config to associate with the checkpoint.
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checkpoint: The checkpoint to save.
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metadata: Additional metadata to save with the checkpoint.
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new_versions: New channel versions as of this write.
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Returns:
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RunnableConfig: Updated configuration after storing the checkpoint.
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"""
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await self.setup()
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thread_id = config["configurable"]["thread_id"]
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checkpoint_ns = config["configurable"]["checkpoint_ns"]
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type_, serialized_checkpoint = self.serde.dumps_typed(checkpoint)
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serialized_metadata = json.dumps(
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get_checkpoint_metadata(config, metadata), ensure_ascii=False
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).encode("utf-8", "ignore")
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async with (
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self.lock,
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self.conn.execute(
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"INSERT OR REPLACE INTO checkpoints (thread_id, checkpoint_ns, checkpoint_id, parent_checkpoint_id, type, checkpoint, metadata) VALUES (?, ?, ?, ?, ?, ?, ?)",
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(
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str(config["configurable"]["thread_id"]),
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checkpoint_ns,
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checkpoint["id"],
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config["configurable"].get("checkpoint_id"),
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type_,
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serialized_checkpoint,
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serialized_metadata,
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),
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),
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):
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await self.conn.commit()
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return {
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"configurable": {
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"thread_id": thread_id,
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"checkpoint_ns": checkpoint_ns,
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"checkpoint_id": checkpoint["id"],
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}
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}
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async def aput_writes(
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self,
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config: RunnableConfig,
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writes: Sequence[tuple[str, Any]],
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task_id: str,
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task_path: str = "",
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) -> None:
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"""Store intermediate writes linked to a checkpoint asynchronously.
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This method saves intermediate writes associated with a checkpoint to the database.
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Args:
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config: Configuration of the related checkpoint.
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writes: List of writes to store, each as (channel, value) pair.
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task_id: Identifier for the task creating the writes.
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task_path: Path of the task creating the writes.
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"""
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query = (
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"INSERT OR REPLACE INTO writes (thread_id, checkpoint_ns, checkpoint_id, task_id, idx, channel, type, value) VALUES (?, ?, ?, ?, ?, ?, ?, ?)"
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if all(w[0] in WRITES_IDX_MAP for w in writes)
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else "INSERT OR IGNORE INTO writes (thread_id, checkpoint_ns, checkpoint_id, task_id, idx, channel, type, value) VALUES (?, ?, ?, ?, ?, ?, ?, ?)"
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)
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await self.setup()
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async with self.lock, self.conn.cursor() as cur:
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await cur.executemany(
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query,
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[
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(
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str(config["configurable"]["thread_id"]),
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str(config["configurable"]["checkpoint_ns"]),
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str(config["configurable"]["checkpoint_id"]),
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task_id,
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WRITES_IDX_MAP.get(channel, idx),
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channel,
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*self.serde.dumps_typed(value),
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)
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for idx, (channel, value) in enumerate(writes)
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],
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)
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await self.conn.commit()
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async def adelete_thread(self, thread_id: str) -> None:
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"""Delete all checkpoints and writes associated with a thread ID.
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Args:
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thread_id: The thread ID to delete.
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Returns:
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None
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"""
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async with self.lock, self.conn.cursor() as cur:
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await cur.execute(
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"DELETE FROM checkpoints WHERE thread_id = ?",
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(str(thread_id),),
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)
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await cur.execute(
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"DELETE FROM writes WHERE thread_id = ?",
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(str(thread_id),),
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)
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await self.conn.commit()
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async def aget_delta_channel_history(
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self, *, config: RunnableConfig, channels: Sequence[str]
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) -> Mapping[str, DeltaChannelHistory]:
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"""Fast-path override of `BaseCheckpointSaver.aget_delta_channel_history`.
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See `SqliteSaver.get_delta_channel_history` for design notes; this
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is the async equivalent using `aiosqlite` cursors. Stage 1 pages
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the parent chain newest-first and Python-deserializes each
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checkpoint blob to find per-channel snapshots; stage 2 fetches
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only the relevant writes via per-channel UNION ALL.
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"""
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if not channels:
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return {}
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channels = list(channels)
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await self.setup()
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thread_id = str(config["configurable"]["thread_id"])
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checkpoint_ns = config["configurable"].get("checkpoint_ns", "")
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checkpoint_id = get_checkpoint_id(config)
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if checkpoint_id is None:
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target = await self.aget_tuple(config)
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if target is None:
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return {ch: {"writes": []} for ch in channels}
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checkpoint_id = target.config["configurable"]["checkpoint_id"]
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chain_by_ch: dict[str, list[str]] = {ch: [] for ch in channels}
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seed_val_by_ch: dict[str, Any] = {}
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walk_state: dict[str, Any] = {}
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seeded: set[str] = set()
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async with self.lock, self.conn.cursor() as cur:
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await cur.execute(
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DELTA_STAGE1_SQL, (thread_id, checkpoint_ns, checkpoint_id)
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)
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async for row in cur:
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cid, parent_cid, type_tag, blob = row
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if step_walk_with_row(
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cid=cid,
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parent_cid=parent_cid,
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type_tag=type_tag,
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blob=blob,
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target_id=checkpoint_id,
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serde=self.serde,
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chain_by_ch=chain_by_ch,
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seed_val_by_ch=seed_val_by_ch,
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walk_state=walk_state,
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seeded=seeded,
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channels=channels,
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):
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break
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channels_with_chain = [ch for ch in channels if chain_by_ch[ch]]
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stage2_sql = build_delta_stage2_sql(
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chain_lens=[len(chain_by_ch[ch]) for ch in channels_with_chain],
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)
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if stage2_sql:
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stage2_params: list[Any] = []
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for ch in channels_with_chain:
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stage2_params.extend(
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[thread_id, checkpoint_ns, ch, *chain_by_ch[ch]]
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)
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await cur.execute(stage2_sql, stage2_params)
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stage2_rows = cast(
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"list[tuple[str, str, str, int, str, bytes]]",
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await cur.fetchall(),
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)
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else:
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stage2_rows = []
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|
return build_delta_channels_writes_history(
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channels=channels,
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chain_by_ch=chain_by_ch,
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seed_val_by_ch=seed_val_by_ch,
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seeded=seeded,
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stage2_rows=stage2_rows,
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serde=self.serde,
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)
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def get_next_version(self, current: str | None, channel: None) -> str:
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|
"""Generate the next version ID for a channel.
|
|
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|
This method creates a new version identifier for a channel based on its current version.
|
|
|
|
Args:
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|
current (Optional[str]): The current version identifier of the channel.
|
|
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|
Returns:
|
|
str: The next version identifier, which is guaranteed to be monotonically increasing.
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|
"""
|
|
if current is None:
|
|
current_v = 0
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|
elif isinstance(current, int):
|
|
current_v = current
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|
else:
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|
current_v = int(current.split(".")[0])
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|
next_v = current_v + 1
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|
next_h = random.random()
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|
return f"{next_v:032}.{next_h:016}"
|
|
|
|
|
|
async def _ensure_connected(conn: aiosqlite.Connection) -> None:
|
|
if not _CONN_STARTED_CHECK(conn):
|
|
await conn
|
|
|
|
|
|
def _build_conn_started_check() -> Callable[[aiosqlite.Connection], bool]:
|
|
is_alive = getattr(aiosqlite.Connection, "is_alive", None)
|
|
if callable(is_alive):
|
|
return lambda conn: conn.is_alive() # type: ignore[attr-defined]
|
|
|
|
def _started(conn: aiosqlite.Connection) -> bool:
|
|
thread: threading.Thread | None = getattr(conn, "_thread", None)
|
|
return False if thread is None else thread.is_alive()
|
|
|
|
return _started
|
|
|
|
|
|
_CONN_STARTED_CHECK = _build_conn_started_check()
|