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https://github.com/langchain-ai/langgraph.git
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- **Description:** The final migration for the postgres checkpointer is not currently idempotent. That presents problems when migrating from one checkpointer to another or if migrations otherwise get applied twice. This makes the final migration idempotent to avoid this problem. - **Issue:** N/A - **Dependencies:** N/A - **Twitter handle:** N/A
316 lines
10 KiB
Python
316 lines
10 KiB
Python
from __future__ import annotations
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import random
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import warnings
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from collections.abc import Sequence
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from importlib.metadata import version as get_version
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from typing import Any, cast
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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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get_checkpoint_id,
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)
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from langgraph.checkpoint.serde.types import TASKS
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from psycopg.types.json import Jsonb
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MetadataInput = dict[str, Any] | None
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try:
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major, minor = get_version("langgraph").split(".")[:2]
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if int(major) == 0 and int(minor) < 5:
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warnings.warn(
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"You're using incompatible versions of langgraph and checkpoint-postgres. Please upgrade langgraph to avoid unexpected behavior.",
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DeprecationWarning,
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stacklevel=2,
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)
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except Exception:
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# skip version check if running from source
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pass
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"""
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To add a new migration, add a new string to the MIGRATIONS list.
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The position of the migration in the list is the version number.
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"""
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MIGRATIONS = [
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"""CREATE TABLE IF NOT EXISTS checkpoint_migrations (
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v INTEGER PRIMARY KEY
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);""",
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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 JSONB NOT NULL,
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metadata JSONB NOT NULL DEFAULT '{}',
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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 checkpoint_blobs (
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thread_id TEXT NOT NULL,
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checkpoint_ns TEXT NOT NULL DEFAULT '',
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channel TEXT NOT NULL,
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version TEXT NOT NULL,
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type TEXT NOT NULL,
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blob BYTEA,
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PRIMARY KEY (thread_id, checkpoint_ns, channel, version)
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);""",
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"""CREATE TABLE IF NOT EXISTS checkpoint_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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blob BYTEA NOT NULL,
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PRIMARY KEY (thread_id, checkpoint_ns, checkpoint_id, task_id, idx)
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);""",
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"ALTER TABLE checkpoint_blobs ALTER COLUMN blob DROP not null;",
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# NOTE: this is a no-op migration to ensure that the versions in the migrations table are correct.
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# This is necessary due to an empty migration previously added to the list.
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"SELECT 1;",
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"""
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CREATE INDEX CONCURRENTLY IF NOT EXISTS checkpoints_thread_id_idx ON checkpoints(thread_id);
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""",
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"""
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CREATE INDEX CONCURRENTLY IF NOT EXISTS checkpoint_blobs_thread_id_idx ON checkpoint_blobs(thread_id);
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""",
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"""
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CREATE INDEX CONCURRENTLY IF NOT EXISTS checkpoint_writes_thread_id_idx ON checkpoint_writes(thread_id);
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""",
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"""ALTER TABLE checkpoint_writes ADD COLUMN IF NOT EXISTS task_path TEXT NOT NULL DEFAULT '';""",
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]
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SELECT_SQL = """
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select
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thread_id,
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checkpoint,
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checkpoint_ns,
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checkpoint_id,
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parent_checkpoint_id,
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metadata,
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(
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select array_agg(array[bl.channel::bytea, bl.type::bytea, bl.blob])
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from jsonb_each_text(checkpoint -> 'channel_versions')
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inner join checkpoint_blobs bl
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on bl.thread_id = checkpoints.thread_id
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and bl.checkpoint_ns = checkpoints.checkpoint_ns
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and bl.channel = jsonb_each_text.key
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and bl.version = jsonb_each_text.value
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) as channel_values,
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(
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select
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array_agg(array[cw.task_id::text::bytea, cw.channel::bytea, cw.type::bytea, cw.blob] order by cw.task_id, cw.idx)
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from checkpoint_writes cw
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where cw.thread_id = checkpoints.thread_id
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and cw.checkpoint_ns = checkpoints.checkpoint_ns
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and cw.checkpoint_id = checkpoints.checkpoint_id
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) as pending_writes
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from checkpoints """
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SELECT_PENDING_SENDS_SQL = f"""
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select
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checkpoint_id,
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array_agg(array[type::bytea, blob] order by task_path, task_id, idx) as sends
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from checkpoint_writes
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where thread_id = %s
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and checkpoint_id = any(%s)
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and channel = '{TASKS}'
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group by checkpoint_id
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"""
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UPSERT_CHECKPOINT_BLOBS_SQL = """
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INSERT INTO checkpoint_blobs (thread_id, checkpoint_ns, channel, version, type, blob)
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VALUES (%s, %s, %s, %s, %s, %s)
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ON CONFLICT (thread_id, checkpoint_ns, channel, version) DO NOTHING
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"""
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UPSERT_CHECKPOINTS_SQL = """
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INSERT INTO checkpoints (thread_id, checkpoint_ns, checkpoint_id, parent_checkpoint_id, checkpoint, metadata)
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VALUES (%s, %s, %s, %s, %s, %s)
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ON CONFLICT (thread_id, checkpoint_ns, checkpoint_id)
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DO UPDATE SET
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checkpoint = EXCLUDED.checkpoint,
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metadata = EXCLUDED.metadata;
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"""
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UPSERT_CHECKPOINT_WRITES_SQL = """
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INSERT INTO checkpoint_writes (thread_id, checkpoint_ns, checkpoint_id, task_id, task_path, idx, channel, type, blob)
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VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s)
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ON CONFLICT (thread_id, checkpoint_ns, checkpoint_id, task_id, idx) DO UPDATE SET
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channel = EXCLUDED.channel,
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type = EXCLUDED.type,
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blob = EXCLUDED.blob;
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"""
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INSERT_CHECKPOINT_WRITES_SQL = """
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INSERT INTO checkpoint_writes (thread_id, checkpoint_ns, checkpoint_id, task_id, task_path, idx, channel, type, blob)
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VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s)
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ON CONFLICT (thread_id, checkpoint_ns, checkpoint_id, task_id, idx) DO NOTHING
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"""
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class BasePostgresSaver(BaseCheckpointSaver[str]):
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SELECT_SQL = SELECT_SQL
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SELECT_PENDING_SENDS_SQL = SELECT_PENDING_SENDS_SQL
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MIGRATIONS = MIGRATIONS
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UPSERT_CHECKPOINT_BLOBS_SQL = UPSERT_CHECKPOINT_BLOBS_SQL
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UPSERT_CHECKPOINTS_SQL = UPSERT_CHECKPOINTS_SQL
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UPSERT_CHECKPOINT_WRITES_SQL = UPSERT_CHECKPOINT_WRITES_SQL
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INSERT_CHECKPOINT_WRITES_SQL = INSERT_CHECKPOINT_WRITES_SQL
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supports_pipeline: bool
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def _migrate_pending_sends(
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self,
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pending_sends: list[tuple[bytes, bytes]],
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checkpoint: dict[str, Any],
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channel_values: list[tuple[bytes, bytes, bytes]],
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) -> None:
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if not pending_sends:
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return
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# add to values
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enc, blob = self.serde.dumps_typed(
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[self.serde.loads_typed((c.decode(), b)) for c, b in pending_sends],
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)
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channel_values.append((TASKS.encode(), enc.encode(), blob))
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# add to versions
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checkpoint["channel_versions"][TASKS] = (
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max(checkpoint["channel_versions"].values())
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if checkpoint["channel_versions"]
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else self.get_next_version(None, None)
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)
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def _load_blobs(
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self, blob_values: list[tuple[bytes, bytes, bytes]]
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) -> dict[str, Any]:
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if not blob_values:
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return {}
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return {
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k.decode(): self.serde.loads_typed((t.decode(), v))
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for k, t, v in blob_values
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if t.decode() != "empty"
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}
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def _dump_blobs(
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self,
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thread_id: str,
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checkpoint_ns: str,
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values: dict[str, Any],
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versions: ChannelVersions,
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) -> list[tuple[str, str, str, str, str, bytes | None]]:
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if not versions:
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return []
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return [
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(
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thread_id,
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checkpoint_ns,
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k,
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cast(str, ver),
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*(
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self.serde.dumps_typed(values[k])
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if k in values
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else ("empty", None)
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),
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)
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for k, ver in versions.items()
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]
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def _load_writes(
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self, writes: list[tuple[bytes, bytes, bytes, bytes]]
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) -> list[tuple[str, str, Any]]:
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return (
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[
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(
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tid.decode(),
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channel.decode(),
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self.serde.loads_typed((t.decode(), v)),
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)
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for tid, channel, t, v in writes
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]
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if writes
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else []
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)
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def _dump_writes(
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self,
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thread_id: str,
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checkpoint_ns: str,
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checkpoint_id: str,
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task_id: str,
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task_path: str,
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writes: Sequence[tuple[str, Any]],
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) -> list[tuple[str, str, str, str, str, int, str, str, bytes]]:
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return [
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(
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thread_id,
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checkpoint_ns,
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checkpoint_id,
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task_id,
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task_path,
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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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def get_next_version(self, current: str | None, channel: None) -> str:
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if current is None:
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current_v = 0
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elif isinstance(current, int):
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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}"
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def _search_where(
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self,
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config: RunnableConfig | None,
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filter: MetadataInput,
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before: RunnableConfig | None = None,
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) -> tuple[str, list[Any]]:
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"""Return WHERE clause predicates for alist() given config, filter, before.
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This method returns a tuple of a string and a tuple of values. The string
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is the parametered WHERE clause predicate (including the WHERE keyword):
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"WHERE column1 = $1 AND column2 IS $2". The list of values contains the
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values for each of the corresponding parameters.
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"""
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wheres = []
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param_values = []
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# construct predicate for config filter
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if config:
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wheres.append("thread_id = %s ")
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param_values.append(config["configurable"]["thread_id"])
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checkpoint_ns = config["configurable"].get("checkpoint_ns")
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if checkpoint_ns is not None:
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wheres.append("checkpoint_ns = %s")
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param_values.append(checkpoint_ns)
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if checkpoint_id := get_checkpoint_id(config):
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wheres.append("checkpoint_id = %s ")
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param_values.append(checkpoint_id)
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# construct predicate for metadata filter
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if filter:
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wheres.append("metadata @> %s ")
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param_values.append(Jsonb(filter))
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# construct predicate for `before`
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if before is not None:
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wheres.append("checkpoint_id < %s ")
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param_values.append(get_checkpoint_id(before))
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return (
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"WHERE " + " AND ".join(wheres) if wheres else "",
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param_values,
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)
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