mirror of
https://github.com/langchain-ai/langgraph.git
synced 2026-08-26 01:22:24 +02:00
docs: update postgres checkpointer (#1001)
This commit is contained in:
Vadym Barda
@@ -51,6 +51,7 @@
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" Union,\n",
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" Tuple,\n",
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" List,\n",
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" Sequence\n",
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")\n",
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"\n",
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"import psycopg\n",
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@@ -174,6 +175,15 @@
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" metadata BYTEA NOT NULL,\n",
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" PRIMARY KEY (thread_id, thread_ts)\n",
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" );\n",
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" CREATE TABLE IF NOT EXISTS writes (\n",
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" thread_id TEXT NOT NULL,\n",
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" thread_ts TEXT NOT NULL,\n",
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" task_id TEXT NOT NULL,\n",
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" idx INTEGER NOT NULL,\n",
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" channel TEXT NOT NULL,\n",
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" value BYTEA,\n",
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" PRIMARY KEY (thread_id, thread_ts, task_id, idx)\n",
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" );\n",
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" \"\"\"\n",
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"\n",
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" @staticmethod\n",
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@@ -196,13 +206,13 @@
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" def drop_tables(connection: psycopg.Connection, /) -> None:\n",
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" \"\"\"Drop the table for the checkpoint saver.\"\"\"\n",
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" with connection.cursor() as cur:\n",
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" cur.execute(\"DROP TABLE IF EXISTS checkpoints;\")\n",
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" cur.execute(\"DROP TABLE IF EXISTS checkpoints, writes;\")\n",
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"\n",
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" @staticmethod\n",
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" async def adrop_tables(connection: psycopg.AsyncConnection, /) -> None:\n",
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" \"\"\"Drop the table for the checkpoint saver.\"\"\"\n",
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" async with connection.cursor() as cur:\n",
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" await cur.execute(\"DROP TABLE IF EXISTS checkpoints;\")\n",
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" await cur.execute(\"DROP TABLE IF EXISTS checkpoints, writes;\")\n",
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"\n",
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" UPSERT_CHECKPOINT_QUERY = \"\"\"\n",
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" INSERT INTO checkpoints \n",
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@@ -239,7 +249,7 @@
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" self.UPSERT_CHECKPOINT_QUERY,\n",
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" (\n",
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" thread_id,\n",
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" checkpoint[\"ts\"],\n",
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" checkpoint[\"id\"],\n",
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" parent_ts if parent_ts else None,\n",
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" self.serde.dumps(checkpoint),\n",
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" self.serde.dumps(metadata),\n",
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@@ -278,7 +288,7 @@
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" self.UPSERT_CHECKPOINT_QUERY,\n",
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" (\n",
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" thread_id,\n",
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" checkpoint[\"ts\"],\n",
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" checkpoint[\"id\"],\n",
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" parent_ts if parent_ts else None,\n",
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" self.serde.dumps(checkpoint),\n",
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" self.serde.dumps(metadata),\n",
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@@ -288,10 +298,68 @@
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" return {\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": checkpoint[\"ts\"],\n",
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" \"thread_ts\": checkpoint[\"id\"],\n",
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" },\n",
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" }\n",
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"\n",
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" UPSERT_WRITES_QUERY = \"\"\"\n",
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" INSERT INTO writes\n",
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" (thread_id, thread_ts, task_id, idx, channel, value)\n",
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" VALUES\n",
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" (%s, %s, %s, %s, %s, %s)\n",
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" ON CONFLICT (thread_id, thread_ts, task_id, idx)\n",
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" DO UPDATE SET value = EXCLUDED.value;\n",
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" \"\"\"\n",
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"\n",
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" def put_writes(\n",
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" self,\n",
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" config: RunnableConfig,\n",
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" writes: Sequence[Tuple[str, Any]],\n",
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" task_id: str,\n",
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" ) -> None:\n",
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" with self._get_sync_connection() as conn:\n",
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" with conn.cursor() as cur:\n",
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" cur.executemany(\n",
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" self.UPSERT_WRITES_QUERY,\n",
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" [\n",
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" (\n",
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" str(config[\"configurable\"][\"thread_id\"]),\n",
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" str(config[\"configurable\"][\"thread_ts\"]),\n",
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" task_id,\n",
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" idx,\n",
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" channel,\n",
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" self.serde.dumps(value),\n",
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" )\n",
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" for idx, (channel, value) in enumerate(writes)\n",
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" ],\n",
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" )\n",
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" conn.commit()\n",
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"\n",
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" async def aput_writes(\n",
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" self,\n",
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" config: RunnableConfig,\n",
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" writes: Sequence[Tuple[str, Any]],\n",
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" task_id: str,\n",
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" ) -> None:\n",
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"\n",
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" async with self._get_async_connection() as conn:\n",
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" async with conn.cursor() as cur:\n",
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" await cur.executemany(\n",
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" self.UPSERT_WRITES_QUERY,\n",
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" [\n",
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" (\n",
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" str(config[\"configurable\"][\"thread_id\"]),\n",
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" str(config[\"configurable\"][\"thread_ts\"]),\n",
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" task_id,\n",
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" idx,\n",
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" channel,\n",
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" self.serde.dumps(value),\n",
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" )\n",
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" for idx, (channel, value) in enumerate(writes)\n",
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" ],\n",
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" )\n",
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" await conn.commit()\n",
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"\n",
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" LIST_CHECKPOINTS_QUERY_STR = \"\"\"\n",
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" SELECT checkpoint, metadata, thread_ts, parent_ts\n",
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" FROM checkpoints\n",
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@@ -404,6 +472,7 @@
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" thread_ts = config[\"configurable\"].get(\"thread_ts\")\n",
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" with self._get_sync_connection() as conn:\n",
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" with conn.cursor() as cur:\n",
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" # find the latest checkpoint for the thread_id\n",
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" if thread_ts:\n",
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" cur.execute(\n",
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" self.GET_CHECKPOINT_BY_TS_QUERY,\n",
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@@ -412,22 +481,6 @@
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" \"thread_ts\": thread_ts,\n",
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" },\n",
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" )\n",
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" value = cur.fetchone()\n",
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" if value:\n",
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" checkpoint, metadata, thread_ts, parent_ts = value\n",
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" return CheckpointTuple(\n",
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" config=config,\n",
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" checkpoint=self.serde.loads(checkpoint),\n",
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" metadata=self.serde.loads(metadata),\n",
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" parent_config={\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": thread_ts,\n",
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" }\n",
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" }\n",
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" if thread_ts\n",
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" else None,\n",
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" )\n",
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" else:\n",
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" cur.execute(\n",
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" self.GET_CHECKPOINT_QUERY,\n",
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@@ -435,28 +488,44 @@
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" \"thread_id\": thread_id,\n",
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" },\n",
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" )\n",
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" value = cur.fetchone()\n",
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" if value:\n",
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" checkpoint, metadata, thread_ts, parent_ts = value\n",
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" return CheckpointTuple(\n",
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" config={\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": thread_ts,\n",
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" }\n",
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" },\n",
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" checkpoint=self.serde.loads(checkpoint),\n",
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" metadata=self.serde.loads(metadata),\n",
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" parent_config={\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": parent_ts,\n",
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" }\n",
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"\n",
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" # if a checkpoint is found, return it\n",
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" if value := cur.fetchone():\n",
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" checkpoint, metadata, thread_ts, parent_ts = value\n",
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" if not config[\"configurable\"].get(\"thread_ts\"):\n",
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" config = {\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": thread_ts,\n",
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" }\n",
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" if parent_ts\n",
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" else None,\n",
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" )\n",
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" return None\n",
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" }\n",
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"\n",
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" # find any pending writes\n",
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" cur.execute(\n",
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" \"SELECT task_id, channel, value FROM writes WHERE thread_id = %(thread_id)s AND thread_ts = %(thread_ts)s\",\n",
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" {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": thread_ts,\n",
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" },\n",
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" )\n",
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" # deserialize the checkpoint and metadata\n",
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" return CheckpointTuple(\n",
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" config=config,\n",
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" checkpoint=self.serde.loads(checkpoint),\n",
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" metadata=self.serde.loads(metadata),\n",
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" parent_config={\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": parent_ts,\n",
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" }\n",
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" }\n",
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" if parent_ts\n",
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" else None,\n",
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" pending_writes=[\n",
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" (task_id, channel, self.serde.loads(value))\n",
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" for task_id, channel, value in cur\n",
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" ]\n",
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" )\n",
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"\n",
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" async def aget_tuple(self, config: RunnableConfig) -> Optional[CheckpointTuple]:\n",
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" \"\"\"Get the checkpoint tuple for the given configuration.\n",
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@@ -474,6 +543,7 @@
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" thread_ts = config[\"configurable\"].get(\"thread_ts\")\n",
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" async with self._get_async_connection() as conn:\n",
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" async with conn.cursor() as cur:\n",
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" # find the latest checkpoint for the thread_id\n",
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" if thread_ts:\n",
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" await cur.execute(\n",
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" self.GET_CHECKPOINT_BY_TS_QUERY,\n",
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@@ -482,22 +552,6 @@
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" \"thread_ts\": thread_ts,\n",
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" },\n",
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" )\n",
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" value = await cur.fetchone()\n",
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" if value:\n",
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" checkpoint, metadata, thread_ts, parent_ts = value\n",
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" return CheckpointTuple(\n",
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" config=config,\n",
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" checkpoint=self.serde.loads(checkpoint),\n",
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" metadata=self.serde.loads(metadata),\n",
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" parent_config={\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": thread_ts,\n",
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" }\n",
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" }\n",
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" if thread_ts\n",
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" else None,\n",
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" )\n",
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" else:\n",
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" await cur.execute(\n",
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" self.GET_CHECKPOINT_QUERY,\n",
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@@ -505,29 +559,43 @@
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" \"thread_id\": thread_id,\n",
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" },\n",
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" )\n",
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" value = await cur.fetchone()\n",
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" if value:\n",
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" checkpoint, metadata, thread_ts, parent_ts = value\n",
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" return CheckpointTuple(\n",
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" config={\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": thread_ts,\n",
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" }\n",
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" },\n",
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" checkpoint=self.serde.loads(checkpoint),\n",
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" metadata=self.serde.loads(metadata),\n",
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" parent_config={\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": parent_ts,\n",
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" }\n",
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" # if a checkpoint is found, return it\n",
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" if value := await cur.fetchone():\n",
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" checkpoint, metadata, thread_ts, parent_ts = value\n",
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" if not config[\"configurable\"].get(\"thread_ts\"):\n",
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" config = {\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": thread_ts,\n",
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" }\n",
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" if parent_ts\n",
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" else None,\n",
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" )\n",
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" }\n",
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"\n",
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" return None\n",
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" # find any pending writes\n",
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" await cur.execute(\n",
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" \"SELECT task_id, channel, value FROM writes WHERE thread_id = %(thread_id)s AND thread_ts = %(thread_ts)s\",\n",
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" {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": thread_ts,\n",
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" },\n",
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" )\n",
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" # deserialize the checkpoint and metadata\n",
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" return CheckpointTuple(\n",
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" config=config,\n",
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" checkpoint=self.serde.loads(checkpoint),\n",
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" metadata=self.serde.loads(metadata),\n",
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" parent_config={\n",
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" \"configurable\": {\n",
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" \"thread_id\": thread_id,\n",
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" \"thread_ts\": parent_ts,\n",
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" }\n",
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" }\n",
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" if parent_ts\n",
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" else None,\n",
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" pending_writes=[\n",
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" (task_id, channel, self.serde.loads(value))\n",
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" async for task_id, channel, value in cur\n",
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" ]\n",
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" )\n",
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"\n",
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" def _search_where(\n",
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" self,\n",
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@@ -578,7 +646,7 @@
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"name": "stdin",
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"output_type": "stream",
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"text": [
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"OPENAI_API_KEY: ········\n"
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@@ -701,10 +769,10 @@
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{
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"data": {
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"text/plain": [
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||||
"{'messages': [HumanMessage(content=\"what's the weather in sf\", id='8481d24b-d505-40fc-8c55-347277d50f2a'),\n",
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" AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_cGApaEshW0YNp5WsirAcFTBv', 'function': {'arguments': '{\"city\":\"sf\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 57, 'total_tokens': 71}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_ce0793330f', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-bf85107a-02a4-48d1-83ba-5448498f5320-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'sf'}, 'id': 'call_cGApaEshW0YNp5WsirAcFTBv'}], usage_metadata={'input_tokens': 57, 'output_tokens': 14, 'total_tokens': 71}),\n",
|
||||
" ToolMessage(content=\"It's always sunny in sf\", name='get_weather', id='f685da3d-b196-44a1-9fe5-c7ce4d3d7d1d', tool_call_id='call_cGApaEshW0YNp5WsirAcFTBv'),\n",
|
||||
" AIMessage(content='The weather in San Francisco is currently sunny.', response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 84, 'total_tokens': 94}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_4008e3b719', 'finish_reason': 'stop', 'logprobs': None}, id='run-0d681a28-8116-4cb2-a25f-e4f7949481eb-0', usage_metadata={'input_tokens': 84, 'output_tokens': 10, 'total_tokens': 94})]}"
|
||||
"{'messages': [HumanMessage(content=\"what's the weather in sf\", id='bc87fac7-1da1-4818-a43b-6ba7c9b9b3e4'),\n",
|
||||
" AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_MjkmibJlXeuNchL6B8qpIjOW', 'function': {'arguments': '{\"city\":\"sf\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 57, 'total_tokens': 71}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-b9de0cab-f310-4f74-897e-97014072c001-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'sf'}, 'id': 'call_MjkmibJlXeuNchL6B8qpIjOW', 'type': 'tool_call'}], usage_metadata={'input_tokens': 57, 'output_tokens': 14, 'total_tokens': 71}),\n",
|
||||
" ToolMessage(content=\"It's always sunny in sf\", name='get_weather', id='8d8f9596-a683-4644-a898-1e303b5a01ea', tool_call_id='call_MjkmibJlXeuNchL6B8qpIjOW'),\n",
|
||||
" AIMessage(content='The weather in San Francisco is currently sunny.', response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 84, 'total_tokens': 94}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_dd932ca5d1', 'finish_reason': 'stop', 'logprobs': None}, id='run-4b5282a3-e7a6-42ee-ad0f-e6013a745a88-0', usage_metadata={'input_tokens': 84, 'output_tokens': 10, 'total_tokens': 94})]}"
|
||||
]
|
||||
},
|
||||
"execution_count": 8,
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@@ -726,12 +794,12 @@
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||||
"data": {
|
||||
"text/plain": [
|
||||
"{'v': 1,\n",
|
||||
" 'ts': '2024-06-27T01:06:18.970784+00:00',\n",
|
||||
" 'id': '1ef34217-5fac-63f8-8003-9f1ea087dd14',\n",
|
||||
" 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in sf\", id='8481d24b-d505-40fc-8c55-347277d50f2a'),\n",
|
||||
" AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_cGApaEshW0YNp5WsirAcFTBv', 'function': {'arguments': '{\"city\":\"sf\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 57, 'total_tokens': 71}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_ce0793330f', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-bf85107a-02a4-48d1-83ba-5448498f5320-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'sf'}, 'id': 'call_cGApaEshW0YNp5WsirAcFTBv'}], usage_metadata={'input_tokens': 57, 'output_tokens': 14, 'total_tokens': 71}),\n",
|
||||
" ToolMessage(content=\"It's always sunny in sf\", name='get_weather', id='f685da3d-b196-44a1-9fe5-c7ce4d3d7d1d', tool_call_id='call_cGApaEshW0YNp5WsirAcFTBv'),\n",
|
||||
" AIMessage(content='The weather in San Francisco is currently sunny.', response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 84, 'total_tokens': 94}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_4008e3b719', 'finish_reason': 'stop', 'logprobs': None}, id='run-0d681a28-8116-4cb2-a25f-e4f7949481eb-0', usage_metadata={'input_tokens': 84, 'output_tokens': 10, 'total_tokens': 94})],\n",
|
||||
" 'ts': '2024-07-12T15:21:51.891852+00:00',\n",
|
||||
" 'id': '1ef40627-6fb2-6962-8003-b74d816658c5',\n",
|
||||
" 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in sf\", id='bc87fac7-1da1-4818-a43b-6ba7c9b9b3e4'),\n",
|
||||
" AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_MjkmibJlXeuNchL6B8qpIjOW', 'function': {'arguments': '{\"city\":\"sf\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 57, 'total_tokens': 71}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-b9de0cab-f310-4f74-897e-97014072c001-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'sf'}, 'id': 'call_MjkmibJlXeuNchL6B8qpIjOW', 'type': 'tool_call'}], usage_metadata={'input_tokens': 57, 'output_tokens': 14, 'total_tokens': 71}),\n",
|
||||
" ToolMessage(content=\"It's always sunny in sf\", name='get_weather', id='8d8f9596-a683-4644-a898-1e303b5a01ea', tool_call_id='call_MjkmibJlXeuNchL6B8qpIjOW'),\n",
|
||||
" AIMessage(content='The weather in San Francisco is currently sunny.', response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 84, 'total_tokens': 94}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_dd932ca5d1', 'finish_reason': 'stop', 'logprobs': None}, id='run-4b5282a3-e7a6-42ee-ad0f-e6013a745a88-0', usage_metadata={'input_tokens': 84, 'output_tokens': 10, 'total_tokens': 94})],\n",
|
||||
" 'agent': 'agent'},\n",
|
||||
" 'channel_versions': {'__start__': 2,\n",
|
||||
" 'messages': 5,\n",
|
||||
@@ -790,7 +858,7 @@
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"CheckpointTuple(config={'configurable': {'thread_id': '2', 'thread_ts': '2024-06-27T01:06:20.104263+00:00'}}, checkpoint={'v': 1, 'ts': '2024-06-27T01:06:20.104263+00:00', 'id': '1ef34217-6a7b-687e-8003-ab84b18fa9dc', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in sf\", id='3ef79bb9-4249-419d-b142-8d18de63c2eb'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_zqfYbNrD30Qa9YHFSI7nJVJN', 'function': {'arguments': '{\"city\":\"sf\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 57, 'total_tokens': 71}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_ce0793330f', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-5dd2d9d1-e291-43e4-86cd-96a50a546f48-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'sf'}, 'id': 'call_zqfYbNrD30Qa9YHFSI7nJVJN'}], usage_metadata={'input_tokens': 57, 'output_tokens': 14, 'total_tokens': 71}), ToolMessage(content=\"It's always sunny in sf\", name='get_weather', id='f3eadc9a-9340-41d3-a0fb-521a78e6c438', tool_call_id='call_zqfYbNrD30Qa9YHFSI7nJVJN'), AIMessage(content='The weather in San Francisco is sunny! 🌞', response_metadata={'token_usage': {'completion_tokens': 11, 'prompt_tokens': 84, 'total_tokens': 95}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_ce0793330f', 'finish_reason': 'stop', 'logprobs': None}, id='run-f897e17e-8f0b-4140-be91-35f351609d82-0', usage_metadata={'input_tokens': 84, 'output_tokens': 11, 'total_tokens': 95})], 'agent': 'agent'}, 'channel_versions': {'__start__': 2, 'messages': 5, 'start:agent': 3, 'agent': 5, 'branch:agent:should_continue:tools': 4, 'tools': 5}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 3, 'tools': 4}, 'tools': {'branch:agent:should_continue:tools': 3}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 3, 'writes': {'agent': {'messages': [AIMessage(content='The weather in San Francisco is sunny! 🌞', response_metadata={'token_usage': {'completion_tokens': 11, 'prompt_tokens': 84, 'total_tokens': 95}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_ce0793330f', 'finish_reason': 'stop', 'logprobs': None}, id='run-f897e17e-8f0b-4140-be91-35f351609d82-0', usage_metadata={'input_tokens': 84, 'output_tokens': 11, 'total_tokens': 95})]}}}, parent_config={'configurable': {'thread_id': '2', 'thread_ts': '1ef34217-659f-62ec-8002-7f9b6b4c2a2f'}})"
|
||||
"CheckpointTuple(config={'configurable': {'thread_id': '2', 'thread_ts': '1ef40627-7d58-6422-8003-de6e83a8c293'}}, checkpoint={'v': 1, 'ts': '2024-07-12T15:21:53.322868+00:00', 'id': '1ef40627-7d58-6422-8003-de6e83a8c293', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in sf\", id='8d0209ed-a8c2-42ae-8e77-cc71a9cca29d'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_BO4zHHp0JkEWtrtaEqFHkDjK', 'function': {'arguments': '{\"city\":\"sf\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 14, 'prompt_tokens': 57, 'total_tokens': 71}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-1f76b350-6a33-4de7-9276-59725b1ac101-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'sf'}, 'id': 'call_BO4zHHp0JkEWtrtaEqFHkDjK', 'type': 'tool_call'}], usage_metadata={'input_tokens': 57, 'output_tokens': 14, 'total_tokens': 71}), ToolMessage(content=\"It's always sunny in sf\", name='get_weather', id='c1bb1a24-62a8-4b43-b90e-b00899c112a8', tool_call_id='call_BO4zHHp0JkEWtrtaEqFHkDjK'), AIMessage(content='The weather in San Francisco is currently sunny.', response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 84, 'total_tokens': 94}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_dd932ca5d1', 'finish_reason': 'stop', 'logprobs': None}, id='run-7576d437-4938-48b9-b2cf-e4809d92742d-0', usage_metadata={'input_tokens': 84, 'output_tokens': 10, 'total_tokens': 94})], 'agent': 'agent'}, 'channel_versions': {'__start__': 2, 'messages': 5, 'start:agent': 3, 'agent': 5, 'branch:agent:should_continue:tools': 4, 'tools': 5}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 3, 'tools': 4}, 'tools': {'branch:agent:should_continue:tools': 3}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 3, 'writes': {'agent': {'messages': [AIMessage(content='The weather in San Francisco is currently sunny.', response_metadata={'token_usage': {'completion_tokens': 10, 'prompt_tokens': 84, 'total_tokens': 94}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_dd932ca5d1', 'finish_reason': 'stop', 'logprobs': None}, id='run-7576d437-4938-48b9-b2cf-e4809d92742d-0', usage_metadata={'input_tokens': 84, 'output_tokens': 10, 'total_tokens': 94})]}}}, parent_config={'configurable': {'thread_id': '2', 'thread_ts': '1ef40627-775a-6746-8002-a3967bf0eae6'}}, pending_writes=[])"
|
||||
]
|
||||
},
|
||||
"execution_count": 11,
|
||||
@@ -879,7 +947,7 @@
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"CheckpointTuple(config={'configurable': {'thread_id': '3', 'thread_ts': '2024-06-27T01:06:21.430879+00:00'}}, checkpoint={'v': 1, 'ts': '2024-06-27T01:06:21.430879+00:00', 'id': '1ef34217-7722-6438-8003-0a35c0f65f25', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='cb5a1b8c-f329-4bee-857a-5d2c3d020147'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_gPUiz98ETlDNXttk98w6iThc', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_ce0793330f', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-2d35ac1c-0a99-4538-a8fc-4c182d9df69a-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_gPUiz98ETlDNXttk98w6iThc'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73}), ToolMessage(content='It might be cloudy in nyc', name='get_weather', id='f5f80d01-92e8-4961-b2b0-3b4d190c4d26', tool_call_id='call_gPUiz98ETlDNXttk98w6iThc'), AIMessage(content='The weather in NYC might be cloudy.', response_metadata={'token_usage': {'completion_tokens': 9, 'prompt_tokens': 88, 'total_tokens': 97}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d576307f90', 'finish_reason': 'stop', 'logprobs': None}, id='run-aea6306e-f6cc-4f87-aaf4-b0dcfbdf9684-0', usage_metadata={'input_tokens': 88, 'output_tokens': 9, 'total_tokens': 97})], 'agent': 'agent'}, 'channel_versions': {'__start__': 2, 'messages': 5, 'start:agent': 3, 'agent': 5, 'branch:agent:should_continue:tools': 4, 'tools': 5}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 3, 'tools': 4}, 'tools': {'branch:agent:should_continue:tools': 3}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 3, 'writes': {'agent': {'messages': [AIMessage(content='The weather in NYC might be cloudy.', response_metadata={'token_usage': {'completion_tokens': 9, 'prompt_tokens': 88, 'total_tokens': 97}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d576307f90', 'finish_reason': 'stop', 'logprobs': None}, id='run-aea6306e-f6cc-4f87-aaf4-b0dcfbdf9684-0', usage_metadata={'input_tokens': 88, 'output_tokens': 9, 'total_tokens': 97})]}}}, parent_config={'configurable': {'thread_id': '3', 'thread_ts': '1ef34217-7099-68be-8002-1a2b75cf9196'}})"
|
||||
"CheckpointTuple(config={'configurable': {'thread_id': '3', 'thread_ts': '1ef40627-8b0e-6b02-8003-68a7a04ea6a5'}}, checkpoint={'v': 1, 'ts': '2024-07-12T15:21:54.760751+00:00', 'id': '1ef40627-8b0e-6b02-8003-68a7a04ea6a5', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='108ac72d-f658-4ae0-af57-af481adc8aa5'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_XY5TyZEwF5nbdNTWjjiqGtdS', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-454e2142-6f18-4676-ac4b-91f89ea7a6d4-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_XY5TyZEwF5nbdNTWjjiqGtdS', 'type': 'tool_call'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73}), ToolMessage(content='It might be cloudy in nyc', name='get_weather', id='2d86514f-b8f0-439b-ab94-68c731309c63', tool_call_id='call_XY5TyZEwF5nbdNTWjjiqGtdS'), AIMessage(content='The weather in NYC might be cloudy.', response_metadata={'token_usage': {'completion_tokens': 9, 'prompt_tokens': 88, 'total_tokens': 97}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'stop', 'logprobs': None}, id='run-90ae3622-b480-4964-b689-9c1a572112f1-0', usage_metadata={'input_tokens': 88, 'output_tokens': 9, 'total_tokens': 97})], 'agent': 'agent'}, 'channel_versions': {'__start__': 2, 'messages': 5, 'start:agent': 3, 'agent': 5, 'branch:agent:should_continue:tools': 4, 'tools': 5}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 3, 'tools': 4}, 'tools': {'branch:agent:should_continue:tools': 3}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 3, 'writes': {'agent': {'messages': [AIMessage(content='The weather in NYC might be cloudy.', response_metadata={'token_usage': {'completion_tokens': 9, 'prompt_tokens': 88, 'total_tokens': 97}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'stop', 'logprobs': None}, id='run-90ae3622-b480-4964-b689-9c1a572112f1-0', usage_metadata={'input_tokens': 88, 'output_tokens': 9, 'total_tokens': 97})]}}}, parent_config={'configurable': {'thread_id': '3', 'thread_ts': '1ef40627-860c-63d4-8002-49a92ae87052'}}, pending_writes=[])"
|
||||
]
|
||||
},
|
||||
"execution_count": 15,
|
||||
@@ -927,11 +995,11 @@
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:22.556635+00:00'}}, checkpoint={'v': 1, 'ts': '2024-06-27T01:06:22.556635+00:00', 'id': '1ef34217-81de-6c5a-8003-04d6ed02b672', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='9df9dda1-5e80-4938-bf24-9207738d9f5f'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_TJWuPJovXruJVafVcI540OfS', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_4008e3b719', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-5ba0db1c-45e7-4389-975f-489135ff50b4-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_TJWuPJovXruJVafVcI540OfS'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73}), ToolMessage(content='It might be cloudy in nyc', name='get_weather', id='04dd3f8a-c063-4885-bfcd-901aaeb63797', tool_call_id='call_TJWuPJovXruJVafVcI540OfS'), AIMessage(content='The weather in NYC might be cloudy.', response_metadata={'token_usage': {'completion_tokens': 9, 'prompt_tokens': 88, 'total_tokens': 97}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d576307f90', 'finish_reason': 'stop', 'logprobs': None}, id='run-de373cba-dc06-4603-bed1-ba4534a2a45a-0', usage_metadata={'input_tokens': 88, 'output_tokens': 9, 'total_tokens': 97})], 'agent': 'agent'}, 'channel_versions': {'__start__': 2, 'messages': 5, 'start:agent': 3, 'agent': 5, 'branch:agent:should_continue:tools': 4, 'tools': 5}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 3, 'tools': 4}, 'tools': {'branch:agent:should_continue:tools': 3}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 3, 'writes': {'agent': {'messages': [AIMessage(content='The weather in NYC might be cloudy.', response_metadata={'token_usage': {'completion_tokens': 9, 'prompt_tokens': 88, 'total_tokens': 97}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d576307f90', 'finish_reason': 'stop', 'logprobs': None}, id='run-de373cba-dc06-4603-bed1-ba4534a2a45a-0', usage_metadata={'input_tokens': 88, 'output_tokens': 9, 'total_tokens': 97})]}}}, parent_config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:22.556635+00:00'}}),\n",
|
||||
" CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:22.010058+00:00'}}, checkpoint={'v': 1, 'ts': '2024-06-27T01:06:22.010058+00:00', 'id': '1ef34217-7ca8-64ca-8002-c710e3b07a9c', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='9df9dda1-5e80-4938-bf24-9207738d9f5f'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_TJWuPJovXruJVafVcI540OfS', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_4008e3b719', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-5ba0db1c-45e7-4389-975f-489135ff50b4-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_TJWuPJovXruJVafVcI540OfS'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73}), ToolMessage(content='It might be cloudy in nyc', name='get_weather', id='04dd3f8a-c063-4885-bfcd-901aaeb63797', tool_call_id='call_TJWuPJovXruJVafVcI540OfS')], 'tools': 'tools'}, 'channel_versions': {'__start__': 2, 'messages': 4, 'start:agent': 3, 'agent': 4, 'branch:agent:should_continue:tools': 4, 'tools': 4}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 2}, 'tools': {'branch:agent:should_continue:tools': 3}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 2, 'writes': {'tools': {'messages': [ToolMessage(content='It might be cloudy in nyc', name='get_weather', id='04dd3f8a-c063-4885-bfcd-901aaeb63797', tool_call_id='call_TJWuPJovXruJVafVcI540OfS')]}}}, parent_config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:22.010058+00:00'}}),\n",
|
||||
" CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:22.004456+00:00'}}, checkpoint={'v': 1, 'ts': '2024-06-27T01:06:22.004456+00:00', 'id': '1ef34217-7c9a-6a64-8001-65cb5b71ff36', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='9df9dda1-5e80-4938-bf24-9207738d9f5f'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_TJWuPJovXruJVafVcI540OfS', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_4008e3b719', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-5ba0db1c-45e7-4389-975f-489135ff50b4-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_TJWuPJovXruJVafVcI540OfS'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73})], 'agent': 'agent', 'branch:agent:should_continue:tools': 'agent'}, 'channel_versions': {'__start__': 2, 'messages': 3, 'start:agent': 3, 'agent': 3, 'branch:agent:should_continue:tools': 3}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 2}, 'tools': {}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 1, 'writes': {'agent': {'messages': [AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_TJWuPJovXruJVafVcI540OfS', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_4008e3b719', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-5ba0db1c-45e7-4389-975f-489135ff50b4-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_TJWuPJovXruJVafVcI540OfS'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73})]}}}, parent_config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:22.004456+00:00'}}),\n",
|
||||
" CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:21.494039+00:00'}}, checkpoint={'v': 1, 'ts': '2024-06-27T01:06:21.494039+00:00', 'id': '1ef34217-77bc-67e0-8000-0dcc15e3e392', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='9df9dda1-5e80-4938-bf24-9207738d9f5f')], 'start:agent': '__start__'}, 'channel_versions': {'__start__': 2, 'messages': 2, 'start:agent': 2}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {}, 'tools': {}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 0, 'writes': None}, parent_config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:21.494039+00:00'}}),\n",
|
||||
" CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '2024-06-27T01:06:21.491815+00:00'}}, checkpoint={'v': 1, 'ts': '2024-06-27T01:06:21.491815+00:00', 'id': '1ef34217-77b7-6114-bfff-cceb4fa6453c', 'channel_values': {'messages': [], '__start__': {'messages': [['human', \"what's the weather in nyc\"]]}}, 'channel_versions': {'__start__': 1}, 'versions_seen': {}, 'pending_sends': []}, metadata={'source': 'input', 'step': -1, 'writes': {'messages': [['human', \"what's the weather in nyc\"]]}}, parent_config=None)]"
|
||||
"[CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-96b9-6682-8003-134aebfec1e9'}}, checkpoint={'v': 1, 'ts': '2024-07-12T15:21:55.984109+00:00', 'id': '1ef40627-96b9-6682-8003-134aebfec1e9', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='1c1e48ba-fa25-4190-a847-459828f44579'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_pS4ybOXkIDOmS93jZ8wOYGfU', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-07c7ee03-64f7-462a-9249-615572156216-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_pS4ybOXkIDOmS93jZ8wOYGfU', 'type': 'tool_call'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73}), ToolMessage(content='It might be cloudy in nyc', name='get_weather', id='50e612d7-c770-44dd-b128-4bfdbd7d5b7d', tool_call_id='call_pS4ybOXkIDOmS93jZ8wOYGfU'), AIMessage(content='The weather in NYC might be cloudy.', response_metadata={'token_usage': {'completion_tokens': 9, 'prompt_tokens': 88, 'total_tokens': 97}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'stop', 'logprobs': None}, id='run-924e10c9-7005-4cbf-a92e-3ce63b54092f-0', usage_metadata={'input_tokens': 88, 'output_tokens': 9, 'total_tokens': 97})], 'agent': 'agent'}, 'channel_versions': {'__start__': 2, 'messages': 5, 'start:agent': 3, 'agent': 5, 'branch:agent:should_continue:tools': 4, 'tools': 5}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 3, 'tools': 4}, 'tools': {'branch:agent:should_continue:tools': 3}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 3, 'writes': {'agent': {'messages': [AIMessage(content='The weather in NYC might be cloudy.', response_metadata={'token_usage': {'completion_tokens': 9, 'prompt_tokens': 88, 'total_tokens': 97}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'stop', 'logprobs': None}, id='run-924e10c9-7005-4cbf-a92e-3ce63b54092f-0', usage_metadata={'input_tokens': 88, 'output_tokens': 9, 'total_tokens': 97})]}}}, parent_config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-96b9-6682-8003-134aebfec1e9'}}, pending_writes=None),\n",
|
||||
" CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-91a0-6100-8002-e404dda477d4'}}, checkpoint={'v': 1, 'ts': '2024-07-12T15:21:55.449447+00:00', 'id': '1ef40627-91a0-6100-8002-e404dda477d4', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='1c1e48ba-fa25-4190-a847-459828f44579'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_pS4ybOXkIDOmS93jZ8wOYGfU', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-07c7ee03-64f7-462a-9249-615572156216-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_pS4ybOXkIDOmS93jZ8wOYGfU', 'type': 'tool_call'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73}), ToolMessage(content='It might be cloudy in nyc', name='get_weather', id='50e612d7-c770-44dd-b128-4bfdbd7d5b7d', tool_call_id='call_pS4ybOXkIDOmS93jZ8wOYGfU')], 'tools': 'tools'}, 'channel_versions': {'__start__': 2, 'messages': 4, 'start:agent': 3, 'agent': 4, 'branch:agent:should_continue:tools': 4, 'tools': 4}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 2}, 'tools': {'branch:agent:should_continue:tools': 3}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 2, 'writes': {'tools': {'messages': [ToolMessage(content='It might be cloudy in nyc', name='get_weather', id='50e612d7-c770-44dd-b128-4bfdbd7d5b7d', tool_call_id='call_pS4ybOXkIDOmS93jZ8wOYGfU')]}}}, parent_config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-91a0-6100-8002-e404dda477d4'}}, pending_writes=None),\n",
|
||||
" CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-9194-66de-8001-86c8d77c2d7c'}}, checkpoint={'v': 1, 'ts': '2024-07-12T15:21:55.444687+00:00', 'id': '1ef40627-9194-66de-8001-86c8d77c2d7c', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='1c1e48ba-fa25-4190-a847-459828f44579'), AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_pS4ybOXkIDOmS93jZ8wOYGfU', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-07c7ee03-64f7-462a-9249-615572156216-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_pS4ybOXkIDOmS93jZ8wOYGfU', 'type': 'tool_call'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73})], 'agent': 'agent', 'branch:agent:should_continue:tools': 'agent'}, 'channel_versions': {'__start__': 2, 'messages': 3, 'start:agent': 3, 'agent': 3, 'branch:agent:should_continue:tools': 3}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {'start:agent': 2}, 'tools': {}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 1, 'writes': {'agent': {'messages': [AIMessage(content='', additional_kwargs={'tool_calls': [{'id': 'call_pS4ybOXkIDOmS93jZ8wOYGfU', 'function': {'arguments': '{\"city\":\"nyc\"}', 'name': 'get_weather'}, 'type': 'function'}]}, response_metadata={'token_usage': {'completion_tokens': 15, 'prompt_tokens': 58, 'total_tokens': 73}, 'model_name': 'gpt-4o-2024-05-13', 'system_fingerprint': 'fp_d33f7b429e', 'finish_reason': 'tool_calls', 'logprobs': None}, id='run-07c7ee03-64f7-462a-9249-615572156216-0', tool_calls=[{'name': 'get_weather', 'args': {'city': 'nyc'}, 'id': 'call_pS4ybOXkIDOmS93jZ8wOYGfU', 'type': 'tool_call'}], usage_metadata={'input_tokens': 58, 'output_tokens': 15, 'total_tokens': 73})]}}}, parent_config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-9194-66de-8001-86c8d77c2d7c'}}, pending_writes=None),\n",
|
||||
" CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-8b8a-6b1c-8000-55b423aa733b'}}, checkpoint={'v': 1, 'ts': '2024-07-12T15:21:54.811566+00:00', 'id': '1ef40627-8b8a-6b1c-8000-55b423aa733b', 'channel_values': {'messages': [HumanMessage(content=\"what's the weather in nyc\", id='1c1e48ba-fa25-4190-a847-459828f44579')], 'start:agent': '__start__'}, 'channel_versions': {'__start__': 2, 'messages': 2, 'start:agent': 2}, 'versions_seen': {'__start__': {'__start__': 1}, 'agent': {}, 'tools': {}}, 'pending_sends': []}, metadata={'source': 'loop', 'step': 0, 'writes': None}, parent_config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-8b8a-6b1c-8000-55b423aa733b'}}, pending_writes=None),\n",
|
||||
" CheckpointTuple(config={'configurable': {'thread_id': '4', 'thread_ts': '1ef40627-8b88-62b8-bfff-9922bbf9342b'}}, checkpoint={'v': 1, 'ts': '2024-07-12T15:21:54.810527+00:00', 'id': '1ef40627-8b88-62b8-bfff-9922bbf9342b', 'channel_values': {'messages': [], '__start__': {'messages': [['human', \"what's the weather in nyc\"]]}}, 'channel_versions': {'__start__': 1}, 'versions_seen': {}, 'pending_sends': []}, metadata={'source': 'input', 'step': -1, 'writes': {'messages': [['human', \"what's the weather in nyc\"]]}}, parent_config=None, pending_writes=None)]"
|
||||
]
|
||||
},
|
||||
"execution_count": 17,
|
||||
|
||||
Reference in New Issue
Block a user