LangChain Reference home pageLangChain ReferenceLangChain Reference
  • GitHub
  • Main Docs
Deep Agents
LangChain
LangGraph
Integrations
LangSmith
LangGraph
  • Web
  • Channels
  • Pregel
  • Prebuilt
  • Remote
LangGraph SDK
  • Client
  • Auth
  • React
  • Logging
  • React Ui
  • Server
LangGraph Checkpoint
LangGraph Checkpoint MongoDB
LangGraph Checkpoint Postgres
  • Store
LangGraph Checkpoint Redis
  • Shallow
  • Store
LangGraph Checkpoint SQLite
LangGraph Checkpoint Validation
  • Cli
LangGraph API
LangGraph CLI
LangGraph CUA
  • Utils
LangGraph Supervisor
LangGraph Swarm
⌘I

LangChain Assistant

Ask a question to get started

Enter to send•Shift+Enter new line

Menu

LangGraph
WebChannelsPregelPrebuiltRemote
LangGraph SDK
ClientAuthReactLoggingReact UiServer
LangGraph Checkpoint
LangGraph Checkpoint MongoDB
LangGraph Checkpoint Postgres
Store
LangGraph Checkpoint Redis
ShallowStore
LangGraph Checkpoint SQLite
LangGraph Checkpoint Validation
Cli
LangGraph API
LangGraph CLI
LangGraph CUA
Utils
LangGraph Supervisor
LangGraph Swarm
Language
Theme
JavaScript@langchain/langgraph-checkpoint-postgres

@langchain/langgraph-checkpoint-postgres

Description

@langchain/langgraph-checkpoint-postgres

Implementation of a LangGraph.js CheckpointSaver that uses a Postgres DB.

Usage

import { PostgresSaver } from "@langchain/langgraph-checkpoint-postgres";

const writeConfig = {
  configurable: {
    thread_id: "1",
    checkpoint_ns: ""
  }
};
const readConfig = {
  configurable: {
    thread_id: "1"
  }
};

// you can optionally pass a configuration object as the second parameter
const checkpointer = PostgresSaver.fromConnString("postgresql://...", {
  schema: "schema_name" // defaults to "public"
});

// You must call .setup() the first time you use the checkpointer:
await checkpointer.setup();

const checkpoint = {
  v: 1,
  ts: "2024-07-31T2019.804150+00:00",
  id: "1ef4f797-8335-6428-8001-8a1503f9b875",
  channel_values: {
    my_key: "meow",
    node: "node"
  },
  channel_versions: {
    __start__: 2,
    my_key: 3,
    "start:node": 3,
    node: 3
  },
  versions_seen: {
    __input__: {},
    __start__: {
      __start__: 1
    },
    node: {
      "start:node": 2
    }
  },
  pending_sends: [],
}

// store checkpoint
await checkpointer.put(writeConfig, checkpoint, {}, {});

// load checkpoint
await checkpointer.get(readConfig);

// list checkpoints
for await (const checkpoint of checkpointer.list(readConfig)) {
  console.log(checkpoint);
}

Usage with existing connection pool

import { PostgresSaver } from "@langchain/langgraph-checkpoint-postgres";
import pg from "pg";

// You can use any existing postgres connection pool
// we create a new pool here for the sake of the example
const pool = new pg.Pool({
  connectionString: "postgresql://..."
});

const checkpointer = new PostgresSaver(pool, undefined, {
  schema: "schema_name"
});

await checkpointer.setup();

// ...

Testing

Spin up testing PostgreSQL

docker-compose up -d && docker-compose logs -f

Then use the following connection string to initialize your checkpointer:

const testCheckpointer = PostgresSaver.fromConnString(
  "postgresql://user:password@localhost:5434/testdb"
);

Classes

Class

PostgresSaver

LangGraph checkpointer that uses a Postgres instance as the backing store.

Class

PostgresStore

PostgreSQL implementation of the BaseStore interface.

Exports

Module

index

Module

store

Interfaces

Types

Interface

Embeddings

Interface for embedding models.

Interface

FilterOperators

Interface

HNSWConfig

Interface

IndexConfig

Interface

IVFFlatConfig

Interface

PostgresStoreConfig

Interface

PutOptions

Interface

SearchItem

Interface

SearchOptions

Interface

TTLConfig

Type

DistanceMetric

Type

EmbeddingsFunc

Type

VectorIndexType