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@langchain/langgraph-checkpoint\n\nThis library defines the base interface for [LangGraph.js](https://github.com/langchain-ai/langgraphjs) checkpointers. Checkpointers provide persistence layer for LangGraph. They allow you to interact with and manage the graph's state. When you use a graph with a checkpointer, the checkpointer saves a _checkpoint_ of the graph state at every superstep, enabling several powerful capabilities like human-in-the-loop, \"memory\" between interactions and more.\n\n## Key concepts\n\n### Checkpoint\n\nCheckpoint is a snapshot of the graph state at a given point in time. Checkpoint tuple refers to an object containing checkpoint and the associated config, metadata and pending writes.\n\n### Thread\n\nThreads enable the checkpointing of multiple different runs, making them essential for multi-tenant chat applications and other scenarios where maintaining separate states is necessary. A thread is a unique ID assigned to a series of checkpoints saved by a checkpointer. When using a checkpointer, you must specify a `thread_id` and optionally `checkpoint_id` when running the graph.\n\n- `thread_id` is simply the ID of a thread. This is always required\n- `checkpoint_id` can optionally be passed. This identifier refers to a specific checkpoint within a thread. This can be used to kick of a run of a graph from some point halfway through a thread.\n\nYou must pass these when invoking the graph as part of the configurable part of the config, e.g.\n\n```ts\n{ configurable: { thread_id: \"1\" } }  // valid config\n{ configurable: { thread_id: \"1\", checkpoint_id: \"0c62ca34-ac19-445d-bbb0-5b4984975b2a\" } }  // also valid config\n```\n\n### Serde\n\n`@langchain/langgraph-checkpoint` also defines protocol for serialization/deserialization (serde) and provides an default implementation that handles a range of types.\n\n### Pending writes\n\nWhen a graph node fails mid-execution at a given superstep, LangGraph stores pending checkpoint writes from any other nodes that completed successfully at that superstep, so that whenever we resume graph execution from that superstep we don't re-run the successful nodes.\n\n## Interface\n\nEach checkpointer should conform to `BaseCheckpointSaver` interface and must implement the following methods:\n\n- `.put` - Store a checkpoint with its configuration and metadata.\n- `.putWrites` - Store intermediate writes linked to a checkpoint (i.e. pending writes).\n- `.getTuple` - Fetch a checkpoint tuple using for a given configuration (`thread_id` and `thread_ts`).\n- `.list` - List checkpoints that match a given configuration and filter criteria.\n\n## Usage\n\n```ts\nimport { MemorySaver } from \"@langchain/langgraph-checkpoint\";\n\nconst writeConfig = {\n  configurable: {\n    thread_id: \"1\",\n    checkpoint_ns: \"\"\n  }\n};\nconst readConfig = {\n  configurable: {\n    thread_id: \"1\"\n  }\n};\n\nconst checkpointer = new MemorySaver();\nconst checkpoint = {\n  v: 1,\n  ts: \"2024-07-31T20:14:19.804150+00:00\",\n  id: \"1ef4f797-8335-6428-8001-8a1503f9b875\",\n  channel_values: {\n    my_key: \"meow\",\n    node: \"node\"\n  },\n  channel_versions: {\n    __start__: 2,\n    my_key: 3,\n    \"start:node\": 3,\n    node: 3\n  },\n  versions_seen: {\n    __input__: {},\n    __start__: {\n      __start__: 1\n    },\n    node: {\n      \"start:node\": 2\n    }\n  },\n  pending_sends: [],\n}\n\n// store checkpoint\nawait checkpointer.put(writeConfig, checkpoint, {}, {})\n\n// load checkpoint\nawait checkpointer.get(readConfig)\n\n// list checkpoints\nfor await (const checkpoint of checkpointer.list(readConfig)) {\n  console.log(checkpoint);\n}\n```","users":{}}