from typing import Any import pytest from langchain_core.runnables import RunnableConfig from langgraph.checkpoint.base import ( Checkpoint, CheckpointMetadata, create_checkpoint, empty_checkpoint, ) from langgraph.checkpoint.memory import InMemorySaver class TestMemorySaver: @pytest.fixture(autouse=True) def setup(self) -> None: self.memory_saver = InMemorySaver() # objects for test setup self.config_1: RunnableConfig = { "configurable": { "thread_id": "thread-1", "checkpoint_ns": "", # for backwards compatibility testing "thread_ts": "1", } } self.config_2: RunnableConfig = { "configurable": { "thread_id": "thread-2", "checkpoint_ns": "", "checkpoint_id": "2", } } self.config_3: RunnableConfig = { "configurable": { "thread_id": "thread-2", "checkpoint_id": "2-inner", "checkpoint_ns": "inner", } } self.chkpnt_1: Checkpoint = empty_checkpoint() self.chkpnt_2: Checkpoint = create_checkpoint(self.chkpnt_1, {}, 1) self.chkpnt_3: Checkpoint = empty_checkpoint() self.metadata_1: CheckpointMetadata = { "source": "input", "step": 2, "writes": {}, "score": 1, } self.metadata_2: CheckpointMetadata = { "source": "loop", "step": 1, "writes": {"foo": "bar"}, "score": None, } self.metadata_3: CheckpointMetadata = {} def test_combined_metadata(self) -> None: config: RunnableConfig = { "configurable": { "thread_id": "thread-2", "checkpoint_ns": "", "__super_private_key": "super_private_value", }, "metadata": {"run_id": "my_run_id"}, } self.memory_saver.put(config, self.chkpnt_2, self.metadata_2, {}) checkpoint = self.memory_saver.get_tuple(config) assert checkpoint is not None assert checkpoint.metadata == { **self.metadata_2, "thread_id": "thread-2", "run_id": "my_run_id", } async def test_search(self) -> None: # set up test # save checkpoints self.memory_saver.put(self.config_1, self.chkpnt_1, self.metadata_1, {}) self.memory_saver.put(self.config_2, self.chkpnt_2, self.metadata_2, {}) self.memory_saver.put(self.config_3, self.chkpnt_3, self.metadata_3, {}) # call method / assertions query_1 = {"source": "input"} # search by 1 key query_2 = { "step": 1, "writes": {"foo": "bar"}, } # search by multiple keys query_3: dict[str, Any] = {} # search by no keys, return all checkpoints query_4 = {"source": "update", "step": 1} # no match search_results_1 = list(self.memory_saver.list(None, filter=query_1)) assert len(search_results_1) == 1 assert search_results_1[0].metadata == { "thread_id": "thread-1", "thread_ts": "1", **self.metadata_1, } search_results_2 = list(self.memory_saver.list(None, filter=query_2)) assert len(search_results_2) == 1 assert search_results_2[0].metadata == { "thread_id": "thread-2", **self.metadata_2, } search_results_3 = list(self.memory_saver.list(None, filter=query_3)) assert len(search_results_3) == 3 search_results_4 = list(self.memory_saver.list(None, filter=query_4)) assert len(search_results_4) == 0 # search by config (defaults to checkpoints across all namespaces) search_results_5 = list( self.memory_saver.list({"configurable": {"thread_id": "thread-2"}}) ) assert len(search_results_5) == 2 assert { search_results_5[0].config["configurable"]["checkpoint_ns"], search_results_5[1].config["configurable"]["checkpoint_ns"], } == {"", "inner"} # TODO: test before and limit params async def test_asearch(self) -> None: # set up test # save checkpoints self.memory_saver.put(self.config_1, self.chkpnt_1, self.metadata_1, {}) self.memory_saver.put(self.config_2, self.chkpnt_2, self.metadata_2, {}) self.memory_saver.put(self.config_3, self.chkpnt_3, self.metadata_3, {}) # call method / assertions query_1 = {"source": "input"} # search by 1 key query_2 = { "step": 1, "writes": {"foo": "bar"}, } # search by multiple keys query_3: dict[str, Any] = {} # search by no keys, return all checkpoints query_4 = {"source": "update", "step": 1} # no match search_results_1 = [ c async for c in self.memory_saver.alist(None, filter=query_1) ] assert len(search_results_1) == 1 assert search_results_1[0].metadata == { "thread_id": "thread-1", "thread_ts": "1", **self.metadata_1, } search_results_2 = [ c async for c in self.memory_saver.alist(None, filter=query_2) ] assert len(search_results_2) == 1 assert search_results_2[0].metadata == { "thread_id": "thread-2", **self.metadata_2, } search_results_3 = [ c async for c in self.memory_saver.alist(None, filter=query_3) ] assert len(search_results_3) == 3 search_results_4 = [ c async for c in self.memory_saver.alist(None, filter=query_4) ] assert len(search_results_4) == 0 def test_memory_saver() -> None: from langgraph.checkpoint.memory import MemorySaver assert isinstance(MemorySaver(), InMemorySaver)