import pytest from langchain_core.runnables import RunnableConfig from langgraph.channels.base import create_checkpoint from langgraph.checkpoint.base import Checkpoint, CheckpointMetadata, empty_checkpoint from langgraph.checkpoint.memory import MemorySaver class TestMemorySaver: @pytest.fixture(autouse=True) def setup(self): self.memory_saver = MemorySaver() # objects for test setup self.config_1: RunnableConfig = { "configurable": {"thread_id": "thread-1", "thread_ts": "1"} } self.config_2: RunnableConfig = { "configurable": {"thread_id": "thread-2", "thread_ts": "2"} } self.chkpnt_1: Checkpoint = empty_checkpoint() self.chkpnt_2: Checkpoint = create_checkpoint(self.chkpnt_1, {}, 1) self.metadata_1: CheckpointMetadata = { "source": "input", "step": 2, "writes": {}, "score": 1, } self.metadata_2: CheckpointMetadata = { "source": "loop", "step": 1, "writes": {"foo": "bar"}, "score": None, } async def test_search(self): # 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) # call method / assertions query_1: CheckpointMetadata = {"source": "input"} # search by 1 key query_2: CheckpointMetadata = { "step": 1, "writes": {"foo": "bar"}, } # search by multiple keys query_3: CheckpointMetadata = {} # search by no keys, return all checkpoints query_4: CheckpointMetadata = {"source": "update", "step": 1} # no match search_results_1 = list(self.memory_saver.search(query_1)) assert len(search_results_1) == 1 assert search_results_1[0].metadata == self.metadata_1 search_results_2 = list(self.memory_saver.search(query_2)) assert len(search_results_2) == 1 assert search_results_2[0].metadata == self.metadata_2 search_results_3 = list(self.memory_saver.search(query_3)) assert len(search_results_3) == 2 search_results_4 = list(self.memory_saver.search(query_4)) assert len(search_results_4) == 0 # TODO: test before and limit params async def test_asearch(self): # 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) # call method / assertions query_1: CheckpointMetadata = {"source": "input"} # search by 1 key query_2: CheckpointMetadata = { "step": 1, "writes": {"foo": "bar"}, } # search by multiple keys query_3: CheckpointMetadata = {} # search by no keys, return all checkpoints query_4: CheckpointMetadata = {"source": "update", "step": 1} # no match search_results_1 = [c async for c in self.memory_saver.asearch(query_1)] assert len(search_results_1) == 1 assert search_results_1[0].metadata == self.metadata_1 search_results_2 = [c async for c in self.memory_saver.asearch(query_2)] assert len(search_results_2) == 1 assert search_results_2[0].metadata == self.metadata_2 search_results_3 = [c async for c in self.memory_saver.asearch(query_3)] assert len(search_results_3) == 2 search_results_4 = [c async for c in self.memory_saver.asearch(query_4)] assert len(search_results_4) == 0