__start__
]):::first - prepare(prepare) - tool_two_slow(tool_two_slow) - tool_two_fast(tool_two_fast) - finish(finish) - __end__([__end__
]):::last - __start__ --> prepare; - prepare -.-> finish; - prepare -.-> tool_two_fast; - prepare -.-> tool_two_slow; - tool_two_fast --> finish; - tool_two_slow --> finish; - finish --> __end__; - classDef default fill:#f2f0ff,line-height:1.2 - classDef first fill-opacity:0 - classDef last fill:#bfb6fc - - ''' -# --- # name: test_conditional_graph[memory] ''' { @@ -422,28 +382,6 @@ ''' # --- -# name: test_start_branch_then[memory-in_memory] - ''' - --- - config: - flowchart: - curve: linear - --- - graph TD; - __start__([__start__
]):::first - tool_two_slow(tool_two_slow) - tool_two_fast(tool_two_fast) - __end__([__end__
]):::last - __start__ -.-> tool_two_fast; - __start__ -.-> tool_two_slow; - tool_two_fast --> __end__; - tool_two_slow --> __end__; - classDef default fill:#f2f0ff,line-height:1.2 - classDef first fill-opacity:0 - classDef last fill:#bfb6fc - - ''' -# --- # name: test_weather_subgraph[memory] ''' --- diff --git a/libs/langgraph/tests/__snapshots__/test_pregel.ambr b/libs/langgraph/tests/__snapshots__/test_pregel.ambr index 4b991b513..a47c52178 100644 --- a/libs/langgraph/tests/__snapshots__/test_pregel.ambr +++ b/libs/langgraph/tests/__snapshots__/test_pregel.ambr @@ -541,21 +541,6 @@ ''' # --- -# name: test_in_one_fan_out_state_graph_then_defer_node[memory-True] - ''' - graph TD; - __start__ --> rewrite_query; - analyzer_one --> qa; - analyzer_one --> retriever_one; - retriever_one -.-> qa; - retriever_two --> qa; - rewrite_query -.-> analyzer_one; - rewrite_query -.-> qa; - rewrite_query -.-> retriever_two; - qa --> __end__; - - ''' -# --- # name: test_in_one_fan_out_state_graph_waiting_edge[memory] ''' graph TD; diff --git a/libs/langgraph/tests/test_checkpoint_migration.py b/libs/langgraph/tests/test_checkpoint_migration.py index 307195924..e284af3d5 100644 --- a/libs/langgraph/tests/test_checkpoint_migration.py +++ b/libs/langgraph/tests/test_checkpoint_migration.py @@ -1541,7 +1541,9 @@ def test_latest_checkpoint_state_graph( app = builder.compile(checkpointer=sync_checkpointer) config = {"configurable": {"thread_id": "1"}} - assert [*app.stream({"query": "what is weather in sf"}, config)] == [ + assert [ + *app.stream({"query": "what is weather in sf"}, config, checkpoint_during=True) + ] == [ {"rewrite_query": {"query": "query: what is weather in sf"}}, {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}}, {"retriever_two": {"docs": ["doc3", "doc4"]}}, @@ -1557,7 +1559,7 @@ def test_latest_checkpoint_state_graph( }, ] - assert [*app.stream(Command(resume=""), config)] == [ + assert [*app.stream(Command(resume=""), config, checkpoint_during=True)] == [ {"qa": {"answer": "doc1,doc2,doc3,doc4"}}, ] @@ -1582,7 +1584,10 @@ async def test_latest_checkpoint_state_graph_async( config = {"configurable": {"thread_id": "1"}} assert [ - c async for c in app.astream({"query": "what is weather in sf"}, config) + c + async for c in app.astream( + {"query": "what is weather in sf"}, config, checkpoint_during=True + ) ] == [ {"rewrite_query": {"query": "query: what is weather in sf"}}, {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}}, @@ -1599,7 +1604,9 @@ async def test_latest_checkpoint_state_graph_async( }, ] - assert [c async for c in app.astream(Command(resume=""), config)] == [ + assert [ + c async for c in app.astream(Command(resume=""), config, checkpoint_during=True) + ] == [ {"qa": {"answer": "doc1,doc2,doc3,doc4"}}, ] diff --git a/libs/langgraph/tests/test_large_cases.py b/libs/langgraph/tests/test_large_cases.py index 6cc21979e..262cd71d9 100644 --- a/libs/langgraph/tests/test_large_cases.py +++ b/libs/langgraph/tests/test_large_cases.py @@ -3,28 +3,24 @@ import operator import re import time from dataclasses import replace -from typing import Annotated, Any, Literal, Optional, Union, cast +from typing import Annotated, Literal, Optional, Union, cast import pytest -from langchain_core.runnables import RunnableConfig, RunnableMap, RunnablePick +from langchain_core.runnables import RunnableConfig from pytest_mock import MockerFixture from syrupy import SnapshotAssertion from typing_extensions import TypedDict +from langgraph.channels.ephemeral_value import EphemeralValue from langgraph.channels.last_value import LastValue -from langgraph.channels.untracked_value import UntrackedValue from langgraph.checkpoint.base import BaseCheckpointSaver from langgraph.checkpoint.memory import InMemorySaver from langgraph.constants import END, PULL, PUSH, START from langgraph.errors import NodeInterrupt from langgraph.graph import StateGraph -from langgraph.graph.graph import Graph -from langgraph.graph.message import MessageGraph, MessagesState, add_messages +from langgraph.graph.message import MessagesState, add_messages from langgraph.prebuilt.chat_agent_executor import create_react_agent -from langgraph.prebuilt.tool_node import ToolNode from langgraph.pregel import NodeBuilder, Pregel -from langgraph.store.base import BaseStore -from langgraph.store.memory import InMemoryStore from langgraph.types import ( Command, Interrupt, @@ -72,7 +68,7 @@ def test_invoke_two_processes_in_out_interrupt( thread2 = {"configurable": {"thread_id": "2"}} # start execution, stop at inbox - assert app.invoke(2, thread1) is None + assert app.invoke(2, thread1, checkpoint_during=True) is None # inbox == 3 checkpoint = sync_checkpointer.get(thread1) @@ -80,10 +76,10 @@ def test_invoke_two_processes_in_out_interrupt( assert checkpoint["channel_values"]["inbox"] == 3 # resume execution, finish - assert app.invoke(None, thread1) == 4 + assert app.invoke(None, thread1, checkpoint_during=True) == 4 # start execution again, stop at inbox - assert app.invoke(20, thread1) is None + assert app.invoke(20, thread1, checkpoint_during=True) is None # inbox == 21 checkpoint = sync_checkpointer.get(thread1) @@ -91,11 +87,11 @@ def test_invoke_two_processes_in_out_interrupt( assert checkpoint["channel_values"]["inbox"] == 21 # send a new value in, interrupting the previous execution - assert app.invoke(3, thread1) is None - assert app.invoke(None, thread1) == 5 + assert app.invoke(3, thread1, checkpoint_during=True) is None + assert app.invoke(None, thread1, checkpoint_during=True) == 5 # start execution again, stopping at inbox - assert app.invoke(20, thread2) is None + assert app.invoke(20, thread2, checkpoint_during=True) is None # inbox == 21 snapshot = app.get_state(thread2) @@ -112,6 +108,7 @@ def test_invoke_two_processes_in_out_interrupt( # list history history = [c for c in app.get_state_history(thread1)] + assert len(history) == 8 assert history == [ StateSnapshot( values={"inbox": 4, "output": 5, "input": 3}, @@ -308,7 +305,11 @@ def test_fork_always_re_runs_nodes( thread1 = {"configurable": {"thread_id": "1"}} # start execution, stop at inbox - assert [*graph.stream(1, thread1, stream_mode=["values", "updates"])] == [ + assert [ + *graph.stream( + 1, thread1, stream_mode=["values", "updates"], checkpoint_during=True + ) + ] == [ ("values", 1), ("updates", {"add_one": 1}), ("values", 2), @@ -491,805 +492,6 @@ def test_fork_always_re_runs_nodes( ] -def test_conditional_graph( - snapshot: SnapshotAssertion, sync_checkpointer: BaseCheckpointSaver -) -> None: - from langchain_core.language_models.fake import FakeStreamingListLLM - from langchain_core.prompts import PromptTemplate - from langchain_core.runnables import RunnablePassthrough - from langchain_core.tools import tool - - # Assemble the tools - @tool() - def search_api(query: str) -> str: - """Searches the API for the query.""" - return f"result for {query}" - - tools = [search_api] - - # Construct the agent - prompt = PromptTemplate.from_template("Hello!") - - llm = FakeStreamingListLLM( - responses=[ - "tool:search_api:query", - "tool:search_api:another", - "finish:answer", - ] - ) - - def agent_parser(input: str) -> Union[AgentAction, AgentFinish]: - if input.startswith("finish"): - _, answer = input.split(":") - return AgentFinish(return_values={"answer": answer}, log=input) - else: - _, tool_name, tool_input = input.split(":") - return AgentAction(tool=tool_name, tool_input=tool_input, log=input) - - agent = RunnablePassthrough.assign(agent_outcome=prompt | llm | agent_parser) - - # Define tool execution logic - def execute_tools(data: dict) -> dict: - data = data.copy() - agent_action: AgentAction = data.pop("agent_outcome") - observation = {t.name: t for t in tools}[agent_action.tool].invoke( - agent_action.tool_input - ) - if data.get("intermediate_steps") is None: - data["intermediate_steps"] = [] - else: - data["intermediate_steps"] = data["intermediate_steps"].copy() - data["intermediate_steps"].append([agent_action, observation]) - return data - - # Define decision-making logic - def should_continue(data: dict) -> str: - # Logic to decide whether to continue in the loop or exit - if isinstance(data["agent_outcome"], AgentFinish): - return "exit" - else: - return "continue" - - # Define a new graph - workflow = Graph() - - workflow.add_node("agent", agent) - workflow.add_node( - "tools", - execute_tools, - metadata={"parents": {}, "version": 2, "variant": "b"}, - ) - - workflow.set_entry_point("agent") - - workflow.add_conditional_edges( - "agent", should_continue, {"continue": "tools", "exit": END} - ) - - workflow.add_edge("tools", "agent") - - app = workflow.compile() - - if isinstance(sync_checkpointer, InMemorySaver): - assert json.dumps(app.get_graph().to_json(), indent=2) == snapshot - assert app.get_graph().draw_mermaid(with_styles=False) == snapshot - assert app.get_graph().draw_mermaid() == snapshot - - assert app.invoke({"input": "what is weather in sf"}) == { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - "agent_outcome": AgentFinish( - return_values={"answer": "answer"}, log="finish:answer" - ), - } - - assert [c for c in app.stream({"input": "what is weather in sf"})] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - } - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - "agent_outcome": AgentFinish( - return_values={"answer": "answer"}, log="finish:answer" - ), - } - }, - ] - - # test state get/update methods with interrupt_after - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_after=["agent"], - ) - config = {"configurable": {"thread_id": "1"}} - - assert [ - c for c in app_w_interrupt.stream({"input": "what is weather in sf"}, config) - ] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - } - } - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - created_at=AnyStr(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - assert ( - app_w_interrupt.checkpointer.get_tuple(config).config["configurable"][ - "checkpoint_id" - ] - is not None - ) - - app_w_interrupt.update_state( - config, - { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - ) - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values={ - "agent": { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 1, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - { - "agent": { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - } - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - ] - - app_w_interrupt.update_state( - config, - { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentFinish( - return_values={"answer": "a really nice answer"}, - log="finish:a really nice answer", - ), - }, - ) - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentFinish( - return_values={"answer": "a really nice answer"}, - log="finish:a really nice answer", - ), - }, - }, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 4, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # test state get/update methods with interrupt_before - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_before=["tools"], - ) - config = {"configurable": {"thread_id": "2"}} - llm.i = 0 # reset the llm - - assert [ - c for c in app_w_interrupt.stream({"input": "what is weather in sf"}, config) - ] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - } - } - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - app_w_interrupt.update_state( - config, - { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - ) - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values={ - "agent": { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 1, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - { - "agent": { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - ] - - app_w_interrupt.update_state( - config, - { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentFinish( - return_values={"answer": "a really nice answer"}, - log="finish:a really nice answer", - ), - }, - ) - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentFinish( - return_values={"answer": "a really nice answer"}, - log="finish:a really nice answer", - ), - }, - }, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 4, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # test re-invoke to continue with interrupt_before - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_before=["tools"], - ) - config = {"configurable": {"thread_id": "3"}} - llm.i = 0 # reset the llm - - assert [ - c for c in app_w_interrupt.stream({"input": "what is weather in sf"}, config) - ] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - } - } - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "3", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "3", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - }, - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - ] - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - "agent_outcome": AgentFinish( - return_values={"answer": "answer"}, log="finish:answer" - ), - } - }, - ] - - def test_conditional_state_graph( snapshot: SnapshotAssertion, sync_checkpointer: BaseCheckpointSaver, @@ -1299,7 +501,7 @@ def test_conditional_state_graph( from langchain_core.tools import tool class AgentState(TypedDict, total=False): - input: Annotated[str, UntrackedValue] + input: Annotated[str, EphemeralValue] agent_outcome: Optional[Union[AgentAction, AgentFinish]] intermediate_steps: Annotated[list[tuple[AgentAction, str]], operator.add] @@ -1387,7 +589,6 @@ def test_conditional_state_graph( assert app.get_graph().draw_mermaid(with_styles=False) == snapshot assert app.invoke({"input": "what is weather in sf"}) == { - "input": "what is weather in sf", "intermediate_steps": [ [ AgentAction( @@ -1513,9 +714,7 @@ def test_conditional_state_graph( "step": 1, "thread_id": "1", }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), + parent_config=None, interrupts=(), ) @@ -1683,9 +882,7 @@ def test_conditional_state_graph( "step": 1, "thread_id": "2", }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), + parent_config=None, interrupts=(), ) @@ -1824,6 +1021,7 @@ def test_conditional_state_graph( assert app_w_interrupt.get_state(config) == StateSnapshot( values={ + "input": "what is weather in sf", "intermediate_steps": [], }, tasks=(PregelTask(AnyStr(), "agent", (PULL, "agent")),), @@ -1842,9 +1040,7 @@ def test_conditional_state_graph( "step": 0, "thread_id": "3", }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), + parent_config=None, interrupts=(), ) @@ -2001,9 +1197,7 @@ def test_conditional_state_graph( "step": 1, "thread_id": "4", }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), + parent_config=None, interrupts=(), ) @@ -2722,9 +1916,7 @@ def test_state_graph_packets( "step": 1, "thread_id": "1", }, - parent_config=( - [*app_w_interrupt.checkpointer.list(config, limit=2)][-1].config - ), + parent_config=None, interrupts=(), ) @@ -2991,9 +2183,7 @@ def test_state_graph_packets( "step": 1, "thread_id": "2", }, - parent_config=( - [*app_w_interrupt.checkpointer.list(config, limit=2)][-1].config - ), + parent_config=None, interrupts=(), ) @@ -3189,1577 +2379,6 @@ def test_state_graph_packets( ) -def test_message_graph( - snapshot: SnapshotAssertion, - deterministic_uuids: MockerFixture, - sync_checkpointer: BaseCheckpointSaver, -) -> None: - from copy import deepcopy - - from langchain_core.callbacks import CallbackManagerForLLMRun - from langchain_core.language_models.fake_chat_models import ( - FakeMessagesListChatModel, - ) - from langchain_core.messages import AIMessage, BaseMessage, HumanMessage - from langchain_core.outputs import ChatGeneration, ChatResult - from langchain_core.tools import tool - - class FakeFuntionChatModel(FakeMessagesListChatModel): - def bind_functions(self, functions: list): - return self - - def _generate( - self, - messages: list[BaseMessage], - stop: Optional[list[str]] = None, - run_manager: Optional[CallbackManagerForLLMRun] = None, - **kwargs: Any, - ) -> ChatResult: - response = deepcopy(self.responses[self.i]) - if self.i < len(self.responses) - 1: - self.i += 1 - else: - self.i = 0 - generation = ChatGeneration(message=response) - return ChatResult(generations=[generation]) - - @tool() - def search_api(query: str) -> str: - """Searches the API for the query.""" - return f"result for {query}" - - tools = [search_api] - - model = FakeFuntionChatModel( - responses=[ - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - AIMessage(content="answer", id="ai3"), - ] - ) - - # Define the function that determines whether to continue or not - def should_continue(messages): - last_message = messages[-1] - # If there is no function call, then we finish - if not last_message.tool_calls: - return "end" - # Otherwise if there is, we continue - else: - return "continue" - - # Define a new graph - workflow = MessageGraph() - - # Define the two nodes we will cycle between - workflow.add_node("agent", model) - workflow.add_node("tools", ToolNode(tools)) - - # Set the entrypoint as `agent` - # This means that this node is the first one called - workflow.set_entry_point("agent") - - # We now add a conditional edge - workflow.add_conditional_edges( - # First, we define the start node. We use `agent`. - # This means these are the edges taken after the `agent` node is called. - "agent", - # Next, we pass in the function that will determine which node is called next. - should_continue, - # Finally we pass in a mapping. - # The keys are strings, and the values are other nodes. - # END is a special node marking that the graph should finish. - # What will happen is we will call `should_continue`, and then the output of that - # will be matched against the keys in this mapping. - # Based on which one it matches, that node will then be called. - { - # If `tools`, then we call the tool node. - "continue": "tools", - # Otherwise we finish. - "end": END, - }, - ) - - # We now add a normal edge from `tools` to `agent`. - # This means that after `tools` is called, `agent` node is called next. - workflow.add_edge("tools", "agent") - - # Finally, we compile it! - # This compiles it into a LangChain Runnable, - # meaning you can use it as you would any other runnable - app = workflow.compile() - - if isinstance(sync_checkpointer, InMemorySaver): - assert json.dumps(app.get_input_schema().model_json_schema()) == snapshot - assert json.dumps(app.get_output_schema().model_json_schema()) == snapshot - assert json.dumps(app.get_graph().to_json(), indent=2) == snapshot - assert app.get_graph().draw_mermaid(with_styles=False) == snapshot - - assert app.invoke(HumanMessage(content="what is weather in sf")) == [ - _AnyIdHumanMessage( - content="what is weather in sf", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", # respects ids passed in - ), - _AnyIdToolMessage( - content="result for query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - _AnyIdToolMessage( - content="result for another", - name="search_api", - tool_call_id="tool_call456", - ), - AIMessage(content="answer", id="ai3"), - ] - - assert [*app.stream([HumanMessage(content="what is weather in sf")])] == [ - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ) - }, - { - "tools": [ - _AnyIdToolMessage( - content="result for query", - name="search_api", - tool_call_id="tool_call123", - ) - ] - }, - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ) - }, - { - "tools": [ - _AnyIdToolMessage( - content="result for another", - name="search_api", - tool_call_id="tool_call456", - ) - ] - }, - {"agent": AIMessage(content="answer", id="ai3")}, - ] - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_after=["agent"], - ) - config = {"configurable": {"thread_id": "1"}} - - assert [ - c for c in app_w_interrupt.stream(("human", "what is weather in sf"), config) - ] == [ - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ) - }, - {"__interrupt__": ()}, - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # modify ai message - last_message = app_w_interrupt.get_state(config).values[-1] - last_message.tool_calls[0]["args"] = {"query": "a different query"} - next_config = app_w_interrupt.update_state(config, last_message) - - # message was replaced instead of appended - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config=next_config, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 2, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - { - "tools": [ - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ) - ] - }, - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ) - }, - {"__interrupt__": ()}, - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 4, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - app_w_interrupt.update_state( - config, - AIMessage(content="answer", id="ai2"), # replace existing message - ) - - # replaces message even if object identity is different, as long as id is the same - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage(content="answer", id="ai2"), - ], - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 5, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_before=["tools"], - ) - config = {"configurable": {"thread_id": "2"}} - model.i = 0 # reset the llm - - assert [c for c in app_w_interrupt.stream("what is weather in sf", config)] == [ - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ) - }, - {"__interrupt__": ()}, - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # modify ai message - last_message = app_w_interrupt.get_state(config).values[-1] - last_message.tool_calls[0]["args"] = {"query": "a different query"} - app_w_interrupt.update_state(config, last_message) - - # message was replaced instead of appended - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 2, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - { - "tools": [ - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ) - ] - }, - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ) - }, - {"__interrupt__": ()}, - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 4, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - app_w_interrupt.update_state( - config, - AIMessage(content="answer", id="ai2"), - ) - - # replaces message even if object identity is different, as long as id is the same - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - id=AnyStr(), - ), - AIMessage(content="answer", id="ai2"), - ], - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 5, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # add an extra message as if it came from "tools" node - app_w_interrupt.update_state(config, ("ai", "an extra message"), as_node="tools") - - # extra message is coerced BaseMessge and appended - # now the next node is "agent" per the graph edges - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - id=AnyStr(), - ), - AIMessage(content="answer", id="ai2"), - _AnyIdAIMessage(content="an extra message"), - ], - tasks=(PregelTask(AnyStr(), "agent", (PULL, "agent")),), - next=("agent",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 6, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - -def test_root_graph( - deterministic_uuids: MockerFixture, - sync_checkpointer: BaseCheckpointSaver, -) -> None: - from copy import deepcopy - - from langchain_core.callbacks import CallbackManagerForLLMRun - from langchain_core.language_models.fake_chat_models import ( - FakeMessagesListChatModel, - ) - from langchain_core.messages import ( - AIMessage, - BaseMessage, - HumanMessage, - ToolMessage, - ) - from langchain_core.outputs import ChatGeneration, ChatResult - from langchain_core.tools import tool - - class FakeFuntionChatModel(FakeMessagesListChatModel): - def bind_functions(self, functions: list): - return self - - def _generate( - self, - messages: list[BaseMessage], - stop: Optional[list[str]] = None, - run_manager: Optional[CallbackManagerForLLMRun] = None, - **kwargs: Any, - ) -> ChatResult: - response = deepcopy(self.responses[self.i]) - if self.i < len(self.responses) - 1: - self.i += 1 - else: - self.i = 0 - generation = ChatGeneration(message=response) - return ChatResult(generations=[generation]) - - @tool() - def search_api(query: str) -> str: - """Searches the API for the query.""" - return f"result for {query}" - - tools = [search_api] - - model = FakeFuntionChatModel( - responses=[ - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - AIMessage(content="answer", id="ai3"), - ] - ) - - # Define the function that determines whether to continue or not - def should_continue(messages): - last_message = messages[-1] - # If there is no function call, then we finish - if not last_message.tool_calls: - return "end" - # Otherwise if there is, we continue - else: - return "continue" - - class State(TypedDict): - __root__: Annotated[list[BaseMessage], add_messages] - - # Define a new graph - workflow = StateGraph(State) - - # Define the two nodes we will cycle between - workflow.add_node("agent", model) - workflow.add_node("tools", ToolNode(tools)) - - # Set the entrypoint as `agent` - # This means that this node is the first one called - workflow.set_entry_point("agent") - - # We now add a conditional edge - workflow.add_conditional_edges( - # First, we define the start node. We use `agent`. - # This means these are the edges taken after the `agent` node is called. - "agent", - # Next, we pass in the function that will determine which node is called next. - should_continue, - # Finally we pass in a mapping. - # The keys are strings, and the values are other nodes. - # END is a special node marking that the graph should finish. - # What will happen is we will call `should_continue`, and then the output of that - # will be matched against the keys in this mapping. - # Based on which one it matches, that node will then be called. - { - # If `tools`, then we call the tool node. - "continue": "tools", - # Otherwise we finish. - "end": END, - }, - ) - - # We now add a normal edge from `tools` to `agent`. - # This means that after `tools` is called, `agent` node is called next. - workflow.add_edge("tools", "agent") - - # Finally, we compile it! - # This compiles it into a LangChain Runnable, - # meaning you can use it as you would any other runnable - app = workflow.compile() - - assert app.invoke(HumanMessage(content="what is weather in sf")) == [ - _AnyIdHumanMessage( - content="what is weather in sf", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", # respects ids passed in - ), - _AnyIdToolMessage( - content="result for query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - _AnyIdToolMessage( - content="result for another", - name="search_api", - tool_call_id="tool_call456", - ), - AIMessage(content="answer", id="ai3"), - ] - - assert [*app.stream([HumanMessage(content="what is weather in sf")])] == [ - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ) - }, - { - "tools": [ - ToolMessage( - content="result for query", - name="search_api", - tool_call_id="tool_call123", - id="00000000-0000-4000-8000-000000000024", - ) - ] - }, - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ) - }, - { - "tools": [ - ToolMessage( - content="result for another", - name="search_api", - tool_call_id="tool_call456", - id="00000000-0000-4000-8000-000000000030", - ) - ] - }, - {"agent": AIMessage(content="answer", id="ai3")}, - ] - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_after=["agent"], - ) - config = {"configurable": {"thread_id": "1"}} - - assert [ - c for c in app_w_interrupt.stream(("human", "what is weather in sf"), config) - ] == [ - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ) - }, - {"__interrupt__": ()}, - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # modify ai message - last_message = app_w_interrupt.get_state(config).values[-1] - last_message.tool_calls[0]["args"] = {"query": "a different query"} - next_config = app_w_interrupt.update_state(config, last_message) - - # message was replaced instead of appended - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config=next_config, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 2, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - { - "tools": [ - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ) - ] - }, - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ) - }, - {"__interrupt__": ()}, - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - id=AnyStr(), - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 4, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - app_w_interrupt.update_state( - config, - AIMessage(content="answer", id="ai2"), # replace existing message - ) - - # replaces message even if object identity is different, as long as id is the same - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - id=AnyStr(), - ), - AIMessage(content="answer", id="ai2"), - ], - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 5, - "thread_id": "1", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_before=["tools"], - ) - config = {"configurable": {"thread_id": "2"}} - model.i = 0 # reset the llm - - assert [c for c in app_w_interrupt.stream("what is weather in sf", config)] == [ - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ) - }, - {"__interrupt__": ()}, - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # modify ai message - last_message = app_w_interrupt.get_state(config).values[-1] - last_message.tool_calls[0]["args"] = {"query": "a different query"} - app_w_interrupt.update_state(config, last_message) - - # message was replaced instead of appended - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 2, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - { - "tools": [ - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ) - ] - }, - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ) - }, - {"__interrupt__": ()}, - ] - - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - id=AnyStr(), - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 4, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - app_w_interrupt.update_state( - config, - AIMessage(content="answer", id="ai2"), - ) - - # replaces message even if object identity is different, as long as id is the same - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage(content="answer", id="ai2"), - ], - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 5, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # add an extra message as if it came from "tools" node - app_w_interrupt.update_state(config, ("ai", "an extra message"), as_node="tools") - - # extra message is coerced BaseMessge and appended - # now the next node is "agent" per the graph edges - assert app_w_interrupt.get_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - id=AnyStr(), - ), - AIMessage(content="answer", id="ai2"), - _AnyIdAIMessage(content="an extra message"), - ], - tasks=(PregelTask(AnyStr(), "agent", (PULL, "agent")),), - next=("agent",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 6, - "thread_id": "2", - }, - parent_config=( - list(app_w_interrupt.checkpointer.list(config, limit=2))[-1].config - ), - interrupts=(), - ) - - # create new graph with one more state key, reuse previous thread history - - def simple_add(left, right): - if not isinstance(right, list): - right = [right] - return left + right - - class MoreState(TypedDict): - __root__: Annotated[list[BaseMessage], simple_add] - something_else: str - - # Define a new graph - new_workflow = StateGraph(MoreState) - new_workflow.add_node( - "agent", RunnableMap(__root__=RunnablePick("__root__") | model) - ) - new_workflow.add_node( - "tools", RunnableMap(__root__=RunnablePick("__root__") | ToolNode(tools)) - ) - new_workflow.set_entry_point("agent") - new_workflow.add_conditional_edges( - "agent", - RunnablePick("__root__") | should_continue, - { - # If `tools`, then we call the tool node. - "continue": "tools", - # Otherwise we finish. - "end": END, - }, - ) - new_workflow.add_edge("tools", "agent") - new_app = new_workflow.compile(checkpointer=sync_checkpointer) - model.i = 0 # reset the llm - - # previous state is converted to new schema - assert new_app.get_state(config) == StateSnapshot( - values={ - "__root__": [ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage(content="answer", id="ai2"), - _AnyIdAIMessage(content="an extra message"), - ] - }, - tasks=(PregelTask(AnyStr(), "agent", (PULL, "agent")),), - next=("agent",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 6, - "thread_id": "2", - }, - parent_config=(list(new_app.checkpointer.list(config, limit=2))[-1].config), - interrupts=(), - ) - - # new input is merged to old state - assert new_app.invoke( - { - "__root__": [HumanMessage(content="what is weather in la")], - "something_else": "value", - }, - config, - interrupt_before=["agent"], - ) == { - "__root__": [ - HumanMessage( - content="what is weather in sf", - id="00000000-0000-4000-8000-000000000051", - ), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "name": "search_api", - "args": {"query": "a different query"}, - "id": "tool_call123", - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage(content="answer", id="ai2"), - AIMessage( - content="an extra message", id="00000000-0000-4000-8000-000000000066" - ), - HumanMessage(content="what is weather in la"), - ], - "something_else": "value", - } - - def test_in_one_fan_out_out_one_graph_state() -> None: def sorted_add(x: list[str], y: list[str]) -> list[str]: return sorted(operator.add(x, y)) @@ -5072,12 +2691,6 @@ def test_dynamic_interrupt(sync_checkpointer: BaseCheckpointSaver) -> None: "step": 0, "thread_id": "1", }, - { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, ] assert tool_two.get_state(thread1) == StateSnapshot( @@ -5111,7 +2724,7 @@ def test_dynamic_interrupt(sync_checkpointer: BaseCheckpointSaver) -> None: "step": 0, "thread_id": "1", }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), + parent_config=None, interrupts=( Interrupt( value="Just because...", @@ -5245,12 +2858,6 @@ def test_copy_checkpoint(sync_checkpointer: BaseCheckpointSaver) -> None: "step": 0, "thread_id": "1", }, - { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, ] assert tool_two.get_state(thread1) == StateSnapshot( @@ -5290,7 +2897,7 @@ def test_copy_checkpoint(sync_checkpointer: BaseCheckpointSaver) -> None: "step": 0, "thread_id": "1", }, - parent_config=([*tool_two.checkpointer.list(thread1, limit=2)][-1].config), + parent_config=None, interrupts=( Interrupt( value="Just because...", @@ -5336,9 +2943,7 @@ def test_copy_checkpoint(sync_checkpointer: BaseCheckpointSaver) -> None: "step": 1, "thread_id": "1", }, - parent_config=( - [*tool_two.checkpointer.list(thread1, limit=2)][-1].parent_config - ), + parent_config=([*tool_two.checkpointer.list(thread1, limit=2)][-1].config), interrupts=(), ) @@ -5452,12 +3057,6 @@ def test_dynamic_interrupt_subgraph(sync_checkpointer: BaseCheckpointSaver) -> N "step": 0, "thread_id": "1", }, - { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, ] assert tool_two.get_state(thread1) == StateSnapshot( @@ -5497,13 +3096,7 @@ def test_dynamic_interrupt_subgraph(sync_checkpointer: BaseCheckpointSaver) -> N "step": 0, "thread_id": "1", }, - parent_config=( - list( - tool_two.checkpointer.list( - {"configurable": {"thread_id": "1", "checkpoint_ns": ""}}, limit=2 - ) - )[-1].config - ), + parent_config=None, interrupts=( Interrupt( value="Just because...", @@ -5544,971 +3137,6 @@ def test_dynamic_interrupt_subgraph(sync_checkpointer: BaseCheckpointSaver) -> N ) -def test_start_branch_then( - snapshot: SnapshotAssertion, - sync_checkpointer: BaseCheckpointSaver, - sync_store: BaseStore, -) -> None: - class State(TypedDict): - my_key: Annotated[str, operator.add] - market: str - - def tool_two_slow(data: State, config: RunnableConfig) -> State: - return {"my_key": " slow"} - - def tool_two_fast(data: State, config: RunnableConfig) -> State: - return {"my_key": " fast"} - - tool_two_graph = StateGraph(State) - tool_two_graph.add_node("tool_two_slow", tool_two_slow) - tool_two_graph.add_node("tool_two_fast", tool_two_fast) - tool_two_graph.set_conditional_entry_point( - lambda s: "tool_two_slow" if s["market"] == "DE" else "tool_two_fast", - then=END, - path_map=["tool_two_slow", "tool_two_fast"], - ) - tool_two = tool_two_graph.compile() - if isinstance(sync_checkpointer, InMemorySaver) and isinstance( - sync_store, InMemoryStore - ): - assert tool_two.get_graph().draw_mermaid() == snapshot - - assert tool_two.invoke({"my_key": "value", "market": "DE"}) == { - "my_key": "value slow", - "market": "DE", - } - assert tool_two.invoke({"my_key": "value", "market": "US"}) == { - "my_key": "value fast", - "market": "US", - } - - tool_two = tool_two_graph.compile( - store=sync_store, - checkpointer=sync_checkpointer, - interrupt_before=["tool_two_fast", "tool_two_slow"], - ) - - # missing thread_id - with pytest.raises(ValueError, match="thread_id"): - tool_two.invoke({"my_key": "value", "market": "DE"}) - - thread1 = {"configurable": {"thread_id": "1", "assistant_id": "a"}} - # stop when about to enter node - assert tool_two.invoke({"my_key": "value ⛰️", "market": "DE"}, thread1) == { - "my_key": "value ⛰️", - "market": "DE", - } - - assert [c.metadata for c in tool_two.checkpointer.list(thread1)] == [ - { - "parents": {}, - "source": "loop", - "step": 0, - "assistant_id": "a", - "thread_id": "1", - }, - { - "parents": {}, - "source": "input", - "step": -1, - "assistant_id": "a", - "thread_id": "1", - }, - ] - - assert tool_two.get_state(thread1) == StateSnapshot( - values={"my_key": "value ⛰️", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "tool_two_slow", (PULL, "tool_two_slow")),), - next=("tool_two_slow",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "assistant_id": "a", - "thread_id": "1", - }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), - interrupts=(), - ) - # resume, for same result as above - assert tool_two.invoke(None, thread1, debug=1) == { - "my_key": "value ⛰️ slow", - "market": "DE", - } - assert tool_two.get_state(thread1) == StateSnapshot( - values={"my_key": "value ⛰️ slow", "market": "DE"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "assistant_id": "a", - "thread_id": "1", - }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), - interrupts=(), - ) - - thread2 = {"configurable": {"thread_id": "2", "assistant_id": "a"}} - # stop when about to enter node - assert tool_two.invoke({"my_key": "value", "market": "US"}, thread2) == { - "my_key": "value", - "market": "US", - } - assert tool_two.get_state(thread2) == StateSnapshot( - values={"my_key": "value", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "assistant_id": "a", - "thread_id": "2", - }, - parent_config=(list(tool_two.checkpointer.list(thread2, limit=2))[-1].config), - interrupts=(), - ) - # resume, for same result as above - assert tool_two.invoke(None, thread2, debug=1) == { - "my_key": "value fast", - "market": "US", - } - assert tool_two.get_state(thread2) == StateSnapshot( - values={"my_key": "value fast", "market": "US"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "assistant_id": "a", - "thread_id": "2", - }, - parent_config=(list(tool_two.checkpointer.list(thread2, limit=2))[-1].config), - interrupts=(), - ) - - thread3 = {"configurable": {"thread_id": "3", "assistant_id": "b"}} - # stop when about to enter node - assert tool_two.invoke({"my_key": "value", "market": "US"}, thread3) == { - "my_key": "value", - "market": "US", - } - assert tool_two.get_state(thread3) == StateSnapshot( - values={"my_key": "value", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "3", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "assistant_id": "b", - "thread_id": "3", - }, - parent_config=(list(tool_two.checkpointer.list(thread3, limit=2))[-1].config), - interrupts=(), - ) - # update state - tool_two.update_state(thread3, {"my_key": "key"}) # appends to my_key - assert tool_two.get_state(thread3) == StateSnapshot( - values={"my_key": "valuekey", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "3", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 1, - "assistant_id": "b", - "thread_id": "3", - }, - parent_config=(list(tool_two.checkpointer.list(thread3, limit=2))[-1].config), - interrupts=(), - ) - # resume, for same result as above - assert tool_two.invoke(None, thread3, debug=1) == { - "my_key": "valuekey fast", - "market": "US", - } - assert tool_two.get_state(thread3) == StateSnapshot( - values={"my_key": "valuekey fast", "market": "US"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "3", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 2, - "assistant_id": "b", - "thread_id": "3", - }, - parent_config=(list(tool_two.checkpointer.list(thread3, limit=2))[-1].config), - interrupts=(), - ) - - -def test_branch_then( - snapshot: SnapshotAssertion, sync_checkpointer: BaseCheckpointSaver -) -> None: - class State(TypedDict): - my_key: Annotated[str, operator.add] - market: str - - tool_two_graph = StateGraph(State) - tool_two_graph.set_entry_point("prepare") - tool_two_graph.set_finish_point("finish") - tool_two_graph.add_conditional_edges( - source="prepare", - path=lambda s: "tool_two_slow" if s["market"] == "DE" else "tool_two_fast", - path_map=["tool_two_slow", "tool_two_fast"], - then="finish", - ) - tool_two_graph.add_node("prepare", lambda s: {"my_key": " prepared"}) - tool_two_graph.add_node("tool_two_slow", lambda s: {"my_key": " slow"}) - tool_two_graph.add_node("tool_two_fast", lambda s: {"my_key": " fast"}) - tool_two_graph.add_node("finish", lambda s: {"my_key": " finished"}) - tool_two = tool_two_graph.compile() - - if isinstance(sync_checkpointer, InMemorySaver): - assert tool_two.get_graph().draw_mermaid(with_styles=False) == snapshot - assert tool_two.get_graph().draw_mermaid() == snapshot - - assert tool_two.invoke({"my_key": "value", "market": "DE"}, debug=1) == { - "my_key": "value prepared slow finished", - "market": "DE", - } - assert tool_two.invoke({"my_key": "value", "market": "US"}) == { - "my_key": "value prepared fast finished", - "market": "US", - } - - # test stream_mode=debug - tool_two = tool_two_graph.compile(checkpointer=sync_checkpointer) - thread10 = {"configurable": {"thread_id": "10"}} - - res = [ - *tool_two.stream( - {"my_key": "value", "market": "DE"}, thread10, stream_mode="debug" - ) - ] - - assert res == [ - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": -1, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": {"my_key": ""}, - "metadata": { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "10", - }, - "parent_config": None, - "next": ["__start__"], - "tasks": [ - { - "id": AnyStr(), - "name": "__start__", - "interrupts": (), - "state": None, - } - ], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 0, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "10", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": ["prepare"], - "tasks": [ - {"id": AnyStr(), "name": "prepare", "interrupts": (), "state": None} - ], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "id": AnyStr(), - "name": "prepare", - "input": {"my_key": "value", "market": "DE"}, - "triggers": ("branch:to:prepare",), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "id": AnyStr(), - "name": "prepare", - "result": [("my_key", " prepared")], - "error": None, - "interrupts": [], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value prepared", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "10", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": ["tool_two_slow"], - "tasks": [ - { - "id": AnyStr(), - "name": "tool_two_slow", - "interrupts": (), - "state": None, - } - ], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "id": AnyStr(), - "name": "tool_two_slow", - "input": {"my_key": "value prepared", "market": "DE"}, - "triggers": ("branch:to:tool_two_slow",), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "id": AnyStr(), - "name": "tool_two_slow", - "result": [("my_key", " slow")], - "error": None, - "interrupts": [], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value prepared slow", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 2, - "thread_id": "10", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": ["finish"], - "tasks": [ - {"id": AnyStr(), "name": "finish", "interrupts": (), "state": None} - ], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 3, - "payload": { - "id": AnyStr(), - "name": "finish", - "input": {"my_key": "value prepared slow", "market": "DE"}, - "triggers": ( - "branch:prepare:condition::then", - "branch:to:finish", - ), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 3, - "payload": { - "id": AnyStr(), - "name": "finish", - "result": [("my_key", " finished")], - "error": None, - "interrupts": [], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 3, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value prepared slow finished", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "10", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": [], - "tasks": [], - }, - }, - ] - - tool_two = tool_two_graph.compile( - checkpointer=sync_checkpointer, - interrupt_before=["tool_two_fast", "tool_two_slow"], - ) - - # missing thread_id - with pytest.raises(ValueError, match="thread_id"): - tool_two.invoke({"my_key": "value", "market": "DE"}) - - thread1 = {"configurable": {"thread_id": "1"}} - # stop when about to enter node - assert tool_two.invoke({"my_key": "value", "market": "DE"}, thread1) == { - "my_key": "value prepared", - "market": "DE", - } - assert tool_two.get_state(thread1) == StateSnapshot( - values={"my_key": "value prepared", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "tool_two_slow", (PULL, "tool_two_slow")),), - next=("tool_two_slow",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "1", - }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), - interrupts=(), - ) - # resume, for same result as above - assert tool_two.invoke(None, thread1, debug=1) == { - "my_key": "value prepared slow finished", - "market": "DE", - } - assert tool_two.get_state(thread1) == StateSnapshot( - values={"my_key": "value prepared slow finished", "market": "DE"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "1", - }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), - interrupts=(), - ) - - thread2 = {"configurable": {"thread_id": "2"}} - # stop when about to enter node - assert tool_two.invoke({"my_key": "value", "market": "US"}, thread2) == { - "my_key": "value prepared", - "market": "US", - } - assert tool_two.get_state(thread2) == StateSnapshot( - values={"my_key": "value prepared", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "2", - }, - parent_config=(list(tool_two.checkpointer.list(thread2, limit=2))[-1].config), - interrupts=(), - ) - # resume, for same result as above - assert tool_two.invoke(None, thread2, debug=1) == { - "my_key": "value prepared fast finished", - "market": "US", - } - assert tool_two.get_state(thread2) == StateSnapshot( - values={"my_key": "value prepared fast finished", "market": "US"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "2", - }, - parent_config=(list(tool_two.checkpointer.list(thread2, limit=2))[-1].config), - interrupts=(), - ) - - tool_two = tool_two_graph.compile( - checkpointer=sync_checkpointer, interrupt_before=["finish"] - ) - - thread1 = {"configurable": {"thread_id": "11"}} - - # stop when about to enter node - assert tool_two.invoke({"my_key": "value", "market": "DE"}, thread1) == { - "my_key": "value prepared slow", - "market": "DE", - } - assert tool_two.get_state(thread1) == StateSnapshot( - values={ - "my_key": "value prepared slow", - "market": "DE", - }, - tasks=(PregelTask(AnyStr(), "finish", (PULL, "finish")),), - next=("finish",), - config={ - "configurable": { - "thread_id": "11", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 2, - "thread_id": "11", - }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), - interrupts=(), - ) - - # update state - tool_two.update_state(thread1, {"my_key": "er"}) - assert tool_two.get_state(thread1) == StateSnapshot( - values={ - "my_key": "value prepared slower", - "market": "DE", - }, - tasks=(PregelTask(AnyStr(), "finish", (PULL, "finish")),), - next=("finish",), - config={ - "configurable": { - "thread_id": "11", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 3, - "thread_id": "11", - }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), - interrupts=(), - ) - - tool_two = tool_two_graph.compile( - checkpointer=sync_checkpointer, interrupt_after=["prepare"] - ) - - # missing thread_id - with pytest.raises(ValueError, match="thread_id"): - tool_two.invoke({"my_key": "value", "market": "DE"}) - - thread1 = {"configurable": {"thread_id": "21"}} - # stop when about to enter node - assert tool_two.invoke({"my_key": "value", "market": "DE"}, thread1) == { - "my_key": "value prepared", - "market": "DE", - } - assert tool_two.get_state(thread1) == StateSnapshot( - values={"my_key": "value prepared", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "tool_two_slow", (PULL, "tool_two_slow")),), - next=("tool_two_slow",), - config={ - "configurable": { - "thread_id": "21", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "21", - }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), - interrupts=(), - ) - # resume, for same result as above - assert tool_two.invoke(None, thread1, debug=1) == { - "my_key": "value prepared slow finished", - "market": "DE", - } - assert tool_two.get_state(thread1) == StateSnapshot( - values={"my_key": "value prepared slow finished", "market": "DE"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "21", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "21", - }, - parent_config=(list(tool_two.checkpointer.list(thread1, limit=2))[-1].config), - interrupts=(), - ) - - thread2 = {"configurable": {"thread_id": "22"}} - # stop when about to enter node - assert tool_two.invoke({"my_key": "value", "market": "US"}, thread2) == { - "my_key": "value prepared", - "market": "US", - } - assert tool_two.get_state(thread2) == StateSnapshot( - values={"my_key": "value prepared", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "22", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "22", - }, - parent_config=(list(tool_two.checkpointer.list(thread2, limit=2))[-1].config), - interrupts=(), - ) - # resume, for same result as above - assert tool_two.invoke(None, thread2, debug=1) == { - "my_key": "value prepared fast finished", - "market": "US", - } - assert tool_two.get_state(thread2) == StateSnapshot( - values={"my_key": "value prepared fast finished", "market": "US"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "22", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "22", - }, - parent_config=(list(tool_two.checkpointer.list(thread2, limit=2))[-1].config), - interrupts=(), - ) - - thread3 = {"configurable": {"thread_id": "23"}} - # update an empty thread before first run - tool_two.update_state(thread3, {"my_key": "key", "market": "DE"}) - # check current state - assert tool_two.get_state(thread3) == StateSnapshot( - values={"my_key": "key", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "prepare", (PULL, "prepare")),), - next=("prepare",), - config={ - "configurable": { - "thread_id": "23", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 0, - "thread_id": "23", - }, - parent_config=None, - interrupts=(), - ) - # run from this point - assert tool_two.invoke(None, thread3) == { - "my_key": "key prepared", - "market": "DE", - } - # get state after first node - assert tool_two.get_state(thread3) == StateSnapshot( - values={"my_key": "key prepared", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "tool_two_slow", (PULL, "tool_two_slow")),), - next=("tool_two_slow",), - config={ - "configurable": { - "thread_id": "23", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "23", - }, - parent_config=(list(tool_two.checkpointer.list(thread3, limit=2))[-1].config), - interrupts=(), - ) - # resume, for same result as above - assert tool_two.invoke(None, thread3, debug=1) == { - "my_key": "key prepared slow finished", - "market": "DE", - } - assert tool_two.get_state(thread3) == StateSnapshot( - values={"my_key": "key prepared slow finished", "market": "DE"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "23", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "23", - }, - parent_config=(list(tool_two.checkpointer.list(thread3, limit=2))[-1].config), - interrupts=(), - ) - - def test_send_dedupe_on_resume( sync_checkpointer: BaseCheckpointSaver, checkpoint_during: bool ) -> None: @@ -6934,7 +3562,7 @@ def test_nested_graph_state(sync_checkpointer: BaseCheckpointSaver) -> None: app.invoke({"my_key": "my value"}, config, debug=True) # test state w/ nested subgraph state (right after interrupt) # first get_state without subgraph state - assert app.get_state(config) == StateSnapshot( + expected = StateSnapshot( values={"my_key": "hi my value"}, tasks=( PregelTask( @@ -6959,17 +3587,11 @@ def test_nested_graph_state(sync_checkpointer: BaseCheckpointSaver) -> None: "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), ) + assert app.get_state(config) == expected + assert list(app.get_state_history(config)) == [expected] # now, get_state with subgraphs state assert app.get_state(config, subgraphs=True) == StateSnapshot( values={"my_key": "hi my value"}, @@ -7015,18 +3637,7 @@ def test_nested_graph_state(sync_checkpointer: BaseCheckpointSaver) -> None: "langgraph_checkpoint_ns": AnyStr("inner:"), }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - } - ), + parent_config=None, interrupts=(), ), ), @@ -7046,129 +3657,12 @@ def test_nested_graph_state(sync_checkpointer: BaseCheckpointSaver) -> None: "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), ) - # get_state_history returns outer graph checkpoints - history = list(app.get_state_history(config)) - expected_history = [ - StateSnapshot( - values={"my_key": "hi my value"}, - tasks=( - PregelTask( - AnyStr(), - "inner", - (PULL, "inner"), - state={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - } - }, - ), - ), - next=("inner",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), - interrupts=(), - ), - StateSnapshot( - values={"my_key": "my value"}, - tasks=( - PregelTask( - AnyStr(), - "outer_1", - (PULL, "outer_1"), - result={"my_key": "hi my value"}, - ), - ), - next=("outer_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={}, - tasks=( - PregelTask( - AnyStr(), - "__start__", - (PULL, "__start__"), - result={"my_key": "my value"}, - ), - ), - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config=None, - interrupts=(), - ), - ] - - assert history == expected_history # get_state_history for a subgraph returns its checkpoints - child_history = [*app.get_state_history(history[0].tasks[0].state)] + child_history = [*app.get_state_history(app.get_state(config).tasks[0].state)] expected_child_history = [ StateSnapshot( values={"my_key": "hi my value here", "my_other_key": "hi my value"}, @@ -7195,107 +3689,11 @@ def test_nested_graph_state(sync_checkpointer: BaseCheckpointSaver) -> None: "langgraph_checkpoint_ns": AnyStr("inner:"), }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - } - ), + parent_config=None, interrupts=(), tasks=(PregelTask(AnyStr(), "inner_2", (PULL, "inner_2")),), ), - StateSnapshot( - values={"my_key": "hi my value"}, - next=("inner_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, - metadata={ - "source": "loop", - "step": 0, - "parents": {"": AnyStr()}, - "thread_id": "1", - "langgraph_node": "inner", - "langgraph_path": [PULL, "inner"], - "langgraph_step": 2, - "langgraph_triggers": ["branch:to:inner"], - "langgraph_checkpoint_ns": AnyStr("inner:"), - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, - tasks=( - PregelTask( - AnyStr(), - "inner_1", - (PULL, "inner_1"), - result={ - "my_key": "hi my value here", - "my_other_key": "hi my value", - }, - ), - ), - interrupts=(), - ), - StateSnapshot( - values={}, - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, - metadata={ - "source": "input", - "step": -1, - "parents": {"": AnyStr()}, - "thread_id": "1", - "langgraph_node": "inner", - "langgraph_path": [PULL, "inner"], - "langgraph_step": 2, - "langgraph_triggers": ["branch:to:inner"], - "langgraph_checkpoint_ns": AnyStr("inner:"), - }, - created_at=AnyStr(), - parent_config=None, - interrupts=(), - tasks=( - PregelTask( - AnyStr(), - "__start__", - (PULL, "__start__"), - result={"my_key": "hi my value"}, - ), - ), - ), ] - assert child_history == expected_child_history # resume @@ -7362,40 +3760,6 @@ def test_nested_graph_state(sync_checkpointer: BaseCheckpointSaver) -> None: ), interrupts=(), ), - StateSnapshot( - values={"my_key": "hi my value here and there"}, - tasks=( - PregelTask( - AnyStr(), - "outer_2", - (PULL, "outer_2"), - result={"my_key": "hi my value here and there and back again"}, - ), - ), - next=("outer_2",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 2, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), StateSnapshot( values={"my_key": "hi my value"}, tasks=( @@ -7406,7 +3770,7 @@ def test_nested_graph_state(sync_checkpointer: BaseCheckpointSaver) -> None: state={ "configurable": {"thread_id": "1", "checkpoint_ns": AnyStr()} }, - result={"my_key": "hi my value here and there"}, + result=None, ), ), next=("inner",), @@ -7424,74 +3788,6 @@ def test_nested_graph_state(sync_checkpointer: BaseCheckpointSaver) -> None: "thread_id": "1", }, created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={"my_key": "my value"}, - tasks=( - PregelTask( - AnyStr(), - "outer_1", - (PULL, "outer_1"), - result={"my_key": "hi my value"}, - ), - ), - next=("outer_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={}, - tasks=( - PregelTask( - AnyStr(), - "__start__", - (PULL, "__start__"), - result={"my_key": "my value"}, - ), - ), - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, - created_at=AnyStr(), parent_config=None, interrupts=(), ), @@ -7597,15 +3893,7 @@ def test_doubly_nested_graph_state( "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), ) child_state = app.get_state(outer_state.tasks[0].state) @@ -7650,21 +3938,7 @@ def test_doubly_nested_graph_state( "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - } - ), - } - } - ), + parent_config=None, interrupts=(), ) grandchild_state = app.get_state(child_state.tasks[0].state) @@ -7709,22 +3983,7 @@ def test_doubly_nested_graph_state( "langgraph_triggers": ["branch:to:child_1"], }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - } - ), + parent_config=None, interrupts=(), ) # get state with subgraphs @@ -7790,24 +4049,7 @@ def test_doubly_nested_graph_state( ], }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr( - re.compile(r"child:.+|child1:") - ): AnyStr(), - } - ), - } - } - ), + parent_config=None, interrupts=(), ), ), @@ -7835,18 +4077,7 @@ def test_doubly_nested_graph_state( "langgraph_checkpoint_ns": AnyStr("child:"), }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - } - ), + parent_config=None, interrupts=(), ), ), @@ -7866,15 +4097,7 @@ def test_doubly_nested_graph_state( "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), ) # # resume @@ -7952,40 +4175,6 @@ def test_doubly_nested_graph_state( }, interrupts=(), ), - StateSnapshot( - values={"my_key": "hi my value here and there"}, - next=("parent_2",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "source": "loop", - "step": 2, - "parents": {}, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - tasks=( - PregelTask( - id=AnyStr(), - name="parent_2", - path=(PULL, "parent_2"), - result={"my_key": "hi my value here and there and back again"}, - ), - ), - interrupts=(), - ), StateSnapshot( values={"my_key": "hi my value"}, tasks=( @@ -7999,7 +4188,7 @@ def test_doubly_nested_graph_state( "checkpoint_ns": AnyStr("child"), } }, - result={"my_key": "hi my value here and there"}, + result=None, ), ), next=("child",), @@ -8017,80 +4206,12 @@ def test_doubly_nested_graph_state( "thread_id": "1", }, created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={"my_key": "my value"}, - next=("parent_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "source": "loop", - "step": 0, - "parents": {}, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - tasks=( - PregelTask( - id=AnyStr(), - name="parent_1", - path=(PULL, "parent_1"), - result={"my_key": "hi my value"}, - ), - ), - interrupts=(), - ), - StateSnapshot( - values={}, - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "source": "input", - "step": -1, - "parents": {}, - "thread_id": "1", - }, - created_at=AnyStr(), parent_config=None, interrupts=(), - tasks=( - PregelTask( - id=AnyStr(), - name="__start__", - path=(PULL, "__start__"), - result={"my_key": "my value"}, - ), - ), ), ] # get child graph history - child_history = list(app.get_state_history(outer_history[2].tasks[0].state)) + child_history = list(app.get_state_history(outer_history[1].tasks[0].state)) assert child_history == [ StateSnapshot( values={"my_key": "hi my value here and there"}, @@ -8155,16 +4276,7 @@ def test_doubly_nested_graph_state( "langgraph_checkpoint_ns": AnyStr("child:"), }, created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -8176,47 +4288,11 @@ def test_doubly_nested_graph_state( "checkpoint_ns": AnyStr("child:"), } }, - result={"my_key": "hi my value here and there"}, + result=None, ), ), interrupts=(), ), - StateSnapshot( - values={}, - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, - metadata={ - "source": "input", - "step": -1, - "parents": {"": AnyStr()}, - "thread_id": "1", - "langgraph_node": "child", - "langgraph_path": [PULL, AnyStr("child")], - "langgraph_step": 2, - "langgraph_triggers": ["branch:to:child"], - "langgraph_checkpoint_ns": AnyStr("child:"), - }, - created_at=AnyStr(), - parent_config=None, - interrupts=(), - tasks=( - PregelTask( - id=AnyStr(), - name="__start__", - path=(PULL, "__start__"), - result={"my_key": "hi my value"}, - ), - ), - ), ] # get grandchild graph history grandchild_history = list(app.get_state_history(child_history[1].tasks[0].state)) @@ -8312,150 +4388,17 @@ def test_doubly_nested_graph_state( "langgraph_triggers": ["branch:to:child_1"], }, created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - }, + parent_config=None, tasks=( PregelTask( id=AnyStr(), name="grandchild_2", path=(PULL, "grandchild_2"), - result={"my_key": "hi my value here and there"}, + result=None, ), ), interrupts=(), ), - StateSnapshot( - values={"my_key": "hi my value"}, - next=("grandchild_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - }, - metadata={ - "source": "loop", - "step": 0, - "parents": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - } - ), - "thread_id": "1", - "langgraph_checkpoint_ns": AnyStr("child:"), - "langgraph_node": "child_1", - "langgraph_path": [ - PULL, - AnyStr("child_1"), - ], - "langgraph_step": 1, - "langgraph_triggers": ["branch:to:child_1"], - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - }, - tasks=( - PregelTask( - id=AnyStr(), - name="grandchild_1", - path=(PULL, "grandchild_1"), - result={"my_key": "hi my value here"}, - ), - ), - interrupts=(), - ), - StateSnapshot( - values={}, - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - }, - metadata={ - "source": "input", - "step": -1, - "parents": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - } - ), - "thread_id": "1", - "langgraph_checkpoint_ns": AnyStr("child:"), - "langgraph_node": "child_1", - "langgraph_path": [ - PULL, - AnyStr("child_1"), - ], - "langgraph_step": 1, - "langgraph_triggers": ["branch:to:child_1"], - }, - created_at=AnyStr(), - parent_config=None, - interrupts=(), - tasks=( - PregelTask( - id=AnyStr(), - name="__start__", - path=(PULL, "__start__"), - result={"my_key": "hi my value"}, - ), - ), - ), - ] - - # replay grandchild checkpoint - assert [ - c for c in app.stream(None, grandchild_history[2].config, subgraphs=True) - ] == [ - ( - (AnyStr("child:"), AnyStr("child_1:")), - {"grandchild_1": {"my_key": "hi my value here"}}, - ), - ((), {"__interrupt__": ()}), ] @@ -8677,15 +4620,7 @@ def test_send_react_interrupt( "thread_id": "2", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), tasks=( PregelTask( @@ -8809,15 +4744,7 @@ def test_send_react_interrupt( "thread_id": "3", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "3", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), tasks=( PregelTask( @@ -9083,15 +5010,7 @@ def test_send_react_interrupt_control( "thread_id": "2", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -9325,15 +5244,7 @@ def test_weather_subgraph( "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -9415,15 +5326,7 @@ def test_weather_subgraph( "thread_id": "14", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "14", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -9462,21 +5365,7 @@ def test_weather_subgraph( "langgraph_checkpoint_ns": AnyStr("weather_graph:"), }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "14", - "checkpoint_ns": AnyStr("weather_graph:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("weather_graph:"): AnyStr(), - } - ), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -9516,15 +5405,7 @@ def test_weather_subgraph( "thread_id": "14", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "14", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), diff --git a/libs/langgraph/tests/test_large_cases_async.py b/libs/langgraph/tests/test_large_cases_async.py index d4daa7367..2b3a99c13 100644 --- a/libs/langgraph/tests/test_large_cases_async.py +++ b/libs/langgraph/tests/test_large_cases_async.py @@ -16,17 +16,14 @@ from langchain_core.runnables import RunnableConfig, RunnablePick from pytest_mock import MockerFixture from typing_extensions import TypedDict +from langgraph.channels.ephemeral_value import EphemeralValue from langgraph.channels.last_value import LastValue -from langgraph.channels.untracked_value import UntrackedValue from langgraph.checkpoint.base import BaseCheckpointSaver from langgraph.constants import END, PULL, PUSH, START -from langgraph.graph.graph import Graph -from langgraph.graph.message import MessageGraph, add_messages +from langgraph.graph.message import add_messages from langgraph.graph.state import StateGraph from langgraph.prebuilt.chat_agent_executor import create_react_agent -from langgraph.prebuilt.tool_node import ToolNode from langgraph.pregel import NodeBuilder, Pregel -from langgraph.store.base import BaseStore from langgraph.types import PregelTask, Send, StateSnapshot, StreamWriter from tests.any_int import AnyInt from tests.any_str import AnyDict, AnyStr, UnsortedSequence @@ -64,7 +61,7 @@ async def test_invoke_two_processes_in_out_interrupt( thread2 = {"configurable": {"thread_id": "2"}} # start execution, stop at inbox - assert await app.ainvoke(2, thread1) is None + assert await app.ainvoke(2, thread1, checkpoint_during=True) is None # inbox == 3 checkpoint = await async_checkpointer.aget(thread1) @@ -72,10 +69,10 @@ async def test_invoke_two_processes_in_out_interrupt( assert checkpoint["channel_values"]["inbox"] == 3 # resume execution, finish - assert await app.ainvoke(None, thread1) == 4 + assert await app.ainvoke(None, thread1, checkpoint_during=True) == 4 # start execution again, stop at inbox - assert await app.ainvoke(20, thread1) is None + assert await app.ainvoke(20, thread1, checkpoint_during=True) is None # inbox == 21 checkpoint = await async_checkpointer.aget(thread1) @@ -83,11 +80,11 @@ async def test_invoke_two_processes_in_out_interrupt( assert checkpoint["channel_values"]["inbox"] == 21 # send a new value in, interrupting the previous execution - assert await app.ainvoke(3, thread1) is None - assert await app.ainvoke(None, thread1) == 5 + assert await app.ainvoke(3, thread1, checkpoint_during=True) is None + assert await app.ainvoke(None, thread1, checkpoint_during=True) == 5 # start execution again, stopping at inbox - assert await app.ainvoke(20, thread2) is None + assert await app.ainvoke(20, thread2, checkpoint_during=True) is None # inbox == 21 snapshot = await app.aget_state(thread2) @@ -104,6 +101,7 @@ async def test_invoke_two_processes_in_out_interrupt( # list history history = [c async for c in app.aget_state_history(thread1)] + assert len(history) == 8 assert history == [ StateSnapshot( values={"inbox": 4, "output": 5, "input": 3}, @@ -307,7 +305,10 @@ async def test_fork_always_re_runs_nodes( # start execution, stop at inbox assert [ - c async for c in graph.astream(1, thread1, stream_mode=["values", "updates"]) + c + async for c in graph.astream( + 1, thread1, stream_mode=["values", "updates"], checkpoint_during=True + ) ] == [ ("values", 1), ("updates", {"add_one": 1}), @@ -491,877 +492,6 @@ async def test_fork_always_re_runs_nodes( ] -async def test_conditional_graph(async_checkpointer: BaseCheckpointSaver) -> None: - from langchain_core.agents import AgentAction, AgentFinish - from langchain_core.language_models.fake import FakeStreamingListLLM - from langchain_core.prompts import PromptTemplate - from langchain_core.runnables import RunnablePassthrough - from langchain_core.tools import tool - - # Assemble the tools - @tool() - def search_api(query: str) -> str: - """Searches the API for the query.""" - return f"result for {query}" - - tools = [search_api] - - # Construct the agent - prompt = PromptTemplate.from_template("Hello!") - - llm = FakeStreamingListLLM( - responses=[ - "tool:search_api:query", - "tool:search_api:another", - "finish:answer", - ] - ) - - async def agent_parser(input: str) -> Union[AgentAction, AgentFinish]: - if input.startswith("finish"): - _, answer = input.split(":") - return AgentFinish(return_values={"answer": answer}, log=input) - else: - _, tool_name, tool_input = input.split(":") - return AgentAction(tool=tool_name, tool_input=tool_input, log=input) - - agent = RunnablePassthrough.assign(agent_outcome=prompt | llm | agent_parser) - - # Define tool execution logic - async def execute_tools(data: dict) -> dict: - data = data.copy() - agent_action: AgentAction = data.pop("agent_outcome") - observation = await {t.name: t for t in tools}[agent_action.tool].ainvoke( - agent_action.tool_input - ) - if data.get("intermediate_steps") is None: - data["intermediate_steps"] = [] - else: - data["intermediate_steps"] = data["intermediate_steps"].copy() - data["intermediate_steps"].append([agent_action, observation]) - return data - - # Define decision-making logic - async def should_continue(data: dict, config: RunnableConfig) -> str: - # Logic to decide whether to continue in the loop or exit - if isinstance(data["agent_outcome"], AgentFinish): - return "exit" - else: - return "continue" - - # Define a new graph - workflow = Graph() - - workflow.add_node("agent", agent) - workflow.add_node("tools", execute_tools) - - workflow.set_entry_point("agent") - - workflow.add_conditional_edges( - "agent", should_continue, {"continue": "tools", "exit": END} - ) - - workflow.add_edge("tools", "agent") - - app = workflow.compile() - - assert await app.ainvoke({"input": "what is weather in sf"}) == { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - "agent_outcome": AgentFinish( - return_values={"answer": "answer"}, log="finish:answer" - ), - } - - assert [c async for c in app.astream({"input": "what is weather in sf"})] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - } - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - "agent_outcome": AgentFinish( - return_values={"answer": "answer"}, log="finish:answer" - ), - } - }, - ] - - patches = [c async for c in app.astream_log({"input": "what is weather in sf"})] - patch_paths = {op["path"] for log in patches for op in log.ops} - - # Check that agent (one of the nodes) has its output streamed to the logs - assert "/logs/agent/streamed_output/-" in patch_paths - assert "/logs/agent:2/streamed_output/-" in patch_paths - assert "/logs/agent:3/streamed_output/-" in patch_paths - # Check that agent (one of the nodes) has its final output set in the logs - assert "/logs/agent/final_output" in patch_paths - assert "/logs/agent:2/final_output" in patch_paths - assert "/logs/agent:3/final_output" in patch_paths - assert [ - p["value"] - for log in patches - for p in log.ops - if p["path"] == "/logs/agent/final_output" - or p["path"] == "/logs/agent:2/final_output" - or p["path"] == "/logs/agent:3/final_output" - ] == [ - { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", tool_input="query", log="tool:search_api:query" - ), - }, - { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - }, - { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - "agent_outcome": AgentFinish( - return_values={"answer": "answer"}, log="finish:answer" - ), - }, - ] - - # test state get/update methods with interrupt_after - - app_w_interrupt = workflow.compile( - checkpointer=async_checkpointer, - interrupt_after=["agent"], - ) - config = {"configurable": {"thread_id": "1"}} - - assert [ - c - async for c in app_w_interrupt.astream( - {"input": "what is weather in sf"}, config - ) - ] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - } - } - ] - - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config=(await app_w_interrupt.checkpointer.aget_tuple(config)).config, - created_at=(await app_w_interrupt.checkpointer.aget_tuple(config)).checkpoint[ - "ts" - ], - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "1", - }, - parent_config=[ - c async for c in app_w_interrupt.checkpointer.alist(config, limit=2) - ][-1].config, - interrupts=(), - ) - - await app_w_interrupt.aupdate_state( - config, - { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - ) - - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values={ - "agent": { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 1, - "thread_id": "1", - }, - parent_config=[ - c async for c in app_w_interrupt.checkpointer.alist(config, limit=2) - ][-1].config, - interrupts=(), - ) - - assert [c async for c in app_w_interrupt.astream(None, config)] == [ - { - "agent": { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - ] - - await app_w_interrupt.aupdate_state( - config, - { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentFinish( - return_values={"answer": "a really nice answer"}, - log="finish:a really nice answer", - ), - }, - ) - - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentFinish( - return_values={"answer": "a really nice answer"}, - log="finish:a really nice answer", - ), - }, - }, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 4, - "thread_id": "1", - }, - parent_config=[ - c async for c in app_w_interrupt.checkpointer.alist(config, limit=2) - ][-1].config, - interrupts=(), - ) - - # test state get/update methods with interrupt_before - - app_w_interrupt = workflow.compile( - checkpointer=async_checkpointer, - interrupt_before=["tools"], - ) - config = {"configurable": {"thread_id": "2"}} - llm.i = 0 - - assert [ - c - async for c in app_w_interrupt.astream( - {"input": "what is weather in sf"}, config - ) - ] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - } - } - ] - - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "2", - }, - parent_config=[ - c async for c in app_w_interrupt.checkpointer.alist(config, limit=2) - ][-1].config, - interrupts=(), - ) - - await app_w_interrupt.aupdate_state( - config, - { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - ) - - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values={ - "agent": { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 1, - "thread_id": "2", - }, - parent_config=[ - c async for c in app_w_interrupt.checkpointer.alist(config, limit=2) - ][-1].config, - interrupts=(), - ) - - assert [c async for c in app_w_interrupt.astream(None, config)] == [ - { - "agent": { - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "input": "what is weather in sf", - }, - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - ] - - await app_w_interrupt.aupdate_state( - config, - { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentFinish( - return_values={"answer": "a really nice answer"}, - log="finish:a really nice answer", - ), - }, - ) - - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:a different query", - ), - "result for query", - ] - ], - "agent_outcome": AgentFinish( - return_values={"answer": "a really nice answer"}, - log="finish:a really nice answer", - ), - }, - }, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 4, - "thread_id": "2", - }, - parent_config=[ - c async for c in app_w_interrupt.checkpointer.alist(config, limit=2) - ][-1].config, - interrupts=(), - ) - - # test re-invoke to continue with interrupt_before - - app_w_interrupt = workflow.compile( - checkpointer=async_checkpointer, - interrupt_before=["tools"], - ) - config = {"configurable": {"thread_id": "3"}} - llm.i = 0 # reset the llm - - assert [ - c - async for c in app_w_interrupt.astream( - {"input": "what is weather in sf"}, config - ) - ] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - } - } - ] - - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values={ - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - }, - }, - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config={ - "configurable": { - "thread_id": "3", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "3", - }, - parent_config=[ - c async for c in app_w_interrupt.checkpointer.alist(config, limit=2) - ][-1].config, - interrupts=(), - ) - - assert [c async for c in app_w_interrupt.astream(None, config)] == [ - { - "agent": { - "input": "what is weather in sf", - "agent_outcome": AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - }, - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - ] - - assert [c async for c in app_w_interrupt.astream(None, config)] == [ - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ] - ], - "agent_outcome": AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - } - }, - { - "tools": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - } - }, - { - "agent": { - "input": "what is weather in sf", - "intermediate_steps": [ - [ - AgentAction( - tool="search_api", - tool_input="query", - log="tool:search_api:query", - ), - "result for query", - ], - [ - AgentAction( - tool="search_api", - tool_input="another", - log="tool:search_api:another", - ), - "result for another", - ], - ], - "agent_outcome": AgentFinish( - return_values={"answer": "answer"}, log="finish:answer" - ), - } - }, - ] - - async def test_conditional_graph_state(async_checkpointer: BaseCheckpointSaver) -> None: from langchain_core.agents import AgentAction, AgentFinish from langchain_core.language_models.fake import FakeStreamingListLLM @@ -1369,7 +499,7 @@ async def test_conditional_graph_state(async_checkpointer: BaseCheckpointSaver) from langchain_core.tools import tool class AgentState(TypedDict): - input: Annotated[str, UntrackedValue] + input: Annotated[str, EphemeralValue] agent_outcome: Optional[Union[AgentAction, AgentFinish]] intermediate_steps: Annotated[list[tuple[AgentAction, str]], operator.add] @@ -1444,7 +574,6 @@ async def test_conditional_graph_state(async_checkpointer: BaseCheckpointSaver) app = workflow.compile() assert await app.ainvoke({"input": "what is weather in sf"}) == { - "input": "what is weather in sf", "intermediate_steps": [ [ AgentAction( @@ -1607,9 +736,7 @@ async def test_conditional_graph_state(async_checkpointer: BaseCheckpointSaver) "step": 1, "thread_id": "1", }, - parent_config=[ - c async for c in app_w_interrupt.checkpointer.alist(config, limit=2) - ][-1].config, + parent_config=None, interrupts=(), ) @@ -1785,11 +912,7 @@ async def test_conditional_graph_state(async_checkpointer: BaseCheckpointSaver) "step": 1, "thread_id": "2", }, - parent_config=( - [c async for c in app_w_interrupt.checkpointer.alist(config, limit=2)][ - -1 - ].config - ), + parent_config=None, interrupts=(), ) @@ -2524,11 +1647,7 @@ async def test_state_graph_packets(async_checkpointer: BaseCheckpointSaver) -> N "step": 1, "thread_id": "1", }, - parent_config=( - [c async for c in app_w_interrupt.checkpointer.alist(config, limit=2)][ - -1 - ].config - ), + parent_config=None, interrupts=(), ) @@ -2775,11 +1894,7 @@ async def test_state_graph_packets(async_checkpointer: BaseCheckpointSaver) -> N "step": 1, "thread_id": "2", }, - parent_config=( - [c async for c in app_w_interrupt.checkpointer.alist(config, limit=2)][ - -1 - ].config - ), + parent_config=None, interrupts=(), ) @@ -2967,421 +2082,7 @@ async def test_state_graph_packets(async_checkpointer: BaseCheckpointSaver) -> N ) -async def test_message_graph(async_checkpointer: BaseCheckpointSaver) -> None: - from langchain_core.language_models.fake_chat_models import ( - FakeMessagesListChatModel, - ) - from langchain_core.messages import AIMessage, HumanMessage - from langchain_core.tools import tool - - class FakeFuntionChatModel(FakeMessagesListChatModel): - def bind_functions(self, functions: list): - return self - - @tool() - def search_api(query: str) -> str: - """Searches the API for the query.""" - return f"result for {query}" - - tools = [search_api] - - model = FakeFuntionChatModel( - responses=[ - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - AIMessage(content="answer", id="ai3"), - ] - ) - - # Define the function that determines whether to continue or not - def should_continue(messages): - last_message = messages[-1] - # If there is no function call, then we finish - if not last_message.tool_calls: - return "end" - # Otherwise if there is, we continue - else: - return "continue" - - # Define a new graph - workflow = MessageGraph() - - # Define the two nodes we will cycle between - workflow.add_node("agent", model) - workflow.add_node("tools", ToolNode(tools)) - - # Set the entrypoint as `agent` - # This means that this node is the first one called - workflow.set_entry_point("agent") - - # We now add a conditional edge - workflow.add_conditional_edges( - # First, we define the start node. We use `agent`. - # This means these are the edges taken after the `agent` node is called. - "agent", - # Next, we pass in the function that will determine which node is called next. - should_continue, - # Finally we pass in a mapping. - # The keys are strings, and the values are other nodes. - # END is a special node marking that the graph should finish. - # What will happen is we will call `should_continue`, and then the output of that - # will be matched against the keys in this mapping. - # Based on which one it matches, that node will then be called. - { - # If `tools`, then we call the tool node. - "continue": "tools", - # Otherwise we finish. - "end": END, - }, - ) - - # We now add a normal edge from `tools` to `agent`. - # This means that after `tools` is called, `agent` node is called next. - workflow.add_edge("tools", "agent") - - # Finally, we compile it! - # This compiles it into a LangChain Runnable, - # meaning you can use it as you would any other runnable - app = workflow.compile() - - assert await app.ainvoke(HumanMessage(content="what is weather in sf")) == [ - _AnyIdHumanMessage( - content="what is weather in sf", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", # respects ids passed in - ), - _AnyIdToolMessage( - content="result for query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - _AnyIdToolMessage( - content="result for another", - name="search_api", - tool_call_id="tool_call456", - ), - AIMessage(content="answer", id="ai3"), - ] - - assert [ - c async for c in app.astream([HumanMessage(content="what is weather in sf")]) - ] == [ - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ) - }, - { - "tools": [ - _AnyIdToolMessage( - content="result for query", - name="search_api", - tool_call_id="tool_call123", - ) - ] - }, - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ) - }, - { - "tools": [ - _AnyIdToolMessage( - content="result for another", - name="search_api", - tool_call_id="tool_call456", - ) - ] - }, - {"agent": AIMessage(content="answer", id="ai3")}, - ] - - app_w_interrupt = workflow.compile( - checkpointer=async_checkpointer, - interrupt_after=["agent"], - ) - config = {"configurable": {"thread_id": "1"}} - - assert [ - c - async for c in app_w_interrupt.astream( - HumanMessage(content="what is weather in sf"), config - ) - ] == [ - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ) - }, - {"__interrupt__": ()}, - ] - - tup = await app_w_interrupt.checkpointer.aget_tuple(config) - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "query"}, - } - ], - id="ai1", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config=tup.config, - created_at=tup.checkpoint["ts"], - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "1", - }, - parent_config=( - [c async for c in app_w_interrupt.checkpointer.alist(config, limit=2)][ - -1 - ].config - ), - interrupts=(), - ) - - # modify ai message - last_message = (await app_w_interrupt.aget_state(config)).values[-1] - last_message.tool_calls[0]["args"] = {"query": "a different query"} - await app_w_interrupt.aupdate_state(config, last_message) - - # message was replaced instead of appended - tup = await app_w_interrupt.checkpointer.aget_tuple(config) - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config=tup.config, - created_at=tup.checkpoint["ts"], - metadata={ - "parents": {}, - "source": "update", - "step": 2, - "thread_id": "1", - }, - parent_config=( - [c async for c in app_w_interrupt.checkpointer.alist(config, limit=2)][ - -1 - ].config - ), - interrupts=(), - ) - - assert [c async for c in app_w_interrupt.astream(None, config)] == [ - { - "tools": [ - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ) - ] - }, - { - "agent": AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ) - }, - {"__interrupt__": ()}, - ] - - tup = await app_w_interrupt.checkpointer.aget_tuple(config) - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage( - content="", - tool_calls=[ - { - "id": "tool_call456", - "name": "search_api", - "args": {"query": "another"}, - } - ], - id="ai2", - ), - ], - tasks=(PregelTask(AnyStr(), "tools", (PULL, "tools")),), - next=("tools",), - config=tup.config, - created_at=tup.checkpoint["ts"], - metadata={ - "parents": {}, - "source": "loop", - "step": 4, - "thread_id": "1", - }, - parent_config=( - [c async for c in app_w_interrupt.checkpointer.alist(config, limit=2)][ - -1 - ].config - ), - interrupts=(), - ) - - await app_w_interrupt.aupdate_state( - config, - AIMessage(content="answer", id="ai2"), - ) - - # replaces message even if object identity is different, as long as id is the same - tup = await app_w_interrupt.checkpointer.aget_tuple(config) - assert await app_w_interrupt.aget_state(config) == StateSnapshot( - values=[ - _AnyIdHumanMessage(content="what is weather in sf"), - AIMessage( - content="", - id="ai1", - tool_calls=[ - { - "id": "tool_call123", - "name": "search_api", - "args": {"query": "a different query"}, - } - ], - ), - _AnyIdToolMessage( - content="result for a different query", - name="search_api", - tool_call_id="tool_call123", - ), - AIMessage(content="answer", id="ai2"), - ], - tasks=(), - next=(), - config=tup.config, - created_at=tup.checkpoint["ts"], - metadata={ - "parents": {}, - "source": "update", - "step": 5, - "thread_id": "1", - }, - parent_config=( - [c async for c in app_w_interrupt.checkpointer.alist(config, limit=2)][ - -1 - ].config - ), - interrupts=(), - ) - - async def test_in_one_fan_out_out_one_graph_state() -> None: - def sorted_add(x: list[str], y: list[str]) -> list[str]: - return sorted(operator.add(x, y)) - class State(TypedDict, total=False): query: str answer: str @@ -3604,1083 +2305,6 @@ async def test_in_one_fan_out_out_one_graph_state() -> None: ] -async def test_start_branch_then( - async_checkpointer: BaseCheckpointSaver, async_store: BaseStore -) -> None: - class State(TypedDict): - my_key: Annotated[str, operator.add] - market: str - - def tool_two_slow(data: State, config: RunnableConfig) -> State: - return {"my_key": " slow"} - - def tool_two_fast(data: State, config: RunnableConfig) -> State: - return {"my_key": " fast"} - - tool_two_graph = StateGraph(State) - tool_two_graph.add_node("tool_two_slow", tool_two_slow) - tool_two_graph.add_node("tool_two_fast", tool_two_fast) - tool_two_graph.set_conditional_entry_point( - lambda s: "tool_two_slow" if s["market"] == "DE" else "tool_two_fast", then=END - ) - tool_two = tool_two_graph.compile() - - assert await tool_two.ainvoke({"my_key": "value", "market": "DE"}) == { - "my_key": "value slow", - "market": "DE", - } - assert await tool_two.ainvoke({"my_key": "value", "market": "US"}) == { - "my_key": "value fast", - "market": "US", - } - - tool_two = tool_two_graph.compile( - store=async_store, - checkpointer=async_checkpointer, - interrupt_before=["tool_two_fast", "tool_two_slow"], - ) - - # missing thread_id - with pytest.raises(ValueError, match="thread_id"): - await tool_two.ainvoke({"my_key": "value", "market": "DE"}) - - thread1 = {"configurable": {"thread_id": "1", "assistant_id": "a"}} - # stop when about to enter node - assert await tool_two.ainvoke({"my_key": "value", "market": "DE"}, thread1) == { - "my_key": "value", - "market": "DE", - } - assert [c.metadata async for c in tool_two.checkpointer.alist(thread1)] == [ - { - "parents": {}, - "source": "loop", - "step": 0, - "assistant_id": "a", - "thread_id": "1", - }, - { - "parents": {}, - "source": "input", - "step": -1, - "assistant_id": "a", - "thread_id": "1", - }, - ] - - assert await tool_two.aget_state(thread1) == StateSnapshot( - values={"my_key": "value", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "tool_two_slow", (PULL, "tool_two_slow")),), - next=("tool_two_slow",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "assistant_id": "a", - "thread_id": "1", - }, - parent_config=[c async for c in tool_two.checkpointer.alist(thread1, limit=2)][ - -1 - ].config, - interrupts=(), - ) - # resume, for same result as above - assert await tool_two.ainvoke(None, thread1, debug=1) == { - "my_key": "value slow", - "market": "DE", - } - assert await tool_two.aget_state(thread1) == StateSnapshot( - values={"my_key": "value slow", "market": "DE"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "assistant_id": "a", - "thread_id": "1", - }, - parent_config=[c async for c in tool_two.checkpointer.alist(thread1, limit=2)][ - -1 - ].config, - interrupts=(), - ) - - thread2 = {"configurable": {"thread_id": "2", "assistant_id": "a"}} - # stop when about to enter node - assert await tool_two.ainvoke({"my_key": "value", "market": "US"}, thread2) == { - "my_key": "value", - "market": "US", - } - assert await tool_two.aget_state(thread2) == StateSnapshot( - values={"my_key": "value", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "assistant_id": "a", - "thread_id": "2", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread2, limit=2)][-1].config - ), - interrupts=(), - ) - # resume, for same result as above - assert await tool_two.ainvoke(None, thread2, debug=1) == { - "my_key": "value fast", - "market": "US", - } - assert await tool_two.aget_state(thread2) == StateSnapshot( - values={"my_key": "value fast", "market": "US"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "assistant_id": "a", - "thread_id": "2", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread2, limit=2)][-1].config - ), - interrupts=(), - ) - - thread3 = {"configurable": {"thread_id": "3", "assistant_id": "b"}} - # stop when about to enter node - assert await tool_two.ainvoke({"my_key": "value", "market": "US"}, thread3) == { - "my_key": "value", - "market": "US", - } - assert await tool_two.aget_state(thread3) == StateSnapshot( - values={"my_key": "value", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "3", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "assistant_id": "b", - "thread_id": "3", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread3, limit=2)][-1].config - ), - interrupts=(), - ) - # update state - await tool_two.aupdate_state(thread3, {"my_key": "key"}) # appends to my_key - assert await tool_two.aget_state(thread3) == StateSnapshot( - values={"my_key": "valuekey", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "3", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 1, - "assistant_id": "b", - "thread_id": "3", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread3, limit=2)][-1].config - ), - interrupts=(), - ) - # resume, for same result as above - assert await tool_two.ainvoke(None, thread3, debug=1) == { - "my_key": "valuekey fast", - "market": "US", - } - assert await tool_two.aget_state(thread3) == StateSnapshot( - values={"my_key": "valuekey fast", "market": "US"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "3", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 2, - "assistant_id": "b", - "thread_id": "3", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread3, limit=2)][-1].config - ), - interrupts=(), - ) - - -async def test_branch_then(async_checkpointer: BaseCheckpointSaver) -> None: - class State(TypedDict): - my_key: Annotated[str, operator.add] - market: str - - tool_two_graph = StateGraph(State) - tool_two_graph.set_entry_point("prepare") - tool_two_graph.set_finish_point("finish") - tool_two_graph.add_conditional_edges( - source="prepare", - path=lambda s: "tool_two_slow" if s["market"] == "DE" else "tool_two_fast", - then="finish", - ) - tool_two_graph.add_node("prepare", lambda s: {"my_key": " prepared"}) - tool_two_graph.add_node("tool_two_slow", lambda s: {"my_key": " slow"}) - tool_two_graph.add_node("tool_two_fast", lambda s: {"my_key": " fast"}) - tool_two_graph.add_node("finish", lambda s: {"my_key": " finished"}) - tool_two = tool_two_graph.compile() - - assert await tool_two.ainvoke({"my_key": "value", "market": "DE"}, debug=1) == { - "my_key": "value prepared slow finished", - "market": "DE", - } - assert await tool_two.ainvoke({"my_key": "value", "market": "US"}) == { - "my_key": "value prepared fast finished", - "market": "US", - } - - # test stream_mode=debug - tool_two = tool_two_graph.compile(checkpointer=async_checkpointer) - thread10 = {"configurable": {"thread_id": "10"}} - assert [ - c - async for c in tool_two.astream( - {"my_key": "value", "market": "DE"}, thread10, stream_mode="debug" - ) - ] == [ - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": -1, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": {"my_key": ""}, - "metadata": { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "10", - }, - "parent_config": None, - "next": ["__start__"], - "tasks": [ - { - "id": AnyStr(), - "name": "__start__", - "interrupts": (), - "state": None, - } - ], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 0, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "10", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": ["prepare"], - "tasks": [ - { - "id": AnyStr(), - "name": "prepare", - "interrupts": (), - "state": None, - } - ], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "id": AnyStr(), - "name": "prepare", - "input": {"my_key": "value", "market": "DE"}, - "triggers": ("branch:to:prepare",), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "id": AnyStr(), - "name": "prepare", - "result": [("my_key", " prepared")], - "error": None, - "interrupts": [], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value prepared", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "10", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": ["tool_two_slow"], - "tasks": [ - { - "id": AnyStr(), - "name": "tool_two_slow", - "interrupts": (), - "state": None, - } - ], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "id": AnyStr(), - "name": "tool_two_slow", - "input": {"my_key": "value prepared", "market": "DE"}, - "triggers": ("branch:to:tool_two_slow",), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "id": AnyStr(), - "name": "tool_two_slow", - "result": [("my_key", " slow")], - "error": None, - "interrupts": [], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value prepared slow", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 2, - "thread_id": "10", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": ["finish"], - "tasks": [ - { - "id": AnyStr(), - "name": "finish", - "interrupts": (), - "state": None, - } - ], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 3, - "payload": { - "id": AnyStr(), - "name": "finish", - "input": {"my_key": "value prepared slow", "market": "DE"}, - "triggers": ( - "branch:prepare:condition::then", - "branch:to:finish", - ), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 3, - "payload": { - "id": AnyStr(), - "name": "finish", - "result": [("my_key", " finished")], - "error": None, - "interrupts": [], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 3, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value prepared slow finished", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "10", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "10"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "10", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": [], - "tasks": [], - }, - }, - ] - - tool_two = tool_two_graph.compile( - checkpointer=async_checkpointer, - interrupt_before=["tool_two_fast", "tool_two_slow"], - ) - - # missing thread_id - with pytest.raises(ValueError, match="thread_id"): - await tool_two.ainvoke({"my_key": "value", "market": "DE"}) - - thread1 = {"configurable": {"thread_id": "11"}} - # stop when about to enter node - assert [ - c - async for c in tool_two.astream( - {"my_key": "value", "market": "DE"}, thread1, stream_mode="debug" - ) - ] == [ - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": -1, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "11"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "11", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": {"my_key": ""}, - "metadata": { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "11", - }, - "parent_config": None, - "next": ["__start__"], - "tasks": [ - { - "id": AnyStr(), - "name": "__start__", - "interrupts": (), - "state": None, - } - ], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 0, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "11"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "11", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "11", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "11"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "11", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": ["prepare"], - "tasks": [ - { - "id": AnyStr(), - "name": "prepare", - "interrupts": (), - "state": None, - } - ], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "id": AnyStr(), - "name": "prepare", - "input": {"my_key": "value", "market": "DE"}, - "triggers": ("branch:to:prepare",), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "id": AnyStr(), - "name": "prepare", - "result": [("my_key", " prepared")], - "error": None, - "interrupts": [], - }, - }, - { - "type": "checkpoint", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "config": { - "tags": [], - "metadata": {"thread_id": "11"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "11", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "values": { - "my_key": "value prepared", - "market": "DE", - }, - "metadata": { - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "11", - }, - "parent_config": { - "tags": [], - "metadata": {"thread_id": "11"}, - "callbacks": None, - "recursion_limit": 25, - "configurable": { - "thread_id": "11", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - }, - }, - "next": ["tool_two_slow"], - "tasks": [ - { - "id": AnyStr(), - "name": "tool_two_slow", - "interrupts": (), - "state": None, - } - ], - }, - }, - ] - assert await tool_two.aget_state(thread1) == StateSnapshot( - values={"my_key": "value prepared", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "tool_two_slow", (PULL, "tool_two_slow")),), - next=("tool_two_slow",), - config={ - "configurable": { - "thread_id": "11", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "11", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread1, limit=2)][-1].config - ), - interrupts=(), - ) - # resume, for same result as above - assert await tool_two.ainvoke(None, thread1, debug=1) == { - "my_key": "value prepared slow finished", - "market": "DE", - } - assert await tool_two.aget_state(thread1) == StateSnapshot( - values={"my_key": "value prepared slow finished", "market": "DE"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "11", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "11", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread1, limit=2)][-1].config - ), - interrupts=(), - ) - - thread2 = {"configurable": {"thread_id": "12"}} - # stop when about to enter node - assert await tool_two.ainvoke({"my_key": "value", "market": "US"}, thread2) == { - "my_key": "value prepared", - "market": "US", - } - assert await tool_two.aget_state(thread2) == StateSnapshot( - values={"my_key": "value prepared", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "12", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "12", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread2, limit=2)][-1].config - ), - interrupts=(), - ) - # resume, for same result as above - assert await tool_two.ainvoke(None, thread2, debug=1) == { - "my_key": "value prepared fast finished", - "market": "US", - } - assert await tool_two.aget_state(thread2) == StateSnapshot( - values={"my_key": "value prepared fast finished", "market": "US"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "12", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "12", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread2, limit=2)][-1].config - ), - interrupts=(), - ) - - tool_two = tool_two_graph.compile( - checkpointer=async_checkpointer, interrupt_after=["prepare"] - ) - - # missing thread_id - with pytest.raises(ValueError, match="thread_id"): - await tool_two.ainvoke({"my_key": "value", "market": "DE"}) - - thread1 = {"configurable": {"thread_id": "21"}} - # stop when about to enter node - assert await tool_two.ainvoke({"my_key": "value", "market": "DE"}, thread1) == { - "my_key": "value prepared", - "market": "DE", - } - assert await tool_two.aget_state(thread1) == StateSnapshot( - values={"my_key": "value prepared", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "tool_two_slow", (PULL, "tool_two_slow")),), - next=("tool_two_slow",), - config={ - "configurable": { - "thread_id": "21", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "21", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread1, limit=2)][-1].config - ), - interrupts=(), - ) - # resume, for same result as above - assert await tool_two.ainvoke(None, thread1, debug=1) == { - "my_key": "value prepared slow finished", - "market": "DE", - } - assert await tool_two.aget_state(thread1) == StateSnapshot( - values={"my_key": "value prepared slow finished", "market": "DE"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "21", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "21", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread1, limit=2)][-1].config - ), - interrupts=(), - ) - - thread2 = {"configurable": {"thread_id": "22"}} - # stop when about to enter node - assert await tool_two.ainvoke({"my_key": "value", "market": "US"}, thread2) == { - "my_key": "value prepared", - "market": "US", - } - assert await tool_two.aget_state(thread2) == StateSnapshot( - values={"my_key": "value prepared", "market": "US"}, - tasks=(PregelTask(AnyStr(), "tool_two_fast", (PULL, "tool_two_fast")),), - next=("tool_two_fast",), - config={ - "configurable": { - "thread_id": "22", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "22", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread2, limit=2)][-1].config - ), - interrupts=(), - ) - # resume, for same result as above - assert await tool_two.ainvoke(None, thread2, debug=1) == { - "my_key": "value prepared fast finished", - "market": "US", - } - assert await tool_two.aget_state(thread2) == StateSnapshot( - values={"my_key": "value prepared fast finished", "market": "US"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "22", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "22", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread2, limit=2)][-1].config - ), - interrupts=(), - ) - - thread3 = {"configurable": {"thread_id": "23"}} - # update an empty thread before first run - uconfig = await tool_two.aupdate_state(thread3, {"my_key": "key", "market": "DE"}) - # check current state - assert await tool_two.aget_state(thread3) == StateSnapshot( - values={"my_key": "key", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "prepare", (PULL, "prepare")),), - next=("prepare",), - config=uconfig, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 0, - "thread_id": "23", - }, - parent_config=None, - interrupts=(), - ) - # run from this point - assert await tool_two.ainvoke(None, thread3) == { - "my_key": "key prepared", - "market": "DE", - } - # get state after first node - assert await tool_two.aget_state(thread3) == StateSnapshot( - values={"my_key": "key prepared", "market": "DE"}, - tasks=(PregelTask(AnyStr(), "tool_two_slow", (PULL, "tool_two_slow")),), - next=("tool_two_slow",), - config={ - "configurable": { - "thread_id": "23", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "23", - }, - parent_config=(uconfig), - interrupts=(), - ) - # resume, for same result as above - assert await tool_two.ainvoke(None, thread3, debug=1) == { - "my_key": "key prepared slow finished", - "market": "DE", - } - assert await tool_two.aget_state(thread3) == StateSnapshot( - values={"my_key": "key prepared slow finished", "market": "DE"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "23", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "loop", - "step": 3, - "thread_id": "23", - }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread3, limit=2)][-1].config - ), - interrupts=(), - ) - - async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> None: class InnerState(TypedDict): my_key: str @@ -4733,7 +2357,7 @@ async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> No await app.ainvoke({"my_key": "my value"}, config, debug=True) # test state w/ nested subgraph state (right after interrupt) # first get_state without subgraph state - assert await app.aget_state(config) == StateSnapshot( + expected = StateSnapshot( values={"my_key": "hi my value"}, tasks=( PregelTask( @@ -4758,17 +2382,10 @@ async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> No "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), ) + assert await app.aget_state(config) == expected # now, get_state with subgraphs state assert await app.aget_state(config, subgraphs=True) == StateSnapshot( values={"my_key": "hi my value"}, @@ -4814,16 +2431,7 @@ async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> No "langgraph_checkpoint_ns": AnyStr("inner:"), }, created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, + parent_config=None, interrupts=(), ), ), @@ -4843,129 +2451,19 @@ async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> No "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), ) # get_state_history returns outer graph checkpoints - history = [c async for c in app.aget_state_history(config)] - expected_history = [ - StateSnapshot( - values={"my_key": "hi my value"}, - tasks=( - PregelTask( - AnyStr(), - "inner", - (PULL, "inner"), - state={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - } - }, - ), - ), - next=("inner",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 1, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), - interrupts=(), - ), - StateSnapshot( - values={"my_key": "my value"}, - tasks=( - PregelTask( - AnyStr(), - "outer_1", - (PULL, "outer_1"), - result={"my_key": "hi my value"}, - ), - ), - next=("outer_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={}, - tasks=( - PregelTask( - AnyStr(), - "__start__", - (PULL, "__start__"), - result={"my_key": "my value"}, - ), - ), - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config=None, - interrupts=(), - ), - ] - - assert history == expected_history + assert [c async for c in app.aget_state_history(config)] == [expected] # get_state_history for a subgraph returns its checkpoints - child_history = [c async for c in app.aget_state_history(history[0].tasks[0].state)] + child_history = [ + c + async for c in app.aget_state_history( + (await app.aget_state(config)).tasks[0].state + ) + ] expected_child_history = [ StateSnapshot( values={"my_key": "hi my value here", "my_other_key": "hi my value"}, @@ -4992,103 +2490,8 @@ async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> No "langgraph_checkpoint_ns": AnyStr("inner:"), }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - } - ), - tasks=(PregelTask(AnyStr(), "inner_2", (PULL, "inner_2")),), - interrupts=(), - ), - StateSnapshot( - values={"my_key": "hi my value"}, - next=("inner_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, - metadata={ - "source": "loop", - "step": 0, - "parents": {"": AnyStr()}, - "thread_id": "1", - "langgraph_node": "inner", - "langgraph_path": [PULL, "inner"], - "langgraph_step": 2, - "langgraph_triggers": ["branch:to:inner"], - "langgraph_checkpoint_ns": AnyStr("inner:"), - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, - tasks=( - PregelTask( - AnyStr(), - "inner_1", - (PULL, "inner_1"), - result={ - "my_key": "hi my value here", - "my_other_key": "hi my value", - }, - ), - ), - interrupts=(), - ), - StateSnapshot( - values={}, - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("inner:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, - metadata={ - "source": "input", - "step": -1, - "parents": {"": AnyStr()}, - "thread_id": "1", - "langgraph_node": "inner", - "langgraph_path": [PULL, "inner"], - "langgraph_step": 2, - "langgraph_triggers": ["branch:to:inner"], - "langgraph_checkpoint_ns": AnyStr("inner:"), - }, - created_at=AnyStr(), parent_config=None, - tasks=( - PregelTask( - AnyStr(), - "__start__", - (PULL, "__start__"), - result={"my_key": "hi my value"}, - ), - ), + tasks=(PregelTask(AnyStr(), "inner_2", (PULL, "inner_2")),), interrupts=(), ), ] @@ -5159,40 +2562,6 @@ async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> No ), interrupts=(), ), - StateSnapshot( - values={"my_key": "hi my value here and there"}, - tasks=( - PregelTask( - AnyStr(), - "outer_2", - (PULL, "outer_2"), - result={"my_key": "hi my value here and there and back again"}, - ), - ), - next=("outer_2",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 2, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), StateSnapshot( values={"my_key": "hi my value"}, tasks=( @@ -5206,7 +2575,7 @@ async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> No "checkpoint_ns": AnyStr(), } }, - result={"my_key": "hi my value here and there"}, + result=None, ), ), next=("inner",), @@ -5224,74 +2593,6 @@ async def test_nested_graph_state(async_checkpointer: BaseCheckpointSaver) -> No "thread_id": "1", }, created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={"my_key": "my value"}, - tasks=( - PregelTask( - AnyStr(), - "outer_1", - (PULL, "outer_1"), - result={"my_key": "hi my value"}, - ), - ), - next=("outer_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={}, - tasks=( - PregelTask( - AnyStr(), - "__start__", - (PULL, "__start__"), - result={"my_key": "my value"}, - ), - ), - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, - created_at=AnyStr(), parent_config=None, interrupts=(), ), @@ -5399,15 +2700,7 @@ async def test_doubly_nested_graph_state( "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), ) child_state = await app.aget_state(outer_state.tasks[0].state) @@ -5452,21 +2745,7 @@ async def test_doubly_nested_graph_state( "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - } - ), - } - } - ), + parent_config=None, interrupts=(), ) grandchild_state = await app.aget_state(child_state.tasks[0].state) @@ -5513,22 +2792,7 @@ async def test_doubly_nested_graph_state( ], }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - } - ), + parent_config=None, interrupts=(), ) # get state with subgraphs @@ -5594,24 +2858,7 @@ async def test_doubly_nested_graph_state( ], }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr( - re.compile(r"child:.+|child1:") - ): AnyStr(), - } - ), - } - } - ), + parent_config=None, interrupts=(), ), ), @@ -5641,18 +2888,7 @@ async def test_doubly_nested_graph_state( "langgraph_checkpoint_ns": AnyStr("child:"), }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - } - ), + parent_config=None, interrupts=(), ), ), @@ -5672,15 +2908,7 @@ async def test_doubly_nested_graph_state( "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), ) # resume @@ -5733,161 +2961,71 @@ async def test_doubly_nested_graph_state( # get outer graph history outer_history = [c async for c in app.aget_state_history(config)] - assert ( - outer_history[0] - == [ - StateSnapshot( - values={"my_key": "hi my value here and there and back again"}, - tasks=(), - next=(), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 3, + assert outer_history == [ + StateSnapshot( + values={"my_key": "hi my value here and there and back again"}, + tasks=(), + next=(), + config={ + "configurable": { "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={"my_key": "hi my value here and there"}, - next=("parent_2",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 2, + "checkpoint_ns": "", + "checkpoint_id": AnyStr(), + } + }, + metadata={ + "parents": {}, + "source": "loop", + "step": 3, + "thread_id": "1", + }, + created_at=AnyStr(), + parent_config={ + "configurable": { "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - tasks=( - PregelTask(id=AnyStr(), name="parent_2", path=(PULL, "parent_2")), + "checkpoint_ns": "", + "checkpoint_id": AnyStr(), + } + }, + interrupts=(), + ), + StateSnapshot( + values={"my_key": "hi my value"}, + tasks=( + PregelTask( + AnyStr(), + "child", + (PULL, "child"), + state={ + "configurable": { + "thread_id": "1", + "checkpoint_ns": AnyStr("child"), + } + }, ), - interrupts=(), ), - StateSnapshot( - values={"my_key": "hi my value"}, - tasks=( - PregelTask( - AnyStr(), - "child", - (PULL, "child"), - state={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child"), - } - }, - ), - ), - next=("child",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 1, + next=("child",), + config={ + "configurable": { "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - interrupts=(), - ), - StateSnapshot( - values={"my_key": "my value"}, - next=("parent_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "loop", - "step": 0, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - tasks=( - PregelTask(id=AnyStr(), name="parent_1", path=(PULL, "parent_1")), - ), - interrupts=(), - ), - StateSnapshot( - values={}, - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - metadata={ - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, - created_at=AnyStr(), - parent_config=None, - tasks=( - PregelTask(id=AnyStr(), name="__start__", path=(PULL, "__start__")), - ), - interrupts=(), - ), - ][0] - ) + "checkpoint_ns": "", + "checkpoint_id": AnyStr(), + } + }, + metadata={ + "parents": {}, + "source": "loop", + "step": 1, + "thread_id": "1", + }, + created_at=AnyStr(), + parent_config=None, + interrupts=(), + ), + ] # get child graph history child_history = [ - c async for c in app.aget_state_history(outer_history[2].tasks[0].state) + c async for c in app.aget_state_history(outer_history[1].tasks[0].state) ] assert child_history == [ StateSnapshot( @@ -5953,16 +3091,7 @@ async def test_doubly_nested_graph_state( "langgraph_checkpoint_ns": AnyStr("child:"), }, created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -5974,43 +3103,7 @@ async def test_doubly_nested_graph_state( "checkpoint_ns": AnyStr("child:"), } }, - result={"my_key": "hi my value here and there"}, - ), - ), - interrupts=(), - ), - StateSnapshot( - values={}, - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr("child:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - {"": AnyStr(), AnyStr("child:"): AnyStr()} - ), - } - }, - metadata={ - "source": "input", - "step": -1, - "parents": {"": AnyStr()}, - "thread_id": "1", - "langgraph_node": "child", - "langgraph_path": [PULL, AnyStr("child")], - "langgraph_step": 2, - "langgraph_triggers": ["branch:to:child"], - "langgraph_checkpoint_ns": AnyStr("child:"), - }, - created_at=AnyStr(), - parent_config=None, - tasks=( - PregelTask( - id=AnyStr(), - name="__start__", - path=(PULL, "__start__"), - result={"my_key": "hi my value"}, + result=None, ), ), interrupts=(), @@ -6116,154 +3209,17 @@ async def test_doubly_nested_graph_state( ], }, created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - }, + parent_config=None, tasks=( PregelTask( id=AnyStr(), name="grandchild_2", path=(PULL, "grandchild_2"), - result={"my_key": "hi my value here and there"}, + result=None, ), ), interrupts=(), ), - StateSnapshot( - values={"my_key": "hi my value"}, - next=("grandchild_1",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - }, - metadata={ - "source": "loop", - "step": 0, - "parents": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - } - ), - "thread_id": "1", - "langgraph_checkpoint_ns": AnyStr("child:"), - "langgraph_node": "child_1", - "langgraph_path": [ - PULL, - AnyStr("child_1"), - ], - "langgraph_step": 1, - "langgraph_triggers": [ - "branch:to:child_1", - ], - }, - created_at=AnyStr(), - parent_config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - }, - tasks=( - PregelTask( - id=AnyStr(), - name="grandchild_1", - path=(PULL, "grandchild_1"), - result={"my_key": "hi my value here"}, - ), - ), - interrupts=(), - ), - StateSnapshot( - values={}, - next=("__start__",), - config={ - "configurable": { - "thread_id": "1", - "checkpoint_ns": AnyStr(), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - AnyStr(re.compile(r"child:.+|child1:")): AnyStr(), - } - ), - } - }, - metadata={ - "source": "input", - "step": -1, - "parents": AnyDict( - { - "": AnyStr(), - AnyStr("child:"): AnyStr(), - } - ), - "thread_id": "1", - "langgraph_checkpoint_ns": AnyStr("child:"), - "langgraph_node": "child_1", - "langgraph_path": [ - PULL, - AnyStr("child_1"), - ], - "langgraph_step": 1, - "langgraph_triggers": [ - "branch:to:child_1", - ], - }, - created_at=AnyStr(), - parent_config=None, - tasks=( - PregelTask( - id=AnyStr(), - name="__start__", - path=(PULL, "__start__"), - result={"my_key": "hi my value"}, - ), - ), - interrupts=(), - ), - ] - - # replay grandchild checkpoint - assert [ - c async for c in app.astream(None, grandchild_history[2].config, subgraphs=True) - ] == [ - ( - (AnyStr("child:"), AnyStr("child_1:")), - {"grandchild_1": {"my_key": "hi my value here"}}, - ), - ((), {"__interrupt__": ()}), ] @@ -6504,15 +3460,7 @@ async def test_weather_subgraph( "thread_id": "1", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -6596,15 +3544,7 @@ async def test_weather_subgraph( "thread_id": "14", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "14", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -6643,21 +3583,7 @@ async def test_weather_subgraph( "langgraph_checkpoint_ns": AnyStr("weather_graph:"), }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "14", - "checkpoint_ns": AnyStr("weather_graph:"), - "checkpoint_id": AnyStr(), - "checkpoint_map": AnyDict( - { - "": AnyStr(), - AnyStr("weather_graph:"): AnyStr(), - } - ), - } - } - ), + parent_config=None, interrupts=(), tasks=( PregelTask( @@ -6697,15 +3623,7 @@ async def test_weather_subgraph( "thread_id": "14", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "14", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, interrupts=(), tasks=( PregelTask( diff --git a/libs/langgraph/tests/test_pregel.py b/libs/langgraph/tests/test_pregel.py index 6ba5e8b43..287b3d376 100644 --- a/libs/langgraph/tests/test_pregel.py +++ b/libs/langgraph/tests/test_pregel.py @@ -45,8 +45,8 @@ from langgraph.config import get_stream_writer from langgraph.constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL, START from langgraph.errors import InvalidUpdateError from langgraph.func import entrypoint, task -from langgraph.graph import END, Graph, StateGraph -from langgraph.graph.message import MessageGraph, MessagesState, add_messages +from langgraph.graph import END, StateGraph +from langgraph.graph.message import MessagesState, add_messages from langgraph.prebuilt.tool_node import ToolNode from langgraph.pregel import ( GraphRecursionError, @@ -83,81 +83,6 @@ logger = logging.getLogger(__name__) def test_graph_validation() -> None: - def logic(inp: str) -> str: - return "" - - workflow = Graph() - workflow.add_node("agent", logic) - workflow.set_entry_point("agent") - workflow.set_finish_point("agent") - assert workflow.compile(), "valid graph" - - # Accept a dead-end - workflow = Graph() - workflow.add_node("agent", logic) - workflow.set_entry_point("agent") - workflow.compile() - - workflow = Graph() - workflow.add_node("agent", logic) - workflow.set_finish_point("agent") - with pytest.raises(ValueError, match="must have an entrypoint"): - workflow.compile() - - workflow = Graph() - workflow.add_node("agent", logic) - workflow.add_node("tools", logic) - workflow.set_entry_point("agent") - workflow.add_conditional_edges("agent", logic, {"continue": "tools", "exit": END}) - workflow.add_edge("tools", "agent") - assert workflow.compile(), "valid graph" - - workflow = Graph() - workflow.add_node("agent", logic) - workflow.add_node("tools", logic) - workflow.set_entry_point("tools") - workflow.add_conditional_edges("agent", logic, {"continue": "tools", "exit": END}) - workflow.add_edge("tools", "agent") - assert workflow.compile(), "valid graph" - - workflow = Graph() - workflow.set_entry_point("tools") - workflow.add_conditional_edges("agent", logic, {"continue": "tools", "exit": END}) - workflow.add_edge("tools", "agent") - workflow.add_node("agent", logic) - workflow.add_node("tools", logic) - assert workflow.compile(), "valid graph" - - workflow = Graph() - workflow.set_entry_point("tools") - workflow.add_conditional_edges( - "agent", logic, {"continue": "tools", "exit": END, "hmm": "extra"} - ) - workflow.add_edge("tools", "agent") - workflow.add_node("agent", logic) - workflow.add_node("tools", logic) - with pytest.raises(ValueError, match="unknown"): # extra is not defined - workflow.compile() - - workflow = Graph() - workflow.set_entry_point("agent") - workflow.add_conditional_edges("agent", logic, {"continue": "tools", "exit": END}) - workflow.add_edge("tools", "extra") - workflow.add_node("agent", logic) - workflow.add_node("tools", logic) - with pytest.raises(ValueError, match="unknown"): # extra is not defined - workflow.compile() - - workflow = Graph() - workflow.add_node("agent", logic) - workflow.add_node("tools", logic) - workflow.add_node("extra", logic) - workflow.set_entry_point("agent") - workflow.add_conditional_edges("agent", logic) - workflow.add_edge("tools", "agent") - # Accept, even though extra is dead-end - workflow.compile() - class State(TypedDict): hello: str @@ -261,7 +186,9 @@ def test_checkpoint_errors() -> None: builder.add_edge(START, "parallel") graph = builder.compile(checkpointer=FaultyPutWritesCheckpointer()) with pytest.raises(ValueError, match="Faulty put_writes"): - graph.invoke("", {"configurable": {"thread_id": "thread-1"}}) + graph.invoke( + "", {"configurable": {"thread_id": "thread-1"}}, checkpoint_during=True + ) def test_config_json_schema() -> None: @@ -488,11 +415,6 @@ def test_invoke_single_process_in_out(mocker: MockerFixture) -> None: input_channels="input", output_channels="output", ) - graph = Graph() - graph.add_node("add_one", add_one) - graph.set_entry_point("add_one") - graph.set_finish_point("add_one") - gapp = graph.compile() assert app.input_schema.model_json_schema() == { "title": "LangGraphInput", @@ -514,21 +436,6 @@ def test_invoke_single_process_in_out(mocker: MockerFixture) -> None: assert app.invoke(2, output_keys=["output"]) == {"output": 3} assert repr(app), "does not raise recursion error" - assert gapp.invoke(2, debug=True) == 3 - - -@pytest.mark.parametrize( - "falsy_value", - [None, False, 0, "", [], {}, set(), frozenset(), 0.0, 0j], -) -def test_invoke_single_process_in_out_falsy_values(falsy_value: Any) -> None: - graph = Graph() - graph.add_node("return_falsy_const", lambda *args, **kwargs: falsy_value) - graph.set_entry_point("return_falsy_const") - graph.set_finish_point("return_falsy_const") - gapp = graph.compile() - assert gapp.invoke(1) == falsy_value - def test_invoke_single_process_in_write_kwargs(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) @@ -642,29 +549,6 @@ def test_invoke_two_processes_in_out(mocker: MockerFixture) -> None: with pytest.raises(GraphRecursionError): app.invoke(2, {"recursion_limit": 1}, debug=1) - graph = Graph() - graph.add_node("add_one", add_one) - graph.add_node("add_one_more", add_one) - graph.set_entry_point("add_one") - graph.set_finish_point("add_one_more") - graph.add_edge("add_one", "add_one_more") - gapp = graph.compile() - - assert gapp.invoke(2) == 4 - - for step, values in enumerate(gapp.stream(2, debug=1), start=1): - if step == 1: - assert values == { - "add_one": 3, - } - elif step == 2: - assert values == { - "add_one_more": 4, - } - else: - assert 0, f"{step}:{values}" - assert step == 2 - def test_run_from_checkpoint_id_retains_previous_writes( sync_checkpointer: BaseCheckpointSaver, @@ -706,7 +590,7 @@ def test_run_from_checkpoint_id_retains_previous_writes( thread_id = uuid.uuid4() thread1 = {"configurable": {"thread_id": str(thread_id)}} - result = graph.invoke({"myval": 1}, thread1) + result = graph.invoke({"myval": 1}, thread1, checkpoint_during=True) assert result["myval"] == 4 history = [c for c in graph.get_state_history(thread1)] @@ -771,16 +655,6 @@ def test_batch_two_processes_in_out() -> None: {"output": 7}, ] - graph = Graph() - graph.add_node("add_one", add_one_with_delay) - graph.add_node("add_one_more", add_one_with_delay) - graph.set_entry_point("add_one") - graph.set_finish_point("add_one_more") - graph.add_edge("add_one", "add_one_more") - gapp = graph.compile() - - assert gapp.batch([3, 2, 1, 3, 5]) == [5, 4, 3, 5, 7] - def test_invoke_many_processes_in_out(mocker: MockerFixture) -> None: test_size = 100 @@ -1568,7 +1442,7 @@ def test_invoke_checkpoint_three( thread_1 = {"configurable": {"thread_id": "1"}} # total starts out as 0, so output is 0+2=2 - assert app.invoke(2, thread_1, debug=1) == 2 + assert app.invoke(2, thread_1, checkpoint_during=True) == 2 state = app.get_state(thread_1) assert state is not None assert state.values.get("total") == 2 @@ -1578,7 +1452,7 @@ def test_invoke_checkpoint_three( == sync_checkpointer.get(thread_1)["id"] ) # total is now 2, so output is 2+3=5 - assert app.invoke(3, thread_1) == 5 + assert app.invoke(3, thread_1, checkpoint_during=True) == 5 state = app.get_state(thread_1) assert state is not None assert state.values.get("total") == 7 @@ -1588,7 +1462,7 @@ def test_invoke_checkpoint_three( ) # total is now 2+5=7, so output would be 7+4=11, but raises ValueError with pytest.raises(ValueError): - app.invoke(4, thread_1) + app.invoke(4, thread_1, checkpoint_during=True) # checkpoint is updated with new input state = app.get_state(thread_1) assert state is not None @@ -1596,7 +1470,7 @@ def test_invoke_checkpoint_three( assert state.next == ("one",) """we checkpoint inputs and it failed on "one", so the next node is one""" # we can recover from error by sending new inputs - assert app.invoke(2, thread_1) == 9 + assert app.invoke(2, thread_1, checkpoint_during=True) == 9 state = app.get_state(thread_1) assert state is not None assert state.values.get("total") == 16, "total is now 7+9=16" @@ -1604,8 +1478,8 @@ def test_invoke_checkpoint_three( thread_2 = {"configurable": {"thread_id": "2"}} # on a new thread, total starts out as 0, so output is 0+5=5 - assert app.invoke(5, thread_2, debug=True) == 5 - state = app.get_state({"configurable": {"thread_id": "1"}}) + assert app.invoke(5, thread_2) == 5 + state = app.get_state(thread_1) assert state is not None assert state.values.get("total") == 16 assert state.next == (), "checkpoint of other thread not touched" @@ -1825,50 +1699,6 @@ def test_invoke_two_processes_no_in(mocker: MockerFixture) -> None: Pregel(nodes={"one": one, "two": two}) -def test_conditional_entrypoint_graph(snapshot: SnapshotAssertion) -> None: - def left(data: str) -> str: - return data + "->left" - - def right(data: str) -> str: - return data + "->right" - - def should_start(data: str) -> str: - # Logic to decide where to start - if len(data) > 10: - return "go-right" - else: - return "go-left" - - # Define a new graph - workflow = Graph() - - workflow.add_node("left", left) - workflow.add_node("right", right) - - workflow.set_conditional_entry_point( - should_start, {"go-left": "left", "go-right": "right"} - ) - - workflow.add_conditional_edges("left", lambda data: END, {END: END}) - workflow.add_edge("right", END) - - app = workflow.compile() - - assert json.dumps(app.get_input_schema().model_json_schema()) == snapshot - assert json.dumps(app.get_output_schema().model_json_schema()) == snapshot - assert json.dumps(app.get_graph().to_json(), indent=2) == snapshot - assert app.get_graph().draw_mermaid(with_styles=False) == snapshot - - assert ( - app.invoke("what is weather in sf", debug=True) - == "what is weather in sf->right" - ) - - assert [*app.stream("what is weather in sf")] == [ - {"right": "what is weather in sf->right"}, - ] - - def test_conditional_entrypoint_to_multiple_state_graph( snapshot: SnapshotAssertion, ) -> None: @@ -2507,275 +2337,6 @@ def test_in_one_fan_out_state_graph_defer_node( ] -@pytest.mark.parametrize("with_path_map", (True, False)) -def test_in_one_fan_out_state_graph_then_defer_node( - snapshot: SnapshotAssertion, - sync_checkpointer: BaseCheckpointSaver, - with_path_map: bool, -) -> None: - def sorted_add( - x: list[str], y: Union[list[str], list[tuple[str, str]]] - ) -> list[str]: - if isinstance(y[0], tuple): - for rem, _ in y: - x.remove(rem) - y = [t[1] for t in y] - return sorted(operator.add(x, y)) - - class State(TypedDict, total=False): - query: str - answer: str - docs: Annotated[list[str], sorted_add] - - workflow = StateGraph(State) - - @workflow.add_node - def rewrite_query(data: State) -> State: - return {"query": f"query: {data['query']}"} - - def analyzer_one(data: State) -> State: - return {"query": f"analyzed: {data['query']}"} - - def retriever_one(data: State) -> State: - return {"docs": ["doc1", "doc2"]} - - def retriever_two(data: State) -> State: - time.sleep(0.1) # to ensure stream order - return {"docs": ["doc3", "doc4"]} - - def qa(data: State) -> State: - return {"answer": ",".join(data["docs"])} - - workflow.add_node(analyzer_one) - workflow.add_node(retriever_one) - workflow.add_node(retriever_two) - workflow.add_node(qa, defer=True) - - workflow.set_entry_point("rewrite_query") - workflow.add_conditional_edges( - "rewrite_query", - lambda _: ["analyzer_one", "retriever_two"], - ["analyzer_one", "retriever_two"] if with_path_map else None, - then="qa", - ) - workflow.add_edge("analyzer_one", "retriever_one") - - app = workflow.compile() - - if isinstance(sync_checkpointer, InMemorySaver) and with_path_map: - assert app.get_graph().draw_mermaid(with_styles=False) == snapshot - - assert app.invoke({"query": "what is weather in sf"}) == { - "query": "analyzed: query: what is weather in sf", - "docs": ["doc1", "doc2", "doc3", "doc4"], - "answer": "doc1,doc2,doc3,doc4", - } - - assert [*app.stream({"query": "what is weather in sf"})] == [ - {"rewrite_query": {"query": "query: what is weather in sf"}}, - {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}}, - {"retriever_two": {"docs": ["doc3", "doc4"]}}, - {"retriever_one": {"docs": ["doc1", "doc2"]}}, - {"qa": {"answer": "doc1,doc2,doc3,doc4"}}, - ] - - assert [*app.stream({"query": "what is weather in sf"}, stream_mode="debug")] == [ - { - "type": "task", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "id": AnyStr(), - "name": "rewrite_query", - "input": {"query": "what is weather in sf", "docs": []}, - "triggers": ("branch:to:rewrite_query",), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 1, - "payload": { - "id": AnyStr(), - "name": "rewrite_query", - "error": None, - "result": [("query", "query: what is weather in sf")], - "interrupts": [], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "id": AnyStr(), - "name": "analyzer_one", - "input": { - "query": "query: what is weather in sf", - "docs": [], - }, - "triggers": ("branch:to:analyzer_one",), - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "id": AnyStr(), - "name": "retriever_two", - "input": {"query": "query: what is weather in sf", "docs": []}, - "triggers": ("branch:to:retriever_two",), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "id": AnyStr(), - "name": "analyzer_one", - "error": None, - "result": [("query", "analyzed: query: what is weather in sf")], - "interrupts": [], - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 2, - "payload": { - "id": AnyStr(), - "name": "retriever_two", - "error": None, - "result": [("docs", ["doc3", "doc4"])], - "interrupts": [], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 3, - "payload": { - "id": AnyStr(), - "name": "retriever_one", - "input": { - "query": "analyzed: query: what is weather in sf", - "docs": ["doc3", "doc4"], - }, - "triggers": ("branch:to:retriever_one",), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 3, - "payload": { - "id": AnyStr(), - "name": "retriever_one", - "error": None, - "result": [("docs", ["doc1", "doc2"])], - "interrupts": [], - }, - }, - { - "type": "task", - "timestamp": AnyStr(), - "step": 4, - "payload": { - "id": AnyStr(), - "name": "qa", - "input": { - "query": "analyzed: query: what is weather in sf", - "docs": ["doc1", "doc2", "doc3", "doc4"], - }, - "triggers": ("branch:rewrite_query:condition::then", "branch:to:qa"), - }, - }, - { - "type": "task_result", - "timestamp": AnyStr(), - "step": 4, - "payload": { - "id": AnyStr(), - "name": "qa", - "error": None, - "result": [("answer", "doc1,doc2,doc3,doc4")], - "interrupts": [], - }, - }, - ] - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_after=["analyzer_one"], - ) - config = {"configurable": {"thread_id": "1"}} - - assert [ - c for c in app_w_interrupt.stream({"query": "what is weather in sf"}, config) - ] == [ - {"rewrite_query": {"query": "query: what is weather in sf"}}, - {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}}, - {"retriever_two": {"docs": ["doc3", "doc4"]}}, - {"__interrupt__": ()}, - ] - - assert [c for c in app_w_interrupt.stream(None, config)] == [ - {"retriever_one": {"docs": ["doc1", "doc2"]}}, - {"qa": {"answer": "doc1,doc2,doc3,doc4"}}, - ] - - app_w_interrupt = workflow.compile( - checkpointer=sync_checkpointer, - interrupt_before=["qa"], - ) - config = {"configurable": {"thread_id": "2"}} - - assert [ - c for c in app_w_interrupt.stream({"query": "what is weather in sf"}, config) - ] == [ - {"rewrite_query": {"query": "query: what is weather in sf"}}, - {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}}, - {"retriever_two": {"docs": ["doc3", "doc4"]}}, - {"retriever_one": {"docs": ["doc1", "doc2"]}}, - {"__interrupt__": ()}, - ] - - app_w_interrupt.update_state(config, {"docs": ["doc5"]}) - expected_parent_config = list(app_w_interrupt.checkpointer.list(config, limit=2))[ - -1 - ].config - assert app_w_interrupt.get_state(config) == StateSnapshot( - values={ - "query": "analyzed: query: what is weather in sf", - "docs": ["doc1", "doc2", "doc3", "doc4", "doc5"], - }, - tasks=(PregelTask(AnyStr(), "qa", (PULL, "qa")),), - next=("qa",), - config={ - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - }, - created_at=AnyStr(), - metadata={ - "parents": {}, - "source": "update", - "step": 4, - "thread_id": "2", - }, - parent_config=expected_parent_config, - interrupts=(), - ) - - assert [c for c in app_w_interrupt.stream(None, config, debug=1)] == [ - {"qa": {"answer": "doc1,doc2,doc3,doc4,doc5"}}, - ] - - def test_in_one_fan_out_state_graph_waiting_edge_via_branch( snapshot: SnapshotAssertion, sync_checkpointer: BaseCheckpointSaver ) -> None: @@ -3559,7 +3120,6 @@ def test_nested_graph_xray(snapshot: SnapshotAssertion) -> None: tool_two_graph.set_conditional_entry_point( lambda s: "tool_two_slow" if s["market"] == "DE" else "tool_two_fast", ["tool_two_slow", "tool_two_fast"], - then=END, ) tool_two = tool_two_graph.compile() @@ -3568,7 +3128,7 @@ def test_nested_graph_xray(snapshot: SnapshotAssertion) -> None: graph.add_node("tool_two", tool_two) graph.add_node("tool_three", logic) graph.set_conditional_entry_point( - lambda s: "tool_one", ["tool_one", "tool_two", "tool_three"], then=END + lambda s: "tool_one", ["tool_one", "tool_two", "tool_three"] ) app = graph.compile() @@ -4381,9 +3941,14 @@ def test_checkpoint_metadata(sync_checkpointer: BaseCheckpointSaver) -> None: def test_remove_message_via_state_update( sync_checkpointer: BaseCheckpointSaver, ) -> None: - from langchain_core.messages import AIMessage, HumanMessage, RemoveMessage + from langchain_core.messages import ( + AIMessage, + AnyMessage, + HumanMessage, + RemoveMessage, + ) - workflow = MessageGraph() + workflow = StateGraph(Annotated[list[AnyMessage], add_messages]) workflow.add_node( "chatbot", lambda state: [ @@ -4414,9 +3979,14 @@ def test_remove_message_via_state_update( def test_remove_message_from_node(): - from langchain_core.messages import AIMessage, HumanMessage, RemoveMessage + from langchain_core.messages import ( + AIMessage, + AnyMessage, + HumanMessage, + RemoveMessage, + ) - workflow = MessageGraph() + workflow = StateGraph(Annotated[list[AnyMessage], add_messages]) workflow.add_node( "chatbot", lambda state: [ @@ -4805,7 +4375,7 @@ def test_debug_retry(sync_checkpointer: BaseCheckpointSaver): graph = builder.compile(checkpointer=sync_checkpointer) config = {"configurable": {"thread_id": "1"}} - graph.invoke({"messages": []}, config=config) + graph.invoke({"messages": []}, config=config, checkpoint_during=True) # re-run step: 1 target_config = next( @@ -4815,7 +4385,11 @@ def test_debug_retry(sync_checkpointer: BaseCheckpointSaver): ) update_config = graph.update_state(target_config, values=None) - events = [*graph.stream(None, config=update_config, stream_mode="debug")] + events = [ + *graph.stream( + None, config=update_config, stream_mode="debug", checkpoint_during=True + ) + ] checkpoint_events = list( reversed([e["payload"] for e in events if e["type"] == "checkpoint"]) @@ -4845,7 +4419,9 @@ def test_debug_retry(sync_checkpointer: BaseCheckpointSaver): assert stream_parent_conf == history_parent_conf -def test_debug_subgraphs(sync_checkpointer: BaseCheckpointSaver): +def test_debug_subgraphs( + sync_checkpointer: BaseCheckpointSaver, checkpoint_during: bool +): class State(TypedDict): messages: Annotated[list[str], operator.add] @@ -4878,12 +4454,15 @@ def test_debug_subgraphs(sync_checkpointer: BaseCheckpointSaver): {"messages": []}, config=config, stream_mode="debug", + checkpoint_during=checkpoint_during, ) ] checkpoint_events = list( reversed([e["payload"] for e in events if e["type"] == "checkpoint"]) ) + if not checkpoint_during: + checkpoint_events = checkpoint_events[:1] checkpoint_history = list(graph.get_state_history(config)) assert len(checkpoint_events) == len(checkpoint_history) @@ -4912,7 +4491,9 @@ def test_debug_subgraphs(sync_checkpointer: BaseCheckpointSaver): assert stream_task.get("state") == history_task.state -def test_debug_nested_subgraphs(sync_checkpointer: BaseCheckpointSaver): +def test_debug_nested_subgraphs( + sync_checkpointer: BaseCheckpointSaver, checkpoint_during: bool +): from collections import defaultdict class State(TypedDict): @@ -4955,6 +4536,7 @@ def test_debug_nested_subgraphs(sync_checkpointer: BaseCheckpointSaver): config=config, stream_mode="debug", subgraphs=True, + checkpoint_during=checkpoint_during, ) ] @@ -4994,6 +4576,9 @@ def test_debug_nested_subgraphs(sync_checkpointer: BaseCheckpointSaver): for checkpoint_events, checkpoint_history in zip( stream_ns.values(), history_ns.values() ): + if not checkpoint_during: + checkpoint_events = checkpoint_events[-1:] + assert len(checkpoint_events) == len(checkpoint_history) for stream, history in zip(checkpoint_events, checkpoint_history): assert stream["values"] == history.values assert stream["next"] == list(history.next) @@ -5162,7 +4747,10 @@ def test_runnable_passthrough_node_graph() -> None: assert graph.get_graph(xray=True).to_json() == graph.get_graph(xray=False).to_json() -def test_parent_command(sync_checkpointer: BaseCheckpointSaver) -> None: +@pytest.mark.parametrize("subgraph_persist", [True, False]) +def test_parent_command( + sync_checkpointer: BaseCheckpointSaver, subgraph_persist: bool +) -> None: from langchain_core.messages import BaseMessage from langchain_core.tools import tool @@ -5174,7 +4762,7 @@ def test_parent_command(sync_checkpointer: BaseCheckpointSaver) -> None: subgraph_builder = StateGraph(MessagesState) subgraph_builder.add_node("tool", get_user_name) subgraph_builder.add_edge(START, "tool") - subgraph = subgraph_builder.compile() + subgraph = subgraph_builder.compile(checkpointer=subgraph_persist) class CustomParentState(TypedDict): messages: Annotated[list[BaseMessage], add_messages] @@ -5220,15 +4808,7 @@ def test_parent_command(sync_checkpointer: BaseCheckpointSaver) -> None: "parents": {}, }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=(), interrupts=(), ) @@ -5788,7 +5368,9 @@ def test_concurrent_execution_thread_safety(): assert result["counter"] == 1 -def test_checkpoint_recovery(sync_checkpointer: BaseCheckpointSaver): +def test_checkpoint_recovery( + sync_checkpointer: BaseCheckpointSaver, checkpoint_during: bool +): """Test recovery from checkpoints after failures.""" class State(TypedDict): @@ -5815,7 +5397,11 @@ def test_checkpoint_recovery(sync_checkpointer: BaseCheckpointSaver): # First attempt should fail with pytest.raises(RuntimeError): - graph.invoke({"steps": ["start"], "attempt": 1}, config) + graph.invoke( + {"steps": ["start"], "attempt": 1}, + config, + checkpoint_during=checkpoint_during, + ) # Verify checkpoint state state = graph.get_state(config) @@ -5825,12 +5411,17 @@ def test_checkpoint_recovery(sync_checkpointer: BaseCheckpointSaver): assert "RuntimeError('Simulated failure')" in state.tasks[0].error # Retry with updated attempt count - result = graph.invoke({"steps": [], "attempt": 2}, config) + result = graph.invoke( + {"steps": [], "attempt": 2}, config, checkpoint_during=checkpoint_during + ) assert result == {"steps": ["start", "node1", "node2"], "attempt": 2} # Verify checkpoint history shows both attempts history = list(graph.get_state_history(config)) - assert len(history) == 6 # Initial + failed attempt + successful attempt + if checkpoint_during: + assert len(history) == 6 # Initial + failed attempt + successful attempt + else: + assert len(history) == 2 # error + success # Verify the error was recorded in checkpoint failed_checkpoint = next(c for c in history if c.tasks and c.tasks[0].error) @@ -5893,9 +5484,7 @@ def test_multiple_updates() -> None: ] -def test_falsy_return_from_task( - sync_checkpointer: BaseCheckpointSaver, snapshot: SnapshotAssertion -): +def test_falsy_return_from_task(sync_checkpointer: BaseCheckpointSaver): """Test with a falsy return from a task.""" @task @@ -5915,15 +5504,11 @@ def test_falsy_return_from_task( { "payload": { "config": { - "callbacks": None, "configurable": { "checkpoint_id": AnyStr(), "checkpoint_ns": "", "thread_id": AnyStr(), }, - "metadata": {}, - "recursion_limit": 25, - "tags": [], }, "metadata": { "parents": {}, @@ -6014,7 +5599,6 @@ def test_falsy_return_from_task( "type": "task_result", }, ] - print(type(configurable["configurable"]["thread_id"])) assert [ c for c in graph.stream(Command(resume="123"), configurable, stream_mode="debug") @@ -6022,15 +5606,11 @@ def test_falsy_return_from_task( { "payload": { "config": { - "callbacks": None, "configurable": { "checkpoint_id": AnyStr(), "checkpoint_ns": "", "thread_id": AnyStr(), }, - "metadata": {}, - "recursion_limit": 25, - "tags": [], }, "metadata": { "parents": {}, @@ -6112,15 +5692,11 @@ def test_falsy_return_from_task( { "payload": { "config": { - "callbacks": None, "configurable": { "checkpoint_id": AnyStr(), "checkpoint_ns": "", "thread_id": AnyStr(), }, - "metadata": {}, - "recursion_limit": 25, - "tags": [], }, "metadata": { "parents": {}, @@ -6128,17 +5704,7 @@ def test_falsy_return_from_task( "step": 0, }, "next": [], - "parent_config": { - "callbacks": None, - "configurable": { - "checkpoint_id": AnyStr(), - "checkpoint_ns": "", - "thread_id": AnyStr(), - }, - "metadata": {}, - "recursion_limit": 25, - "tags": [], - }, + "parent_config": None, "tasks": [], "values": None, }, @@ -8046,7 +7612,9 @@ def test_pregel_node_copy() -> None: graph.nodes["agent"].copy({}) -def test_update_as_input(sync_checkpointer: BaseCheckpointSaver) -> None: +def test_update_as_input( + sync_checkpointer: BaseCheckpointSaver, checkpoint_during: bool +) -> None: class State(TypedDict): foo: str @@ -8065,13 +7633,17 @@ def test_update_as_input(sync_checkpointer: BaseCheckpointSaver) -> None: .compile(checkpointer=sync_checkpointer) ) - assert graph.invoke({"foo": "input"}, {"configurable": {"thread_id": "1"}}) == { - "foo": "tool" - } + assert graph.invoke( + {"foo": "input"}, + {"configurable": {"thread_id": "1"}}, + checkpoint_during=checkpoint_during, + ) == {"foo": "tool"} - assert graph.invoke({"foo": "input"}, {"configurable": {"thread_id": "1"}}) == { - "foo": "tool" - } + assert graph.invoke( + {"foo": "input"}, + {"configurable": {"thread_id": "1"}}, + checkpoint_during=checkpoint_during, + ) == {"foo": "tool"} def map_snapshot(i: StateSnapshot) -> dict: return { @@ -8109,11 +7681,14 @@ def test_update_as_input(sync_checkpointer: BaseCheckpointSaver) -> None: for s in graph.get_state_history({"configurable": {"thread_id": "2"}}) ] - assert new_history == history + if checkpoint_during: + assert new_history == history + else: + assert [new_history[0], new_history[4]] == history def test_batch_update_as_input( - sync_checkpointer: BaseCheckpointSaver, + sync_checkpointer: BaseCheckpointSaver, checkpoint_during: bool ) -> None: class State(TypedDict): foo: str @@ -8145,7 +7720,11 @@ def test_batch_update_as_input( .compile(checkpointer=sync_checkpointer) ) - assert graph.invoke({"foo": "input"}, {"configurable": {"thread_id": "1"}}) == { + assert graph.invoke( + {"foo": "input"}, + {"configurable": {"thread_id": "1"}}, + checkpoint_during=checkpoint_during, + ) == { "foo": "map", "tasks": [0, 1, 2], } @@ -8198,7 +7777,10 @@ def test_batch_update_as_input( for s in graph.get_state_history({"configurable": {"thread_id": "2"}}) ] - assert new_history == history + if checkpoint_during: + assert new_history == history + else: + assert new_history[:1] == history def test_migration_graph(snapshot: SnapshotAssertion) -> None: @@ -8336,3 +7918,43 @@ def test_imp_exception( {"my_task": 2}, {"my_workflow": "done"}, ] + + +@pytest.mark.parametrize("subgraph_persist", [True, False]) +def test_parent_command_goto( + sync_checkpointer: BaseCheckpointSaver, subgraph_persist: bool +) -> None: + class State(TypedDict): + dialog_state: Annotated[list[str], operator.add] + + def node_a_child(state): + return {"dialog_state": ["a_child_state"]} + + def node_b_child(state): + return Command( + graph=Command.PARENT, + goto="node_b_parent", + update={"dialog_state": ["b_child_state"]}, + ) + + sub_builder = StateGraph(State) + sub_builder.add_node(node_a_child) + sub_builder.add_node(node_b_child) + sub_builder.add_edge(START, "node_a_child") + sub_builder.add_edge("node_a_child", "node_b_child") + sub_graph = sub_builder.compile(checkpointer=subgraph_persist) + + def node_b_parent(state): + return {"dialog_state": ["node_b_parent"]} + + main_builder = StateGraph(State) + main_builder.add_node(node_b_parent) + main_builder.add_edge(START, "subgraph_node") + main_builder.add_node("subgraph_node", sub_graph, destinations=("node_b_parent",)) + + main_graph = main_builder.compile(sync_checkpointer, name="parent") + config = {"configurable": {"thread_id": 1}} + + assert main_graph.invoke(input={"dialog_state": ["init_state"]}, config=config) == { + "dialog_state": ["init_state", "b_child_state", "node_b_parent"] + } diff --git a/libs/langgraph/tests/test_pregel_async.py b/libs/langgraph/tests/test_pregel_async.py index b9712f4ab..3bf50611b 100644 --- a/libs/langgraph/tests/test_pregel_async.py +++ b/libs/langgraph/tests/test_pregel_async.py @@ -43,7 +43,7 @@ from langgraph.checkpoint.memory import InMemorySaver from langgraph.constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL, PUSH, START from langgraph.errors import InvalidUpdateError, NodeInterrupt from langgraph.func import entrypoint, task -from langgraph.graph import END, Graph, StateGraph +from langgraph.graph import END, StateGraph from langgraph.graph.message import MessagesState, add_messages from langgraph.prebuilt.tool_node import ToolNode from langgraph.pregel import GraphRecursionError, NodeBuilder, Pregel, StateSnapshot @@ -154,13 +154,20 @@ async def test_checkpoint_errors() -> None: builder.add_edge(START, "parallel") graph = builder.compile(checkpointer=FaultyPutWritesCheckpointer()) with pytest.raises(ValueError, match="Faulty put_writes"): - await graph.ainvoke("", {"configurable": {"thread_id": "thread-1"}}) + await graph.ainvoke( + "", {"configurable": {"thread_id": "thread-1"}}, checkpoint_during=True + ) with pytest.raises(ValueError, match="Faulty put_writes"): - async for _ in graph.astream("", {"configurable": {"thread_id": "thread-2"}}): + async for _ in graph.astream( + "", {"configurable": {"thread_id": "thread-2"}}, checkpoint_during=True + ): pass with pytest.raises(ValueError, match="Faulty put_writes"): async for _ in graph.astream_events( - "", {"configurable": {"thread_id": "thread-3"}}, version="v2" + "", + {"configurable": {"thread_id": "thread-3"}}, + version="v2", + checkpoint_during=True, ): pass @@ -255,7 +262,10 @@ async def test_checkpoint_put_after_cancellation() -> None: finally: logs.append("awhile.end") - builder = Graph() + class State(TypedDict): + hello: str + + builder = StateGraph(State) builder.add_node("agent", awhile) builder.set_entry_point("agent") builder.set_finish_point("agent") @@ -264,14 +274,13 @@ async def test_checkpoint_put_after_cancellation() -> None: thread1 = {"configurable": {"thread_id": "1"}} # start the task - t = asyncio.create_task(graph.ainvoke(1, thread1)) + t = asyncio.create_task(graph.ainvoke({"hello": "world"}, thread1)) # cancel after 0.2 seconds await asyncio.sleep(0.2) t.cancel() # check logs before cancellation is handled assert sorted(logs) == [ "awhile.start", - "checkpoint.aput.start", ], "Cancelled before checkpoint put started" # wait for task to finish try: @@ -319,7 +328,10 @@ async def test_checkpoint_put_after_cancellation_stream_anext() -> None: finally: logs.append("awhile.end") - builder = Graph() + class State(TypedDict): + hello: str + + builder = StateGraph(State) builder.add_node("agent", awhile) builder.set_entry_point("agent") builder.set_finish_point("agent") @@ -328,7 +340,7 @@ async def test_checkpoint_put_after_cancellation_stream_anext() -> None: thread1 = {"configurable": {"thread_id": "1"}} # start the task - s = graph.astream(1, thread1) + s = graph.astream({"hello": "world"}, thread1) t = asyncio.create_task(s.__anext__()) # cancel after 0.2 seconds await asyncio.sleep(0.2) @@ -336,7 +348,6 @@ async def test_checkpoint_put_after_cancellation_stream_anext() -> None: # check logs before cancellation is handled assert sorted(logs) == [ "awhile.start", - "checkpoint.aput.start", ], "Cancelled before checkpoint put started" # wait for task to finish try: @@ -384,7 +395,10 @@ async def test_checkpoint_put_after_cancellation_stream_events_anext() -> None: finally: logs.append("awhile.end") - builder = Graph() + class State(TypedDict): + hello: str + + builder = StateGraph(State) builder.add_node("agent", awhile) builder.set_entry_point("agent") builder.set_finish_point("agent") @@ -393,7 +407,9 @@ async def test_checkpoint_put_after_cancellation_stream_events_anext() -> None: thread1 = {"configurable": {"thread_id": "1"}} # start the task - s = graph.astream_events(1, thread1, version="v2", include_names=["LangGraph"]) + s = graph.astream_events( + {"hello": "world"}, thread1, version="v2", include_names=["LangGraph"] + ) # skip first event (happens right away) await s.__anext__() # start the task for 2nd event @@ -403,7 +419,6 @@ async def test_checkpoint_put_after_cancellation_stream_events_anext() -> None: t.cancel() # check logs before cancellation is handled assert logs == [ - "checkpoint.aput.start", "awhile.start", ], "Cancelled before checkpoint put started" # wait for task to finish @@ -412,9 +427,9 @@ async def test_checkpoint_put_after_cancellation_stream_events_anext() -> None: except asyncio.CancelledError: # check logs after cancellation is handled assert logs == [ - "checkpoint.aput.start", "awhile.start", "awhile.end", + "checkpoint.aput.start", "checkpoint.aput.end", ], "Checkpoint put is not cancelled" else: @@ -432,7 +447,10 @@ async def test_node_cancellation_on_external_cancel() -> None: inner_task_cancelled = True raise - builder = Graph() + class State(TypedDict): + hello: str + + builder = StateGraph(State) builder.add_node("agent", awhile) builder.set_entry_point("agent") builder.set_finish_point("agent") @@ -440,7 +458,7 @@ async def test_node_cancellation_on_external_cancel() -> None: graph = builder.compile() with pytest.raises(asyncio.TimeoutError): - await asyncio.wait_for(graph.ainvoke(1), 0.5) + await asyncio.wait_for(graph.ainvoke({"hello": "world"}), 0.5) assert inner_task_cancelled @@ -459,16 +477,19 @@ async def test_node_cancellation_on_other_node_exception() -> None: async def iambad(input: Any) -> None: raise ValueError("I am bad") - builder = Graph() + class State(TypedDict): + hello: str + + builder = StateGraph(State) builder.add_node("agent", awhile) builder.add_node("bad", iambad) - builder.set_conditional_entry_point(lambda _: ["agent", "bad"], then=END) + builder.set_conditional_entry_point(lambda _: ["agent", "bad"]) graph = builder.compile() with pytest.raises(ValueError, match="I am bad"): # This will raise ValueError, not TimeoutError - await asyncio.wait_for(graph.ainvoke(1), 0.5) + await asyncio.wait_for(graph.ainvoke({"hello": "world"}), 0.5) assert inner_task_cancelled @@ -480,16 +501,19 @@ async def test_node_cancellation_on_other_node_exception_two() -> None: async def iambad(input: Any) -> None: raise ValueError("I am bad") - builder = Graph() + class State(TypedDict): + hello: str + + builder = StateGraph(State) builder.add_node("agent", awhile) builder.add_node("bad", iambad) - builder.set_conditional_entry_point(lambda _: ["agent", "bad"], then=END) + builder.set_conditional_entry_point(lambda _: ["agent", "bad"]) graph = builder.compile() with pytest.raises(ValueError, match="I am bad"): # This will raise ValueError, not CancelledError - await graph.ainvoke(1) + await graph.ainvoke({"hello": "world"}) @NEEDS_CONTEXTVARS @@ -590,12 +614,6 @@ async def test_dynamic_interrupt(async_checkpointer: BaseCheckpointSaver) -> Non "step": 0, "thread_id": "1", }, - { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, ] tup = await tool_two.checkpointer.aget_tuple(thread1) assert await tool_two.aget_state(thread1) == StateSnapshot( @@ -623,9 +641,7 @@ async def test_dynamic_interrupt(async_checkpointer: BaseCheckpointSaver) -> Non "step": 0, "thread_id": "1", }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread1, limit=2)][-1].config - ), + parent_config=None, interrupts=( Interrupt( value="Just because...", @@ -771,12 +787,6 @@ async def test_dynamic_interrupt_subgraph( "step": 0, "thread_id": "1", }, - { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, ] tup = await tool_two.checkpointer.aget_tuple(thread1) assert await tool_two.aget_state(thread1) == StateSnapshot( @@ -810,11 +820,7 @@ async def test_dynamic_interrupt_subgraph( "step": 0, "thread_id": "1", }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread1root, limit=2)][ - -1 - ].config - ), + parent_config=None, interrupts=( Interrupt( value="Just because...", @@ -959,12 +965,6 @@ async def test_copy_checkpoint(async_checkpointer: BaseCheckpointSaver) -> None: "step": 0, "thread_id": "1", }, - { - "parents": {}, - "source": "input", - "step": -1, - "thread_id": "1", - }, ] tup = await tool_two.checkpointer.aget_tuple(thread1) @@ -1002,9 +1002,7 @@ async def test_copy_checkpoint(async_checkpointer: BaseCheckpointSaver) -> None: "step": 0, "thread_id": "1", }, - parent_config=( - [c async for c in tool_two.checkpointer.alist(thread1, limit=2)][-1].config - ), + parent_config=None, interrupts=( Interrupt( value="Just because...", @@ -1044,9 +1042,7 @@ async def test_copy_checkpoint(async_checkpointer: BaseCheckpointSaver) -> None: "thread_id": "1", }, parent_config=( - [c async for c in tool_two.checkpointer.alist(thread1, limit=2)][ - -1 - ].parent_config + [c async for c in tool_two.checkpointer.alist(thread1, limit=2)][-1].config ), interrupts=(), ) @@ -1080,7 +1076,7 @@ async def test_node_not_cancelled_on_other_node_interrupted( builder = StateGraph(State) builder.add_node("agent", awhile) builder.add_node("bad", iambad) - builder.set_conditional_entry_point(lambda _: ["agent", "bad"], then=END) + builder.set_conditional_entry_point(lambda _: ["agent", "bad"]) graph = builder.compile(checkpointer=async_checkpointer) thread = {"configurable": {"thread_id": "1"}} @@ -1137,18 +1133,21 @@ async def test_step_timeout_on_stream_hang(stream_hang_s: float) -> None: async def alittlewhile(input: Any) -> None: await asyncio.sleep(0.6) - return "1" + return {"hello": "1"} - builder = Graph() + class State(TypedDict): + hello: str + + builder = StateGraph(State) builder.add_node(awhile) builder.add_node(alittlewhile) - builder.set_conditional_entry_point(lambda _: ["awhile", "alittlewhile"], then=END) + builder.set_conditional_entry_point(lambda _: ["awhile", "alittlewhile"]) graph = builder.compile() graph.step_timeout = 1 with pytest.raises(asyncio.TimeoutError): - async for chunk in graph.astream(1, stream_mode="updates"): - assert chunk == {"alittlewhile": {"alittlewhile": "1"}} + async for chunk in graph.astream({"hello": "world"}, stream_mode="updates"): + assert chunk == {"alittlewhile": {"hello": "1"}} await asyncio.sleep(stream_hang_s) assert inner_task_cancelled @@ -1406,11 +1405,6 @@ async def test_invoke_single_process_in_out(mocker: MockerFixture) -> None: input_channels="input", output_channels="output", ) - graph = Graph() - graph.add_node("add_one", add_one) - graph.set_entry_point("add_one") - graph.set_finish_point("add_one") - gapp = graph.compile() assert app.input_schema.model_json_schema() == { "title": "LangGraphInput", @@ -1423,21 +1417,6 @@ async def test_invoke_single_process_in_out(mocker: MockerFixture) -> None: assert await app.ainvoke(2) == 3 assert await app.ainvoke(2, output_keys=["output"]) == {"output": 3} - assert await gapp.ainvoke(2) == 3 - - -@pytest.mark.parametrize( - "falsy_value", - [None, False, 0, "", [], {}, set(), frozenset(), 0.0, 0j], -) -async def test_invoke_single_process_in_out_falsy_values(falsy_value: Any) -> None: - graph = Graph() - graph.add_node("return_falsy_const", lambda *args, **kwargs: falsy_value) - graph.set_entry_point("return_falsy_const") - graph.set_finish_point("return_falsy_const") - gapp = graph.compile() - assert falsy_value == await gapp.ainvoke(1) - async def test_invoke_single_process_in_write_kwargs(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) @@ -1567,29 +1546,6 @@ async def test_invoke_two_processes_in_out(mocker: MockerFixture) -> None: } assert step == 2 - graph = Graph() - graph.add_node("add_one", add_one) - graph.add_node("add_one_more", add_one) - graph.set_entry_point("add_one") - graph.set_finish_point("add_one_more") - graph.add_edge("add_one", "add_one_more") - gapp = graph.compile() - - assert await gapp.ainvoke(2) == 4 - - step = 0 - async for values in gapp.astream(2): - step += 1 - if step == 1: - assert values == { - "add_one": 3, - } - elif step == 2: - assert values == { - "add_one_more": 4, - } - assert step == 2 - async def test_batch_two_processes_in_out() -> None: async def add_one_with_delay(inp: int) -> int: @@ -1619,16 +1575,6 @@ async def test_batch_two_processes_in_out() -> None: {"output": 7}, ] - graph = Graph() - graph.add_node("add_one", add_one_with_delay) - graph.add_node("add_one_more", add_one_with_delay) - graph.set_entry_point("add_one") - graph.set_finish_point("add_one_more") - graph.add_edge("add_one", "add_one_more") - gapp = graph.compile() - - assert await gapp.abatch([3, 2, 1, 3, 5]) == [5, 4, 3, 5, 7] - async def test_invoke_many_processes_in_out(mocker: MockerFixture) -> None: test_size = 100 @@ -2104,7 +2050,7 @@ async def test_run_from_checkpoint_id_retains_previous_writes( thread_id = uuid.uuid4() thread1 = {"configurable": {"thread_id": str(thread_id)}} - result = await graph.ainvoke({"myval": 1}, thread1) + result = await graph.ainvoke({"myval": 1}, thread1, checkpoint_during=True) assert result["myval"] == 4 history = [c async for c in graph.aget_state_history(thread1)] @@ -3061,15 +3007,7 @@ async def test_send_react_interrupt(async_checkpointer: BaseCheckpointSaver) -> "thread_id": "2", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -3193,15 +3131,7 @@ async def test_send_react_interrupt(async_checkpointer: BaseCheckpointSaver) -> "thread_id": "3", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "3", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -3466,15 +3396,7 @@ async def test_send_react_interrupt_control( "thread_id": "2", }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "2", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=( PregelTask( id=AnyStr(), @@ -3710,7 +3632,7 @@ async def test_invoke_checkpoint_three( thread_1 = {"configurable": {"thread_id": "1"}} # total starts out as 0, so output is 0+2=2 - assert await app.ainvoke(2, thread_1) == 2 + assert await app.ainvoke(2, thread_1, checkpoint_during=True) == 2 state = await app.aget_state(thread_1) assert state is not None assert state.values.get("total") == 2 @@ -3719,7 +3641,7 @@ async def test_invoke_checkpoint_three( == (await async_checkpointer.aget(thread_1))["id"] ) # total is now 2, so output is 2+3=5 - assert await app.ainvoke(3, thread_1) == 5 + assert await app.ainvoke(3, thread_1, checkpoint_during=True) == 5 state = await app.aget_state(thread_1) assert state is not None assert state.values.get("total") == 7 @@ -3729,7 +3651,7 @@ async def test_invoke_checkpoint_three( ) # total is now 2+5=7, so output would be 7+4=11, but raises ValueError with pytest.raises(ValueError): - await app.ainvoke(4, thread_1) + await app.ainvoke(4, thread_1, checkpoint_during=True) # checkpoint is not updated state = await app.aget_state(thread_1) assert state is not None @@ -3737,7 +3659,7 @@ async def test_invoke_checkpoint_three( assert state.next == ("one",) """we checkpoint inputs and it failed on "one", so the next node is one""" # we can recover from error by sending new inputs - assert await app.ainvoke(2, thread_1) == 9 + assert await app.ainvoke(2, thread_1, checkpoint_during=True) == 9 state = await app.aget_state(thread_1) assert state is not None assert state.values.get("total") == 16, "total is now 7+9=16" @@ -3746,7 +3668,7 @@ async def test_invoke_checkpoint_three( thread_2 = {"configurable": {"thread_id": "2"}} # on a new thread, total starts out as 0, so output is 0+5=5 assert await app.ainvoke(5, thread_2) == 5 - state = await app.aget_state({"configurable": {"thread_id": "1"}}) + state = await app.aget_state(thread_1) assert state is not None assert state.values.get("total") == 16 assert state.next == () @@ -3893,42 +3815,6 @@ async def test_invoke_two_processes_no_out(mocker: MockerFixture) -> None: assert await app.ainvoke(2) is None -async def test_conditional_entrypoint_graph() -> None: - async def left(data: str) -> str: - return data + "->left" - - async def right(data: str) -> str: - return data + "->right" - - def should_start(data: str) -> str: - # Logic to decide where to start - if len(data) > 10: - return "go-right" - else: - return "go-left" - - # Define a new graph - workflow = Graph() - - workflow.add_node("left", left) - workflow.add_node("right", right) - - workflow.set_conditional_entry_point( - should_start, {"go-left": "left", "go-right": "right"} - ) - - workflow.add_conditional_edges("left", lambda data: END) - workflow.add_edge("right", END) - - app = workflow.compile() - - assert await app.ainvoke("what is weather in sf") == "what is weather in sf->right" - - assert [c async for c in app.astream("what is weather in sf")] == [ - {"right": "what is weather in sf->right"}, - ] - - async def test_conditional_entrypoint_graph_state() -> None: class AgentState(TypedDict, total=False): input: str @@ -4156,97 +4042,6 @@ async def test_in_one_fan_out_state_graph_defer_node( ] -@pytest.mark.parametrize("with_path_map", (True, False)) -async def test_in_one_fan_out_state_graph_then_defer_node( - async_checkpointer: BaseCheckpointSaver, with_path_map: bool -) -> None: - def sorted_add( - x: list[str], y: Union[list[str], list[tuple[str, str]]] - ) -> list[str]: - if isinstance(y[0], tuple): - for rem, _ in y: - x.remove(rem) - y = [t[1] for t in y] - return sorted(operator.add(x, y)) - - class State(TypedDict, total=False): - query: str - answer: str - docs: Annotated[list[str], sorted_add] - - async def rewrite_query(data: State) -> State: - return {"query": f"query: {data['query']}"} - - async def analyzer_one(data: State) -> State: - return {"query": f"analyzed: {data['query']}"} - - async def retriever_one(data: State) -> State: - return {"docs": ["doc1", "doc2"]} - - async def retriever_two(data: State) -> State: - await asyncio.sleep(0.1) - return {"docs": ["doc3", "doc4"]} - - async def qa(data: State) -> State: - return {"answer": ",".join(data["docs"])} - - workflow = StateGraph(State) - - workflow.add_node("rewrite_query", rewrite_query) - workflow.add_node("analyzer_one", analyzer_one) - workflow.add_node("retriever_one", retriever_one) - workflow.add_node("retriever_two", retriever_two) - workflow.add_node("qa", qa, defer=True) - - workflow.set_entry_point("rewrite_query") - workflow.add_conditional_edges( - "rewrite_query", - lambda _: ["analyzer_one", "retriever_two"], - ["analyzer_one", "retriever_two"] if with_path_map else None, - then="qa", - ) - workflow.add_edge("analyzer_one", "retriever_one") - - app = workflow.compile() - - assert await app.ainvoke({"query": "what is weather in sf"}, debug=True) == { - "query": "analyzed: query: what is weather in sf", - "docs": ["doc1", "doc2", "doc3", "doc4"], - "answer": "doc1,doc2,doc3,doc4", - } - - assert [c async for c in app.astream({"query": "what is weather in sf"})] == [ - {"rewrite_query": {"query": "query: what is weather in sf"}}, - {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}}, - {"retriever_two": {"docs": ["doc3", "doc4"]}}, - {"retriever_one": {"docs": ["doc1", "doc2"]}}, - {"qa": {"answer": "doc1,doc2,doc3,doc4"}}, - ] - - app_w_interrupt = workflow.compile( - checkpointer=async_checkpointer, - interrupt_after=["retriever_one"], - ) - config = {"configurable": {"thread_id": "1"}} - - assert [ - c - async for c in app_w_interrupt.astream( - {"query": "what is weather in sf"}, config - ) - ] == [ - {"rewrite_query": {"query": "query: what is weather in sf"}}, - {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}}, - {"retriever_two": {"docs": ["doc3", "doc4"]}}, - {"retriever_one": {"docs": ["doc1", "doc2"]}}, - {"__interrupt__": ()}, - ] - - assert [c async for c in app_w_interrupt.astream(None, config)] == [ - {"qa": {"answer": "doc1,doc2,doc3,doc4"}}, - ] - - async def test_in_one_fan_out_state_graph_waiting_edge_via_branch( async_checkpointer: BaseCheckpointSaver, ) -> None: @@ -6005,7 +5800,7 @@ async def test_debug_retry(async_checkpointer: BaseCheckpointSaver): graph = builder.compile(checkpointer=async_checkpointer) config = {"configurable": {"thread_id": "1"}} - await graph.ainvoke({"messages": []}, config=config) + await graph.ainvoke({"messages": []}, config=config, checkpoint_during=True) # re-run step: 1 async for c in async_checkpointer.alist(config): @@ -6017,7 +5812,10 @@ async def test_debug_retry(async_checkpointer: BaseCheckpointSaver): update_config = await graph.aupdate_state(target_config, values=None) events = [ - c async for c in graph.astream(None, config=update_config, stream_mode="debug") + c + async for c in graph.astream( + None, config=update_config, stream_mode="debug", checkpoint_during=True + ) ] checkpoint_events = list( @@ -6048,7 +5846,9 @@ async def test_debug_retry(async_checkpointer: BaseCheckpointSaver): assert stream_parent_conf == history_parent_conf -async def test_debug_subgraphs(async_checkpointer: BaseCheckpointSaver): +async def test_debug_subgraphs( + async_checkpointer: BaseCheckpointSaver, checkpoint_during: bool +): class State(TypedDict): messages: Annotated[list[str], operator.add] @@ -6082,12 +5882,15 @@ async def test_debug_subgraphs(async_checkpointer: BaseCheckpointSaver): {"messages": []}, config=config, stream_mode="debug", + checkpoint_during=checkpoint_during, ) ] checkpoint_events = list( reversed([e["payload"] for e in events if e["type"] == "checkpoint"]) ) + if not checkpoint_during: + checkpoint_events = checkpoint_events[:1] checkpoint_history = [c async for c in graph.aget_state_history(config)] assert len(checkpoint_events) == len(checkpoint_history) @@ -6114,7 +5917,9 @@ async def test_debug_subgraphs(async_checkpointer: BaseCheckpointSaver): assert stream_task.get("state") == history_task.state -async def test_debug_nested_subgraphs(async_checkpointer: BaseCheckpointSaver): +async def test_debug_nested_subgraphs( + async_checkpointer: BaseCheckpointSaver, checkpoint_during: bool +) -> None: from collections import defaultdict class State(TypedDict): @@ -6158,6 +5963,7 @@ async def test_debug_nested_subgraphs(async_checkpointer: BaseCheckpointSaver): config=config, stream_mode="debug", subgraphs=True, + checkpoint_during=checkpoint_during, ) ] @@ -6202,6 +6008,9 @@ async def test_debug_nested_subgraphs(async_checkpointer: BaseCheckpointSaver): for checkpoint_events, checkpoint_history in zip( stream_ns.values(), history_ns.values() ): + if not checkpoint_during: + checkpoint_events = checkpoint_events[-1:] + assert len(checkpoint_events) == len(checkpoint_history) for stream, history in zip(checkpoint_events, checkpoint_history): assert stream["values"] == history.values assert stream["next"] == list(history.next) @@ -6221,7 +6030,10 @@ async def test_debug_nested_subgraphs(async_checkpointer: BaseCheckpointSaver): assert stream_task.get("state") == history_task.state -async def test_parent_command(async_checkpointer: BaseCheckpointSaver) -> None: +@pytest.mark.parametrize("subgraph_persist", [True, False]) +async def test_parent_command( + async_checkpointer: BaseCheckpointSaver, subgraph_persist: bool +) -> None: from langchain_core.messages import BaseMessage from langchain_core.tools import tool @@ -6233,7 +6045,7 @@ async def test_parent_command(async_checkpointer: BaseCheckpointSaver) -> None: subgraph_builder = StateGraph(MessagesState) subgraph_builder.add_node("tool", get_user_name) subgraph_builder.add_edge(START, "tool") - subgraph = subgraph_builder.compile() + subgraph = subgraph_builder.compile(checkpointer=subgraph_persist) class CustomParentState(TypedDict): messages: Annotated[list[BaseMessage], add_messages] @@ -6282,15 +6094,7 @@ async def test_parent_command(async_checkpointer: BaseCheckpointSaver) -> None: "parents": {}, }, created_at=AnyStr(), - parent_config=( - { - "configurable": { - "thread_id": "1", - "checkpoint_ns": "", - "checkpoint_id": AnyStr(), - } - } - ), + parent_config=None, tasks=(), interrupts=(), ) @@ -6772,7 +6576,7 @@ async def test_concurrent_execution(): async def test_checkpoint_recovery_async( - async_checkpointer: BaseCheckpointSaver, + async_checkpointer: BaseCheckpointSaver, checkpoint_during: bool ) -> None: """Test recovery from checkpoints after failures with async nodes.""" @@ -6802,7 +6606,11 @@ async def test_checkpoint_recovery_async( # First attempt should fail with pytest.raises(RuntimeError): - await graph.ainvoke({"steps": ["start"], "attempt": 1}, config) + await graph.ainvoke( + {"steps": ["start"], "attempt": 1}, + config, + checkpoint_during=checkpoint_during, + ) # Verify checkpoint state state = await graph.aget_state(config) @@ -6811,12 +6619,17 @@ async def test_checkpoint_recovery_async( assert state.next == ("node1",) # Should retry failed node # Retry with updated attempt count - result = await graph.ainvoke({"steps": [], "attempt": 2}, config) + result = await graph.ainvoke( + {"steps": [], "attempt": 2}, config, checkpoint_during=checkpoint_during + ) assert result == {"steps": ["start", "node1", "node2"], "attempt": 2} # Verify checkpoint history shows both attempts history = [c async for c in graph.aget_state_history(config)] - assert len(history) == 6 # Initial + failed attempt + successful attempt + if checkpoint_during: + assert len(history) == 6 # Initial + failed attempt + successful attempt + else: + assert len(history) == 2 # error + success # Verify the error was recorded in checkpoint failed_checkpoint = next(c for c in history if c.tasks and c.tasks[0].error) @@ -8291,7 +8104,9 @@ async def test_bulk_state_updates(async_checkpointer: BaseCheckpointSaver) -> No ) -async def test_update_as_input(async_checkpointer: BaseCheckpointSaver) -> None: +async def test_update_as_input( + async_checkpointer: BaseCheckpointSaver, checkpoint_during: bool +) -> None: class State(TypedDict): foo: str @@ -8311,11 +8126,15 @@ async def test_update_as_input(async_checkpointer: BaseCheckpointSaver) -> None: ) assert await graph.ainvoke( - {"foo": "input"}, {"configurable": {"thread_id": "1"}} + {"foo": "input"}, + {"configurable": {"thread_id": "1"}}, + checkpoint_during=checkpoint_during, ) == {"foo": "tool"} assert await graph.ainvoke( - {"foo": "input"}, {"configurable": {"thread_id": "1"}} + {"foo": "input"}, + {"configurable": {"thread_id": "1"}}, + checkpoint_during=checkpoint_during, ) == {"foo": "tool"} def map_snapshot(i: StateSnapshot) -> dict: @@ -8354,10 +8173,15 @@ async def test_update_as_input(async_checkpointer: BaseCheckpointSaver) -> None: async for s in graph.aget_state_history({"configurable": {"thread_id": "2"}}) ] - assert new_history == history + if checkpoint_during: + assert new_history == history + else: + assert [new_history[0], new_history[4]] == history -async def test_batch_update_as_input(async_checkpointer: BaseCheckpointSaver) -> None: +async def test_batch_update_as_input( + async_checkpointer: BaseCheckpointSaver, checkpoint_during: bool +) -> None: class State(TypedDict): foo: str tasks: Annotated[list[int], operator.add] @@ -8389,7 +8213,9 @@ async def test_batch_update_as_input(async_checkpointer: BaseCheckpointSaver) -> ) assert await graph.ainvoke( - {"foo": "input"}, {"configurable": {"thread_id": "1"}} + {"foo": "input"}, + {"configurable": {"thread_id": "1"}}, + checkpoint_during=checkpoint_during, ) == {"foo": "map", "tasks": [0, 1, 2]} def map_snapshot(i: StateSnapshot) -> dict: @@ -8440,7 +8266,10 @@ async def test_batch_update_as_input(async_checkpointer: BaseCheckpointSaver) -> async for s in graph.aget_state_history({"configurable": {"thread_id": "2"}}) ] - assert new_history == history + if checkpoint_during: + assert new_history == history + else: + assert new_history[:1] == history async def test_draw_invalid(): @@ -8824,3 +8653,43 @@ async def test_imp_exception( "parent_ids": [], }, ] + + +@pytest.mark.parametrize("subgraph_persist", [True, False]) +async def test_parent_command_goto( + async_checkpointer: BaseCheckpointSaver, subgraph_persist: bool +) -> None: + class State(TypedDict): + dialog_state: Annotated[list[str], operator.add] + + async def node_a_child(state): + return {"dialog_state": ["a_child_state"]} + + async def node_b_child(state): + return Command( + graph=Command.PARENT, + goto="node_b_parent", + update={"dialog_state": ["b_child_state"]}, + ) + + sub_builder = StateGraph(State) + sub_builder.add_node(node_a_child) + sub_builder.add_node(node_b_child) + sub_builder.add_edge(START, "node_a_child") + sub_builder.add_edge("node_a_child", "node_b_child") + sub_graph = sub_builder.compile(checkpointer=subgraph_persist) + + async def node_b_parent(state): + return {"dialog_state": ["node_b_parent"]} + + main_builder = StateGraph(State) + main_builder.add_node(node_b_parent) + main_builder.add_edge(START, "subgraph_node") + main_builder.add_node("subgraph_node", sub_graph, destinations=("node_b_parent",)) + + main_graph = main_builder.compile(async_checkpointer, name="parent") + config = {"configurable": {"thread_id": 1}} + + assert await main_graph.ainvoke( + input={"dialog_state": ["init_state"]}, config=config + ) == {"dialog_state": ["init_state", "b_child_state", "node_b_parent"]} diff --git a/libs/langgraph/tests/test_utils.py b/libs/langgraph/tests/test_utils.py index ebde2aa82..455032afa 100644 --- a/libs/langgraph/tests/test_utils.py +++ b/libs/langgraph/tests/test_utils.py @@ -18,7 +18,7 @@ import pytest from typing_extensions import NotRequired, Required, TypedDict from langgraph.graph import END, StateGraph -from langgraph.graph.graph import CompiledGraph +from langgraph.graph.state import CompiledStateGraph from langgraph.utils.config import _is_not_empty from langgraph.utils.fields import ( _is_optional_type, @@ -103,7 +103,7 @@ def test_is_generator() -> None: @pytest.fixture -def rt_graph() -> CompiledGraph: +def rt_graph() -> CompiledStateGraph: class State(TypedDict): foo: int node_run_id: int @@ -120,7 +120,7 @@ def rt_graph() -> CompiledGraph: return graph.compile() -def test_runnable_callable_tracing_nested(rt_graph: CompiledGraph) -> None: +def test_runnable_callable_tracing_nested(rt_graph: CompiledStateGraph) -> None: with patch("langsmith.client.Client", spec=langsmith.Client) as mock_client: with patch("langchain_core.tracers.langchain.get_client") as mock_get_client: mock_get_client.return_value = mock_client @@ -133,7 +133,9 @@ def test_runnable_callable_tracing_nested(rt_graph: CompiledGraph) -> None: sys.version_info < (3, 11), reason="Python 3.11+ is required for async contextvars support", ) -async def test_runnable_callable_tracing_nested_async(rt_graph: CompiledGraph) -> None: +async def test_runnable_callable_tracing_nested_async( + rt_graph: CompiledStateGraph, +) -> None: with patch("langsmith.client.Client", spec=langsmith.Client) as mock_client: with patch("langchain_core.tracers.langchain.get_client") as mock_get_client: mock_get_client.return_value = mock_client diff --git a/libs/langgraph/uv.lock b/libs/langgraph/uv.lock index 30f62720f..8c4f74723 100644 --- a/libs/langgraph/uv.lock +++ b/libs/langgraph/uv.lock @@ -351,7 +351,7 @@ wheels = [ [[package]] name = "click" -version = "8.2.0" +version = "8.2.1" source = { registry = "https://pypi.org/simple" } resolution-markers = [ "python_full_version >= '3.13' and python_full_version < '4.0'", @@ -363,9 +363,9 @@ 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a/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py b/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py index 6a5e882e7..6ed2b7f2b 100644 --- a/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py +++ b/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py @@ -36,8 +36,8 @@ from typing_extensions import Annotated, TypedDict from langgraph.errors import ErrorCode, create_error_message from langgraph.graph import END, StateGraph -from langgraph.graph.graph import CompiledGraph from langgraph.graph.message import add_messages +from langgraph.graph.state import CompiledStateGraph from langgraph.managed import IsLastStep, RemainingSteps from langgraph.prebuilt.tool_node import ToolNode from langgraph.store.base import BaseStore @@ -257,7 +257,7 @@ def create_react_agent( debug: bool = False, version: Literal["v1", "v2"] = "v2", name: Optional[str] = None, -) -> CompiledGraph: +) -> CompiledStateGraph: """Creates an agent graph that calls tools in a loop until a stopping condition is met. For more details on using `create_react_agent`, visit [Agents](https://langchain-ai.github.io/langgraph/agents/overview/) documentation. diff --git a/libs/prebuilt/langgraph/prebuilt/tool_node.py b/libs/prebuilt/langgraph/prebuilt/tool_node.py index 03bf1c3e9..b2c7cf8d0 100644 --- a/libs/prebuilt/langgraph/prebuilt/tool_node.py +++ b/libs/prebuilt/langgraph/prebuilt/tool_node.py @@ -629,7 +629,7 @@ def tools_condition( Args: state: The state to check for - tool calls. Must have a list of messages (MessageGraph) or have the + tool calls. Must have a list of messages or have the "messages" key (StateGraph). Returns: diff --git a/libs/prebuilt/langgraph/prebuilt/tool_validator.py b/libs/prebuilt/langgraph/prebuilt/tool_validator.py index 0e58c7d6c..7ef75a710 100644 --- a/libs/prebuilt/langgraph/prebuilt/tool_validator.py +++ b/libs/prebuilt/langgraph/prebuilt/tool_validator.py @@ -2,7 +2,7 @@ in a langchain graph. It applies a pydantic schema to tool_calls in the models' outputs, and returns a ToolMessage with the validated content. If the schema is not valid, it returns a ToolMessage with the error message. The ValidationNode can be used in a -StateGraph with a "messages" key or in a MessageGraph. If multiple tool calls are +StateGraph with a "messages" key. If multiple tool calls are requested, they will be run in parallel. """ @@ -49,7 +49,7 @@ def _default_format_error( class ValidationNode(RunnableCallable): """A node that validates all tools requests from the last AIMessage. - It can be used either in StateGraph with a "messages" key or in MessageGraph. + It can be used in StateGraph with a "messages" key. !!! note diff --git a/libs/sdk-js/package.json b/libs/sdk-js/package.json index 795131974..6a14597f1 100644 --- a/libs/sdk-js/package.json +++ b/libs/sdk-js/package.json @@ -1,6 +1,6 @@ { "name": "@langchain/langgraph-sdk", - "version": "0.0.78", + "version": "0.0.82", "description": "Client library for interacting with the LangGraph API", "type": "module", "packageManager": "yarn@1.22.19", diff --git a/libs/sdk-js/src/client.ts b/libs/sdk-js/src/client.ts index 25745b3c6..d48322880 100644 --- a/libs/sdk-js/src/client.ts +++ b/libs/sdk-js/src/client.ts @@ -86,12 +86,18 @@ function getRunMetadataFromResponse( }; } +export type RequestHook = ( + url: URL, + init: RequestInit, +) => Promise