From 35c2e8a679a3cb0128c5849fda6dfbd23a8f5e88 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Sat, 1 Mar 2025 10:13:47 -0800 Subject: [PATCH] Remove kafka --- libs/scheduler-kafka/LICENSE | 21 - libs/scheduler-kafka/Makefile | 48 - libs/scheduler-kafka/README.md | 139 -- .../scheduler-kafka/langgraph-distributed.png | Bin 76422 -> 0 bytes .../langgraph/scheduler/kafka/__init__.py | 0 .../scheduler/kafka/default_async.py | 9 - .../langgraph/scheduler/kafka/default_sync.py | 39 - .../langgraph/scheduler/kafka/executor.py | 473 ------- .../langgraph/scheduler/kafka/orchestrator.py | 408 ------ .../langgraph/scheduler/kafka/py.typed | 0 .../langgraph/scheduler/kafka/retry.py | 98 -- .../langgraph/scheduler/kafka/serde.py | 20 - .../langgraph/scheduler/kafka/types.py | 98 -- libs/scheduler-kafka/poetry.lock | 1256 ----------------- libs/scheduler-kafka/pyproject.toml | 58 - libs/scheduler-kafka/tests/__init__.py | 0 libs/scheduler-kafka/tests/any.py | 63 - libs/scheduler-kafka/tests/compose.yml | 21 - libs/scheduler-kafka/tests/conftest.py | 83 -- libs/scheduler-kafka/tests/drain.py | 168 --- libs/scheduler-kafka/tests/messages.py | 28 - libs/scheduler-kafka/tests/test_fanout.py | 274 ---- .../scheduler-kafka/tests/test_fanout_sync.py | 273 ---- libs/scheduler-kafka/tests/test_push.py | 206 --- libs/scheduler-kafka/tests/test_push_sync.py | 208 --- libs/scheduler-kafka/tests/test_subgraph.py | 765 ---------- .../tests/test_subgraph_sync.py | 763 ---------- 27 files changed, 5519 deletions(-) delete mode 100644 libs/scheduler-kafka/LICENSE delete mode 100644 libs/scheduler-kafka/Makefile delete mode 100644 libs/scheduler-kafka/README.md delete mode 100644 libs/scheduler-kafka/langgraph-distributed.png delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/__init__.py delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/default_async.py delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/default_sync.py delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/executor.py delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/orchestrator.py delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/py.typed delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/retry.py delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/serde.py delete mode 100644 libs/scheduler-kafka/langgraph/scheduler/kafka/types.py delete mode 100644 libs/scheduler-kafka/poetry.lock delete mode 100644 libs/scheduler-kafka/pyproject.toml delete mode 100644 libs/scheduler-kafka/tests/__init__.py delete mode 100644 libs/scheduler-kafka/tests/any.py delete mode 100644 libs/scheduler-kafka/tests/compose.yml delete mode 100644 libs/scheduler-kafka/tests/conftest.py delete mode 100644 libs/scheduler-kafka/tests/drain.py delete mode 100644 libs/scheduler-kafka/tests/messages.py delete mode 100644 libs/scheduler-kafka/tests/test_fanout.py delete mode 100644 libs/scheduler-kafka/tests/test_fanout_sync.py delete mode 100644 libs/scheduler-kafka/tests/test_push.py delete mode 100644 libs/scheduler-kafka/tests/test_push_sync.py delete mode 100644 libs/scheduler-kafka/tests/test_subgraph.py delete mode 100644 libs/scheduler-kafka/tests/test_subgraph_sync.py diff --git a/libs/scheduler-kafka/LICENSE b/libs/scheduler-kafka/LICENSE deleted file mode 100644 index fc0602fee..000000000 --- a/libs/scheduler-kafka/LICENSE +++ /dev/null @@ -1,21 +0,0 @@ -MIT License - -Copyright (c) 2024 LangChain, Inc. - -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: - -The above copyright notice and this permission notice shall be included in all -copies or substantial portions of the Software. - -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. diff --git a/libs/scheduler-kafka/Makefile b/libs/scheduler-kafka/Makefile deleted file mode 100644 index 8d62c9df2..000000000 --- a/libs/scheduler-kafka/Makefile +++ /dev/null @@ -1,48 +0,0 @@ -.PHONY: test test_watch lint format - -###################### -# TESTING AND COVERAGE -###################### - -start-services: - docker compose -f tests/compose.yml up -V --force-recreate --wait --remove-orphans - -stop-services: - docker compose -f tests/compose.yml down - -TEST_PATH ?= . - -test: - make start-services && poetry run pytest $(TEST_PATH); \ - EXIT_CODE=$$?; \ - make stop-services; \ - exit $$EXIT_CODE - -test_watch: - make start-services && poetry run ptw . -- -x $(TEST_PATH); \ - EXIT_CODE=$$?; \ - make stop-services; \ - exit $$EXIT_CODE - -###################### -# LINTING AND FORMATTING -###################### - -# Define a variable for Python and notebook files. -PYTHON_FILES=. -MYPY_CACHE=.mypy_cache -lint format: PYTHON_FILES=. -lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$') -lint_package: PYTHON_FILES=langgraph -lint_tests: PYTHON_FILES=tests -lint_tests: MYPY_CACHE=.mypy_cache_test - -lint lint_diff lint_package lint_tests: - poetry run ruff check . - [ "$(PYTHON_FILES)" = "" ] || poetry run ruff format $(PYTHON_FILES) --diff - [ "$(PYTHON_FILES)" = "" ] || poetry run ruff check --select I $(PYTHON_FILES) - [ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE) || poetry run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE) - -format format_diff: - poetry run ruff format $(PYTHON_FILES) - poetry run ruff check --select I --fix $(PYTHON_FILES) diff --git a/libs/scheduler-kafka/README.md b/libs/scheduler-kafka/README.md deleted file mode 100644 index fd65d7f3c..000000000 --- a/libs/scheduler-kafka/README.md +++ /dev/null @@ -1,139 +0,0 @@ -# LangGraph Scheduler for Kafka - -This library implements a distributed scheduler for LangGraph using Kafka as the message broker. - -## Architecture - -![](./langgraph-distributed.png) - -- Combination of Kafka (at least once) with a LangGraph Checkpointer provides exactly once semantics both for orchestrator and executor messages -- Checkpointer ensures writes for a given task are saved only once, even if the task is re-executed -- Checkpointer is used to record whether each task in each step has been successfully published to Kafka, to ensure tasks aren't lost, or published more than once -- Orchestrator and Executor manage commit of offsets manually to ensure tasks are marked as done only after finished processing -- Orchestrator and Executor pick up from the earliest message not yet consumed when restarted, to ensure no message is lost, and avoid processing messages more than once -- Orchestrator messages are keyed by thread ID and checkpoint NS, to ensure that no two consumers can process updates for same step of same thread concurrently -- Executor messages are not keyed, as they can be processed concurrently -- Orchestrator and Executor execute messages in configurable batches (up to N messages within space of X seconds), and dedupe messages intra-batch where appropriate (this is purely a performance optimization, with no impact on correctness whether applied or not) - -## Basic Usage - -Launch orchestrator and executor processes: - -`orchestrator.py` - -```python -import asyncio -import logging -import os - -from langgraph.scheduler.kafka.orchestrator import AsyncKafkaOrchestrator -from langgraph.scheduler.kafka.types import Topics - -from your_lib import graph # graph expected to be a compiled LangGraph graph - -logger = logging.getLogger(__name__) - -topics = Topics( - orchestrator=os.environ['KAFKA_TOPIC_ORCHESTRATOR'], - executor=os.environ['KAFKA_TOPIC_EXECUTOR'], - error=os.environ['KAFKA_TOPIC_ERROR'], -) - -async def main(): - async with AsyncKafkaOrchestrator(graph, topics) as orch: - async for msgs in orch: - logger.info('Procesed %d messages', len(msgs)) - -if __name__ == '__main__': - logging.basicConfig(level=logging.INFO) - asyncio.run(main()) -``` - -`executor.py` - -```python -import asyncio -import logging -import os - -from langgraph.scheduler.kafka.executor import AsyncKafkaExecutor -from langgraph.scheduler.kafka.types import Topics - -from your_lib import graph # graph expected to be a compiled LangGraph graph - -logger = logging.getLogger(__name__) - -topics = Topics( - orchestrator=os.environ['KAFKA_TOPIC_ORCHESTRATOR'], - executor=os.environ['KAFKA_TOPIC_EXECUTOR'], - error=os.environ['KAFKA_TOPIC_ERROR'], -) - -async def main(): - async with AsyncKafkaExecutor(graph, topics) as orch: - async for msgs in orch: - logger.info('Procesed %d messages', len(msgs)) - -if __name__ == '__main__': - logging.basicConfig(level=logging.INFO) - asyncio.run(main()) -``` - -```bash -export KAFKA_TOPIC_ORCHESTRATOR='orchestrator' -export KAFKA_TOPIC_EXECUTOR='executor' -export KAFKA_TOPIC_ERROR='error' -python orchestrator.py & -python executor.py & -``` - -## Configuration - -We offer sync and async versions of the orchestrator and executor, `KafkaOrchestrator` and `AsyncKafkaOrchestrator`, and `KafkaExecutor` and `AsyncKafkaExecutor` respectively. The async versions are recommended, especially if you want to process tasks in batches. With the async classes we recommend using `uvloop` for better performance. - -You can pass any of the following values as `kwargs` to either `KafkaOrchestrator` or `KafkaExecutor` to configure the consumer: - -- batch_max_n (int): Maximum number of messages to include in a single batch. Default: 10. -- batch_max_ms (int): Maximum time in milliseconds to wait for messages to include in a batch. Default: 1000. -- retry_policy (langgraph.types.RetryPolicy): Controls which graph-level errors will be retried when processing messages. A good use for this is to retry database errors thrown by the checkpointer. Defaults to None. - -### Connection settings - -By default the orchestrator and executor will attempt to connect to a Kafka broker running on `localhost:9092`. You can change connection settings by passing any of the following values as `kwargs` to either `KafkaOrchestrator` or `KafkaExecutor`: - -- bootstrap_servers: 'host[:port]' string (or list of 'host[:port]' - strings) that the consumer should contact to bootstrap initial - cluster metadata. This does not have to be the full node list. - It just needs to have at least one broker that will respond to - Metadata API Request. Default port is 9092. If no servers are - specified, will default to localhost:9092. -- client_id (str): a name for this client. This string is passed in - each request to servers and can be used to identify specific - server-side log entries that correspond to this client. Also - submitted to GroupCoordinator for logging with respect to - consumer group administration. Default: 'aiokafka-{ver}' -- request_timeout_ms (int): Client request timeout in milliseconds. - Default: 40000. -- metadata_max_age_ms (int): The period of time in milliseconds after - which we force a refresh of metadata even if we haven't seen - any partition leadership changes to proactively discover any - new brokers or partitions. Default: 300000 -- retry_backoff_ms (int): Milliseconds to backoff when retrying on - errors. Default: 100. -- api_version (str): specify which kafka API version to use. - AIOKafka supports Kafka API versions >=0.9 only. - If set to 'auto', will attempt to infer the broker version by - probing various APIs. Default: auto -- security_protocol (str): Protocol used to communicate with brokers. - Valid values are: PLAINTEXT, SSL, SASL_PLAINTEXT, SASL_SSL. - Default: PLAINTEXT. -- ssl_context (ssl.SSLContext): pre-configured SSLContext for wrapping - socket connections. For more information see :ref:`ssl_auth`. - Default: None. -- connections_max_idle_ms (int): Close idle connections after the number - of milliseconds specified by this config. Specifying `None` will - disable idle checks. Default: 540000 (9 minutes). - -### Custom consumer/producer - -Both the orchestrator and executor accept a `consumer` and `producer` argument, which should implement the `Consumer` or `Producer` protocols respectively. 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zCloaHOVc=HU?IU3_8OaygK6u(csts7McxLB_#Cv)4Fi@_Jjsl)_f-cwR)Espb!br_!q3iZqOnVPGP>9XN^*6@ThH9DiVie$B*Q3E49qc29Q*fp&zT zfAiB<^zQN-vMrLMSLco`N0|;ZyCK6o@HMMQ#SM+`g=8e|cEX~&r7wh$q%xice4;&I z$Z5$ND2;wOPdyD6PH5FVX@+hkqZ|#5zF`oz?)UAPIOL0X$p^0|FIIAFfWht+cWG(g zFM!iYr;JOW#C(wOYYes7D7-N{r$V<_Iho}78UR`^Fq;pT>=E6(vtmwA-ZpmSi$X+V zL3~S6RNm?71&D9#{3rYR+Cu_Wz}PMqQ&45iaLke#wlb$&#a5@=!TYrn`q0umhGxB) zbCLDb5*gX;A}cD`N4H$Fy_9R)dF8+&E#ukwsg2B$ZsR8w&8%Or=Nh9*Z(K^9tdH(u z!Md*#ir4q;p`F@FTzHEhN`??e^K;uDjanb$*1*>r@0S;&5+faXc+F`2KEw;(b7&Pb z&8qLqpx;A-?BETRg}gq!yw?T_OmI26R^{|B6K9&=E|#yQ?2mHc=^2zQk#(Bxp9|4^ z+fve?I@qVYRuQ^lw6--UYv@3&v}RS9b_D#jb>8i9f*`h@>;hH^OCC=tH3^ffsxR_u zZ~xeAZo?)SZTynCknnwpgrdoi&bG(z(LZp=yJeO;*h!@ynBomGl~`I>Yvd0ca dict[TopicPartition, Sequence[ConsumerRecord]]: - return self.poll(timeout_ms=timeout_ms, max_records=max_records) - - def __enter__(self): - return self - - def __exit__(self, *args): - self.close() - - -class DefaultProducer(KafkaProducer): - def send( - self, - topic: str, - *, - key: Optional[bytes] = None, - value: Optional[bytes] = None, - ) -> concurrent.futures.Future: - fut = concurrent.futures.Future() - kfut = super().send(topic, key=key, value=value) - kfut.add_callback(fut.set_result) - kfut.add_errback(fut.set_exception) - return fut - - def __enter__(self): - return self - - def __exit__(self, *args): - self.close() diff --git a/libs/scheduler-kafka/langgraph/scheduler/kafka/executor.py b/libs/scheduler-kafka/langgraph/scheduler/kafka/executor.py deleted file mode 100644 index fa9a221d0..000000000 --- a/libs/scheduler-kafka/langgraph/scheduler/kafka/executor.py +++ /dev/null @@ -1,473 +0,0 @@ -import asyncio -import concurrent.futures -from collections.abc import Sequence -from contextlib import ( - AbstractAsyncContextManager, - AbstractContextManager, - AsyncExitStack, - ExitStack, -) -from functools import partial -from typing import Any, Optional -from uuid import UUID - -import orjson -from langchain_core.runnables import RunnableConfig -from typing_extensions import Self - -import langgraph.scheduler.kafka.serde as serde -from langgraph.constants import CONFIG_KEY_DELEGATE, ERROR -from langgraph.errors import CheckpointNotLatest, GraphDelegate, TaskNotFound -from langgraph.pregel import Pregel -from langgraph.pregel.algo import prepare_single_task -from langgraph.pregel.executor import ( - AsyncBackgroundExecutor, - BackgroundExecutor, - Submit, -) -from langgraph.pregel.manager import AsyncChannelsManager, ChannelsManager -from langgraph.pregel.runner import PregelRunner -from langgraph.scheduler.kafka.retry import aretry, retry -from langgraph.scheduler.kafka.types import ( - AsyncConsumer, - AsyncProducer, - Consumer, - ErrorMessage, - MessageToExecutor, - MessageToOrchestrator, - Producer, - Sendable, - Topics, -) -from langgraph.types import LoopProtocol, PregelExecutableTask, RetryPolicy -from langgraph.utils.config import patch_configurable, recast_checkpoint_ns - - -class AsyncKafkaExecutor(AbstractAsyncContextManager): - consumer: AsyncConsumer - - producer: AsyncProducer - - def __init__( - self, - graph: Pregel, - topics: Topics, - *, - batch_max_n: int = 10, - batch_max_ms: int = 1000, - retry_policy: Optional[RetryPolicy] = None, - consumer: Optional[AsyncConsumer] = None, - producer: Optional[AsyncProducer] = None, - **kwargs: Any, - ) -> None: - self.graph = graph - self.topics = topics - self.stack = AsyncExitStack() - self.kwargs = kwargs - self.consumer = consumer - self.producer = producer - self.batch_max_n = batch_max_n - self.batch_max_ms = batch_max_ms - self.retry_policy = retry_policy - - async def __aenter__(self) -> Self: - loop = asyncio.get_running_loop() - self.subgraphs = { - k: v async for k, v in self.graph.aget_subgraphs(recurse=True) - } - if self.consumer is None: - from langgraph.scheduler.kafka.default_async import DefaultAsyncConsumer - - self.consumer = await self.stack.enter_async_context( - DefaultAsyncConsumer( - self.topics.executor, - auto_offset_reset="earliest", - group_id="executor", - enable_auto_commit=False, - loop=loop, - **self.kwargs, - ) - ) - if self.producer is None: - from langgraph.scheduler.kafka.default_async import DefaultAsyncProducer - - self.producer = await self.stack.enter_async_context( - DefaultAsyncProducer( - loop=loop, - **self.kwargs, - ) - ) - return self - - async def __aexit__(self, *args: Any) -> None: - return await self.stack.__aexit__(*args) - - def __aiter__(self) -> Self: - return self - - async def __anext__(self) -> Sequence[MessageToExecutor]: - # wait for next batch - recs = await self.consumer.getmany( - timeout_ms=self.batch_max_ms, max_records=self.batch_max_n - ) - msgs: list[MessageToExecutor] = [ - serde.loads(msg.value) for msgs in recs.values() for msg in msgs - ] - # process batch - await asyncio.gather(*(self.each(msg) for msg in msgs)) - # commit offsets - await self.consumer.commit() - # return message - return msgs - - async def each(self, msg: MessageToExecutor) -> None: - try: - await aretry(self.retry_policy, self.attempt, msg) - except CheckpointNotLatest: - pass - except GraphDelegate as exc: - for arg in exc.args: - fut = await self.producer.send( - self.topics.orchestrator, - value=serde.dumps( - MessageToOrchestrator( - config=arg["config"], - input=orjson.Fragment( - self.graph.checkpointer.serde.dumps(arg["input"]) - ), - finally_send=[ - Sendable(topic=self.topics.executor, value=msg) - ], - ) - ), - # use thread_id, checkpoint_ns as partition key - key=serde.dumps( - ( - arg["config"]["configurable"]["thread_id"], - arg["config"]["configurable"].get("checkpoint_ns"), - ) - ), - ) - await fut - except Exception as exc: - fut = await self.producer.send( - self.topics.error, - value=serde.dumps( - ErrorMessage( - topic=self.topics.executor, - msg=msg, - error=repr(exc), - ) - ), - ) - await fut - - async def attempt(self, msg: MessageToExecutor) -> None: - # find graph - if checkpoint_ns := msg["config"]["configurable"].get("checkpoint_ns"): - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - if recast in self.subgraphs: - graph = self.subgraphs[recast] - else: - raise ValueError(f"Subgraph {recast} not found") - else: - graph = self.graph - # process message - saved = await self.graph.checkpointer.aget_tuple( - patch_configurable(msg["config"], {"checkpoint_id": None}) - ) - if saved is None: - raise RuntimeError("Checkpoint not found") - if saved.checkpoint["id"] != msg["config"]["configurable"]["checkpoint_id"]: - raise CheckpointNotLatest() - async with ( - AsyncChannelsManager( - graph.channels, - saved.checkpoint, - LoopProtocol( - config=msg["config"], - store=self.graph.store, - step=saved.metadata["step"] + 1, - stop=saved.metadata["step"] + 2, - ), - ) as (channels, managed), - AsyncBackgroundExecutor(msg["config"]) as submit, - ): - if task := await asyncio.to_thread( - prepare_single_task, - msg["task"]["path"], - msg["task"]["id"], - checkpoint=saved.checkpoint, - pending_writes=saved.pending_writes or [], - processes=graph.nodes, - channels=channels, - managed=managed, - config=patch_configurable(msg["config"], {CONFIG_KEY_DELEGATE: True}), - step=saved.metadata["step"] + 1, - for_execution=True, - checkpointer=self.graph.checkpointer, - store=self.graph.store, - ): - # execute task, saving writes - runner = PregelRunner( - submit=submit, - put_writes=partial(self._put_writes, submit, msg["config"]), - schedule_task=self._schedule_task, - ) - async for _ in runner.atick([task], reraise=False): - pass - else: - # task was not found - await self.graph.checkpointer.aput_writes( - msg["config"], [(ERROR, TaskNotFound())], str(UUID(int=0)) - ) - # notify orchestrator - fut = await self.producer.send( - self.topics.orchestrator, - value=serde.dumps( - MessageToOrchestrator( - input=None, - config=msg["config"], - finally_send=msg.get("finally_send"), - ) - ), - # use thread_id, checkpoint_ns as partition key - key=serde.dumps( - ( - msg["config"]["configurable"]["thread_id"], - msg["config"]["configurable"].get("checkpoint_ns"), - ) - ), - ) - await fut - - def _schedule_task( - self, - task: PregelExecutableTask, - idx: int, - ) -> None: - # will be scheduled by orchestrator when executor finishes - pass - - def _put_writes( - self, - submit: Submit, - config: RunnableConfig, - task_id: str, - writes: list[tuple[str, Any]], - ) -> None: - return submit(self.graph.checkpointer.aput_writes, config, writes, task_id) - - -class KafkaExecutor(AbstractContextManager): - consumer: Consumer - - producer: Producer - - def __init__( - self, - graph: Pregel, - topics: Topics, - *, - batch_max_n: int = 10, - batch_max_ms: int = 1000, - retry_policy: Optional[RetryPolicy] = None, - consumer: Optional[Consumer] = None, - producer: Optional[Producer] = None, - **kwargs: Any, - ) -> None: - self.graph = graph - self.topics = topics - self.stack = ExitStack() - self.kwargs = kwargs - self.consumer = consumer - self.producer = producer - self.batch_max_n = batch_max_n - self.batch_max_ms = batch_max_ms - self.retry_policy = retry_policy - - def __enter__(self) -> Self: - self.subgraphs = dict(self.graph.get_subgraphs(recurse=True)) - self.submit = self.stack.enter_context(BackgroundExecutor({})) - if self.consumer is None: - from langgraph.scheduler.kafka.default_sync import DefaultConsumer - - self.consumer = self.stack.enter_context( - DefaultConsumer( - self.topics.executor, - auto_offset_reset="earliest", - group_id="executor", - enable_auto_commit=False, - **self.kwargs, - ) - ) - if self.producer is None: - from langgraph.scheduler.kafka.default_sync import DefaultProducer - - self.producer = self.stack.enter_context( - DefaultProducer( - **self.kwargs, - ) - ) - return self - - def __exit__(self, *args: Any) -> None: - return self.stack.__exit__(*args) - - def __iter__(self) -> Self: - return self - - def __next__(self) -> Sequence[MessageToExecutor]: - # wait for next batch - recs = self.consumer.getmany( - timeout_ms=self.batch_max_ms, max_records=self.batch_max_n - ) - msgs: list[MessageToExecutor] = [ - serde.loads(msg.value) for msgs in recs.values() for msg in msgs - ] - # process batch - concurrent.futures.wait(self.submit(self.each, msg) for msg in msgs) - # commit offsets - self.consumer.commit() - # return message - return msgs - - def each(self, msg: MessageToExecutor) -> None: - try: - retry(self.retry_policy, self.attempt, msg) - except CheckpointNotLatest: - pass - except GraphDelegate as exc: - for arg in exc.args: - fut = self.producer.send( - self.topics.orchestrator, - value=serde.dumps( - MessageToOrchestrator( - config=arg["config"], - input=orjson.Fragment( - self.graph.checkpointer.serde.dumps(arg["input"]) - ), - finally_send=[ - Sendable(topic=self.topics.executor, value=msg) - ], - ) - ), - # use thread_id, checkpoint_ns as partition key - key=serde.dumps( - ( - arg["config"]["configurable"]["thread_id"], - arg["config"]["configurable"].get("checkpoint_ns"), - ) - ), - ) - fut.result() - except Exception as exc: - fut = self.producer.send( - self.topics.error, - value=serde.dumps( - ErrorMessage( - topic=self.topics.executor, - msg=msg, - error=repr(exc), - ) - ), - ) - fut.result() - - def attempt(self, msg: MessageToExecutor) -> None: - # find graph - if checkpoint_ns := msg["config"]["configurable"].get("checkpoint_ns"): - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - if recast in self.subgraphs: - graph = self.subgraphs[recast] - else: - raise ValueError(f"Subgraph {recast} not found") - else: - graph = self.graph - # process message - saved = self.graph.checkpointer.get_tuple( - patch_configurable(msg["config"], {"checkpoint_id": None}) - ) - if saved is None: - raise RuntimeError("Checkpoint not found") - if saved.checkpoint["id"] != msg["config"]["configurable"]["checkpoint_id"]: - raise CheckpointNotLatest() - with ( - ChannelsManager( - graph.channels, - saved.checkpoint, - LoopProtocol( - config=msg["config"], - store=self.graph.store, - step=saved.metadata["step"] + 1, - stop=saved.metadata["step"] + 2, - ), - ) as (channels, managed), - BackgroundExecutor({}) as submit, - ): - if task := prepare_single_task( - msg["task"]["path"], - msg["task"]["id"], - checkpoint=saved.checkpoint, - pending_writes=saved.pending_writes or [], - processes=graph.nodes, - channels=channels, - managed=managed, - config=patch_configurable(msg["config"], {CONFIG_KEY_DELEGATE: True}), - step=saved.metadata["step"] + 1, - for_execution=True, - checkpointer=self.graph.checkpointer, - ): - # execute task, saving writes - runner = PregelRunner( - submit=submit, - put_writes=partial(self._put_writes, submit, msg["config"]), - schedule_task=self._schedule_task, - ) - for _ in runner.tick([task], reraise=False): - pass - else: - # task was not found - self.graph.checkpointer.put_writes( - msg["config"], [(ERROR, TaskNotFound())], str(UUID(int=0)) - ) - # notify orchestrator - fut = self.producer.send( - self.topics.orchestrator, - value=serde.dumps( - MessageToOrchestrator( - input=None, - config=msg["config"], - finally_send=msg.get("finally_send"), - ) - ), - # use thread_id, checkpoint_ns as partition key - key=serde.dumps( - ( - msg["config"]["configurable"]["thread_id"], - msg["config"]["configurable"].get("checkpoint_ns"), - ) - ), - ) - fut.result() - - def _schedule_task( - self, - task: PregelExecutableTask, - idx: int, - ) -> None: - # will be scheduled by orchestrator when executor finishes - pass - - def _put_writes( - self, - submit: Submit, - config: RunnableConfig, - task_id: str, - writes: list[tuple[str, Any]], - ) -> None: - return submit(self.graph.checkpointer.put_writes, config, writes, task_id) diff --git a/libs/scheduler-kafka/langgraph/scheduler/kafka/orchestrator.py b/libs/scheduler-kafka/langgraph/scheduler/kafka/orchestrator.py deleted file mode 100644 index 3e4499266..000000000 --- a/libs/scheduler-kafka/langgraph/scheduler/kafka/orchestrator.py +++ /dev/null @@ -1,408 +0,0 @@ -import asyncio -import concurrent.futures -from contextlib import ( - AbstractAsyncContextManager, - AbstractContextManager, - AsyncExitStack, - ExitStack, -) -from typing import Any, Optional - -from langchain_core.runnables import ensure_config -from typing_extensions import Self - -import langgraph.scheduler.kafka.serde as serde -from langgraph.constants import ( - CONFIG_KEY_DEDUPE_TASKS, - CONFIG_KEY_ENSURE_LATEST, - INTERRUPT, - SCHEDULED, -) -from langgraph.errors import CheckpointNotLatest, GraphInterrupt -from langgraph.pregel import Pregel -from langgraph.pregel.executor import BackgroundExecutor, Submit -from langgraph.pregel.loop import AsyncPregelLoop, SyncPregelLoop -from langgraph.scheduler.kafka.retry import aretry, retry -from langgraph.scheduler.kafka.types import ( - AsyncConsumer, - AsyncProducer, - Consumer, - ErrorMessage, - ExecutorTask, - MessageToExecutor, - MessageToOrchestrator, - Producer, - Topics, -) -from langgraph.types import RetryPolicy -from langgraph.utils.config import patch_configurable, recast_checkpoint_ns - - -class AsyncKafkaOrchestrator(AbstractAsyncContextManager): - consumer: AsyncConsumer - - producer: AsyncProducer - - def __init__( - self, - graph: Pregel, - topics: Topics, - batch_max_n: int = 10, - batch_max_ms: int = 1000, - retry_policy: Optional[RetryPolicy] = None, - consumer: Optional[AsyncConsumer] = None, - producer: Optional[AsyncProducer] = None, - **kwargs: Any, - ) -> None: - self.graph = graph - self.topics = topics - self.stack = AsyncExitStack() - self.kwargs = kwargs - self.consumer = consumer - self.producer = producer - self.batch_max_n = batch_max_n - self.batch_max_ms = batch_max_ms - self.retry_policy = retry_policy - - async def __aenter__(self) -> Self: - loop = asyncio.get_running_loop() - self.subgraphs = { - k: v async for k, v in self.graph.aget_subgraphs(recurse=True) - } - if self.consumer is None: - from langgraph.scheduler.kafka.default_async import DefaultAsyncConsumer - - self.consumer = await self.stack.enter_async_context( - DefaultAsyncConsumer( - self.topics.orchestrator, - auto_offset_reset="earliest", - group_id="orchestrator", - enable_auto_commit=False, - loop=loop, - **self.kwargs, - ) - ) - if self.producer is None: - from langgraph.scheduler.kafka.default_async import DefaultAsyncProducer - - self.producer = await self.stack.enter_async_context( - DefaultAsyncProducer( - loop=loop, - **self.kwargs, - ) - ) - return self - - async def __aexit__(self, *args: Any) -> None: - return await self.stack.__aexit__(*args) - - def __aiter__(self) -> Self: - return self - - async def __anext__(self) -> list[MessageToOrchestrator]: - # wait for next batch - recs = await self.consumer.getmany( - timeout_ms=self.batch_max_ms, max_records=self.batch_max_n - ) - # dedupe messages, eg. if multiple nodes finish around same time - uniq = set(msg.value for msgs in recs.values() for msg in msgs) - msgs: list[MessageToOrchestrator] = [serde.loads(msg) for msg in uniq] - # process batch - await asyncio.gather(*(self.each(msg) for msg in msgs)) - # commit offsets - await self.consumer.commit() - # return message - return msgs - - async def each(self, msg: MessageToOrchestrator) -> None: - try: - await aretry(self.retry_policy, self.attempt, msg) - except CheckpointNotLatest: - pass - except GraphInterrupt: - pass - except Exception as exc: - fut = await self.producer.send( - self.topics.error, - value=serde.dumps( - ErrorMessage( - topic=self.topics.orchestrator, - msg=msg, - error=repr(exc), - ) - ), - ) - await fut - - async def attempt(self, msg: MessageToOrchestrator) -> None: - # find graph - if checkpoint_ns := msg["config"]["configurable"].get("checkpoint_ns"): - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - if recast in self.subgraphs: - graph = self.subgraphs[recast] - else: - raise ValueError(f"Subgraph {recast} not found") - else: - graph = self.graph - # process message - async with AsyncPregelLoop( - msg["input"], - config=ensure_config(msg["config"]), - stream=None, - store=self.graph.store, - checkpointer=self.graph.checkpointer, - nodes=graph.nodes, - specs=graph.channels, - output_keys=graph.output_channels, - stream_keys=graph.stream_channels, - interrupt_after=graph.interrupt_after_nodes, - interrupt_before=graph.interrupt_before_nodes, - ) as loop: - if loop.tick(input_keys=graph.input_channels): - # wait for checkpoint to be saved - if hasattr(loop, "_put_checkpoint_fut"): - await loop._put_checkpoint_fut - # schedule any new tasks - if new_tasks := [ - t for t in loop.tasks.values() if not t.scheduled and not t.writes - ]: - config = patch_configurable( - loop.config, - { - **loop.checkpoint_config["configurable"], - CONFIG_KEY_DEDUPE_TASKS: True, - CONFIG_KEY_ENSURE_LATEST: True, - }, - ) - # send messages to executor - futures = await asyncio.gather( - *( - self.producer.send( - self.topics.executor, - value=serde.dumps( - MessageToExecutor( - config=config, - task=ExecutorTask(id=task.id, path=task.path), - finally_send=msg.get("finally_send"), - ) - ), - ) - for task in new_tasks - ) - ) - # wait for messages to be sent - await asyncio.gather(*futures) - # mark as scheduled - for task in new_tasks: - loop.put_writes( - task.id, - [ - ( - SCHEDULED, - max( - loop.checkpoint["versions_seen"] - .get(INTERRUPT, {}) - .values(), - default=None, - ), - ) - ], - ) - elif loop.status == "done" and msg.get("finally_send"): - # send any finally_send messages - futs = await asyncio.gather( - *( - self.producer.send( - m["topic"], - value=serde.dumps(m["value"]) if m.get("value") else None, - key=serde.dumps(m["key"]) if m.get("key") else None, - ) - for m in msg["finally_send"] - ) - ) - # wait for messages to be sent - await asyncio.gather(*futs) - - -class KafkaOrchestrator(AbstractContextManager): - consumer: Consumer - - producer: Producer - - submit: Submit - - def __init__( - self, - graph: Pregel, - topics: Topics, - batch_max_n: int = 10, - batch_max_ms: int = 1000, - retry_policy: Optional[RetryPolicy] = None, - consumer: Optional[Consumer] = None, - producer: Optional[Producer] = None, - **kwargs: Any, - ) -> None: - self.graph = graph - self.topics = topics - self.stack = ExitStack() - self.kwargs = kwargs - self.consumer = consumer - self.producer = producer - self.batch_max_n = batch_max_n - self.batch_max_ms = batch_max_ms - self.retry_policy = retry_policy - - def __enter__(self) -> Self: - self.subgraphs = dict(self.graph.get_subgraphs(recurse=True)) - self.submit = self.stack.enter_context(BackgroundExecutor({})) - if self.consumer is None: - from langgraph.scheduler.kafka.default_sync import DefaultConsumer - - self.consumer = self.stack.enter_context( - DefaultConsumer( - self.topics.orchestrator, - auto_offset_reset="earliest", - group_id="orchestrator", - enable_auto_commit=False, - **self.kwargs, - ) - ) - if self.producer is None: - from langgraph.scheduler.kafka.default_sync import DefaultProducer - - self.producer = self.stack.enter_context( - DefaultProducer( - **self.kwargs, - ) - ) - return self - - def __exit__(self, *args: Any) -> None: - return self.stack.__exit__(*args) - - def __iter__(self) -> Self: - return self - - def __next__(self) -> list[MessageToOrchestrator]: - # wait for next batch - recs = self.consumer.getmany( - timeout_ms=self.batch_max_ms, max_records=self.batch_max_n - ) - # dedupe messages, eg. if multiple nodes finish around same time - uniq = set(msg.value for msgs in recs.values() for msg in msgs) - msgs: list[MessageToOrchestrator] = [serde.loads(msg) for msg in uniq] - # process batch - concurrent.futures.wait(self.submit(self.each, msg) for msg in msgs) - # commit offsets - self.consumer.commit() - # return message - return msgs - - def each(self, msg: MessageToOrchestrator) -> None: - try: - retry(self.retry_policy, self.attempt, msg) - except CheckpointNotLatest: - pass - except GraphInterrupt: - pass - except Exception as exc: - fut = self.producer.send( - self.topics.error, - value=serde.dumps( - ErrorMessage( - topic=self.topics.orchestrator, - msg=msg, - error=repr(exc), - ) - ), - ) - fut.result() - - def attempt(self, msg: MessageToOrchestrator) -> None: - # find graph - if checkpoint_ns := msg["config"]["configurable"].get("checkpoint_ns"): - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - if recast in self.subgraphs: - graph = self.subgraphs[recast] - else: - raise ValueError(f"Subgraph {recast} not found") - else: - graph = self.graph - # process message - with SyncPregelLoop( - msg["input"], - config=ensure_config(msg["config"]), - stream=None, - store=self.graph.store, - checkpointer=self.graph.checkpointer, - nodes=graph.nodes, - specs=graph.channels, - output_keys=graph.output_channels, - stream_keys=graph.stream_channels, - interrupt_after=graph.interrupt_after_nodes, - interrupt_before=graph.interrupt_before_nodes, - ) as loop: - if loop.tick(input_keys=graph.input_channels): - # wait for checkpoint to be saved - if hasattr(loop, "_put_checkpoint_fut"): - loop._put_checkpoint_fut.result() - # schedule any new tasks - if new_tasks := [ - t for t in loop.tasks.values() if not t.scheduled and not t.writes - ]: - config = patch_configurable( - loop.config, - { - **loop.checkpoint_config["configurable"], - CONFIG_KEY_DEDUPE_TASKS: True, - CONFIG_KEY_ENSURE_LATEST: True, - }, - ) - # send messages to executor - futures = [ - self.producer.send( - self.topics.executor, - value=serde.dumps( - MessageToExecutor( - config=config, - task=ExecutorTask(id=task.id, path=task.path), - finally_send=msg.get("finally_send"), - ) - ), - ) - for task in new_tasks - ] - # wait for messages to be sent - concurrent.futures.wait(futures) - # mark as scheduled - for task in new_tasks: - loop.put_writes( - task.id, - [ - ( - SCHEDULED, - max( - loop.checkpoint["versions_seen"] - .get(INTERRUPT, {}) - .values(), - default=None, - ), - ) - ], - ) - elif loop.status == "done" and msg.get("finally_send"): - # schedule any finally_send msgs - futs = [ - self.producer.send( - m["topic"], - value=serde.dumps(m["value"]) if m.get("value") else None, - key=serde.dumps(m["key"]) if m.get("key") else None, - ) - for m in msg["finally_send"] - ] - # wait for messages to be sent - concurrent.futures.wait(futs) diff --git a/libs/scheduler-kafka/langgraph/scheduler/kafka/py.typed b/libs/scheduler-kafka/langgraph/scheduler/kafka/py.typed deleted file mode 100644 index e69de29bb..000000000 diff --git a/libs/scheduler-kafka/langgraph/scheduler/kafka/retry.py b/libs/scheduler-kafka/langgraph/scheduler/kafka/retry.py deleted file mode 100644 index 74dbe3e27..000000000 --- a/libs/scheduler-kafka/langgraph/scheduler/kafka/retry.py +++ /dev/null @@ -1,98 +0,0 @@ -import asyncio -import logging -import random -import time -from typing import Awaitable, Callable, Optional - -from typing_extensions import ParamSpec - -from langgraph.types import RetryPolicy - -logger = logging.getLogger(__name__) -P = ParamSpec("P") - - -def retry( - retry_policy: Optional[RetryPolicy], - func: Callable[P, None], - *args: P.args, - **kwargs: P.kwargs, -) -> None: - """Run a task asynchronously with retries.""" - interval = retry_policy.initial_interval if retry_policy else 0 - attempts = 0 - while True: - try: - func(*args, **kwargs) - # if successful, end - break - except Exception as exc: - if retry_policy is None: - raise - # increment attempts - attempts += 1 - # check if we should retry - if callable(retry_policy.retry_on): - if not retry_policy.retry_on(exc): - raise - elif not isinstance(exc, retry_policy.retry_on): - raise - # check if we should give up - if attempts >= retry_policy.max_attempts: - raise - # sleep before retrying - interval = min( - retry_policy.max_interval, - interval * retry_policy.backoff_factor, - ) - time.sleep( - interval + random.uniform(0, 1) if retry_policy.jitter else interval - ) - # log the retry - logger.info( - f"Retrying function {func} with {args} after {interval:.2f} seconds (attempt {attempts}) after {exc.__class__.__name__} {exc}", - exc_info=exc, - ) - - -async def aretry( - retry_policy: Optional[RetryPolicy], - func: Callable[P, Awaitable[None]], - *args: P.args, - **kwargs: P.kwargs, -) -> None: - """Run a task asynchronously with retries.""" - interval = retry_policy.initial_interval if retry_policy else 0 - attempts = 0 - while True: - try: - await func(*args, **kwargs) - # if successful, end - break - except Exception as exc: - if retry_policy is None: - raise - # increment attempts - attempts += 1 - # check if we should retry - if callable(retry_policy.retry_on): - if not retry_policy.retry_on(exc): - raise - elif not isinstance(exc, retry_policy.retry_on): - raise - # check if we should give up - if attempts >= retry_policy.max_attempts: - raise - # sleep before retrying - interval = min( - retry_policy.max_interval, - interval * retry_policy.backoff_factor, - ) - await asyncio.sleep( - interval + random.uniform(0, 1) if retry_policy.jitter else interval - ) - # log the retry - logger.info( - f"Retrying function {func} with {args} after {interval:.2f} seconds (attempt {attempts}) after {exc.__class__.__name__} {exc}", - exc_info=exc, - ) diff --git a/libs/scheduler-kafka/langgraph/scheduler/kafka/serde.py b/libs/scheduler-kafka/langgraph/scheduler/kafka/serde.py deleted file mode 100644 index 9868f5ae8..000000000 --- a/libs/scheduler-kafka/langgraph/scheduler/kafka/serde.py +++ /dev/null @@ -1,20 +0,0 @@ -from typing import Any - -import orjson - -from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer - -SERIALIZER = JsonPlusSerializer() - - -def loads(v: bytes) -> Any: - return SERIALIZER.loads(v) - - -def dumps(v: Any) -> bytes: - return orjson.dumps(v, default=_default) - - -def _default(v: Any) -> Any: - # things we don't know how to serialize (eg. functions) ignore - return None diff --git a/libs/scheduler-kafka/langgraph/scheduler/kafka/types.py b/libs/scheduler-kafka/langgraph/scheduler/kafka/types.py deleted file mode 100644 index 8a109631b..000000000 --- a/libs/scheduler-kafka/langgraph/scheduler/kafka/types.py +++ /dev/null @@ -1,98 +0,0 @@ -import asyncio -import concurrent.futures -from typing import Any, NamedTuple, Optional, Protocol, Sequence, TypedDict, Union - -from langchain_core.runnables import RunnableConfig - - -class Topics(NamedTuple): - orchestrator: str - executor: str - error: str - - -class Sendable(TypedDict): - topic: str - value: Optional[Any] - key: Optional[Any] - - -class MessageToOrchestrator(TypedDict): - input: Optional[dict[str, Any]] - config: RunnableConfig - finally_send: Optional[Sequence[Sendable]] - - -class ExecutorTask(TypedDict): - id: Optional[str] - path: tuple[Union[str, int], ...] - - -class MessageToExecutor(TypedDict): - config: RunnableConfig - task: ExecutorTask - finally_send: Optional[Sequence[Sendable]] - - -class ErrorMessage(TypedDict): - topic: str - error: str - msg: Union[MessageToExecutor, MessageToOrchestrator] - - -class TopicPartition(Protocol): - topic: str - partition: int - - -class ConsumerRecord(Protocol): - topic: str - "The topic this record is received from" - partition: int - "The partition from which this record is received" - offset: int - "The position of this record in the corresponding Kafka partition." - timestamp: int - "The timestamp of this record" - timestamp_type: int - "The timestamp type of this record" - key: Optional[bytes] - "The key (or `None` if no key is specified)" - value: Optional[bytes] - "The value" - - -class Consumer(Protocol): 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-[tool.pytest.ini_options] -# --strict-markers will raise errors on unknown marks. -# https://docs.pytest.org/en/7.1.x/how-to/mark.html#raising-errors-on-unknown-marks -# -# https://docs.pytest.org/en/7.1.x/reference/reference.html -# --strict-config any warnings encountered while parsing the `pytest` -# section of the configuration file raise errors. -addopts = "--strict-markers --strict-config --durations=5 -vv" - - -[build-system] -requires = ["poetry-core"] -build-backend = "poetry.core.masonry.api" - -[tool.ruff] -lint.select = [ - "E", # pycodestyle - "F", # Pyflakes - "UP", # pyupgrade - "B", # flake8-bugbear - "I", # isort -] -lint.ignore = ["E501", "B008", "UP007", "UP006"] - -[tool.pytest-watcher] -now = true -delay = 0.1 -runner_args = ["--ff", "-v", "--tb", "short", "-s"] -patterns = ["*.py"] diff --git a/libs/scheduler-kafka/tests/__init__.py b/libs/scheduler-kafka/tests/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/libs/scheduler-kafka/tests/any.py b/libs/scheduler-kafka/tests/any.py deleted file mode 100644 index 0336d8506..000000000 --- a/libs/scheduler-kafka/tests/any.py +++ /dev/null @@ -1,63 +0,0 @@ -import re -from typing import Union - - -class AnyStr(str): - def __init__(self, prefix: Union[str, re.Pattern] = "") -> None: - super().__init__() - self.prefix = prefix - - def __eq__(self, other: object) -> bool: - return isinstance(other, str) and ( - other.startswith(self.prefix) - if isinstance(self.prefix, str) - else self.prefix.match(other) - ) - - def __hash__(self) -> int: - return hash((str(self), self.prefix)) - - -class AnyDict(dict): - def __init__(self, *args, **kwargs) -> None: - super().__init__(*args, **kwargs) - - def __eq__(self, other: object) -> bool: - if not self and isinstance(other, dict): - return True - if not isinstance(other, dict) or len(self) != len(other): - return False - for k, v in self.items(): - if kk := next((kk for kk in other if kk == k), None): - if v == other[kk]: - continue - else: - return False - else: - return True - - -class AnyList(list): - def __init__(self, *args, **kwargs) -> None: - super().__init__(*args, **kwargs) - - def __eq__(self, other: object) -> bool: - if not self and isinstance(other, list): - return True - if not isinstance(other, list) or len(self) != len(other): - return False - for i, v in enumerate(self): - if v == other[i]: - continue - else: - return False - else: - return True - - -class AnyInt(int): - def __init__(self) -> None: - super().__init__() - - def __eq__(self, other: object) -> bool: - return isinstance(other, int) diff --git a/libs/scheduler-kafka/tests/compose.yml b/libs/scheduler-kafka/tests/compose.yml deleted file mode 100644 index 675769a0d..000000000 --- a/libs/scheduler-kafka/tests/compose.yml +++ /dev/null @@ -1,21 +0,0 @@ -name: scheduler-kafka-tests -services: - broker: - image: apache/kafka:latest - ports: - - "9092:9092" - postgres: - image: postgres:16 - ports: - - "5443:5432" - environment: - POSTGRES_DB: postgres - POSTGRES_USER: postgres - POSTGRES_PASSWORD: postgres - healthcheck: - test: pg_isready -U postgres - start_period: 10s - timeout: 1s - retries: 5 - interval: 60s - start_interval: 1s diff --git a/libs/scheduler-kafka/tests/conftest.py b/libs/scheduler-kafka/tests/conftest.py deleted file mode 100644 index 331855d46..000000000 --- a/libs/scheduler-kafka/tests/conftest.py +++ /dev/null @@ -1,83 +0,0 @@ -from typing import AsyncIterator, Iterator -from uuid import uuid4 - -import kafka.admin -import pytest -from psycopg import AsyncConnection, Connection -from psycopg_pool import AsyncConnectionPool, ConnectionPool - -from langgraph.checkpoint.postgres import PostgresSaver -from langgraph.checkpoint.postgres.aio import AsyncPostgresSaver -from langgraph.scheduler.kafka.types import Topics - -DEFAULT_POSTGRES_URI = "postgres://postgres:postgres@localhost:5443/" - - -@pytest.fixture -def anyio_backend(): - return "asyncio" - - -@pytest.fixture -def topics() -> Iterator[Topics]: - o = f"test_o_{uuid4().hex[:16]}" - e = f"test_e_{uuid4().hex[:16]}" - z = f"test_z_{uuid4().hex[:16]}" - admin = kafka.admin.KafkaAdminClient() - # create topics - admin.create_topics( - [ - kafka.admin.NewTopic(name=o, num_partitions=1, replication_factor=1), - kafka.admin.NewTopic(name=e, num_partitions=1, replication_factor=1), - kafka.admin.NewTopic(name=z, num_partitions=1, replication_factor=1), - ] - ) - # yield topics - yield Topics(orchestrator=o, executor=e, error=z) - # delete topics - admin.delete_topics([o, e, z]) - admin.close() - - -@pytest.fixture -async def acheckpointer() -> AsyncIterator[AsyncPostgresSaver]: - database = f"test_{uuid4().hex[:16]}" - # create unique db - async with await AsyncConnection.connect( - DEFAULT_POSTGRES_URI, autocommit=True - ) as conn: - await conn.execute(f"CREATE DATABASE {database}") - try: - # yield checkpointer - async with AsyncConnectionPool( - DEFAULT_POSTGRES_URI + database, max_size=10, kwargs={"autocommit": True} - ) as pool: - checkpointer = AsyncPostgresSaver(pool) - await checkpointer.setup() - yield checkpointer - finally: - # drop unique db - async with await AsyncConnection.connect( - DEFAULT_POSTGRES_URI, autocommit=True - ) as conn: - await conn.execute(f"DROP DATABASE {database}") - - -@pytest.fixture -def checkpointer() -> Iterator[PostgresSaver]: - database = f"test_{uuid4().hex[:16]}" - # create unique db - with Connection.connect(DEFAULT_POSTGRES_URI, autocommit=True) as conn: - conn.execute(f"CREATE DATABASE {database}") - try: - # yield checkpointer - with ConnectionPool( - DEFAULT_POSTGRES_URI + database, max_size=10, kwargs={"autocommit": True} - ) as pool: - checkpointer = PostgresSaver(pool) - checkpointer.setup() - yield checkpointer - finally: - # drop unique db - with Connection.connect(DEFAULT_POSTGRES_URI, autocommit=True) as conn: - conn.execute(f"DROP DATABASE {database}") diff --git a/libs/scheduler-kafka/tests/drain.py b/libs/scheduler-kafka/tests/drain.py deleted file mode 100644 index 84a3463c2..000000000 --- a/libs/scheduler-kafka/tests/drain.py +++ /dev/null @@ -1,168 +0,0 @@ -import asyncio -import threading -import time -from concurrent.futures import ThreadPoolExecutor -from typing import Optional, TypeVar - -import anyio -from aiokafka import AIOKafkaConsumer -from typing_extensions import ParamSpec - -from langgraph.pregel import Pregel -from langgraph.scheduler.kafka.default_sync import DefaultConsumer -from langgraph.scheduler.kafka.executor import AsyncKafkaExecutor, KafkaExecutor -from langgraph.scheduler.kafka.orchestrator import ( - AsyncKafkaOrchestrator, - KafkaOrchestrator, -) -from langgraph.scheduler.kafka.types import MessageToOrchestrator, Topics - -C = ParamSpec("C") -R = TypeVar("R") - - -async def drain_topics_async( - topics: Topics, graph: Pregel, *, debug: bool = False -) -> tuple[list[MessageToOrchestrator], list[MessageToOrchestrator]]: - scope: Optional[anyio.CancelScope] = None - orch_msgs = [] - exec_msgs = [] - errors = [] - - def done() -> bool: - return ( - len(orch_msgs) > 0 - and any(orch_msgs) - and len(exec_msgs) > 0 - and any(exec_msgs) - and not orch_msgs[-1] - and not exec_msgs[-1] - ) - - async def orchestrator() -> None: - async with AsyncKafkaOrchestrator(graph, topics) as orch: - async for msgs in orch: - orch_msgs.append(msgs) - if debug: - print("\n---\norch", len(msgs), msgs) - if done(): - scope.cancel() - - async def executor() -> None: - async with AsyncKafkaExecutor(graph, topics) as exec: - async for msgs in exec: - exec_msgs.append(msgs) - if debug: - print("\n---\nexec", len(msgs), msgs) - if done(): - scope.cancel() - - async def error_consumer() -> None: - async with AIOKafkaConsumer(topics.error) as consumer: - async for msg in consumer: - errors.append(msg) - if scope: - scope.cancel() - - # start error consumer - error_task = asyncio.create_task(error_consumer(), name="error_consumer") - - # run the orchestrator and executor until break_when - async with anyio.create_task_group() as tg: - tg.cancel_scope.deadline = anyio.current_time() + 20 - scope = tg.cancel_scope - tg.start_soon(orchestrator, name="orchestrator") - tg.start_soon(executor, name="executor") - - # cancel error consumer - error_task.cancel() - - try: - await error_task - except asyncio.CancelledError: - pass - - # check no errors - assert not errors, errors - - return [m for mm in orch_msgs for m in mm], [m for mm in exec_msgs for m in mm] - - -def drain_topics( - topics: Topics, graph: Pregel, *, debug: bool = False -) -> tuple[list[MessageToOrchestrator], list[MessageToOrchestrator]]: - orch_msgs = [] - exec_msgs = [] - errors = [] - event = threading.Event() - - def done() -> bool: - return ( - len(orch_msgs) > 0 - and any(orch_msgs) - and len(exec_msgs) > 0 - and any(exec_msgs) - and not orch_msgs[-1] - and not exec_msgs[-1] - ) - - def orchestrator() -> None: - try: - with KafkaOrchestrator(graph, topics) as orch: - for msgs in orch: - orch_msgs.append(msgs) - if debug: - print("\n---\norch", len(msgs), msgs) - if done(): - event.set() - if event.is_set(): - break - except Exception as e: - errors.append(e) - event.set() - - def executor() -> None: - try: - with KafkaExecutor(graph, topics) as exec: - for msgs in exec: - exec_msgs.append(msgs) - if debug: - print("\n---\nexec", len(msgs), msgs) - if done(): - event.set() - if event.is_set(): - break - except Exception as e: - errors.append(e) - event.set() - - def error_consumer() -> None: - try: - with DefaultConsumer(topics.error) as consumer: - while not event.is_set(): - if msg := consumer.poll(timeout_ms=100): - errors.append(msg) - event.set() - except Exception as e: - errors.append(e) - event.set() - - with ThreadPoolExecutor() as pool: - # start error consumer - pool.submit(error_consumer) - - # run the orchestrator and executor until break_when - pool.submit(orchestrator) - pool.submit(executor) - - # timeout - start = time.time() - while not event.is_set(): - time.sleep(0.1) - if time.time() - start > 20: - event.set() - - # check no errors - assert not errors, errors - - return [m for mm in orch_msgs for m in mm], [m for mm in exec_msgs for m in mm] diff --git a/libs/scheduler-kafka/tests/messages.py b/libs/scheduler-kafka/tests/messages.py deleted file mode 100644 index 5f1dc1f0e..000000000 --- a/libs/scheduler-kafka/tests/messages.py +++ /dev/null @@ -1,28 +0,0 @@ -"""Redefined messages as a work-around for pydantic issue with AnyStr. - -The code below creates version of pydantic models -that will work in unit tests with AnyStr as id field -Please note that the `id` field is assigned AFTER the model is created -to workaround an issue with pydantic ignoring the __eq__ method on -subclassed strings. -""" - -from typing import Any - -from langchain_core.messages import AIMessage, HumanMessage - -from tests.any import AnyStr - - -def _AnyIdAIMessage(**kwargs: Any) -> AIMessage: - """Create ai message with an any id field.""" - message = AIMessage(**kwargs) - message.id = AnyStr() - return message - - -def _AnyIdHumanMessage(**kwargs: Any) -> HumanMessage: - """Create a human message with an any id field.""" - message = HumanMessage(**kwargs) - message.id = AnyStr() - return message diff --git a/libs/scheduler-kafka/tests/test_fanout.py b/libs/scheduler-kafka/tests/test_fanout.py deleted file mode 100644 index 46c993576..000000000 --- a/libs/scheduler-kafka/tests/test_fanout.py +++ /dev/null @@ -1,274 +0,0 @@ -import asyncio -import operator -from typing import ( - Annotated, - Sequence, - TypedDict, - Union, -) - -import pytest -from aiokafka import AIOKafkaProducer - -from langgraph.checkpoint.base import BaseCheckpointSaver -from langgraph.graph.state import StateGraph -from langgraph.pregel import Pregel -from langgraph.scheduler.kafka import serde -from langgraph.scheduler.kafka.types import MessageToOrchestrator, Topics -from tests.any import AnyDict -from tests.drain import drain_topics_async - -pytestmark = pytest.mark.anyio - - -def mk_fanout_graph( - checkpointer: BaseCheckpointSaver, interrupt_before: Sequence[str] = () -) -> Pregel: - # copied from test_in_one_fan_out_state_graph_waiting_edge_multiple_cond_edge - 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 retriever_picker(data: State) -> list[str]: - return ["analyzer_one", "retriever_two"] - - 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"])} - - async def decider(data: State) -> None: - return None - - def decider_cond(data: State) -> str: - if data["query"].count("analyzed") > 1: - return "qa" - else: - return "rewrite_query" - - builder = StateGraph(State) - - builder.add_node("rewrite_query", rewrite_query) - builder.add_node("analyzer_one", analyzer_one) - builder.add_node("retriever_one", retriever_one) - builder.add_node("retriever_two", retriever_two) - builder.add_node("decider", decider) - builder.add_node("qa", qa) - - builder.set_entry_point("rewrite_query") - builder.add_conditional_edges("rewrite_query", retriever_picker) - builder.add_edge("analyzer_one", "retriever_one") - builder.add_edge(["retriever_one", "retriever_two"], "decider") - builder.add_conditional_edges("decider", decider_cond) - builder.set_finish_point("qa") - - return builder.compile(checkpointer, interrupt_before=interrupt_before) - - -async def test_fanout_graph(topics: Topics, acheckpointer: BaseCheckpointSaver) -> None: - input = {"query": "what is weather in sf"} - config = {"configurable": {"thread_id": "1"}} - graph = mk_fanout_graph(acheckpointer) - - # start a new run - async with AIOKafkaProducer(value_serializer=serde.dumps) as producer: - await producer.send_and_wait( - topics.orchestrator, - MessageToOrchestrator(input=input, config=config), - ) - - # drain topics - orch_msgs, exec_msgs = await drain_topics_async(topics, graph) - - # check state - state = await graph.aget_state(config) - assert state.next == () - assert ( - state.values - == await graph.ainvoke(input, {"configurable": {"thread_id": "2"}}) - == { - "docs": ["doc1", "doc1", "doc2", "doc2", "doc3", "doc3", "doc4", "doc4"], - "query": "analyzed: query: analyzed: query: what is weather in sf", - "answer": "doc1,doc1,doc2,doc2,doc3,doc3,doc4,doc4", - } - ) - - # check history - history = [c async for c in graph.aget_state_history(config)] - assert len(history) == 11 - - # check messages - assert orch_msgs == [MessageToOrchestrator(input=input, config=config)] + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history) - for _ in c.tasks - ] - assert exec_msgs == [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": None, - } - for c in reversed(history) - for t in c.tasks - ] - - -async def test_fanout_graph_w_interrupt( - topics: Topics, acheckpointer: BaseCheckpointSaver -) -> None: - input = {"query": "what is weather in sf"} - config = {"configurable": {"thread_id": "1"}} - graph = mk_fanout_graph(acheckpointer, interrupt_before=["qa"]) - - # start a new run - async with AIOKafkaProducer(value_serializer=serde.dumps) as producer: - await producer.send_and_wait( - topics.orchestrator, - MessageToOrchestrator(input=input, config=config), - ) - - orch_msgs, exec_msgs = await drain_topics_async(topics, graph) - - # check interrupted state - state = await graph.aget_state(config) - assert state.next == ("qa",) - assert ( - state.values - == await graph.ainvoke(input, {"configurable": {"thread_id": "2"}}) - == { - "docs": ["doc1", "doc1", "doc2", "doc2", "doc3", "doc3", "doc4", "doc4"], - "query": "analyzed: query: analyzed: query: what is weather in sf", - } - ) - - # check history - history = [c async for c in graph.aget_state_history(config)] - assert len(history) == 10 - - # check messages - assert orch_msgs == [MessageToOrchestrator(input=input, config=config)] + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history[1:]) # the last one wasn't executed - # orchestrator messages appear only after tasks for that checkpoint - # finish executing, ie. after executor sends message to resume checkpoint - for _ in c.tasks - ] - assert exec_msgs == [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": None, - } - for c in reversed(history[1:]) # the last one wasn't executed - for t in c.tasks - ] - - # resume the thread - async with AIOKafkaProducer(value_serializer=serde.dumps) as producer: - await producer.send_and_wait( - topics.orchestrator, - MessageToOrchestrator(input=None, config=config), - ) - - orch_msgs, exec_msgs = await drain_topics_async(topics, graph) - - # check final state - state = await graph.aget_state(config) - assert state.next == () - assert ( - state.values - == await graph.ainvoke(None, {"configurable": {"thread_id": "2"}}) - == { - "answer": "doc1,doc1,doc2,doc2,doc3,doc3,doc4,doc4", - "docs": ["doc1", "doc1", "doc2", "doc2", "doc3", "doc3", "doc4", "doc4"], - "query": "analyzed: query: analyzed: query: what is weather in sf", - } - ) diff --git a/libs/scheduler-kafka/tests/test_fanout_sync.py b/libs/scheduler-kafka/tests/test_fanout_sync.py deleted file mode 100644 index 584254a72..000000000 --- a/libs/scheduler-kafka/tests/test_fanout_sync.py +++ /dev/null @@ -1,273 +0,0 @@ -import operator -import time -from typing import ( - Annotated, - Sequence, - TypedDict, - Union, -) - -from langgraph.checkpoint.base import BaseCheckpointSaver -from langgraph.graph.state import StateGraph -from langgraph.pregel import Pregel -from langgraph.scheduler.kafka import serde -from langgraph.scheduler.kafka.default_sync import DefaultProducer -from langgraph.scheduler.kafka.types import MessageToOrchestrator, Topics -from tests.any import AnyDict -from tests.drain import drain_topics - - -def mk_fanout_graph( - checkpointer: BaseCheckpointSaver, interrupt_before: Sequence[str] = () -) -> Pregel: - # copied from test_in_one_fan_out_state_graph_waiting_edge_multiple_cond_edge - 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] - - def rewrite_query(data: State) -> State: - return {"query": f'query: {data["query"]}'} - - def retriever_picker(data: State) -> list[str]: - return ["analyzer_one", "retriever_two"] - - 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) - return {"docs": ["doc3", "doc4"]} - - def qa(data: State) -> State: - return {"answer": ",".join(data["docs"])} - - def decider(data: State) -> None: - return None - - def decider_cond(data: State) -> str: - if data["query"].count("analyzed") > 1: - return "qa" - else: - return "rewrite_query" - - builder = StateGraph(State) - - builder.add_node("rewrite_query", rewrite_query) - builder.add_node("analyzer_one", analyzer_one) - builder.add_node("retriever_one", retriever_one) - builder.add_node("retriever_two", retriever_two) - builder.add_node("decider", decider) - builder.add_node("qa", qa) - - builder.set_entry_point("rewrite_query") - builder.add_conditional_edges("rewrite_query", retriever_picker) - builder.add_edge("analyzer_one", "retriever_one") - builder.add_edge(["retriever_one", "retriever_two"], "decider") - builder.add_conditional_edges("decider", decider_cond) - builder.set_finish_point("qa") - - return builder.compile(checkpointer, interrupt_before=interrupt_before) - - -def test_fanout_graph(topics: Topics, checkpointer: BaseCheckpointSaver) -> None: - input = {"query": "what is weather in sf"} - config = {"configurable": {"thread_id": "1"}} - graph = mk_fanout_graph(checkpointer) - - # start a new run - with DefaultProducer() as producer: - producer.send( - topics.orchestrator, - value=serde.dumps(MessageToOrchestrator(input=input, config=config)), - ) - producer.flush() - - # drain topics - orch_msgs, exec_msgs = drain_topics(topics, graph, debug=1) - - # check state - state = graph.get_state(config) - assert state.next == () - assert ( - state.values - == graph.invoke(input, {"configurable": {"thread_id": "2"}}) - == { - "docs": ["doc1", "doc1", "doc2", "doc2", "doc3", "doc3", "doc4", "doc4"], - "query": "analyzed: query: analyzed: query: what is weather in sf", - "answer": "doc1,doc1,doc2,doc2,doc3,doc3,doc4,doc4", - } - ) - - # check history - history = [c for c in graph.get_state_history(config)] - assert len(history) == 11 - - # check messages - assert orch_msgs == [MessageToOrchestrator(input=input, config=config)] + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history) - for _ in c.tasks - ] - assert exec_msgs == [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": None, - } - for c in reversed(history) - for t in c.tasks - ] - - -def test_fanout_graph_w_interrupt( - topics: Topics, checkpointer: BaseCheckpointSaver -) -> None: - input = {"query": "what is weather in sf"} - config = {"configurable": {"thread_id": "1"}} - graph = mk_fanout_graph(checkpointer, interrupt_before=["qa"]) - - # start a new run - with DefaultProducer() as producer: - producer.send( - topics.orchestrator, - value=serde.dumps(MessageToOrchestrator(input=input, config=config)), - ) - producer.flush() - - orch_msgs, exec_msgs = drain_topics(topics, graph, debug=1) - - # check interrupted state - state = graph.get_state(config) - assert state.next == ("qa",) - assert ( - state.values - == graph.invoke(input, {"configurable": {"thread_id": "2"}}) - == { - "docs": ["doc1", "doc1", "doc2", "doc2", "doc3", "doc3", "doc4", "doc4"], - "query": "analyzed: query: analyzed: query: what is weather in sf", - } - ) - - # check history - history = [c for c in graph.get_state_history(config)] - assert len(history) == 10 - - # check messages - assert orch_msgs == [MessageToOrchestrator(input=input, config=config)] + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history[1:]) # the last one wasn't executed - # orchestrator messages appear only after tasks for that checkpoint - # finish executing, ie. after executor sends message to resume checkpoint - for _ in c.tasks - ] - assert exec_msgs == [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": None, - } - for c in reversed(history[1:]) # the last one wasn't executed - for t in c.tasks - ] - - # resume the thread - with DefaultProducer() as producer: - producer.send( - topics.orchestrator, - value=serde.dumps(MessageToOrchestrator(input=None, config=config)), - ) - producer.flush() - - orch_msgs, exec_msgs = drain_topics(topics, graph) - - # check final state - state = graph.get_state(config) - assert state.next == () - assert ( - state.values - == graph.invoke(None, {"configurable": {"thread_id": "2"}}) - == { - "answer": "doc1,doc1,doc2,doc2,doc3,doc3,doc4,doc4", - "docs": ["doc1", "doc1", "doc2", "doc2", "doc3", "doc3", "doc4", "doc4"], - "query": "analyzed: query: analyzed: query: what is weather in sf", - } - ) diff --git a/libs/scheduler-kafka/tests/test_push.py b/libs/scheduler-kafka/tests/test_push.py deleted file mode 100644 index 7bebc7d5a..000000000 --- a/libs/scheduler-kafka/tests/test_push.py +++ /dev/null @@ -1,206 +0,0 @@ -import operator -from typing import ( - Annotated, - Literal, - Union, -) - -import pytest -from aiokafka import AIOKafkaProducer - -from langgraph.checkpoint.base import BaseCheckpointSaver -from langgraph.constants import START -from langgraph.errors import NodeInterrupt -from langgraph.graph.state import CompiledStateGraph, StateGraph -from langgraph.scheduler.kafka import serde -from langgraph.scheduler.kafka.types import MessageToOrchestrator, Topics -from langgraph.types import Command, Send -from tests.any import AnyDict -from tests.drain import drain_topics_async - -pytestmark = pytest.mark.anyio - - -def mk_push_graph( - checkpointer: BaseCheckpointSaver, -) -> CompiledStateGraph: - # copied from test_send_dedupe_on_resume - - class InterruptOnce: - ticks: int = 0 - - def __call__(self, state): - self.ticks += 1 - if self.ticks == 1: - raise NodeInterrupt("Bahh") - return ["|".join(("flaky", str(state)))] - - class Node: - def __init__(self, name: str): - self.name = name - self.ticks = 0 - self.__name__ = name - - def __call__(self, state): - self.ticks += 1 - update = ( - [self.name] - if isinstance(state, list) - else ["|".join((self.name, str(state)))] - ) - if isinstance(state, Command): - return state.copy(update=update) - else: - return update - - def send_for_fun(state): - return [ - Send("2", Command(goto=Send("2", 3))), - Send("2", Command(goto=Send("flaky", 4))), - "3.1", - ] - - def route_to_three(state) -> Literal["3"]: - return "3" - - builder = StateGraph(Annotated[list, operator.add]) - builder.add_node(Node("1")) - builder.add_node(Node("2")) - builder.add_node(Node("3")) - builder.add_node(Node("3.1")) - builder.add_node("flaky", InterruptOnce()) - builder.add_edge(START, "1") - builder.add_conditional_edges("1", send_for_fun) - builder.add_conditional_edges("2", route_to_three) - - return builder.compile(checkpointer=checkpointer) - - -@pytest.mark.skip("TODO: re-enable in next PR") -async def test_push_graph(topics: Topics, acheckpointer: BaseCheckpointSaver) -> None: - input = ["0"] - config = {"configurable": {"thread_id": "1"}} - graph = mk_push_graph(acheckpointer) - graph_compare = mk_push_graph(acheckpointer) - - # start a new run - async with AIOKafkaProducer(value_serializer=serde.dumps) as producer: - await producer.send_and_wait( - topics.orchestrator, - MessageToOrchestrator(input=input, config=config), - ) - - # drain topics - orch_msgs, exec_msgs = await drain_topics_async(topics, graph) - - # check state - state = await graph.aget_state(config) - assert all(not t.error for t in state.tasks) - assert state.next == ("flaky",) - assert ( - state.values - == await graph_compare.ainvoke(input, {"configurable": {"thread_id": "2"}}) - == [ - "0", - "1", - "2|Control(goto=Send(node='2', arg=3))", - "2|Control(goto=Send(node='flaky', arg=4))", - "2|3", - ] - ) - - # check history - history = [c async for c in graph.aget_state_history(config)] - assert len(history) == 2 - - # check messages - assert orch_msgs == [MessageToOrchestrator(input=input, config=config)] + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history) - for _ in c.tasks - ] - assert exec_msgs == [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": _convert_path(t.path), - }, - "finally_send": None, - } - for c in reversed(history) - for t in c.tasks - ] - - # resume the thread - async with AIOKafkaProducer(value_serializer=serde.dumps) as producer: - await producer.send_and_wait( - topics.orchestrator, - MessageToOrchestrator(input=None, config=config), - ) - - orch_msgs, exec_msgs = await drain_topics_async(topics, graph) - - # check final state - state = await graph.aget_state(config) - assert state.next == () - assert ( - state.values - == await graph_compare.ainvoke(None, {"configurable": {"thread_id": "2"}}) - == [ - "0", - "1", - "2|Control(goto=Send(node='2', arg=3))", - "2|Control(goto=Send(node='flaky', arg=4))", - "2|3", - "flaky|4", - "3", - "3.1", - ] - ) - - # check history - history = [c async for c in graph.aget_state_history(config)] - assert len(history) == 4 - - # check executions - # node "2" doesn't get called again, as we recover writes saved before - assert graph.builder.nodes["2"].runnable.func.ticks == 3 - # node "flaky" gets called again, as it was interrupted - assert graph.builder.nodes["flaky"].runnable.func.ticks == 2 - - -def _convert_path( - path: tuple[Union[str, int, tuple], ...], -) -> list[Union[str, int, list]]: - return list(_convert_path(p) if isinstance(p, tuple) else p for p in path) diff --git a/libs/scheduler-kafka/tests/test_push_sync.py b/libs/scheduler-kafka/tests/test_push_sync.py deleted file mode 100644 index ea9fc6463..000000000 --- a/libs/scheduler-kafka/tests/test_push_sync.py +++ /dev/null @@ -1,208 +0,0 @@ -import operator -from typing import ( - Annotated, - Literal, - Union, -) - -import pytest - -from langgraph.checkpoint.base import BaseCheckpointSaver -from langgraph.constants import START -from langgraph.errors import NodeInterrupt -from langgraph.graph.state import CompiledStateGraph, StateGraph -from langgraph.scheduler.kafka import serde -from langgraph.scheduler.kafka.default_sync import DefaultProducer -from langgraph.scheduler.kafka.types import MessageToOrchestrator, Topics -from langgraph.types import Command, Send -from tests.any import AnyDict -from tests.drain import drain_topics - -pytestmark = pytest.mark.anyio - - -def mk_push_graph( - checkpointer: BaseCheckpointSaver, -) -> CompiledStateGraph: - # copied from test_send_dedupe_on_resume - - class InterruptOnce: - ticks: int = 0 - - def __call__(self, state): - self.ticks += 1 - if self.ticks == 1: - raise NodeInterrupt("Bahh") - return ["|".join(("flaky", str(state)))] - - class Node: - def __init__(self, name: str): - self.name = name - self.ticks = 0 - self.__name__ = name - - def __call__(self, state): - self.ticks += 1 - update = ( - [self.name] - if isinstance(state, list) - else ["|".join((self.name, str(state)))] - ) - if isinstance(state, Command): - return state.copy(update=update) - else: - return update - - def send_for_fun(state): - return [ - Send("2", Command(goto=Send("2", 3))), - Send("2", Command(goto=Send("flaky", 4))), - "3.1", - ] - - def route_to_three(state) -> Literal["3"]: - return "3" - - builder = StateGraph(Annotated[list, operator.add]) - builder.add_node(Node("1")) - builder.add_node(Node("2")) - builder.add_node(Node("3")) - builder.add_node(Node("3.1")) - builder.add_node("flaky", InterruptOnce()) - builder.add_edge(START, "1") - builder.add_conditional_edges("1", send_for_fun) - builder.add_conditional_edges("2", route_to_three) - - return builder.compile(checkpointer=checkpointer) - - -@pytest.mark.skip("TODO: re-enable in next PR") -def test_push_graph(topics: Topics, acheckpointer: BaseCheckpointSaver) -> None: - input = ["0"] - config = {"configurable": {"thread_id": "1"}} - graph = mk_push_graph(acheckpointer) - graph_compare = mk_push_graph(acheckpointer) - - # start a new run - with DefaultProducer() as producer: - producer.send( - topics.orchestrator, - value=serde.dumps(MessageToOrchestrator(input=input, config=config)), - ) - producer.flush() - - # drain topics - orch_msgs, exec_msgs = drain_topics(topics, graph) - - # check state - state = graph.get_state(config) - assert all(not t.error for t in state.tasks) - assert state.next == ("flaky",) - assert ( - state.values - == graph_compare.invoke(input, {"configurable": {"thread_id": "2"}}) - == [ - "0", - "1", - "2|Control(goto=Send(node='2', arg=3))", - "2|Control(goto=Send(node='flaky', arg=4))", - "2|3", - ] - ) - - # check history - history = [c for c in graph.get_state_history(config)] - assert len(history) == 2 - - # check messages - assert orch_msgs == [MessageToOrchestrator(input=input, config=config)] + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history) - for _ in c.tasks - ] - assert exec_msgs == [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": _convert_path(t.path), - }, - "finally_send": None, - } - for c in reversed(history) - for t in c.tasks - ] - - # resume the thread - with DefaultProducer() as producer: - producer.send( - topics.orchestrator, - value=serde.dumps(MessageToOrchestrator(input=None, config=config)), - ) - producer.flush() - - orch_msgs, exec_msgs = drain_topics(topics, graph) - - # check final state - state = graph.get_state(config) - assert state.next == () - assert ( - state.values - == graph_compare.invoke(None, {"configurable": {"thread_id": "2"}}) - == [ - "0", - "1", - "2|Control(goto=Send(node='2', arg=3))", - "2|Control(goto=Send(node='flaky', arg=4))", - "2|3", - "flaky|4", - "3", - "3.1", - ] - ) - - # check history - history = [c for c in graph.get_state_history(config)] - assert len(history) == 4 - - # check executions - # node "2" doesn't get called again, as we recover writes saved before - assert graph.builder.nodes["2"].runnable.func.ticks == 3 - # node "flaky" gets called again, as it was interrupted - assert graph.builder.nodes["flaky"].runnable.func.ticks == 2 - - -def _convert_path( - path: tuple[Union[str, int, tuple], ...], -) -> list[Union[str, int, list]]: - return list(_convert_path(p) if isinstance(p, tuple) else p for p in path) diff --git a/libs/scheduler-kafka/tests/test_subgraph.py b/libs/scheduler-kafka/tests/test_subgraph.py deleted file mode 100644 index 934e3a614..000000000 --- a/libs/scheduler-kafka/tests/test_subgraph.py +++ /dev/null @@ -1,765 +0,0 @@ -from typing import Literal, cast - -import pytest -from aiokafka import AIOKafkaProducer -from langchain_core.language_models.fake_chat_models import ( - FakeMessagesListChatModel, -) -from langchain_core.messages import AIMessage, ToolCall -from langchain_core.tools import tool - -from langgraph.checkpoint.base import BaseCheckpointSaver -from langgraph.constants import END, START -from langgraph.graph import MessagesState -from langgraph.graph.state import StateGraph -from langgraph.pregel import Pregel -from langgraph.scheduler.kafka import serde -from langgraph.scheduler.kafka.types import MessageToOrchestrator, Topics -from tests.any import AnyDict -from tests.drain import drain_topics_async -from tests.messages import _AnyIdAIMessage, _AnyIdHumanMessage - -pytestmark = pytest.mark.anyio - - -def mk_weather_graph(checkpointer: BaseCheckpointSaver) -> Pregel: - # copied from test_weather_subgraph - - # setup subgraph - - @tool - def get_weather(city: str): - """Get the weather for a specific city""" - return f"I'ts sunny in {city}!" - - weather_model = FakeMessagesListChatModel( - responses=[ - AIMessage( - content="", - tool_calls=[ - ToolCall( - id="tool_call123", - name="get_weather", - args={"city": "San Francisco"}, - ) - ], - ) - ] - ) - - class SubGraphState(MessagesState): - city: str - - def model_node(state: SubGraphState): - result = weather_model.invoke(state["messages"]) - return {"city": cast(AIMessage, result).tool_calls[0]["args"]["city"]} - - def weather_node(state: SubGraphState): - result = get_weather.invoke({"city": state["city"]}) - return {"messages": [{"role": "assistant", "content": result}]} - - subgraph = StateGraph(SubGraphState) - subgraph.add_node(model_node) - subgraph.add_node(weather_node) - subgraph.add_edge(START, "model_node") - subgraph.add_edge("model_node", "weather_node") - subgraph.add_edge("weather_node", END) - subgraph = subgraph.compile(interrupt_before=["weather_node"]) - - # setup main graph - - class RouterState(MessagesState): - route: Literal["weather", "other"] - - router_model = FakeMessagesListChatModel( - responses=[ - AIMessage( - content="", - tool_calls=[ - ToolCall( - id="tool_call123", - name="router", - args={"dest": "weather"}, - ) - ], - ) - ] - ) - - def router_node(state: RouterState): - system_message = "Classify the incoming query as either about weather or not." - messages = [{"role": "system", "content": system_message}] + state["messages"] - route = router_model.invoke(messages) - return {"route": cast(AIMessage, route).tool_calls[0]["args"]["dest"]} - - def normal_llm_node(state: RouterState): - return {"messages": [AIMessage("Hello!")]} - - def route_after_prediction(state: RouterState): - if state["route"] == "weather": - return "weather_graph" - else: - return "normal_llm_node" - - async def weather_graph(state: RouterState): - return await subgraph.ainvoke(state) - - graph = StateGraph(RouterState) - graph.add_node(router_node) - graph.add_node(normal_llm_node) - graph.add_node("weather_graph", weather_graph) - graph.add_edge(START, "router_node") - graph.add_conditional_edges("router_node", route_after_prediction) - graph.add_edge("normal_llm_node", END) - graph.add_edge("weather_graph", END) - - return graph.compile(checkpointer=checkpointer) - - -async def test_subgraph_w_interrupt( - topics: Topics, acheckpointer: BaseCheckpointSaver -) -> None: - input = {"messages": [{"role": "user", "content": "what's the weather in sf"}]} - config = {"configurable": {"thread_id": "1"}} - graph = mk_weather_graph(acheckpointer) - - # start a new run - async with AIOKafkaProducer(value_serializer=serde.dumps) as producer: - await producer.send_and_wait( - topics.orchestrator, - MessageToOrchestrator(input=input, config=config), - ) - - orch_msgs, exec_msgs = await drain_topics_async(topics, graph) - - # check interrupted state - state = await graph.aget_state(config) - assert state.next == ("weather_graph",) - assert state.values == { - "messages": [_AnyIdHumanMessage(content="what's the weather in sf")], - "route": "weather", - } - - # check outer history - history = [c async for c in graph.aget_state_history(config)] - assert len(history) == 3 - - # check child history - child_history = [ - c async for c in graph.aget_state_history(history[0].tasks[0].state) - ] - assert len(child_history) == 3 - - # check messages - assert ( - orch_msgs - == ( - # initial message to outer graph - [MessageToOrchestrator(input=input, config=config)] - # outer graph messages, until interrupted - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history[1:]) # the last one wasn't executed - # orchestrator messages appear only after tasks for that checkpoint - # finish executing, ie. after executor sends message to resume checkpoint - for _ in c.tasks - ] - # initial message to child graph - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "__pregel_previous": None, - "__pregel_store": None, - "__pregel_task_id": history[0].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": None, - "checkpoint_map": { - "": history[0].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[0] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": { - "messages": [ - _AnyIdHumanMessage(content="what's the weather in sf") - ], - "route": "weather", - }, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": False, - "checkpoint_id": history[0].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[0].tasks[0].id, - "path": list(history[0].tasks[0].path), - }, - }, - } - ], - } - ] - # child graph messages, until interrupted - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "__pregel_previous": None, - "__pregel_store": None, - "__pregel_task_id": history[0].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_map": { - "": history[0].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[0] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": False, - "checkpoint_id": history[0].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[0].tasks[0].id, - "path": list(history[0].tasks[0].path), - }, - }, - } - ], - } - for c in reversed(child_history[1:]) # the last one wasn't executed - # orchestrator messages appear only after tasks for that checkpoint - # finish executing, ie. after executor sends message to resume checkpoint - for _ in c.tasks - ] - ) - ) - assert ( - exec_msgs - == ( - # outer graph tasks - [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": None, - } - for c in reversed(history) - for t in c.tasks - ] - # child graph tasks - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "__pregel_previous": None, - "__pregel_store": None, - "__pregel_task_id": history[0].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_map": { - "": history[0].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[0] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": False, - "checkpoint_id": history[0].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[0].tasks[0].id, - "path": list(history[0].tasks[0].path), - }, - }, - } - ], - } - for c in reversed(child_history[1:]) # the last one wasn't executed - for t in c.tasks - ] - ) - ) - - # resume the thread - async with AIOKafkaProducer(value_serializer=serde.dumps) as producer: - await producer.send_and_wait( - topics.orchestrator, - MessageToOrchestrator(input=None, config=config), - ) - - orch_msgs, exec_msgs = await drain_topics_async(topics, graph) - - # check final state - state = await graph.aget_state(config) - assert state.next == () - assert state.values == { - "messages": [ - _AnyIdHumanMessage(content="what's the weather in sf"), - _AnyIdAIMessage(content="I'ts sunny in San Francisco!"), - ], - "route": "weather", - } - - # check outer history - history = [c async for c in graph.aget_state_history(config)] - assert len(history) == 4 - - # check child history - # accessing second to last checkpoint, since that's the one w/ subgraph task - child_history = [ - c async for c in graph.aget_state_history(history[1].tasks[0].state) - ] - assert len(child_history) == 4 - - # check messages - assert ( - orch_msgs - == ( - # initial message to outer graph - [MessageToOrchestrator(input=None, config=config)] - # initial message to child graph - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": True, - "__pregel_previous": None, - "__pregel_store": None, - "__pregel_task_id": history[1].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": None, - "checkpoint_map": { - "": history[1].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[1] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": True, - "checkpoint_id": history[1].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[1].tasks[0].id, - "path": list(history[1].tasks[0].path), - }, - }, - } - ], - } - ] - # child graph messages, from previous last checkpoint onwards - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": True, - "__pregel_previous": None, - "__pregel_store": None, - "__pregel_task_id": history[1].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_map": { - "": history[1].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[1] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": True, - "checkpoint_id": history[1].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[1].tasks[0].id, - "path": list(history[1].tasks[0].path), - }, - }, - } - ], - } - for c in reversed(child_history[:2]) - for _ in c.tasks - ] - # outer graph messages, from previous last checkpoint onwards - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": True, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history[:2]) - for _ in c.tasks - ] - ) - ) - assert ( - exec_msgs - == ( - # outer graph tasks - [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": True, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": None, - } - for c in reversed(history[:2]) - for t in c.tasks - ] - # child graph tasks - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": True, - "__pregel_previous": None, - "__pregel_store": None, - "__pregel_task_id": history[1].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_map": { - "": history[1].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[1] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": True, - "checkpoint_id": history[1].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[1].tasks[0].id, - "path": list(history[1].tasks[0].path), - }, - }, - } - ], - } - for c in reversed(child_history[:2]) - for t in c.tasks - ] - # "finally" tasks - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": True, - "checkpoint_id": history[1].config["configurable"][ - "checkpoint_id" - ], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[1].tasks[0].id, - "path": list(history[1].tasks[0].path), - }, - } - ] - ) - ) diff --git a/libs/scheduler-kafka/tests/test_subgraph_sync.py b/libs/scheduler-kafka/tests/test_subgraph_sync.py deleted file mode 100644 index 50b33a39d..000000000 --- a/libs/scheduler-kafka/tests/test_subgraph_sync.py +++ /dev/null @@ -1,763 +0,0 @@ -from typing import Literal, cast - -import pytest -from langchain_core.language_models.fake_chat_models import ( - FakeMessagesListChatModel, -) -from langchain_core.messages import AIMessage, ToolCall -from langchain_core.tools import tool - -from langgraph.checkpoint.base import BaseCheckpointSaver -from langgraph.constants import END, START -from langgraph.graph import MessagesState -from langgraph.graph.state import StateGraph -from langgraph.pregel import Pregel -from langgraph.scheduler.kafka import serde -from langgraph.scheduler.kafka.default_sync import DefaultProducer -from langgraph.scheduler.kafka.types import MessageToOrchestrator, Topics -from tests.any import AnyDict -from tests.drain import drain_topics -from tests.messages import _AnyIdAIMessage, _AnyIdHumanMessage - -pytestmark = pytest.mark.anyio - - -def mk_weather_graph(checkpointer: BaseCheckpointSaver) -> Pregel: - # copied from test_weather_subgraph - - # setup subgraph - - @tool - def get_weather(city: str): - """Get the weather for a specific city""" - return f"I'ts sunny in {city}!" - - weather_model = FakeMessagesListChatModel( - responses=[ - AIMessage( - content="", - tool_calls=[ - ToolCall( - id="tool_call123", - name="get_weather", - args={"city": "San Francisco"}, - ) - ], - ) - ] - ) - - class SubGraphState(MessagesState): - city: str - - def model_node(state: SubGraphState): - result = weather_model.invoke(state["messages"]) - return {"city": cast(AIMessage, result).tool_calls[0]["args"]["city"]} - - def weather_node(state: SubGraphState): - result = get_weather.invoke({"city": state["city"]}) - return {"messages": [{"role": "assistant", "content": result}]} - - subgraph = StateGraph(SubGraphState) - subgraph.add_node(model_node) - subgraph.add_node(weather_node) - subgraph.add_edge(START, "model_node") - subgraph.add_edge("model_node", "weather_node") - subgraph.add_edge("weather_node", END) - subgraph = subgraph.compile(interrupt_before=["weather_node"]) - - # setup main graph - - class RouterState(MessagesState): - route: Literal["weather", "other"] - - router_model = FakeMessagesListChatModel( - responses=[ - AIMessage( - content="", - tool_calls=[ - ToolCall( - id="tool_call123", - name="router", - args={"dest": "weather"}, - ) - ], - ) - ] - ) - - def router_node(state: RouterState): - system_message = "Classify the incoming query as either about weather or not." - messages = [{"role": "system", "content": system_message}] + state["messages"] - route = router_model.invoke(messages) - return {"route": cast(AIMessage, route).tool_calls[0]["args"]["dest"]} - - def normal_llm_node(state: RouterState): - return {"messages": [AIMessage("Hello!")]} - - def route_after_prediction(state: RouterState): - if state["route"] == "weather": - return "weather_graph" - else: - return "normal_llm_node" - - def weather_graph(state: RouterState): - return subgraph.invoke(state) - - graph = StateGraph(RouterState) - graph.add_node(router_node) - graph.add_node(normal_llm_node) - graph.add_node("weather_graph", weather_graph) - graph.add_edge(START, "router_node") - graph.add_conditional_edges("router_node", route_after_prediction) - graph.add_edge("normal_llm_node", END) - graph.add_edge("weather_graph", END) - - return graph.compile(checkpointer=checkpointer) - - -def test_subgraph_w_interrupt( - topics: Topics, checkpointer: BaseCheckpointSaver -) -> None: - input = {"messages": [{"role": "user", "content": "what's the weather in sf"}]} - config = {"configurable": {"thread_id": "1"}} - graph = mk_weather_graph(checkpointer) - - # start a new run - with DefaultProducer() as producer: - producer.send( - topics.orchestrator, - value=serde.dumps(MessageToOrchestrator(input=input, config=config)), - ) - producer.flush() - - orch_msgs, exec_msgs = drain_topics(topics, graph) - - # check interrupted state - state = graph.get_state(config) - assert state.next == ("weather_graph",) - assert state.values == { - "messages": [_AnyIdHumanMessage(content="what's the weather in sf")], - "route": "weather", - } - - # check outer history - history = [c for c in graph.get_state_history(config)] - assert len(history) == 3 - - # check child history - child_history = [c for c in graph.get_state_history(history[0].tasks[0].state)] - assert len(child_history) == 3 - - # check messages - assert ( - orch_msgs - == ( - # initial message to outer graph - [MessageToOrchestrator(input=input, config=config)] - # outer graph messages, until interrupted - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history[1:]) # the last one wasn't executed - # orchestrator messages appear only after tasks for that checkpoint - # finish executing, ie. after executor sends message to resume checkpoint - for _ in c.tasks - ] - # initial message to child graph - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "__pregel_previous": None, - "__pregel_store": None, - "__pregel_task_id": history[0].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": None, - "checkpoint_map": { - "": history[0].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[0] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": { - "messages": [ - _AnyIdHumanMessage(content="what's the weather in sf") - ], - "route": "weather", - }, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": False, - "checkpoint_id": history[0].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[0].tasks[0].id, - "path": list(history[0].tasks[0].path), - }, - }, - } - ], - } - ] - # child graph messages, until interrupted - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_store": None, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "__pregel_previous": None, - "__pregel_task_id": history[0].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_map": { - "": history[0].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[0] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": False, - "checkpoint_id": history[0].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[0].tasks[0].id, - "path": list(history[0].tasks[0].path), - }, - }, - } - ], - } - for c in reversed(child_history[1:]) # the last one wasn't executed - # orchestrator messages appear only after tasks for that checkpoint - # finish executing, ie. after executor sends message to resume checkpoint - for _ in c.tasks - ] - ) - ) - assert ( - exec_msgs - == ( - # outer graph tasks - [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": False, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": None, - } - for c in reversed(history) - for t in c.tasks - ] - # child graph tasks - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_store": None, - "__pregel_resuming": False, - "__pregel_task_id": history[0].tasks[0].id, - "__pregel_previous": None, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_map": { - "": history[0].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[0] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": False, - "checkpoint_id": history[0].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[0].tasks[0].id, - "path": list(history[0].tasks[0].path), - }, - }, - } - ], - } - for c in reversed(child_history[1:]) # the last one wasn't executed - for t in c.tasks - ] - ) - ) - - # resume the thread - with DefaultProducer() as producer: - producer.send( - topics.orchestrator, - value=serde.dumps(MessageToOrchestrator(input=None, config=config)), - ) - producer.flush() - - orch_msgs, exec_msgs = drain_topics(topics, graph) - - # check final state - state = graph.get_state(config) - assert state.next == () - assert state.values == { - "messages": [ - _AnyIdHumanMessage(content="what's the weather in sf"), - _AnyIdAIMessage(content="I'ts sunny in San Francisco!"), - ], - "route": "weather", - } - - # check outer history - history = [c for c in graph.get_state_history(config)] - assert len(history) == 4 - - # check child history - # accessing second to last checkpoint, since that's the one w/ subgraph task - child_history = [c for c in graph.get_state_history(history[1].tasks[0].state)] - assert len(child_history) == 4 - - # check messages - assert ( - orch_msgs - == ( - # initial message to outer graph - [MessageToOrchestrator(input=None, config=config)] - # initial message to child graph - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_store": None, - "__pregel_resuming": True, - "__pregel_previous": None, - "__pregel_task_id": history[1].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": None, - "checkpoint_map": { - "": history[1].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[1] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": True, - "checkpoint_id": history[1].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[1].tasks[0].id, - "path": list(history[1].tasks[0].path), - }, - }, - } - ], - } - ] - # child graph messages, from previous last checkpoint onwards - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_store": None, - "__pregel_resuming": True, - "__pregel_previous": None, - "__pregel_task_id": history[1].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_map": { - "": history[1].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[1] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": True, - "checkpoint_id": history[1].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[1].tasks[0].id, - "path": list(history[1].tasks[0].path), - }, - }, - } - ], - } - for c in reversed(child_history[:2]) - for _ in c.tasks - ] - # outer graph messages, from previous last checkpoint onwards - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": True, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "input": None, - "finally_send": None, - } - for c in reversed(history[:2]) - for _ in c.tasks - ] - ) - ) - assert ( - exec_msgs - == ( - # outer graph tasks - [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": True, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": None, - } - for c in reversed(history[:2]) - for t in c.tasks - ] - # child graph tasks - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_checkpointer": None, - "__pregel_delegate": False, - "__pregel_read": None, - "__pregel_send": None, - "__pregel_call": None, - "__pregel_ensure_latest": True, - "__pregel_dedupe_tasks": True, - "__pregel_resuming": True, - "__pregel_previous": None, - "__pregel_store": None, - "__pregel_task_id": history[1].tasks[0].id, - "__pregel_scratchpad": { - "subgraph_counter": None, - "call_counter": None, - "interrupt_counter": None, - "null_resume": None, - "resume": [], - }, - "checkpoint_id": c.config["configurable"]["checkpoint_id"], - "checkpoint_map": { - "": history[1].config["configurable"]["checkpoint_id"] - }, - "checkpoint_ns": history[1] - .tasks[0] - .state["configurable"]["checkpoint_ns"], - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "task": { - "id": t.id, - "path": list(t.path), - }, - "finally_send": [ - { - "topic": topics.executor, - "value": { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": True, - "checkpoint_id": history[1].config[ - "configurable" - ]["checkpoint_id"], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[1].tasks[0].id, - "path": list(history[1].tasks[0].path), - }, - }, - } - ], - } - for c in reversed(child_history[:2]) - for t in c.tasks - ] - # "finally" tasks - + [ - { - "config": { - "callbacks": None, - "configurable": { - "__pregel_dedupe_tasks": True, - "__pregel_ensure_latest": True, - "__pregel_resuming": True, - "checkpoint_id": history[1].config["configurable"][ - "checkpoint_id" - ], - "checkpoint_ns": "", - "thread_id": "1", - }, - "metadata": AnyDict(), - "recursion_limit": 25, - "tags": [], - }, - "finally_send": None, - "task": { - "id": history[1].tasks[0].id, - "path": list(history[1].tasks[0].path), - }, - } - ] - ) - )