From 285577fc77cbb372072d0f087806a779cecc3b18 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Wed, 18 Oct 2023 12:23:30 +0100 Subject: [PATCH] Make channels context managers, Add async tests, Add concurrency tests --- README.md | 2 + examples/runnable-pregel.py | 4 +- permchain/channels.py | 86 +- permchain/pregel.py | 286 +++-- poetry.lock | 2032 ++++++++++++++++++----------------- pyproject.toml | 3 +- tests/test_pregel.py | 49 +- tests/test_pregel_async.py | 320 ++++++ 8 files changed, 1681 insertions(+), 1101 deletions(-) create mode 100644 tests/test_pregel_async.py diff --git a/README.md b/README.md index 65aae7bce..e0198dfd2 100644 --- a/README.md +++ b/README.md @@ -35,6 +35,8 @@ Check `examples` for more examples. - [x] do we want api to send input to multiple channels in invoke() - [x] Finish updating tests to new API - [ ] Implement input_schema and output_schema in Pregel +- [ ] More tests + - [ ] Test different input and output types (str, str sequence, None) - [ ] Implement checkpointing - [ ] Save checkpoints at end of each step - [ ] Load checkpoint at start of invocation diff --git a/examples/runnable-pregel.py b/examples/runnable-pregel.py index 5ba811ed7..fb3a3ab72 100644 --- a/examples/runnable-pregel.py +++ b/examples/runnable-pregel.py @@ -1,7 +1,5 @@ from __future__ import annotations -import asyncio - from langchain.chat_models.openai import ChatOpenAI from langchain.output_parsers.openai_functions import JsonOutputFunctionsParser from langchain.prompts import SystemMessagePromptTemplate @@ -131,4 +129,6 @@ async def main(): print("---") +# import asyncio + # asyncio.run(main()) diff --git a/permchain/channels.py b/permchain/channels.py index 0d6a89fe6..f7f0d4238 100644 --- a/permchain/channels.py +++ b/permchain/channels.py @@ -1,8 +1,16 @@ import json from abc import ABC, abstractmethod -from typing import Callable, FrozenSet, Generic, Optional, Sequence, TypeVar +from types import TracebackType +from typing import ( + Callable, + FrozenSet, + Generic, + Optional, + Sequence, + TypeVar, +) -from typing_extensions import Self, get_args +from typing_extensions import Self # , get_args Value = TypeVar("Value") Update = TypeVar("Update") @@ -33,9 +41,29 @@ class Channel(Generic[Value, Update], ABC): # return type_args[1] @abstractmethod - def _empty(self, checkpoint: Optional[str] = None) -> Self: + def __enter__(self, checkpoint: Optional[str] = None) -> Self: ... + @abstractmethod + def __exit__( + self, + __exc_type: type[BaseException] | None, + __exc_value: BaseException | None, + __traceback: TracebackType | None, + ) -> bool | None: + ... + + async def __aenter__(self, checkpoint: Optional[str] = None) -> Self: + return self.__enter__(checkpoint) + + async def __aexit__( + self, + __exc_type: type[BaseException] | None, + __exc_value: BaseException | None, + __traceback: TracebackType | None, + ) -> None: + self.__exit__(__exc_type, __exc_value, __traceback) + @abstractmethod def _update(self, values: Sequence[Update]) -> None: ... @@ -63,12 +91,23 @@ class BinaryOperatorAggregate(Generic[Value], Channel[Value, Value]): super().__init__() self.operator = operator - def _empty(self, checkpoint: Optional[str] = None) -> Self: + def __enter__(self, checkpoint: Optional[str] = None) -> Self: empty = self.__class__(self.operator) if checkpoint is not None: empty.value = json.loads(checkpoint) return empty + def __exit__( + self, + __exc_type: type[BaseException] | None, + __exc_value: BaseException | None, + __traceback: TracebackType | None, + ) -> None: + try: + del self.value + except AttributeError: + pass + def _update(self, values: Sequence[Value]) -> None: if not hasattr(self, "value"): self.value = values[0] @@ -90,12 +129,23 @@ class BinaryOperatorAggregate(Generic[Value], Channel[Value, Value]): class LastValue(Generic[Value], Channel[Value, Value]): """Stores the last value received.""" - def _empty(self, checkpoint: Optional[str] = None) -> Self: + def __enter__(self, checkpoint: Optional[str] = None) -> Self: empty = self.__class__() if checkpoint is not None: empty.value = json.loads(checkpoint) return empty + def __exit__( + self, + __exc_type: type[BaseException] | None, + __exc_value: BaseException | None, + __traceback: TracebackType | None, + ) -> None: + try: + del self.value + except AttributeError: + pass + def _update(self, values: Sequence[Value]) -> None: if len(values) != 1: raise InvalidUpdateError() @@ -115,12 +165,23 @@ class LastValue(Generic[Value], Channel[Value, Value]): class Inbox(Generic[Value], Channel[Sequence[Value], Value]): """Stores all values received, resets in each step.""" - def _empty(self, checkpoint: Optional[str] = None) -> Self: + def __enter__(self, checkpoint: Optional[str] = None) -> Self: empty = self.__class__() if checkpoint is not None: empty.queue = tuple(json.loads(checkpoint)) return empty + def __exit__( + self, + __exc_type: type[BaseException] | None, + __exc_value: BaseException | None, + __traceback: TracebackType | None, + ) -> None: + try: + del self.queue + except AttributeError: + pass + def _update(self, values: Sequence[Value]) -> None: self.queue = tuple(values) @@ -139,12 +200,23 @@ class Set(Generic[Value], Channel[FrozenSet[Value], Value]): set: set[Value] - def _empty(self, checkpoint: Optional[str] = None) -> Self: + def __enter__(self, checkpoint: Optional[str] = None) -> Self: empty = self.__class__() if checkpoint is not None: empty.set = set(json.loads(checkpoint)) return empty + def __exit__( + self, + __exc_type: type[BaseException] | None, + __exc_value: BaseException | None, + __traceback: TracebackType | None, + ) -> None: + try: + del self.set + except AttributeError: + pass + def _update(self, values: Sequence[Value]) -> None: if not hasattr(self, "set"): self.set = set() diff --git a/permchain/pregel.py b/permchain/pregel.py index d20ac9429..4002b8306 100644 --- a/permchain/pregel.py +++ b/permchain/pregel.py @@ -4,17 +4,18 @@ import asyncio import concurrent.futures import logging from collections import defaultdict, deque +from contextlib import asynccontextmanager, contextmanager from typing import ( Any, + AsyncGenerator, AsyncIterator, Callable, - Generic, + Generator, Iterator, Mapping, Optional, Sequence, cast, - overload, ) from langchain.callbacks.manager import ( @@ -40,9 +41,9 @@ from langchain.schema.runnable.config import ( get_executor_for_config, patch_config, ) -from langchain.schema.runnable.utils import ConfigurableFieldSpec, Input, Output +from langchain.schema.runnable.utils import ConfigurableFieldSpec -from permchain.channels import Channel, EmptyChannelError, Inbox +from permchain.channels import Channel, EmptyChannelError logger = logging.getLogger(__name__) @@ -101,6 +102,23 @@ class PregelInvoke(RunnableBinding): kwargs: Mapping[str, Any] = Field(default_factory=dict) + def __init__( + self, + channels: Mapping[None, str] | Mapping[str, str], + *, + bound: Optional[Runnable[Any, Any]] = None, + kwargs: Optional[Mapping[str, Any]] = None, + config: Optional[RunnableConfig] = None, + **other_kwargs: Any, + ) -> None: + super().__init__( + channels=channels, + bound=bound or RunnablePassthrough(), + kwargs=kwargs or {}, + config=config, + **other_kwargs, + ) + def join(self, channels: Sequence[str]) -> PregelInvoke: joiner = RunnablePassthrough.assign( **{chan: PregelRead(chan) for chan in channels} @@ -115,7 +133,7 @@ class PregelInvoke(RunnableBinding): other: Runnable[Any, Other] | Callable[[Any], Other] | Mapping[str, Runnable[Any, Other] | Callable[[Any], Other]], - ) -> Runnable: + ) -> PregelInvoke: if isinstance(self.bound, RunnablePassthrough): return PregelInvoke(channels=self.channels, bound=coerce_to_runnable(other)) else: @@ -140,7 +158,7 @@ class PregelBatch(RunnableEach): other: Runnable[Any, Other] | Callable[[Any], Other] | Mapping[str, Runnable[Any, Other] | Callable[[Any], Other]], - ) -> Runnable: + ) -> PregelBatch: if isinstance(self.bound, RunnablePassthrough): return PregelBatch(channel=self.channel, bound=coerce_to_runnable(other)) else: @@ -222,7 +240,31 @@ class PregelSink(RunnableLambda): return input -class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output]): +@contextmanager +def ChannelsManager( + channels: Mapping[str, Channel] +) -> Generator[Mapping[str, Channel], None, None]: + empty = {k: v.__enter__() for k, v in channels.items()} + try: + yield empty + finally: + for v in empty.values(): + v.__exit__(None, None, None) + + +@asynccontextmanager +async def AsyncChannelsManager( + channels: Mapping[str, Channel] +) -> AsyncGenerator[Mapping[str, Channel], None]: + empty = {k: await v.__aenter__() for k, v in channels.items()} + try: + yield empty + finally: + for v in empty.values(): + await v.__aexit__(None, None, None) + + +class Pregel(RunnableSerializable[dict[str, Any] | Any, dict[str, Any] | Any]): channels: Mapping[str, Channel] chains: Sequence[PregelInvoke | PregelBatch] @@ -249,7 +291,7 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] if isinstance(chain, (list, tuple)): chains_flat.extend(chain) else: - chains_flat.append(chain) + chains_flat.append(cast(PregelInvoke | PregelBatch, chain)) validate_chains_channels(chains_flat, channels, input, output) @@ -272,7 +314,7 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] ) @classmethod - def subscribe_to_each(cls, inbox: Inbox) -> PregelBatch: + def subscribe_to_each(cls, inbox: str) -> PregelBatch: """Runs process.batch() with the content of inbox each time it is updated.""" return PregelBatch(channel=inbox) @@ -297,25 +339,26 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] input: Iterator[dict[str, Any] | Any], run_manager: CallbackManagerForChainRun, config: RunnableConfig, - ) -> Iterator[Output]: + ) -> Iterator[dict[str, Any] | Any]: processes = tuple(self.chains) # TODO this is where we'd restore from checkpoint - channels = {k: v._empty() for k, v in self.channels.items()} - next_tasks = _apply_writes_and_prepare_next_tasks( - processes, - channels, - deque((self.input, chunk) for chunk in input) - if self.input is not None - else deque((k, v) for chunk in input for k, v in chunk.items()), - ) + with ChannelsManager(self.channels) as channels, get_executor_for_config( + config + ) as executor: + next_tasks = _apply_writes_and_prepare_next_tasks( + processes, + channels, + deque((self.input, chunk) for chunk in input) + if self.input is not None + else deque((k, v) for chunk in input for k, v in chunk.items()), + ) - def read(chan: Channel) -> Any: - try: - return channels[chan]._get() - except EmptyChannelError: - return None + def read(chan: str) -> Any: + try: + return channels[chan]._get() + except EmptyChannelError: + return None - with get_executor_for_config(config) as executor: # Similarly to Bulk Synchronous Parallel / Pregel model # computation proceeds in steps, while there are channel updates # channel updates from step N are only visible in step N+1 @@ -323,7 +366,7 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] # with channel updates applied only at the transition between steps for step in range(config["recursion_limit"]): # collect all writes to channels, without applying them yet - pending_writes = deque[tuple[Channel, Any]]() + pending_writes = deque[tuple[str, Any]]() # execute tasks, and wait for one to fail or all to finish # each task is independent from all other concurrent tasks @@ -373,8 +416,12 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] ) # if any write to output channel in this step, yield current value - if any(chan is self.output for chan, _ in pending_writes): - yield channels[self.output]._get() + if isinstance(self.output, str): + if any(chan is self.output for chan, _ in pending_writes): + yield channels[self.output]._get() + else: + if updated := {c for c, _ in pending_writes if c in self.output}: + yield {chan: channels[chan]._get() for chan in updated} # TODO this is where we'd save checkpoint @@ -387,99 +434,102 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] input: AsyncIterator[dict[str, Any] | Any], run_manager: AsyncCallbackManagerForChainRun, config: RunnableConfig, - ) -> AsyncIterator[Output]: + ) -> AsyncIterator[dict[str, Any] | Any]: processes = tuple(self.chains) - channels = {k: v._empty() for k, v in self.channels.items()} - next_tasks = _apply_writes_and_prepare_next_tasks( - processes, - channels, - deque((self.input, chunk) async for chunk in input) - if self.input is not None - else deque((k, v) async for chunk in input for k, v in chunk.items()), - ) - - def read(chan: Channel) -> Any: - try: - return channels[chan]._get() - except EmptyChannelError: - return None - - # Similarly to Bulk Synchronous Parallel / Pregel model - # computation proceeds in steps, while there are channel updates - # channel updates from step N are only visible in step N+1, - # channels are guaranteed to be immutable for the duration of the step, - # channel updates being applied only at the transition between steps - for step in range(config["recursion_limit"]): - # collect all writes to channels, without applying them yet - pending_writes = deque[tuple[Channel, Any]]() - - # execute tasks, and wait for one to fail or all to finish - # each task is independent from all other concurrent tasks - done, inflight = await asyncio.wait( - [ - asyncio.create_task( - proc.ainvoke( - input, - patch_config( - config, - callbacks=run_manager.get_child(f"pregel:step:{step}"), - configurable={ - # deque.extend is thread-safe - CONFIG_KEY_SEND: pending_writes.extend, - CONFIG_KEY_READ: read, - CONFIG_KEY_STEP: step, - }, - ), - ) - ) - for proc, input in next_tasks - ], - return_when=asyncio.FIRST_EXCEPTION, - timeout=self.step_timeout, - ) - - while done: - # if any task failed - if exc := done.pop().exception(): - # cancel all pending tasks - while inflight: - inflight.pop().cancel() - # raise the exception - raise exc - # TODO this is where retry of an entire step would happen - - if inflight: - # if we got here means we timed out - while inflight: - # cancel all pending tasks - inflight.pop().cancel() - # raise timeout error - raise TimeoutError(f"Timed out at step {step}") - - # apply writes to channels, decide on next step + # TODO this is where we'd restore from checkpoint + async with AsyncChannelsManager(self.channels) as channels: next_tasks = _apply_writes_and_prepare_next_tasks( - processes, channels, pending_writes + processes, + channels, + deque([(self.input, chunk) async for chunk in input]) + if self.input is not None + else deque([(k, v) async for chunk in input for k, v in chunk.items()]), ) - # if any write to output channel in this step, yield current value - if isinstance(self.output, str): - if any(chan is self.output for chan, _ in pending_writes): - yield channels[self.output]._get() - else: - if updated := {c for c, _ in pending_writes if c in self.output}: - yield {chan: channels[chan]._get() for chan in updated} + def read(chan: str) -> Any: + try: + return channels[chan]._get() + except EmptyChannelError: + return None - # if no more tasks, we're done - if not next_tasks: - break + # Similarly to Bulk Synchronous Parallel / Pregel model + # computation proceeds in steps, while there are channel updates + # channel updates from step N are only visible in step N+1, + # channels are guaranteed to be immutable for the duration of the step, + # channel updates being applied only at the transition between steps + for step in range(config["recursion_limit"]): + # collect all writes to channels, without applying them yet + pending_writes = deque[tuple[str, Any]]() + + # execute tasks, and wait for one to fail or all to finish + # each task is independent from all other concurrent tasks + done, inflight = await asyncio.wait( + [ + asyncio.create_task( + proc.ainvoke( + input, + patch_config( + config, + callbacks=run_manager.get_child( + f"pregel:step:{step}" + ), + configurable={ + # deque.extend is thread-safe + CONFIG_KEY_SEND: pending_writes.extend, + CONFIG_KEY_READ: read, + CONFIG_KEY_STEP: step, + }, + ), + ) + ) + for proc, input in next_tasks + ], + return_when=asyncio.FIRST_EXCEPTION, + timeout=self.step_timeout, + ) + + while done: + # if any task failed + if exc := done.pop().exception(): + # cancel all pending tasks + while inflight: + inflight.pop().cancel() + # raise the exception + raise exc + # TODO this is where retry of an entire step would happen + + if inflight: + # if we got here means we timed out + while inflight: + # cancel all pending tasks + inflight.pop().cancel() + # raise timeout error + raise TimeoutError(f"Timed out at step {step}") + + # apply writes to channels, decide on next step + next_tasks = _apply_writes_and_prepare_next_tasks( + processes, channels, pending_writes + ) + + # if any write to output channel in this step, yield current value + if isinstance(self.output, str): + if any(chan is self.output for chan, _ in pending_writes): + yield channels[self.output]._get() + else: + if updated := {c for c, _ in pending_writes if c in self.output}: + yield {chan: channels[chan]._get() for chan in updated} + + # if no more tasks, we're done + if not next_tasks: + break def invoke( self, input: dict[str, Any] | Any, config: RunnableConfig | None = None, **kwargs: Any, - ) -> Output: - latest: Output | None = None + ) -> dict[str, Any] | Any: + latest: dict[str, Any] | Any = None for chunk in self.stream(input, config, **kwargs): latest = chunk return latest @@ -489,7 +539,7 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] input: dict[str, Any] | Any, config: RunnableConfig | None = None, **kwargs: Any, - ) -> Iterator[Output]: + ) -> Iterator[dict[str, Any] | Any]: return self.transform(iter([input]), config, **kwargs) def transform( @@ -497,7 +547,7 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] input: Iterator[dict[str, Any] | Any], config: RunnableConfig | None = None, **kwargs: Any | None, - ) -> Iterator[Output]: + ) -> Iterator[dict[str, Any] | Any]: return self._transform_stream_with_config( input, self._transform, config, **kwargs ) @@ -507,8 +557,8 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] input: dict[str, Any] | Any, config: RunnableConfig | None = None, **kwargs: Any, - ) -> Output: - latest: Output | None = None + ) -> dict[str, Any] | Any: + latest: dict[str, Any] | Any = None async for chunk in self.astream(input, config, **kwargs): latest = chunk return latest @@ -518,8 +568,8 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] input: dict[str, Any] | Any, config: RunnableConfig | None = None, **kwargs: Any, - ) -> AsyncIterator[Output]: - async def input_stream() -> AsyncIterator[Input]: + ) -> AsyncIterator[dict[str, Any] | Any]: + async def input_stream() -> AsyncIterator[dict[str, Any] | Any]: yield input async for chunk in self.atransform(input_stream(), config, **kwargs): @@ -530,7 +580,7 @@ class Pregel(Generic[Output], RunnableSerializable[dict[str, Any] | Any, Output] input: AsyncIterator[dict[str, Any] | Any], config: RunnableConfig | None = None, **kwargs: Any | None, - ) -> AsyncIterator[Output]: + ) -> AsyncIterator[dict[str, Any] | Any]: async for chunk in self._atransform_stream_with_config( input, self._atransform, config, **kwargs ): @@ -547,7 +597,7 @@ def _apply_writes_and_prepare_next_tasks( for chan, val in pending_writes: pending_writes_by_channel[chan].append(val) - updated_channels: set[Channel] = set() + updated_channels: set[str] = set() # Apply writes to channels for chan, vals in pending_writes_by_channel.items(): if chan in channels: @@ -595,7 +645,7 @@ def validate_chains_channels( input: str | None, output: str | Sequence[str], ) -> None: - subscribed_channels = set() + subscribed_channels = set[str]() for chain in chains: if isinstance(chain, PregelInvoke): subscribed_channels.update(chain.channels.values()) diff --git a/poetry.lock b/poetry.lock index 5926ab34f..844da5077 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2,98 +2,98 @@ [[package]] name = "aiohttp" -version = "3.8.5" +version = "3.8.6" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.6" files = [ - {file = "aiohttp-3.8.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a94159871304770da4dd371f4291b20cac04e8c94f11bdea1c3478e557fbe0d8"}, - {file = "aiohttp-3.8.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:13bf85afc99ce6f9ee3567b04501f18f9f8dbbb2ea11ed1a2e079670403a7c84"}, - {file = "aiohttp-3.8.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2ce2ac5708501afc4847221a521f7e4b245abf5178cf5ddae9d5b3856ddb2f3a"}, - {file = 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Python with low level API options" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "websocket-client-1.6.1.tar.gz", hash = "sha256:c951af98631d24f8df89ab1019fc365f2227c0892f12fd150e935607c79dd0dd"}, - {file = "websocket_client-1.6.1-py3-none-any.whl", hash = "sha256:f1f9f2ad5291f0225a49efad77abf9e700b6fef553900623060dad6e26503b9d"}, + {file = "websocket-client-1.6.4.tar.gz", hash = "sha256:b3324019b3c28572086c4a319f91d1dcd44e6e11cd340232978c684a7650d0df"}, + {file = "websocket_client-1.6.4-py3-none-any.whl", hash = "sha256:084072e0a7f5f347ef2ac3d8698a5e0b4ffbfcab607628cadabc650fc9a83a24"}, ] [package.extras] -docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"] +docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"] optional = ["python-socks", "wsaccel"] test = ["websockets"] [[package]] name = "widgetsnbextension" -version = "4.0.8" +version = "4.0.9" description = "Jupyter interactive widgets for Jupyter Notebook" optional = false python-versions = ">=3.7" files = [ - {file = "widgetsnbextension-4.0.8-py3-none-any.whl", hash = "sha256:2e37f0ce9da11651056280c7efe96f2db052fe8fc269508e3724f5cbd6c93018"}, - {file = "widgetsnbextension-4.0.8.tar.gz", hash = "sha256:9ec291ba87c2dfad42c3d5b6f68713fa18be1acd7476569516b2431682315c17"}, + {file = "widgetsnbextension-4.0.9-py3-none-any.whl", hash = "sha256:91452ca8445beb805792f206e560c1769284267a30ceb1cec9f5bcc887d15175"}, + {file = "widgetsnbextension-4.0.9.tar.gz", hash = "sha256:3c1f5e46dc1166dfd40a42d685e6a51396fd34ff878742a3e47c6f0cc4a2a385"}, ] [[package]] @@ -3471,20 +3585,20 @@ multidict = ">=4.0" [[package]] name = "zipp" -version = "3.16.2" +version = "3.17.0" description = "Backport of pathlib-compatible object wrapper for zip files" optional = false python-versions = ">=3.8" files = [ - {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"}, - {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"}, + {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"}, + {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"}, ] [package.extras] -docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"] testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"] [metadata] lock-version = "2.0" python-versions = ">=3.8.1,<4.0" -content-hash = "874a2ac8caec09f4823dd3aa0428704af4d83bfc5c36a78e3a8ceef25b6fc524" +content-hash = "9b412041e5143b368f9e63d7e437fab20ace060c96c2decaf3265ecfe44ddd1b" diff --git a/pyproject.toml b/pyproject.toml index 2bcae8674..8685cfdf3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -9,7 +9,7 @@ repository = "https://www.github.com/langchain-ai/permchain" [tool.poetry.dependencies] python = ">=3.8.1,<4.0" -langchain = "^0.0.313" +langchain = ">=0.0.313" [tool.poetry.group.test.dependencies] @@ -57,6 +57,7 @@ requires = ["poetry-core>=1.0.0"] build-backend = "poetry.core.masonry.api" [tool.pytest.ini_options] +asyncio_mode = "auto" # --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 # diff --git a/tests/test_pregel.py b/tests/test_pregel.py index 3c0e04585..1ad2b19d8 100644 --- a/tests/test_pregel.py +++ b/tests/test_pregel.py @@ -1,14 +1,15 @@ import time +from concurrent.futures import ThreadPoolExecutor import pytest -from pytest_mock import MockerFixture from langchain.schema.runnable import RunnablePassthrough +from pytest_mock import MockerFixture from permchain import Pregel, channels from permchain.pregel import PregelInvoke -def test_invoke_single_process_in_out(mocker: MockerFixture): +def test_invoke_single_process_in_out(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) chain = Pregel.subscribe_to("input") | add_one | Pregel.send_to("output") @@ -26,7 +27,7 @@ def test_invoke_single_process_in_out(mocker: MockerFixture): assert app.invoke(2) == 3 -def test_invoke_two_processes_in_out(mocker: MockerFixture): +def test_invoke_two_processes_in_out(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("inbox") chain_two = Pregel.subscribe_to_each("inbox") | add_one | Pregel.send_to("output") @@ -46,7 +47,7 @@ def test_invoke_two_processes_in_out(mocker: MockerFixture): assert pubsub.invoke(2) == 4 -def test_batch_two_processes_in_out(): +def test_batch_two_processes_in_out() -> None: def add_one_with_delay(inp: int) -> int: time.sleep(inp / 10) return inp + 1 @@ -74,7 +75,7 @@ def test_batch_two_processes_in_out(): assert pubsub.batch([3, 2, 1, 3, 5]) == [5, 4, 3, 5, 7] -def test_invoke_many_processes_in_out(mocker: MockerFixture): +def test_invoke_many_processes_in_out(mocker: MockerFixture) -> None: test_size = 100 add_one = mocker.Mock(side_effect=lambda x: x + 1) @@ -98,8 +99,13 @@ def test_invoke_many_processes_in_out(mocker: MockerFixture): for _ in range(10): assert app.invoke(2, {"recursion_limit": test_size}) == 2 + test_size + with ThreadPoolExecutor() as executor: + assert [ + *executor.map(app.invoke, [2] * 10, [{"recursion_limit": test_size}] * 10) + ] == [2 + test_size] * 10 -def test_batch_many_processes_in_out(mocker: MockerFixture): + +def test_batch_many_processes_in_out(mocker: MockerFixture) -> None: test_size = 100 add_one = mocker.Mock(side_effect=lambda x: x + 1) @@ -130,8 +136,17 @@ def test_batch_many_processes_in_out(mocker: MockerFixture): 5 + test_size, ] + with ThreadPoolExecutor() as executor: + assert [ + *executor.map( + app.batch, [[2, 1, 3, 4, 5]] * 10, [{"recursion_limit": test_size}] * 10 + ) + ] == [ + [2 + test_size, 1 + test_size, 3 + test_size, 4 + test_size, 5 + test_size] + ] * 10 -def test_invoke_two_processes_two_in_two_out_invalid(mocker: MockerFixture): + +def test_invoke_two_processes_two_in_two_out_invalid(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("output") @@ -153,7 +168,7 @@ def test_invoke_two_processes_two_in_two_out_invalid(mocker: MockerFixture): app.invoke(2) -def test_invoke_two_processes_two_in_two_out_valid(mocker: MockerFixture): +def test_invoke_two_processes_two_in_two_out_valid(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("output") @@ -174,7 +189,7 @@ def test_invoke_two_processes_two_in_two_out_valid(mocker: MockerFixture): assert app.invoke(2) == (3, 3) -def test_invoke_two_processes_two_in_join_two_out(mocker: MockerFixture): +def test_invoke_two_processes_two_in_join_two_out(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) add_10_each = mocker.Mock(side_effect=lambda x: sorted(y + 10 for y in x)) @@ -201,8 +216,11 @@ def test_invoke_two_processes_two_in_join_two_out(mocker: MockerFixture): for _ in range(100): assert app.invoke(2) == [13, 13] + with ThreadPoolExecutor() as executor: + assert [*executor.map(app.invoke, [2] * 100)] == [[13, 13]] * 100 -def test_invoke_join_then_call_other_pubsub(mocker: MockerFixture): + +def test_invoke_join_then_call_other_pubsub(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) add_10_each = mocker.Mock(side_effect=lambda x: [y + 10 for y in x]) @@ -245,8 +263,11 @@ def test_invoke_join_then_call_other_pubsub(mocker: MockerFixture): for _ in range(10): assert app.invoke([2, 3]) == 27 + with ThreadPoolExecutor() as executor: + assert [*executor.map(app.invoke, [[2, 3]] * 10)] == [27] * 10 -def test_invoke_two_processes_one_in_two_out(mocker: MockerFixture): + +def test_invoke_two_processes_one_in_two_out(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) chain_one = ( @@ -272,7 +293,7 @@ def test_invoke_two_processes_one_in_two_out(mocker: MockerFixture): assert [c for c in app.stream(2)] == [3, 4] -def test_invoke_two_processes_no_out(mocker: MockerFixture): +def test_invoke_two_processes_no_out(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("between") chain_two = Pregel.subscribe_to("between") | add_one @@ -295,14 +316,14 @@ def test_invoke_two_processes_no_out(mocker: MockerFixture): assert app.invoke(2) is None -def test_invoke_two_processes_no_in(mocker: MockerFixture): +def test_invoke_two_processes_no_in(mocker: MockerFixture) -> None: add_one = mocker.Mock(side_effect=lambda x: x + 1) chain_one = Pregel.subscribe_to("between") | add_one | Pregel.send_to("output") chain_two = Pregel.subscribe_to("between") | add_one with pytest.raises(ValueError): - app = Pregel( + Pregel( chain_one, chain_two, channels={ diff --git a/tests/test_pregel_async.py b/tests/test_pregel_async.py new file mode 100644 index 000000000..3506d4e26 --- /dev/null +++ b/tests/test_pregel_async.py @@ -0,0 +1,320 @@ +import asyncio + +import pytest +from langchain.schema.runnable import RunnablePassthrough +from pytest_mock import MockerFixture + +from permchain import Pregel, channels +from permchain.pregel import PregelInvoke + + +async def test_invoke_single_process_in_out(mocker: MockerFixture) -> None: + add_one = mocker.Mock(side_effect=lambda x: x + 1) + chain = Pregel.subscribe_to("input") | add_one | Pregel.send_to("output") + + app = Pregel( + (chain,), + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + }, + input="input", + output="output", + ) + + assert await app.ainvoke(2) == 3 + + +async def test_invoke_two_processes_in_out(mocker: MockerFixture) -> None: + add_one = mocker.Mock(side_effect=lambda x: x + 1) + chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("inbox") + chain_two = Pregel.subscribe_to_each("inbox") | add_one | Pregel.send_to("output") + + app = Pregel( + [chain_one, chain_two], + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + "inbox": channels.Inbox[int](), + }, + input="input", + output="output", + ) + + assert await app.ainvoke(2) == 4 + + +async def test_batch_two_processes_in_out() -> None: + async def add_one_with_delay(inp: int) -> int: + await asyncio.sleep(inp / 10) + return inp + 1 + + chain_one = ( + Pregel.subscribe_to("input") | add_one_with_delay | Pregel.send_to("one") + ) + chain_two = ( + Pregel.subscribe_to("one") | add_one_with_delay | Pregel.send_to("output") + ) + + app = Pregel( + chain_one, + chain_two, + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + "one": channels.LastValue[int](), + }, + input="input", + output="output", + ) + + assert await app.abatch([3, 2, 1, 3, 5]) == [5, 4, 3, 5, 7] + + +async def test_invoke_many_processes_in_out(mocker: MockerFixture) -> None: + test_size = 100 + add_one = mocker.Mock(side_effect=lambda x: x + 1) + + chans = { + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + "-1": channels.LastValue[int](), + } + chains: list[PregelInvoke] = [ + Pregel.subscribe_to("input") | add_one | Pregel.send_to("-1") + ] + for i in range(test_size - 2): + chans[str(i)] = channels.LastValue[int]() + chains.append( + Pregel.subscribe_to(str(i - 1)) | add_one | Pregel.send_to(str(i)) + ) + chains.append(Pregel.subscribe_to(str(i)) | add_one | Pregel.send_to("output")) + + app = Pregel(*chains, channels=chans, input="input", output="output") + + # No state is left over from previous invocations + for _ in range(10): + assert await app.ainvoke(2, {"recursion_limit": test_size}) == 2 + test_size + + # Concurrent invocations do not interfere with each other + assert await asyncio.gather( + *(app.ainvoke(2, {"recursion_limit": test_size}) for _ in range(10)) + ) == [2 + test_size for _ in range(10)] + + +async def test_batch_many_processes_in_out(mocker: MockerFixture) -> None: + test_size = 100 + add_one = mocker.Mock(side_effect=lambda x: x + 1) + + chans = { + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + "-1": channels.LastValue[int](), + } + chains: list[PregelInvoke] = [ + Pregel.subscribe_to("input") | add_one | Pregel.send_to("-1") + ] + for i in range(test_size - 2): + chans[str(i)] = channels.LastValue[int]() + chains.append( + Pregel.subscribe_to(str(i - 1)) | add_one | Pregel.send_to(str(i)) + ) + chains.append(Pregel.subscribe_to(str(i)) | add_one | Pregel.send_to("output")) + + app = Pregel(*chains, channels=chans, input="input", output="output") + + # No state is left over from previous invocations + for _ in range(10): + # Then invoke pubsub + assert await app.abatch([2, 1, 3, 4, 5], {"recursion_limit": test_size}) == [ + 2 + test_size, + 1 + test_size, + 3 + test_size, + 4 + test_size, + 5 + test_size, + ] + + # Concurrent invocations do not interfere with each other + assert await asyncio.gather( + *( + app.abatch([2, 1, 3, 4, 5], {"recursion_limit": test_size}) + for _ in range(10) + ) + ) == [ + [2 + test_size, 1 + test_size, 3 + test_size, 4 + test_size, 5 + test_size] + for _ in range(10) + ] + + +async def test_invoke_two_processes_two_in_two_out_invalid( + mocker: MockerFixture, +) -> None: + add_one = mocker.Mock(side_effect=lambda x: x + 1) + + chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("output") + chain_two = Pregel.subscribe_to("input") | add_one | Pregel.send_to("output") + + app = Pregel( + chain_one, + chain_two, + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + }, + input="input", + output="output", + ) + + with pytest.raises(channels.InvalidUpdateError): + # LastValue channels can only be updated once per iteration + await app.ainvoke(2) + + +async def test_invoke_two_processes_two_in_two_out_valid(mocker: MockerFixture) -> None: + add_one = mocker.Mock(side_effect=lambda x: x + 1) + + chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("output") + chain_two = Pregel.subscribe_to("input") | add_one | Pregel.send_to("output") + + app = Pregel( + chain_one, + chain_two, + channels={ + "input": channels.LastValue[int](), + "output": channels.Inbox[int](), + }, + input="input", + output="output", + ) + + # An Inbox channel accumulates updates into a sequence + assert await app.ainvoke(2) == (3, 3) + + +async def test_invoke_two_processes_two_in_join_two_out(mocker: MockerFixture) -> None: + add_one = mocker.Mock(side_effect=lambda x: x + 1) + add_10_each = mocker.Mock(side_effect=lambda x: sorted(y + 10 for y in x)) + + chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("inbox") + chain_three = Pregel.subscribe_to("input") | add_one | Pregel.send_to("inbox") + chain_four = Pregel.subscribe_to("inbox") | add_10_each | Pregel.send_to("output") + + app = Pregel( + chain_one, + chain_three, + chain_four, + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + "inbox": channels.Inbox[int](), + }, + input="input", + output="output", + ) + + # Then invoke app + # We get a single array result as chain_four waits for all publishers to finish + # before operating on all elements published to topic_two as an array + for _ in range(100): + assert await app.ainvoke(2) == [13, 13] + + assert await asyncio.gather(*(app.ainvoke(2) for _ in range(100))) == [ + [13, 13] for _ in range(100) + ] + + +async def test_invoke_join_then_call_other_pubsub(mocker: MockerFixture) -> None: + add_one = mocker.Mock(side_effect=lambda x: x + 1) + add_10_each = mocker.Mock(side_effect=lambda x: [y + 10 for y in x]) + + inner_app = Pregel( + Pregel.subscribe_to("input") | add_one | Pregel.send_to("output"), + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + }, + input="input", + output="output", + ) + + chain_one = ( + Pregel.subscribe_to("input") | add_10_each | Pregel.send_to("inbox_one").map() + ) + chain_two = ( + Pregel.subscribe_to("inbox_one") + | inner_app.map() + | sorted + | Pregel.send_to("outbox_one") + ) + chain_three = Pregel.subscribe_to("outbox_one") | sum | Pregel.send_to("output") + + app = Pregel( + chain_one, + chain_two, + chain_three, + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + "inbox_one": channels.Inbox[int](), + "outbox_one": channels.LastValue[int](), + }, + input="input", + output="output", + ) + + # Then invoke pubsub + for _ in range(10): + assert await app.ainvoke([2, 3]) == 27 + + assert await asyncio.gather(*(app.ainvoke([2, 3]) for _ in range(10))) == [ + 27 for _ in range(10) + ] + + +async def test_invoke_two_processes_one_in_two_out(mocker: MockerFixture) -> None: + add_one = mocker.Mock(side_effect=lambda x: x + 1) + + chain_one = ( + Pregel.subscribe_to("input") + | add_one + | Pregel.send_to(output=RunnablePassthrough(), between=RunnablePassthrough()) + ) + chain_two = Pregel.subscribe_to("between") | add_one | Pregel.send_to("output") + + app = Pregel( + chain_one, + chain_two, + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + "between": channels.LastValue[int](), + }, + input="input", + output="output", + ) + + # Then invoke pubsub + assert [c async for c in app.astream(2)] == [3, 4] + + +async def test_invoke_two_processes_no_out(mocker: MockerFixture) -> None: + add_one = mocker.Mock(side_effect=lambda x: x + 1) + chain_one = Pregel.subscribe_to("input") | add_one | Pregel.send_to("between") + chain_two = Pregel.subscribe_to("between") | add_one + + app = Pregel( + chain_one, + chain_two, + channels={ + "input": channels.LastValue[int](), + "output": channels.LastValue[int](), + "between": channels.LastValue[int](), + }, + input="input", + output="output", + ) + + # Then invoke pubsub + # It finishes executing (once no more messages being published) + # but returns nothing, as nothing was published to OUT topic + assert await app.ainvoke(2) is None