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Add Batch routing support via @service_endpoint
with configurable batch size and timeout
#177
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2c349fd
router access latest healith_replicas and sessionmap
DNXie d351935
fix test
DNXie 1c7efac
add batch routing logic to service + test case
DNXie 821714c
moving endpoint logic to endpoint.py; add decorator for service_endpoint
DNXie 64c7076
buggy version
DNXie c581a9a
finally working, todo: clean up and add docstr
DNXie 2f87cb1
fix lint and clean up
DNXie 52796d1
more clean up
DNXie 2464ca8
separate batch routing logic to BatchedServiceEndpoint
DNXie 926c601
add docstring
DNXie 4ca60ba
add a test case
DNXie 0131e21
correct test case
DNXie 93d8c9d
Update src/forge/controller/service/endpoint.py
DNXie 90e94b9
Update src/forge/controller/service/interface.py
DNXie 4393a51
resolve comments
DNXie 653001e
move batching logic back to Batcher class, keep router for each endpo…
DNXie 47e7f82
minor
DNXie baf2ef6
@service_endpoint returns ServiceEndpointProperty
DNXie 595751e
simplify _set_router
DNXie 0085972
update docstring and test cases
DNXie 1de2981
Merge remote-tracking branch 'origin/main' into batch_router
DNXie 1bd0f91
add call/choose/call_one/... to ServiceEndpointV2
DNXie 8b61802
raise error if endpoint already exist in self.routers
DNXie f4a60d8
call->route; call_all -> fanout
DNXie e9bd7c7
move get_replica to route
DNXie 8f16006
remove a tmp file (committed by mistake
DNXie 03ff0c2
remove dict for batcher config; add one more test for config
DNXie 1faf6a6
add docstring to explain why ServiceEndpointProperty inherits Endpoin…
DNXie bcc35bb
fix lint
DNXie ef1faa4
change router from router obj to callable
DNXie e2aee83
batch requests
DNXie 9060ec9
add changes to ServiceInterfaceV2 for future adaption
DNXie 57a1abe
fix missing import
DNXie File filter
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,199 @@ | ||
# Copyright (c) Meta Platforms, Inc. and affiliates. | ||
# All rights reserved. | ||
# | ||
# This source code is licensed under the BSD-style license found in the | ||
# LICENSE file in the root directory of this source tree. | ||
|
||
""" | ||
Service endpoint management for the Forge framework. | ||
""" | ||
|
||
from typing import Any, Callable, Generic, List, TypeVar | ||
|
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from monarch._src.actor.endpoint import EndpointProperty | ||
|
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from typing_extensions import ParamSpec | ||
|
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from .router import RoundRobinRouter, Router | ||
|
||
P = ParamSpec("P") | ||
R = TypeVar("R") | ||
Propagator = Any | ||
|
||
|
||
class ServiceEndpoint(Generic[P, R]): | ||
""" | ||
This extends Monarch's actor APIs for service endpoints. | ||
- `route(*args, **kwargs)`: Routes the request to a single replica. | ||
- `fanout(*args, **kwargs)`: Broadcasts the request to all healthy replicas. | ||
|
||
Monarch's native actor APIs do not apply for services. | ||
""" | ||
|
||
def __init__( | ||
self, | ||
service, | ||
endpoint_name: str, | ||
): | ||
self.service = service | ||
self.endpoint_name = endpoint_name | ||
|
||
async def route(self, *args: P.args, **kwargs: P.kwargs) -> R: | ||
"""Chooses a replica to call based on context and load balancing strategy.""" | ||
# Extract sess_id from kwargs if present | ||
sess_id = kwargs.pop("sess_id", None) | ||
return await self.service._route(sess_id, self.endpoint_name, *args, **kwargs) | ||
|
||
async def fanout(self, *args: P.args, **kwargs: P.kwargs) -> List[R]: | ||
"""Broadcasts a request to all healthy replicas and returns the results as a list.""" | ||
result = await self.service._fanout(self.endpoint_name, *args, **kwargs) | ||
return result | ||
|
||
async def choose(self, *args: P.args, **kwargs: P.kwargs) -> R: | ||
raise NotImplementedError( | ||
"You tried to use choose() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
async def call(self, *args: P.args, **kwargs: P.kwargs) -> List[R]: | ||
raise NotImplementedError( | ||
"You tried to use call() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
async def call_one(self, *args: P.args, **kwargs: P.kwargs) -> R: | ||
raise NotImplementedError( | ||
"You tried to use a call_one() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
async def broadcast(self, *args: P.args, **kwargs: P.kwargs) -> List[R]: | ||
raise NotImplementedError( | ||
"You tried to use broadcast() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
async def generate(self, *args: P.args, **kwargs: P.kwargs): | ||
raise NotImplementedError( | ||
"You tried to use generate() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
|
||
class ServiceEndpointV2(Generic[P, R]): | ||
"""An endpoint object specific to services. | ||
|
||
This loosely mimics the Endpoint APIs exposed in Monarch, with | ||
a few key differences: | ||
- Only choose and call are retained (dropping stream and call_one) | ||
- Call returns a list directly rather than a ValueMesh. | ||
|
||
These changes are made with Forge use cases in mind, but can | ||
certainly be expanded/adapted in the future. | ||
|
||
""" | ||
|
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def __init__(self, actor_mesh, endpoint_name: str): | ||
self.actor_mesh = actor_mesh | ||
self.endpoint_name = endpoint_name | ||
|
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async def route(self, *args: P.args, **kwargs: P.kwargs) -> R: | ||
"""Chooses a replica to call based on context and load balancing strategy.""" | ||
# Extract sess_id from kwargs if present | ||
sess_id = kwargs.pop("sess_id", None) | ||
return await self.actor_mesh.call.call_one( | ||
sess_id, self.endpoint_name, *args, **kwargs | ||
) | ||
|
||
async def fanout(self, *args: P.args, **kwargs: P.kwargs) -> List[R]: | ||
"""Broadcasts a request to all healthy replicas and returns the results as a list.""" | ||
result = await self.actor_mesh.call_all.call_one( | ||
self.endpoint_name, *args, **kwargs | ||
) | ||
return result | ||
|
||
async def choose(self, *args: P.args, **kwargs: P.kwargs) -> R: | ||
raise NotImplementedError( | ||
"You tried to use choose() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
async def call(self, *args: P.args, **kwargs: P.kwargs) -> List[R]: | ||
raise NotImplementedError( | ||
"You tried to use call() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
async def call_one(self, *args: P.args, **kwargs: P.kwargs) -> R: | ||
raise NotImplementedError( | ||
"You tried to use a call_one() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
async def broadcast(self, *args: P.args, **kwargs: P.kwargs) -> List[R]: | ||
raise NotImplementedError( | ||
"You tried to use broadcast() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
async def generate(self, *args: P.args, **kwargs: P.kwargs): | ||
raise NotImplementedError( | ||
"You tried to use generate() on a service, not an actor. " | ||
"Services only support route() and fanout()." | ||
) | ||
|
||
|
||
class ServiceEndpointProperty(EndpointProperty, Generic[P, R]): | ||
allenwang28 marked this conversation as resolved.
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|
||
""" | ||
Extension of EndpointProperty that carries service-specific | ||
routing and batching configuration. | ||
|
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Inherits from EndpointProperty so the method is still registered as | ||
a valid actor endpoint, while also attaching service-specific options | ||
(router, batch_size, batch_timeout). | ||
""" | ||
|
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def __init__( | ||
self, | ||
method: Any, | ||
propagator: Propagator, | ||
explicit_response_port: bool, | ||
*, | ||
router: Callable[[], Router] = RoundRobinRouter, | ||
batch_size: int = 1, | ||
batch_timeout: float = 0.01, | ||
) -> None: | ||
super().__init__(method, propagator, explicit_response_port) | ||
self.router = router | ||
self.batch_size = batch_size | ||
self.batch_timeout = batch_timeout | ||
|
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|
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def service_endpoint( | ||
*, | ||
router: Callable[[], Router] = RoundRobinRouter, | ||
batch_size: int = 1, | ||
batch_timeout: float = 0.01, | ||
propagate=None, | ||
explicit_response_port=False, | ||
): | ||
""" | ||
Marks an actor method as a service endpoint with batching routing support. | ||
|
||
Example: | ||
class MyForgeActor(ForgeActor): | ||
@service_endpoint(router=RoundRobinRouter(), batch_size=16, batch_timeout=0.05) | ||
async def predict(self, x): ... | ||
""" | ||
|
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def decorator(method) -> ServiceEndpointProperty: | ||
return ServiceEndpointProperty( | ||
method, | ||
propagator=propagate, | ||
explicit_response_port=explicit_response_port, | ||
router=router, | ||
batch_size=batch_size, | ||
batch_timeout=batch_timeout, | ||
) | ||
|
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return decorator |
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