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[ Frontend ] Multiprocessing for OpenAI Server with zeromq #6883

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Aug 3, 2024
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bed649a
:alembic: add backend proto file
joerunde Jul 25, 2024
7de9d49
:recycle: move proto to grpc/pb
joerunde Jul 25, 2024
9394a62
:sparkles: add proto compilation
joerunde Jul 25, 2024
dd8bf96
updated
robertgshaw2-redhat Jul 25, 2024
5c7fbff
kinda working
robertgshaw2-redhat Jul 25, 2024
952e8ef
:construction: more wip
joerunde Jul 25, 2024
e8eac95
fixed
robertgshaw2-redhat Jul 25, 2024
938a843
:bug: fixup race condition
joerunde Jul 25, 2024
2b8d7cd
:bug: remove timeout
joerunde Jul 25, 2024
ea02d39
format
robertgshaw2-redhat Jul 26, 2024
4a2dc46
streaming
robertgshaw2-redhat Jul 26, 2024
30f2bc9
removed breaks
robertgshaw2-redhat Jul 26, 2024
c718b68
pushing current state
robertgshaw2-redhat Jul 26, 2024
b3d25c6
:alembic: try unix sockets
joerunde Jul 26, 2024
2765b17
:zap: no background loop
joerunde Jul 26, 2024
b219778
spurious change
robertgshaw2-redhat Jul 26, 2024
932ea23
remove spurious change
robertgshaw2-redhat Jul 26, 2024
f029114
spurious changes
robertgshaw2-redhat Jul 26, 2024
6854758
spurioous change
robertgshaw2-redhat Jul 26, 2024
3b5ff66
:bug: whoops
joerunde Jul 26, 2024
79247c3
:memo: log stuff
joerunde Jul 26, 2024
a39ebc0
stash
robertgshaw2-redhat Jul 26, 2024
ef257f1
pushing up
robertgshaw2-redhat Jul 26, 2024
a6c9bc5
stash
robertgshaw2-redhat Jul 28, 2024
d7490bc
actually working
robertgshaw2-redhat Jul 28, 2024
f68fd60
cleanup
robertgshaw2-redhat Jul 28, 2024
38b5b9c
more cleanup
robertgshaw2-redhat Jul 28, 2024
bc54311
cleanup
robertgshaw2-redhat Jul 28, 2024
3cccebb
stash
robertgshaw2-redhat Jul 28, 2024
4b78e29
more cleanup
robertgshaw2-redhat Jul 28, 2024
345bfdd
setup
robertgshaw2-redhat Jul 28, 2024
cfbb001
cleanup
robertgshaw2-redhat Jul 28, 2024
d811b42
format
robertgshaw2-redhat Jul 28, 2024
852534e
cleaning up
robertgshaw2-redhat Jul 28, 2024
e42be96
zlib
robertgshaw2-redhat Jul 28, 2024
5202a59
Revert "zlib"
robertgshaw2-redhat Jul 28, 2024
71b1bf9
turn on chunked prefill
robertgshaw2-redhat Jul 28, 2024
a499079
move RPC code into oai server
robertgshaw2-redhat Jul 29, 2024
88a1d08
format
robertgshaw2-redhat Jul 29, 2024
13ce2f1
format
robertgshaw2-redhat Jul 29, 2024
bb8ac06
trying to flow it through
robertgshaw2-redhat Jul 29, 2024
6ebdb3d
cleaning
robertgshaw2-redhat Jul 29, 2024
24c8100
cleaning
robertgshaw2-redhat Jul 29, 2024
e707049
cleaning
robertgshaw2-redhat Jul 29, 2024
baaf6bc
add stubs
robertgshaw2-redhat Jul 29, 2024
9d19d92
format
robertgshaw2-redhat Jul 29, 2024
f1be4b8
working with single launch...
robertgshaw2-redhat Jul 29, 2024
8e417ad
working end to end - with some hacks
robertgshaw2-redhat Jul 29, 2024
4c16c5e
:goal_net: handle shutdown and request errors
joerunde Jul 29, 2024
6ddd4a7
:art: fmt and clean up shutdown handler
joerunde Jul 29, 2024
6d7da74
:bug: fixup type hint for queue
joerunde Jul 29, 2024
97ea04d
:sparkles: update chat endpoint
joerunde Jul 29, 2024
6d753a4
:bug: fixup zmq constant types
joerunde Jul 29, 2024
38e308e
:sparkles: hook up de/tokenize
joerunde Jul 29, 2024
ec19a7b
:recycle: add VLLMBackend protocol
joerunde Jul 29, 2024
453939b
Frontend mp flag (#384)
joerunde Jul 30, 2024
1f33286
Features / Cleanup for MP Frontend (#387)
robertgshaw2-redhat Jul 31, 2024
5362952
Use random port for backend (#390)
joerunde Jul 31, 2024
7214fb8
Await socket operations + some other minor cleanup (#391)
njhill Jul 31, 2024
98a7dab
:sparkles: health check round 2 (#392)
joerunde Jul 31, 2024
f5f0b45
Add tokenizer (#394)
robertgshaw2-redhat Jul 31, 2024
0b351c0
Socket context (#393)
joerunde Jul 31, 2024
79fcc44
Logit bias (#395)
robertgshaw2-redhat Jul 31, 2024
9da8c4a
Merge remote-tracking branch 'upstream/main' into isolate-oai-server-…
joerunde Jul 31, 2024
4c65f74
:bug: messed up the revert in the merge commit :(
joerunde Jul 31, 2024
9bc97f1
fix (#396)
robertgshaw2-redhat Jul 31, 2024
68d8612
Merge remote-tracking branch 'upstream/main' into isolate-oai-server-…
joerunde Jul 31, 2024
4337fe7
format
robertgshaw2-redhat Aug 1, 2024
779d9bd
stash
robertgshaw2-redhat Aug 1, 2024
a6044a3
Fix failed tests (#398)
robertgshaw2-redhat Aug 1, 2024
100189f
Merge branch 'main' into isolate-oai-server-process
robertgshaw2-redhat Aug 1, 2024
0fc8545
fixed merge conflicts
robertgshaw2-redhat Aug 1, 2024
6383091
updated
robertgshaw2-redhat Aug 1, 2024
a09f57f
cleaning
robertgshaw2-redhat Aug 1, 2024
1bdbfcb
:white_check_mark: add test for multiprocessing flag (#399)
joerunde Aug 1, 2024
f3c0f1c
:sparkles: pipe tracing flag (#400)
joerunde Aug 1, 2024
9c415ad
integration tests for old backend
robertgshaw2-redhat Aug 1, 2024
62036ad
rename
robertgshaw2-redhat Aug 1, 2024
a177d87
cleaning
robertgshaw2-redhat Aug 1, 2024
9ca3b93
ordering
robertgshaw2-redhat Aug 1, 2024
f8b5fb1
fix embedding model feedback
robertgshaw2-redhat Aug 1, 2024
fca5a71
Update vllm/entrypoints/openai/rpc/server.py
robertgshaw2-redhat Aug 1, 2024
5f07f86
format
robertgshaw2-redhat Aug 1, 2024
bd0fd76
Merge branch 'main' into isolate-oai-server-process
robertgshaw2-redhat Aug 2, 2024
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🥅 handle shutdown and request errors
Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
  • Loading branch information
joerunde committed Jul 29, 2024
commit 4c16c5e2fb971e8901d20d1c4a7e37a08a2c6a2e
4 changes: 4 additions & 0 deletions vllm/entrypoints/openai/api_server.py
Original file line number Diff line number Diff line change
Expand Up @@ -54,6 +54,7 @@
openai_serving_completion: OpenAIServingCompletion
openai_serving_embedding: OpenAIServingEmbedding
openai_serving_tokenization: OpenAIServingTokenization
rpc_client: RPCClient

logger = init_logger('vllm.entrypoints.openai.api_server')

Expand Down Expand Up @@ -230,6 +231,7 @@ async def build_server(
served_model_names = [args.model]

# TODO: figure out a way around passing the token
global rpc_client
rpc_client = RPCClient(tokenizer=AutoTokenizer.from_pretrained(args.model))
await rpc_client.wait_for_server()
logger.info("RPC Client connected to RPC server.")
Expand Down Expand Up @@ -334,6 +336,8 @@ def signal_handler() -> None:
except asyncio.CancelledError:
print("Gracefully stopping http server")
await server.shutdown()
print("Cleaning up ZMQ client context")
rpc_client.close()
rpc_server_process.join()


Expand Down
10 changes: 9 additions & 1 deletion vllm/entrypoints/openai/rpc/client.py
Original file line number Diff line number Diff line change
Expand Up @@ -37,6 +37,10 @@ def __init__(self, tokenizer):
async def wait_for_server(self):
await self.is_ready_socket.recv()

def close(self):
"""Destroy the zmq context and close all sockets"""
self.context.destroy()

async def get_model_config(self) -> ModelConfig:
self.get_data_socket.send(pickle.dumps(GetDataRequest.MODEL_CONFIG))
model_config = await self.get_data_socket.recv()
Expand Down Expand Up @@ -90,9 +94,13 @@ async def generate(
message = await socket.recv()
request_output = pickle.loads(message)

if isinstance(request_output, Exception):
socket.close()
raise request_output

if request_output.finished:
break
yield request_output

socket.close()
yield request_output
socket.close()
74 changes: 57 additions & 17 deletions vllm/entrypoints/openai/rpc/server.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,13 +2,17 @@
import pickle
import zmq
import zmq.asyncio
import signal

from vllm import AsyncLLMEngine
from vllm.usage.usage_lib import UsageContext
from vllm.entrypoints.openai.rpc import (VLLM_GENERATE_RPC_PATH,
VLLM_GET_DATA_RPC_PATH,
VLLM_IS_READY_RPC_PATH,
GetDataRequest)
from vllm.logger import init_logger

logger = init_logger('vllm.entrypoints.openai.rpc.server')
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class RPCServer:
Expand Down Expand Up @@ -40,6 +44,13 @@ def __init__(self, async_engine_args):
self.poller.register(self.generate_socket, zmq.POLLIN)
self.poller.register(self.get_data_socket, zmq.POLLIN)

def cleanup(self):
"""Shuts down the zmq context and closes all sockets"""
self.context.destroy()
del self.get_data_socket
del self.generate_socket
del self.is_ready_socket

async def get_data(self, message):
request_type = pickle.loads(message)

Expand All @@ -52,18 +63,26 @@ async def get_data(self, message):
[pickle.dumps(data, pickle.HIGHEST_PROTOCOL)])

async def generate(self, identity, message):
request = pickle.loads(message)

results_generator = self.engine.generate(
request.inputs,
sampling_params=request.sampling_params,
request_id=request.request_id)

async for request_output in results_generator:
try:
request = pickle.loads(message)

results_generator = self.engine.generate(
request.inputs,
sampling_params=request.sampling_params,
request_id=request.request_id)

async for request_output in results_generator:
self.generate_socket.send_multipart([
identity,
pickle.dumps(request_output, pickle.HIGHEST_PROTOCOL)
])
except Exception as e:
### Notify client of all failures
self.generate_socket.send_multipart([
identity,
pickle.dumps(request_output, pickle.HIGHEST_PROTOCOL)
])
identity,
pickle.dumps(e, pickle.HIGHEST_PROTOCOL)
])


async def run_loop(self):
# Notify the RPC client that we are ready to recieve requests.
Expand All @@ -73,11 +92,8 @@ async def run_loop(self):
# Avoid GC of running tasks.
running_tasks = set()
while True:
try:
socks = dict(await self.poller.poll())
except KeyboardInterrupt:
# TODO: should there be some other exception here?
break
self.poll_future = self.poller.poll()
socks = dict(await self.poll_future)

task = None
if self.generate_socket in socks:
Expand All @@ -99,6 +115,30 @@ async def run_loop(self):
# TODO: Do I need to close the generate / get_data sockets?
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I think it's best to close sockets explicitly if possible per https://pyzmq.readthedocs.io/en/latest/api/zmq.html#zmq.Socket.close

If this is not called, the socket will automatically be closed when it is garbage collected, in which case you may see a ResourceWarning about the unclosed socket.



async def run_server(server: RPCServer):
# Run with proper interrupt handling
logger.info("Booting up vLLM zmq backend")

loop = asyncio.get_running_loop()

server_task = loop.create_task(server.run_loop())
def signal_handler() -> None:
# Kill the server on interrupt / terminate
server_task.cancel()

loop.add_signal_handler(signal.SIGINT, signal_handler)
loop.add_signal_handler(signal.SIGTERM, signal_handler)

try:
await server_task
except asyncio.CancelledError:
logger.info("ZMQ Backend was interrupted")
finally:
# Clean up all the zmq resources before exiting
server.cleanup()
logger.info("vLLM ZMQ Backend shut down")


def run_rpc_server(async_engine_args):
server = RPCServer(async_engine_args=async_engine_args)
asyncio.run(server.run_loop())
asyncio.run(run_server(server))