mirror of
https://github.com/PaddlePaddle/FastDeploy.git
synced 2025-10-05 00:33:03 +08:00
[Feature] add dealer manager to reuse the connection (#3471)
* [BugFix] fix control signal release failed * [BugFix] fix control signal release failed * update * update * update * [Feature] add dealer manager to reuse the connection * fix * fix * fix * fix * fix * fix * Create test_dealer_connection_manager.py * Delete test/entrypoints/openai directory * Update test_dealer_connection_manager.py * Update test_dealer_connection_manager.py
This commit is contained in:
@@ -14,6 +14,7 @@
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# limitations under the License.
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"""
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import os
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import time
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import traceback
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import uuid
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@@ -22,6 +23,7 @@ import numpy as np
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from fastdeploy import envs
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from fastdeploy.engine.config import ModelConfig
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from fastdeploy.entrypoints.openai.utils import DealerConnectionManager
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from fastdeploy.envs import FD_SUPPORT_MAX_CONNECTIONS
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from fastdeploy.input.preprocess import InputPreprocessor
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from fastdeploy.inter_communicator import IPCSignal, ZmqClient
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@@ -91,6 +93,10 @@ class EngineClient:
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suffix=pid,
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create=False,
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)
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self.connection_manager = DealerConnectionManager(
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pid, max_connections=int(os.getenv("FD_DEALER_CONNECTIONS", 50))
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)
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self.connection_initialized = False
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def create_zmq_client(self, model, mode):
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"""
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|
@@ -154,6 +154,7 @@ async def lifespan(app: FastAPI):
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yield
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# close zmq
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try:
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await engine_client.connection_manager.close()
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engine_client.zmq_client.close()
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from prometheus_client import multiprocess
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@@ -20,10 +20,7 @@ import traceback
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import uuid
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from typing import List, Optional
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import aiozmq
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import msgpack
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import numpy as np
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from aiozmq import zmq
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from fastdeploy.entrypoints.openai.protocol import (
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ChatCompletionRequest,
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@@ -62,6 +59,12 @@ class OpenAIServingChat:
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else:
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self.master_ip = self.master_ip.split(",")[0]
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async def _ensure_connection_manager(self):
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"""ensure connection manager initialized"""
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if not self.engine_client.connection_initialized:
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await self.engine_client.connection_manager.initialize()
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self.engine_client.connection_initialized = True
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def _check_master(self):
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if self.master_ip is None:
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return True
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@@ -180,14 +183,16 @@ class OpenAIServingChat:
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choices=[],
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model=model_name,
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)
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try:
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dealer = await aiozmq.create_zmq_stream(zmq.DEALER, connect=f"ipc:///dev/shm/router_{self.pid}.ipc")
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await self._ensure_connection_manager()
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dealer, response_queue = await self.engine_client.connection_manager.get_connection(request_id)
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dealer.write([b"", request_id.encode("utf-8")])
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choices = []
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current_waiting_time = 0
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while num_choices > 0:
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try:
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raw_data = await asyncio.wait_for(dealer.read(), timeout=10)
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response = await asyncio.wait_for(response_queue.get(), timeout=10)
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current_waiting_time = 0
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except asyncio.TimeoutError:
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current_waiting_time += 10
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@@ -202,7 +207,6 @@ class OpenAIServingChat:
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current_waiting_time = 0
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await asyncio.sleep(0.01)
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continue
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response = msgpack.unpackb(raw_data[-1])
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for res in response:
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if res.get("error_code", 200) != 200:
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raise ValueError("{}".format(res["error_msg"]))
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@@ -353,9 +357,9 @@ class OpenAIServingChat:
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)
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yield f"data: {error_data}\n\n"
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finally:
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dealer.close()
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await self.engine_client.connection_manager.cleanup_request(request_id)
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self.engine_client.semaphore.release()
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api_server_logger.info(f"release {self.engine_client.semaphore.status()}")
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api_server_logger.info(f"release {request_id} {self.engine_client.semaphore.status()}")
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yield "data: [DONE]\n\n"
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async def chat_completion_full_generator(
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@@ -378,7 +382,8 @@ class OpenAIServingChat:
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include_stop_str_in_output = request.include_stop_str_in_output
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try:
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dealer = await aiozmq.create_zmq_stream(zmq.DEALER, connect=f"ipc:///dev/shm/router_{self.pid}.ipc")
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await self._ensure_connection_manager()
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dealer, response_queue = await self.engine_client.connection_manager.get_connection(request_id)
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dealer.write([b"", request_id.encode("utf-8")])
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final_res = None
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previous_num_tokens = 0
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@@ -387,7 +392,7 @@ class OpenAIServingChat:
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completion_token_ids = []
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while True:
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try:
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raw_data = await asyncio.wait_for(dealer.read(), timeout=10)
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response = await asyncio.wait_for(response_queue.get(), timeout=10)
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current_waiting_time = 0
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except asyncio.TimeoutError:
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current_waiting_time += 10
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@@ -400,7 +405,6 @@ class OpenAIServingChat:
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await asyncio.sleep(0.1)
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continue
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response = msgpack.unpackb(raw_data[-1])
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task_is_finished = False
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for data in response:
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if data.get("error_code", 200) != 200:
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@@ -430,7 +434,7 @@ class OpenAIServingChat:
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if task_is_finished:
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break
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finally:
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dealer.close()
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await self.engine_client.connection_manager.cleanup_request(request_id)
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self.engine_client.semaphore.release()
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api_server_logger.info(f"release {self.engine_client.semaphore.status()}")
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@@ -20,10 +20,7 @@ import traceback
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import uuid
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from typing import List, Optional
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import aiozmq
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import msgpack
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import numpy as np
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from aiozmq import zmq
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from fastdeploy.engine.request import RequestOutput
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from fastdeploy.entrypoints.openai.protocol import (
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@@ -53,6 +50,12 @@ class OpenAIServingCompletion:
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else:
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self.master_ip = self.master_ip.split(",")[0]
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async def _ensure_connection_manager(self):
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"""ensure connection manager initialized"""
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if not self.engine_client.connection_initialized:
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await self.engine_client.connection_manager.initialize()
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self.engine_client.connection_initialized = True
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def _check_master(self):
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if self.master_ip is None:
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return True
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@@ -185,7 +188,10 @@ class OpenAIServingCompletion:
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try:
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request_ids = [f"{request_id}-{i}" for i in range(num_choices)]
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# create dealer
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dealer = await aiozmq.create_zmq_stream(zmq.DEALER, connect=f"ipc:///dev/shm/router_{self.pid}.ipc")
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await self._ensure_connection_manager()
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dealer, response_queue = await self.engine_client.connection_manager.get_connection(
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request_id, num_choices
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)
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for rid in request_ids:
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dealer.write([b"", rid.encode("utf-8")])
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@@ -198,7 +204,7 @@ class OpenAIServingCompletion:
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current_waiting_time = 0
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while num_choices > 0:
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try:
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raw_data = await asyncio.wait_for(dealer.read(), timeout=10)
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response = await asyncio.wait_for(response_queue.get(), timeout=10)
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current_waiting_time = 0
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except asyncio.TimeoutError:
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current_waiting_time += 10
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@@ -210,7 +216,7 @@ class OpenAIServingCompletion:
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current_waiting_time = 0
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await asyncio.sleep(0.1)
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continue
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response = msgpack.unpackb(raw_data[-1])
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for data in response:
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rid = int(data["request_id"].split("-")[-1])
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if data.get("error_code", 200) != 200:
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@@ -255,7 +261,7 @@ class OpenAIServingCompletion:
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finally:
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self.engine_client.semaphore.release()
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if dealer is not None:
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dealer.close()
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await self.engine_client.connection_manager.cleanup_request(request_id)
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async def _echo_back_prompt(self, request, res, idx):
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if res["outputs"].get("send_idx", -1) == 0 and request.echo:
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@@ -288,7 +294,10 @@ class OpenAIServingCompletion:
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Process the stream completion request.
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"""
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try:
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dealer = await aiozmq.create_zmq_stream(zmq.DEALER, connect=f"ipc:///dev/shm/router_{self.pid}.ipc")
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await self._ensure_connection_manager()
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dealer, response_queue = await self.engine_client.connection_manager.get_connection(
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request_id, num_choices
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)
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for i in range(num_choices):
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req_id = f"{request_id}-{i}"
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@@ -312,7 +321,7 @@ class OpenAIServingCompletion:
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current_waiting_time = 0
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while num_choices > 0:
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try:
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raw_data = await asyncio.wait_for(dealer.read(), timeout=10)
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response = await asyncio.wait_for(response_queue.get(), timeout=10)
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current_waiting_time = 0
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except asyncio.TimeoutError:
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current_waiting_time += 10
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@@ -325,7 +334,6 @@ class OpenAIServingCompletion:
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await asyncio.sleep(0.1)
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continue
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response = msgpack.unpackb(raw_data[-1])
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for res in response:
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idx = int(res["request_id"].split("-")[-1])
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if res.get("error_code", 200) != 200:
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@@ -453,9 +461,9 @@ class OpenAIServingCompletion:
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yield f"data: {ErrorResponse(message=str(e), code=400).model_dump_json(exclude_unset=True)}\n\n"
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finally:
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del request
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self.engine_client.semaphore.release()
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if dealer is not None:
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dealer.close()
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await self.engine_client.connection_manager.cleanup_request(request_id)
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self.engine_client.semaphore.release()
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yield "data: [DONE]\n\n"
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def request_output_to_completion_response(
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|
159
fastdeploy/entrypoints/openai/utils.py
Normal file
159
fastdeploy/entrypoints/openai/utils.py
Normal file
@@ -0,0 +1,159 @@
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"""
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# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License"
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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import asyncio
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import heapq
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import random
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import aiozmq
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import msgpack
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import zmq
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from fastdeploy.utils import api_server_logger
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class DealerConnectionManager:
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"""
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Manager for dealer connections, supporting multiplexing and connection reuse
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"""
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def __init__(self, pid, max_connections=10):
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self.pid = pid
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self.max_connections = max(max_connections, 10)
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self.connections = []
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self.connection_load = []
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self.connection_heap = []
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self.request_map = {} # request_id -> response_queue
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self.request_num = {} # request_id -> num_choices
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self.lock = asyncio.Lock()
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self.connection_tasks = []
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self.running = False
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async def initialize(self):
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"""initialize all connections"""
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self.running = True
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for index in range(self.max_connections):
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await self._add_connection(index)
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api_server_logger.info(f"Started {self.max_connections} connections")
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async def _add_connection(self, index):
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"""create a new connection and start listening task"""
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try:
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dealer = await aiozmq.create_zmq_stream(
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zmq.DEALER,
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connect=f"ipc:///dev/shm/router_{self.pid}.ipc",
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)
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async with self.lock:
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self.connections.append(dealer)
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self.connection_load.append(0)
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heapq.heappush(self.connection_heap, (0, index))
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# start listening
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task = asyncio.create_task(self._listen_connection(dealer, index))
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self.connection_tasks.append(task)
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return True
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except Exception as e:
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api_server_logger.error(f"Failed to create dealer: {str(e)}")
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return False
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async def _listen_connection(self, dealer, conn_index):
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"""
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listen for messages from the dealer connection
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"""
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while self.running:
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try:
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raw_data = await dealer.read()
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response = msgpack.unpackb(raw_data[-1])
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request_id = response[-1]["request_id"]
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if "cmpl" == request_id[:4]:
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request_id = request_id.rsplit("-", 1)[0]
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async with self.lock:
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if request_id in self.request_map:
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await self.request_map[request_id].put(response)
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if response[-1]["finished"]:
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self.request_num[request_id] -= 1
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if self.request_num[request_id] == 0:
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self._update_load(conn_index, -1)
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except Exception as e:
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api_server_logger.error(f"Listener error: {str(e)}")
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break
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def _update_load(self, conn_index, delta):
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"""Update connection load and maintain the heap"""
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self.connection_load[conn_index] += delta
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heapq.heapify(self.connection_heap)
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# For Debugging purposes
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if random.random() < 0.01:
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min_load = self.connection_heap[0][0] if self.connection_heap else 0
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max_load = max(self.connection_load) if self.connection_load else 0
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api_server_logger.debug(f"Connection load update: min={min_load}, max={max_load}")
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def _get_least_loaded_connection(self):
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"""
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Get the least loaded connection
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"""
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if not self.connection_heap:
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return None
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load, conn_index = self.connection_heap[0]
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self._update_load(conn_index, 1)
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return self.connections[conn_index]
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async def get_connection(self, request_id, num_choices=1):
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"""get a connection for the request"""
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response_queue = asyncio.Queue()
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async with self.lock:
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self.request_map[request_id] = response_queue
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self.request_num[request_id] = num_choices
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dealer = self._get_least_loaded_connection()
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if not dealer:
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raise RuntimeError("No available connections")
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|
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return dealer, response_queue
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|
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async def cleanup_request(self, request_id):
|
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"""
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clean up the request after it is finished
|
||||
"""
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async with self.lock:
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if request_id in self.request_map:
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del self.request_map[request_id]
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del self.request_num[request_id]
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|
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async def close(self):
|
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"""
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close all connections and tasks
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"""
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self.running = False
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||||
|
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for task in self.connection_tasks:
|
||||
task.cancel()
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||||
|
||||
async with self.lock:
|
||||
for dealer in self.connections:
|
||||
try:
|
||||
dealer.close()
|
||||
except:
|
||||
pass
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||||
self.connections.clear()
|
||||
self.connection_load.clear()
|
||||
self.request_map.clear()
|
||||
|
||||
api_server_logger.info("All connections and tasks closed")
|
@@ -85,7 +85,7 @@ environment_variables: dict[str, Callable[[], Any]] = {
|
||||
# set trace attribute job_id.
|
||||
"FD_JOB_ID": lambda: os.getenv("FD_JOB_ID"),
|
||||
# support max connections
|
||||
"FD_SUPPORT_MAX_CONNECTIONS": lambda: 768,
|
||||
"FD_SUPPORT_MAX_CONNECTIONS": lambda: int(os.getenv("FD_SUPPORT_MAX_CONNECTIONS", "1024")),
|
||||
}
|
||||
|
||||
|
||||
|
157
tests/entrypoints/openai/test_dealer_connection_manager.py
Normal file
157
tests/entrypoints/openai/test_dealer_connection_manager.py
Normal file
@@ -0,0 +1,157 @@
|
||||
"""
|
||||
# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.
|
||||
#
|
||||
# Licensed under the Apache License, Version 2.0 (the "License"
|
||||
# you may not use this file except in compliance with the License.
|
||||
# You may obtain a copy of the License at
|
||||
#
|
||||
# http://www.apache.org/licenses/LICENSE-2.0
|
||||
#
|
||||
# Unless required by applicable law or agreed to in writing, software
|
||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
# See the License for the specific language governing permissions and
|
||||
# limitations under the License.
|
||||
"""
|
||||
|
||||
import asyncio
|
||||
import unittest
|
||||
from unittest.mock import AsyncMock, patch
|
||||
|
||||
import msgpack
|
||||
|
||||
from fastdeploy.entrypoints.openai.utils import DealerConnectionManager
|
||||
|
||||
|
||||
class TestDealerConnectionManager(unittest.TestCase):
|
||||
"""Test cases for DealerConnectionManager"""
|
||||
|
||||
def setUp(self):
|
||||
self.loop = asyncio.new_event_loop()
|
||||
asyncio.set_event_loop(self.loop)
|
||||
self.manager = DealerConnectionManager(pid=1, max_connections=5)
|
||||
|
||||
def tearDown(self):
|
||||
self.loop.run_until_complete(self.manager.close())
|
||||
self.loop.close()
|
||||
|
||||
@patch("aiozmq.create_zmq_stream")
|
||||
async def test_initialization(self, mock_create):
|
||||
"""Test manager initialization creates connections"""
|
||||
mock_stream = AsyncMock()
|
||||
mock_create.return_value = mock_stream
|
||||
|
||||
# Test initialization
|
||||
await self.manager.initialize()
|
||||
|
||||
# Verify connections were created
|
||||
self.assertEqual(len(self.manager.connections), 10)
|
||||
self.assertEqual(len(self.manager.connection_load), 10)
|
||||
self.assertEqual(len(self.manager.connection_tasks), 10)
|
||||
|
||||
# Verify connection tasks are running
|
||||
for task in self.manager.connection_tasks:
|
||||
self.assertFalse(task.done())
|
||||
|
||||
@patch("aiozmq.create_zmq_stream")
|
||||
async def test_get_connection(self, mock_create):
|
||||
"""Test getting a connection with load balancing"""
|
||||
mock_stream = AsyncMock()
|
||||
mock_create.return_value = mock_stream
|
||||
await self.manager.initialize()
|
||||
|
||||
# Get a connection
|
||||
dealer, queue = await self.manager.get_connection("req1")
|
||||
|
||||
# Verify least loaded connection is returned
|
||||
self.assertEqual(self.manager.connection_load[0], 1)
|
||||
self.assertIsNotNone(dealer)
|
||||
self.assertIsNotNone(queue)
|
||||
self.assertIn("req1", self.manager.request_map)
|
||||
|
||||
@patch("aiozmq.create_zmq_stream")
|
||||
async def test_connection_listening(self, mock_create):
|
||||
"""Test connection listener handles responses"""
|
||||
mock_stream = AsyncMock()
|
||||
mock_create.return_value = mock_stream
|
||||
await self.manager.initialize()
|
||||
|
||||
# Setup test response
|
||||
test_response = {"request_id": "req1", "finished": True}
|
||||
mock_stream.read.return_value = [b"", msgpack.packb(test_response)]
|
||||
|
||||
# Simulate response
|
||||
dealer, queue = await self.manager.get_connection("req1")
|
||||
response = await queue.get()
|
||||
|
||||
# Verify response handling
|
||||
self.assertEqual(response[-1]["request_id"], "req1")
|
||||
self.assertEqual(self.manager.connection_load[0], 0) # Should be decremented after finish
|
||||
|
||||
@patch("aiozmq.create_zmq_stream")
|
||||
async def test_request_cleanup(self, mock_create):
|
||||
"""Test request cleanup removes request tracking"""
|
||||
mock_stream = AsyncMock()
|
||||
mock_create.return_value = mock_stream
|
||||
await self.manager.initialize()
|
||||
|
||||
await self.manager.get_connection("req1")
|
||||
self.assertIn("req1", self.manager.request_map)
|
||||
|
||||
await self.manager.cleanup_request("req1")
|
||||
self.assertNotIn("req1", self.manager.request_map)
|
||||
|
||||
@patch("aiozmq.create_zmq_stream")
|
||||
async def test_multiple_requests(self, mock_create):
|
||||
"""Test load balancing with multiple requests"""
|
||||
mock_stream = AsyncMock()
|
||||
mock_create.return_value = mock_stream
|
||||
await self.manager.initialize()
|
||||
|
||||
# Get multiple connections
|
||||
connections = []
|
||||
for i in range(1, 6):
|
||||
dealer, queue = await self.manager.get_connection(f"req{i}")
|
||||
connections.append((dealer, queue))
|
||||
|
||||
# Verify load is distributed
|
||||
load_counts = [0] * 5
|
||||
for i in range(5):
|
||||
load_counts[i] = self.manager.connection_load[i]
|
||||
|
||||
self.assertEqual(sum(load_counts), 5)
|
||||
self.assertTrue(all(1 <= load <= 2 for load in load_counts))
|
||||
|
||||
@patch("aiozmq.create_zmq_stream")
|
||||
async def test_connection_failure(self, mock_create):
|
||||
"""Test connection failure handling"""
|
||||
mock_create.side_effect = Exception("Connection failed")
|
||||
|
||||
with self.assertLogs(level="ERROR") as log:
|
||||
await self.manager._add_connection(0)
|
||||
self.assertTrue(any("Failed to create dealer" in msg for msg in log.output))
|
||||
|
||||
self.assertEqual(len(self.manager.connections), 0)
|
||||
|
||||
@patch("aiozmq.create_zmq_stream")
|
||||
async def test_close_manager(self, mock_create):
|
||||
"""Test manager shutdown"""
|
||||
mock_stream = AsyncMock()
|
||||
mock_create.return_value = mock_stream
|
||||
await self.manager.initialize()
|
||||
|
||||
# Verify connections exist
|
||||
self.assertEqual(len(self.manager.connections), 5)
|
||||
|
||||
# Close manager
|
||||
await self.manager.close()
|
||||
|
||||
# Verify cleanup
|
||||
self.assertEqual(len(self.manager.connections), 0)
|
||||
self.assertEqual(len(self.manager.request_map), 0)
|
||||
for task in self.manager.connection_tasks:
|
||||
self.assertTrue(task.cancelled())
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
unittest.main()
|
Reference in New Issue
Block a user