Files
GenAIExamples/VideoQnA/videoqna.py
2024-09-12 23:42:55 +08:00

69 lines
2.6 KiB
Python

# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
import os
from comps import MicroService, ServiceOrchestrator, ServiceType, VideoQnAGateway
MEGA_SERVICE_HOST_IP = os.getenv("MEGA_SERVICE_HOST_IP", "0.0.0.0")
MEGA_SERVICE_PORT = int(os.getenv("MEGA_SERVICE_PORT", 8888))
EMBEDDING_SERVICE_HOST_IP = os.getenv("EMBEDDING_SERVICE_HOST_IP", "0.0.0.0")
EMBEDDING_SERVICE_PORT = int(os.getenv("EMBEDDING_SERVICE_PORT", 6000))
RETRIEVER_SERVICE_HOST_IP = os.getenv("RETRIEVER_SERVICE_HOST_IP", "0.0.0.0")
RETRIEVER_SERVICE_PORT = int(os.getenv("RETRIEVER_SERVICE_PORT", 7000))
RERANK_SERVICE_HOST_IP = os.getenv("RERANK_SERVICE_HOST_IP", "0.0.0.0")
RERANK_SERVICE_PORT = int(os.getenv("RERANK_SERVICE_PORT", 8000))
LVM_SERVICE_HOST_IP = os.getenv("LVM_SERVICE_HOST_IP", "0.0.0.0")
LVM_SERVICE_PORT = int(os.getenv("LVM_SERVICE_PORT", 9000))
class VideoQnAService:
def __init__(self, host="0.0.0.0", port=8888):
self.host = host
self.port = port
self.megaservice = ServiceOrchestrator()
def add_remote_service(self):
embedding = MicroService(
name="embedding",
host=EMBEDDING_SERVICE_HOST_IP,
port=EMBEDDING_SERVICE_PORT,
endpoint="/v1/embeddings",
use_remote_service=True,
service_type=ServiceType.EMBEDDING,
)
retriever = MicroService(
name="retriever",
host=RETRIEVER_SERVICE_HOST_IP,
port=RETRIEVER_SERVICE_PORT,
endpoint="/v1/retrieval",
use_remote_service=True,
service_type=ServiceType.RETRIEVER,
)
rerank = MicroService(
name="rerank",
host=RERANK_SERVICE_HOST_IP,
port=RERANK_SERVICE_PORT,
endpoint="/v1/reranking",
use_remote_service=True,
service_type=ServiceType.RERANK,
)
lvm = MicroService(
name="lvm",
host=LVM_SERVICE_HOST_IP,
port=LVM_SERVICE_PORT,
endpoint="/v1/lvm",
use_remote_service=True,
service_type=ServiceType.LVM,
)
self.megaservice.add(embedding).add(retriever).add(rerank).add(lvm)
self.megaservice.flow_to(embedding, retriever)
self.megaservice.flow_to(retriever, rerank)
self.megaservice.flow_to(rerank, lvm)
self.gateway = VideoQnAGateway(megaservice=self.megaservice, host="0.0.0.0", port=self.port)
if __name__ == "__main__":
videoqna = VideoQnAService(host=MEGA_SERVICE_HOST_IP, port=MEGA_SERVICE_PORT)
videoqna.add_remote_service()