b6cce35a93
Signed-off-by: Tiep Le <tiep.le@intel.com> Signed-off-by: siddhivelankar23 <siddhi.velankar@intel.com> Signed-off-by: sjagtap1803 <siddhant.jagtap@intel.com>
71 lines
2.5 KiB
Python
71 lines
2.5 KiB
Python
# Copyright (C) 2024 Intel Corporation
|
|
# SPDX-License-Identifier: Apache-2.0
|
|
|
|
import os
|
|
|
|
from comps import MicroService, MultimodalQnAGateway, ServiceOrchestrator, ServiceType
|
|
|
|
MEGA_SERVICE_HOST_IP = os.getenv("MEGA_SERVICE_HOST_IP", "0.0.0.0")
|
|
MEGA_SERVICE_PORT = int(os.getenv("MEGA_SERVICE_PORT", 8888))
|
|
MM_EMBEDDING_SERVICE_HOST_IP = os.getenv("MM_EMBEDDING_SERVICE_HOST_IP", "0.0.0.0")
|
|
MM_EMBEDDING_PORT_MICROSERVICE = int(os.getenv("MM_EMBEDDING_PORT_MICROSERVICE", 6000))
|
|
MM_RETRIEVER_SERVICE_HOST_IP = os.getenv("MM_RETRIEVER_SERVICE_HOST_IP", "0.0.0.0")
|
|
MM_RETRIEVER_SERVICE_PORT = int(os.getenv("MM_RETRIEVER_SERVICE_PORT", 7000))
|
|
LVM_SERVICE_HOST_IP = os.getenv("LVM_SERVICE_HOST_IP", "0.0.0.0")
|
|
LVM_SERVICE_PORT = int(os.getenv("LVM_SERVICE_PORT", 9399))
|
|
|
|
|
|
class MultimodalQnAService:
|
|
def __init__(self, host="0.0.0.0", port=8000):
|
|
self.host = host
|
|
self.port = port
|
|
self.mmrag_megaservice = ServiceOrchestrator()
|
|
self.lvm_megaservice = ServiceOrchestrator()
|
|
|
|
def add_remote_service(self):
|
|
mm_embedding = MicroService(
|
|
name="embedding",
|
|
host=MM_EMBEDDING_SERVICE_HOST_IP,
|
|
port=MM_EMBEDDING_PORT_MICROSERVICE,
|
|
endpoint="/v1/embeddings",
|
|
use_remote_service=True,
|
|
service_type=ServiceType.EMBEDDING,
|
|
)
|
|
|
|
mm_retriever = MicroService(
|
|
name="retriever",
|
|
host=MM_RETRIEVER_SERVICE_HOST_IP,
|
|
port=MM_RETRIEVER_SERVICE_PORT,
|
|
endpoint="/v1/multimodal_retrieval",
|
|
use_remote_service=True,
|
|
service_type=ServiceType.RETRIEVER,
|
|
)
|
|
lvm = MicroService(
|
|
name="lvm",
|
|
host=LVM_SERVICE_HOST_IP,
|
|
port=LVM_SERVICE_PORT,
|
|
endpoint="/v1/lvm",
|
|
use_remote_service=True,
|
|
service_type=ServiceType.LVM,
|
|
)
|
|
|
|
# for mmrag megaservice
|
|
self.mmrag_megaservice.add(mm_embedding).add(mm_retriever).add(lvm)
|
|
self.mmrag_megaservice.flow_to(mm_embedding, mm_retriever)
|
|
self.mmrag_megaservice.flow_to(mm_retriever, lvm)
|
|
|
|
# for lvm megaservice
|
|
self.lvm_megaservice.add(lvm)
|
|
|
|
self.gateway = MultimodalQnAGateway(
|
|
multimodal_rag_megaservice=self.mmrag_megaservice,
|
|
lvm_megaservice=self.lvm_megaservice,
|
|
host="0.0.0.0",
|
|
port=self.port,
|
|
)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
mmragwithvideos = MultimodalQnAService(host=MEGA_SERVICE_HOST_IP, port=MEGA_SERVICE_PORT)
|
|
mmragwithvideos.add_remote_service()
|