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[Bug: 899] Create a version of DocIndexRetriever example with Zilliz/Milvus as Vector DB (#1616)
Signed-off-by: Shifani Rajabose <srajabose@habana.ai> Co-authored-by: pallavi jaini <pallavi.jaini@intel.com>
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‎DocIndexRetriever/docker_compose/intel/cpu/xeon/README.md

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@@ -55,7 +55,7 @@ export RETRIEVER_SERVICE_HOST_IP=${host_ip}
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export RERANK_SERVICE_HOST_IP=${host_ip}
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export BACKEND_SERVICE_ENDPOINT="http://${host_ip}:8000/v1/retrievaltool"
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export DATAPREP_SERVICE_ENDPOINT="http://${host_ip}:6007/v1/dataprep/ingest"
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cd GenAIExamples/DocIndexRetriever/intel/cpu/xoen/
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cd GenAIExamples/DocIndexRetriever/docker_compose/intel/cpu/xeon
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docker compose up -d
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```
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@@ -66,10 +66,18 @@ In that case, start Docker Containers with compose_without_rerank.yaml
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export host_ip="YOUR IP ADDR"
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export HUGGINGFACEHUB_API_TOKEN=${your_hf_api_token}
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export EMBEDDING_MODEL_ID="BAAI/bge-base-en-v1.5"
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cd GenAIExamples/DocIndexRetriever/intel/cpu/xoen/
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cd GenAIExamples/DocIndexRetriever/docker_compose/intel/cpu/xeon
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docker compose -f compose_without_rerank.yaml up -d
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```
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To run the DocRetriever with Rerank pipeline using the Milvus vector database, use the compose_milvus.yaml configuration file and set the MILVUS_HOST environment variable.
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```bash
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export MILVUS_HOST=${host_ip}
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cd GenAIExamples/DocIndexRetriever/docker_compose/intel/cpu/xeon
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docker compose -f compose_milvus.yaml up -d
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```
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## 4. Validation
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Add Knowledge Base via HTTP Links:

‎DocIndexRetriever/docker_compose/intel/cpu/xeon/compose_milvus.yaml

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# Copyright (C) 2024 Intel Corporation
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# SPDX-License-Identifier: Apache-2.0
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version: "3.8"
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services:
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milvus-etcd:
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container_name: milvus-etcd
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image: quay.io/coreos/etcd:v3.5.5
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environment:
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- ETCD_AUTO_COMPACTION_MODE=revision
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- ETCD_AUTO_COMPACTION_RETENTION=1000
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- ETCD_QUOTA_BACKEND_BYTES=4294967296
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- ETCD_SNAPSHOT_COUNT=50000
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volumes:
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- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/etcd:/etcd
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command: etcd -advertise-client-urls=http://127.0.0.1:2379 -listen-client-urls http://0.0.0.0:2379 --data-dir /etcd
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healthcheck:
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test: ["CMD", "etcdctl", "endpoint", "health"]
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interval: 30s
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timeout: 20s
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retries: 3
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milvus-minio:
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container_name: milvus-minio
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image: minio/minio:RELEASE.2023-03-20T20-16-18Z
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environment:
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MINIO_ACCESS_KEY: minioadmin
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MINIO_SECRET_KEY: minioadmin
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ports:
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- "${MINIO_PORT1:-5044}:9001"
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- "${MINIO_PORT2:-5043}:9000"
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volumes:
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- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/minio:/minio_data
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command: minio server /minio_data --console-address ":9001"
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healthcheck:
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test: ["CMD", "curl", "-f", "http://localhost:9000/minio/health/live"]
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interval: 30s
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timeout: 20s
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retries: 3
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milvus-standalone:
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container_name: milvus-standalone
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image: milvusdb/milvus:v2.4.6
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command: ["milvus", "run", "standalone"]
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security_opt:
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- seccomp:unconfined
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environment:
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ETCD_ENDPOINTS: milvus-etcd:2379
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MINIO_ADDRESS: milvus-minio:9000
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volumes:
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- ${DOCKER_VOLUME_DIRECTORY:-.}/config/milvus.yaml:/milvus/configs/milvus.yaml
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- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/milvus:/var/lib/milvus
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healthcheck:
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test: ["CMD", "curl", "-f", "http://localhost:9091/healthz"]
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interval: 30s
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start_period: 90s
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timeout: 20s
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retries: 3
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ports:
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- "19530:19530"
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- "${MILVUS_STANDALONE_PORT:-9091}:9091"
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depends_on:
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- "milvus-etcd"
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- "milvus-minio"
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dataprep-milvus:
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image: ${REGISTRY:-opea}/dataprep:${TAG:-latest}
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container_name: dataprep-milvus-server
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ports:
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- "${DATAPREP_PORT:-6007}:5000"
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ipc: host
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environment:
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no_proxy: ${no_proxy}
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http_proxy: ${http_proxy}
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https_proxy: ${https_proxy}
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DATAPREP_COMPONENT_NAME: "OPEA_DATAPREP_MILVUS"
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MILVUS_HOST: ${MILVUS_HOST}
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TEI_EMBEDDING_ENDPOINT: ${TEI_EMBEDDING_ENDPOINT}
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HUGGINGFACEHUB_API_TOKEN: ${HUGGINGFACEHUB_API_TOKEN}
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LOGFLAG: ${LOGFLAG}
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restart: unless-stopped
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depends_on:
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tei-embedding-service:
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condition: service_healthy
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milvus-standalone:
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condition: service_healthy
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milvus-etcd:
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condition: service_healthy
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milvus-minio:
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condition: service_healthy
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tei-embedding-service:
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image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
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entrypoint: /bin/sh -c "apt-get update && apt-get install -y curl && text-embeddings-router --json-output --model-id ${EMBEDDING_MODEL_ID} --auto-truncate"
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container_name: tei-embedding-server
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ports:
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- "6006:80"
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volumes:
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- "./data:/data"
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shm_size: 1g
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environment:
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no_proxy: ${no_proxy}
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http_proxy: ${http_proxy}
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https_proxy: ${https_proxy}
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HUGGINGFACEHUB_API_TOKEN: ${HUGGINGFACEHUB_API_TOKEN}
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host_ip: ${host_ip}
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healthcheck:
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test: ["CMD-SHELL", "curl -f http://$host_ip:6006/health || exit 1"]
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interval: 10s
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timeout: 10s
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retries: 60
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embedding:
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image: ${REGISTRY:-opea}/embedding:${TAG:-latest}
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container_name: embedding-server
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# volumes:
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# - $WORKDIR/GenAIExamples/DocIndexRetriever/docker_image_build/GenAIComps/comps:/home/comps
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ports:
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- "6000:6000"
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ipc: host
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depends_on:
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tei-embedding-service:
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condition: service_healthy
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environment:
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no_proxy: ${no_proxy}
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http_proxy: ${http_proxy}
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https_proxy: ${https_proxy}
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HF_TOKEN: ${HUGGINGFACEHUB_API_TOKEN}
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TEI_EMBEDDING_ENDPOINT: ${TEI_EMBEDDING_ENDPOINT}
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LOGFLAG: ${LOGFLAG}
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restart: unless-stopped
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retriever:
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image: ${REGISTRY:-opea}/retriever:${TAG:-latest}
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container_name: retriever-milvus-server
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depends_on:
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- milvus-standalone
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ports:
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- "7000:7000"
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ipc: host
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environment:
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no_proxy: ${no_proxy}
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http_proxy: ${http_proxy}
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https_proxy: ${https_proxy}
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MILVUS_HOST: ${host_ip}
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HUGGINGFACEHUB_API_TOKEN: ${HUGGINGFACEHUB_API_TOKEN}
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TEI_EMBEDDING_ENDPOINT: ${TEI_EMBEDDING_ENDPOINT}
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LOGFLAG: ${LOGFLAG}
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RETRIEVER_COMPONENT_NAME: "OPEA_RETRIEVER_MILVUS"
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restart: unless-stopped
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tei-reranking-service:
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image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
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entrypoint: /bin/sh -c "apt-get update && apt-get install -y curl && text-embeddings-router --json-output --model-id ${RERANK_MODEL_ID} --auto-truncate"
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container_name: tei-reranking-server
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ports:
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- "8808:80"
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volumes:
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- "./data:/data"
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shm_size: 1g
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environment:
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no_proxy: ${no_proxy}
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http_proxy: ${http_proxy}
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https_proxy: ${https_proxy}
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HUGGINGFACEHUB_API_TOKEN: ${HUGGINGFACEHUB_API_TOKEN}
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HF_HUB_DISABLE_PROGRESS_BARS: 1
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HF_HUB_ENABLE_HF_TRANSFER: 0
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host_ip: ${host_ip}
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healthcheck:
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test: ["CMD-SHELL", "curl -f http://$host_ip:8808/health || exit 1"]
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interval: 10s
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timeout: 10s
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retries: 60
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reranking:
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image: ${REGISTRY:-opea}/reranking:${TAG:-latest}
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container_name: reranking-tei-xeon-server
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# volumes:
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# - $WORKDIR/GenAIExamples/DocIndexRetriever/docker_image_build/GenAIComps/comps:/home/user/comps
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depends_on:
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tei-reranking-service:
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condition: service_healthy
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ports:
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- "8000:8000"
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ipc: host
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environment:
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no_proxy: ${no_proxy}
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http_proxy: ${http_proxy}
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https_proxy: ${https_proxy}
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RERANK_TYPE: ${RERANK_TYPE}
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TEI_RERANKING_ENDPOINT: ${TEI_RERANKING_ENDPOINT}
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HUGGINGFACEHUB_API_TOKEN: ${HUGGINGFACEHUB_API_TOKEN}
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HF_HUB_DISABLE_PROGRESS_BARS: 1
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HF_HUB_ENABLE_HF_TRANSFER: 0
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LOGFLAG: ${LOGFLAG}
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restart: unless-stopped
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doc-index-retriever-server:
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image: ${REGISTRY:-opea}/doc-index-retriever:${TAG:-latest}
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container_name: doc-index-retriever-server
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depends_on:
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- milvus-standalone
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- tei-embedding-service
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- embedding
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- retriever
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- reranking
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ports:
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- "8889:8889"
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environment:
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- no_proxy=${no_proxy}
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- https_proxy=${https_proxy}
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- http_proxy=${http_proxy}
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- MEGA_SERVICE_HOST_IP=${MEGA_SERVICE_HOST_IP}
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- EMBEDDING_SERVICE_HOST_IP=${EMBEDDING_SERVICE_HOST_IP}
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- RETRIEVER_SERVICE_HOST_IP=${RETRIEVER_SERVICE_HOST_IP}
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- RERANK_SERVICE_HOST_IP=${RERANK_SERVICE_HOST_IP}
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- LLM_SERVICE_HOST_IP=${LLM_SERVICE_HOST_IP}
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ipc: host
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restart: always
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networks:
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default:
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driver: bridge

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