milvus Docker & Self-Hosted Deployment

GitHub

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

RAW Compose
1. Pull Image (DOCKERHUB) docker pull milvusdb/etcd
2. Docker Run (1-Click Launch) docker run -d --name milvus -p 4443:4443 --restart always milvusdb/etcd:3.5.5-r2
3. Podman Run podman run -d --name milvus -p 4443:4443 --restart always milvusdb/etcd:3.5.5-r2
4. Skopeo Inspect (Zero-Pull Manifest) skopeo inspect docker://docker.io/milvusdb/etcd:3.5.5-r2
5. ORAS Pull (OCI Artifact) oras pull milvusdb/etcd:3.5.5-r2
6. Compose Deployment docker compose up -d
docker-compose.yml
Download .yml
version: '3.5'

x-ccache: &ccache
  CCACHE_COMPILERCHECK: content
  CCACHE_COMPRESS: 1
  CCACHE_COMPRESSLEVEL: 5
  CCACHE_MAXSIZE: 2G
  CCACHE_DIR: /ccache

services:
  builder:
    image: ${IMAGE_REPO}/milvus-env:${OS_NAME}-${DATE_VERSION}
    # Build devcontainer
    build:
      context: .
      dockerfile: build/docker/builder/cpu/${OS_NAME}/Dockerfile
      args:
        TARGETARCH: ${IMAGE_ARCH}
      cache_from:
        - ${IMAGE_REPO}/milvus-env:${OS_NAME}-${LATEST_DATE_VERSION}
    platform: linux/${IMAGE_ARCH}
    shm_size: 2G
    # expose 19530 port so we can directly access milvus inside build container
    # ports:
    #  - "19530:19530"
    environment:
      <<: *ccache
      OS_NAME: ${OS_NAME}
      PULSAR_ADDRESS: ${PULSAR_ADDRESS}
      ETCD_ENDPOINTS: ${ETCD_ENDPOINTS}
      MINIO_ADDRESS: ${MINIO_ADDRESS}
      CONAN_HOME: /home/milvus/.conan2
      AZURE_STORAGE_CONNECTION_STRING: ${AZURITE_CONNECTION_STRING}
      ENABLE_GCP_NATIVE: ${ENABLE_GCP_NATIVE}
      USE_ASAN: ${USE_ASAN}
    volumes: &builder-volumes
      - .:/go/src/github.com/milvus-io/milvus:delegated
      - ${DOCKER_VOLUME_DIRECTORY:-.docker}/${IMAGE_ARCH}-${OS_NAME}-ccache:/ccache:delegated
      - ${DOCKER_VOLUME_DIRECTORY:-.docker}/${IMAGE_ARCH}-${OS_NAME}-go-mod:/go/pkg/mod:delegated
      - ${DOCKER_VOLUME_DIRECTORY:-.docker}/${IMAGE_ARCH}-${OS_NAME}-vscode-extensions:/home/milvus/.vscode-server/extensions:delegated
      - ${DOCKER_VOLUME_DIRECTORY:-.docker}/${IMAGE_ARCH}-${OS_NAME}-conan2:/home/milvus/.conan2:delegated
    working_dir: '/go/src/github.com/milvus-io/milvus'
    depends_on:
      - etcd
      - minio
      - pulsar
      - azurite
      - gcpnative
    # Command
    command: &builder-command >
      /bin/bash -c "
        make check-proto-product && make verifiers && make unittest"

  gpubuilder:
    image: ${IMAGE_REPO}/milvus-env:gpu-${OS_NAME}-${GPU_DATE_VERSION}
    # Build devcontainer
    build:
      context: .
      dockerfile: build/docker/builder/gpu/${OS_NAME}/Dockerfile
      args:
        TARGETARCH: ${IMAGE_ARCH}
      cache_from:
        - ${IMAGE_REPO}/milvus-env:gpu-${OS_NAME}-${LATEST_GPU_DATE_VERSION}
    # user: {{ CURRENT_ID }}
    shm_size: 2G
    # expose 19530 port so we can directly access milvus inside build container
    # ports:
    #  - "19530:19530"
    environment:
      <<: *ccache
      OS_NAME: ${OS_NAME}
      PULSAR_ADDRESS: ${PULSAR_ADDRESS}
      ETCD_ENDPOINTS: ${ETCD_ENDPOINTS}
      MINIO_ADDRESS: ${MINIO_ADDRESS}
      CONAN_HOME: /home/milvus/.conan2
      AZURE_STORAGE_CONNECTION_STRING: ${AZURITE_CONNECTION_STRING}
      ENABLE_GCP_NATIVE: ${ENABLE_GCP_NATIVE}
    volumes: &builder-volumes-gpu
      - .:/go/src/github.com/milvus-io/milvus:delegated
      - ${DOCKER_VOLUME_DIRECTORY:-.docker-gpu}/${OS_NAME}-ccache:/ccache:delegated
      - ${DOCKER_VOLUME_DIRECTORY:-.docker-gpu}/${OS_NAME}-go-mod:/go/pkg/mod:delegated
      - ${DOCKER_VOLUME_DIRECTORY:-.docker-gpu}/${OS_NAME}-vscode-extensions:/home/milvus/.vscode-server/extensions:delegated
      - ${DOCKER_VOLUME_DIRECTORY:-.docker-gpu}/${OS_NAME}-conan2:/home/milvus/.conan2:delegated
    working_dir: '/go/src/github.com/milvus-io/milvus'
    depends_on:
      - etcd
      - minio
      - pulsar
      - azurite
      - gcpnative
    # Command
    command: &builder-command-gpu >
      /bin/bash -c "
        make check-proto-product && make verifiers && make unittest"

  etcd:
    image: milvusdb/etcd:3.5.5-r2
    environment:
      - ALLOW_NONE_AUTHENTICATION=yes
      - ETCD_AUTO_COMPACTION_MODE=revision
      - ETCD_AUTO_COMPACTION_RETENTION=1000
      - ETCD_QUOTA_BACKEND_BYTES=4294967296
      - ETCD_SNAPSHOT_COUNT=50000
    healthcheck:
      test: [ 'CMD', '/opt/bitnami/scripts/etcd/healthcheck.sh' ]
      interval: 30s
      timeout: 20s
      retries: 3

  pulsar:
    image: apachepulsar/pulsar:2.8.2
    command: |
      /bin/bash -c \
      "bin/apply-config-from-env.py conf/standalone.conf && \
      exec bin/pulsar standalone --no-functions-worker --no-stream-storage"
    environment:
      # 10MB
      - PULSAR_PREFIX_maxMessageSize=10485760
      # this is 104857600 + 10240 (padding)
      - nettyMaxFrameSizeBytes=104867840
      - PULSAR_GC=-XX:+UseG1GC

  minio:
    image: milvusdb/minio:RELEASE.2024-12-18T13-15-44Z
    environment:
      MINIO_ACCESS_KEY: minioadmin
      MINIO_SECRET_KEY: minioadmin
    command: minio server /minio_data
    healthcheck:
      test: [ 'CMD', 'mc', 'ready', 'local' ]
      interval: 30s
      timeout: 20s
      retries: 3

  azurite:
    image: mcr.microsoft.com/azure-storage/azurite
    command: azurite-blob --blobHost 0.0.0.0

  jaeger:
    image: jaegertracing/all-in-one:latest

  gcpnative:
    image: fsouza/fake-gcs-server
    command: -scheme http -public-host storage.gcs.127.0.0.1.nip.io:4443 -external-url "http://storage.gcs.127.0.0.1.nip.io:4443"
    hostname: storage.gcs.127.0.0.1.nip.io
    ports:
      - "4443:4443"

networks:
  default:
    name: milvus_dev