100 lines
2.4 KiB
YAML
100 lines
2.4 KiB
YAML
version: "3"
|
|
services:
|
|
minio:
|
|
image: minio/minio
|
|
expose:
|
|
- "9000"
|
|
ports:
|
|
- "9000:9000"
|
|
# MinIO Console is available at http://localhost:9001
|
|
- "9001:9001"
|
|
environment:
|
|
MINIO_ROOT_USER: "user"
|
|
MINIO_ROOT_PASSWORD: "password"
|
|
healthcheck:
|
|
test: timeout 5s bash -c ':> /dev/tcp/127.0.0.1/9000' || exit 1
|
|
interval: 1s
|
|
timeout: 10s
|
|
retries: 5
|
|
# Note there is no bucket by default
|
|
command: server /data --console-address ":9001"
|
|
|
|
minio-create-bucket:
|
|
image: minio/mc
|
|
depends_on:
|
|
minio:
|
|
condition: service_healthy
|
|
entrypoint: >
|
|
bash -c "
|
|
mc alias set minio http://minio:9000 user password &&
|
|
if ! mc ls minio/bucket; then
|
|
mc mb minio/bucket
|
|
else
|
|
echo 'bucket already exists'
|
|
fi
|
|
"
|
|
|
|
artifacts-server:
|
|
build:
|
|
context: .
|
|
dockerfile: "${DOCKERFILE:-Dockerfile}"
|
|
depends_on:
|
|
- minio-create-bucket
|
|
expose:
|
|
- "5500"
|
|
ports:
|
|
- "5500:5500"
|
|
environment:
|
|
MLFLOW_S3_ENDPOINT_URL: http://minio:9000
|
|
AWS_ACCESS_KEY_ID: "user"
|
|
AWS_SECRET_ACCESS_KEY: "password"
|
|
MLFLOW_SERVER_ENABLE_JOB_EXECUTION: "false"
|
|
MLFLOW_SERVER_DISABLE_SECURITY_MIDDLEWARE: "true"
|
|
command: >
|
|
mlflow server
|
|
--host 0.0.0.0
|
|
--port 5500
|
|
--artifacts-destination s3://bucket
|
|
--gunicorn-opts "--log-level debug"
|
|
--artifacts-only
|
|
|
|
postgres:
|
|
image: postgres
|
|
restart: always
|
|
environment:
|
|
POSTGRES_DB: db
|
|
POSTGRES_USER: user
|
|
POSTGRES_PASSWORD: password
|
|
|
|
tracking-server:
|
|
build:
|
|
context: .
|
|
dockerfile: "${DOCKERFILE:-Dockerfile}"
|
|
depends_on:
|
|
- postgres
|
|
- artifacts-server
|
|
expose:
|
|
- "5000"
|
|
ports:
|
|
# MLflow UI is available at http://localhost:5000
|
|
- "5000:5000"
|
|
environment:
|
|
MLFLOW_SERVER_ENABLE_JOB_EXECUTION: "false"
|
|
MLFLOW_SERVER_DISABLE_SECURITY_MIDDLEWARE: "true"
|
|
command: >
|
|
mlflow server
|
|
--host 0.0.0.0
|
|
--port 5000
|
|
--backend-store-uri postgresql://user:password@postgres:5432/db
|
|
--default-artifact-root http://artifacts-server:5500/api/2.0/mlflow-artifacts/artifacts/experiments
|
|
--gunicorn-opts "--log-level debug"
|
|
|
|
client:
|
|
build:
|
|
context: .
|
|
dockerfile: "${DOCKERFILE:-Dockerfile}"
|
|
depends_on:
|
|
- tracking-server
|
|
environment:
|
|
MLFLOW_TRACKING_URI: http://tracking-server:5000
|