A Dagster run launcher that executes pipeline runs as Docker Swarm services
Project description
dagster-docker-swarm
A Dagster run launcher that executes pipeline runs as Docker Swarm services.
Installation
pip install dagster-docker-swarm
Configuration
Add to your dagster.yaml:
run_launcher:
module: dagster_docker_swarm
class: SwarmRunLauncher
config:
image: my-registry/my-dagster-image:latest
networks:
- my_dagster_network
env_vars:
- DAGSTER_POSTGRES_HOST
- DAGSTER_POSTGRES_DB
- DAGSTER_CURRENT_IMAGE
mounts:
- target: /data
source: shared_data
type: volume
Service cleanup
Completed Swarm services are cleaned up by a background thread that runs every
cleanup_interval seconds (default 300). To run sweeps more frequently:
run_launcher:
module: dagster_docker_swarm
class: SwarmRunLauncher
config:
cleanup_interval: 60 # sweep every 60 seconds
image: my-registry/my-dagster-image:latest
...
Set cleanup_interval: 0 to disable the background thread entirely (e.g. if
you prefer an external cron job).
Features
- Launches each Dagster run as an isolated Swarm service (replicas=1, restart=none)
- Run resume support for interrupted runs
- Health checking via Swarm task state inspection
- Automatic cleanup of completed/failed Swarm services via background thread
- Private registry authentication
- NFS and custom volume driver mounts
- Passthrough
service_kwargsfor advanced Swarm service configuration
Requirements
- Docker Swarm mode enabled (
docker swarm init) - Dagster daemon must have access to the Docker socket
DAGSTER_CURRENT_IMAGEenv var set on the daemon/webserver if not specifyingimagein config
Project details
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