Controllers
Currently in Numaflow, there are 3 CRDs introduced, each one has a corresponding controller.
- interstepbufferservices.numaflow.numaproj.io
- pipelines.numaflow.numaproj.io
- vertices.numaflow.numaproj.io
The source code of the controllers is located at ./pkg/reconciler/.

Inter-Step Buffer Service Controller
Inter-Step Buffer Service Controller is used to watch InterStepBufferService object, and manage generated resources.
Pipeline Controller
Pipeline Controller is used to watch Pipeline objects, it does following major things when there's a pipeline object created.
- Spawn a Kubernetes Job to create buffers and buckets in the Inter-Step Buffer Services.
- Create
Vertexobjects according to.spec.verticesdefined inPipelineobject. - Create some other Kubernetes objects used for the Pipeline, such as a Deployment and a Service for daemon service application.
Vertex Controller
Vertex controller watches the Vertex objects, based on the replica defined in the spec, creates a number of pods to run the workloads.