Awesome

pipeline-backend

pipeline-backend manages all pipeline resources within Versatile Data Pipeline (VDP) to streamline data from the start component, through AI/Data/Application components and to the end component.

Concepts

Pipeline

In 💧 Instill VDP, a pipeline is a DAG (Directed Acyclic Graph) consisting of multiple components.

flowchart LR
s[Trigger] --> c1[OpenAI Component]
c1 --> c2[Stability AI Component]
c1 --> c3[MySQL Component]
c1 --> e[Response]
c2 --> e

Component

A Component serves as an essential building block within a Pipeline.

See the component package documentation for more details.

Recipe

A pipeline recipe specifies how components are configured and how they are interconnected.

Recipes are defined in YAML language:

variable:
  # pipeline input fields
output:
  # pipeline output fields
component:
  <component-id>:
    type: <component-definition-id>
    task: <task-id>
    input:
      # values for the input fields
    condition: <condition> # conditional statement to execute or bypass the component
    setup: <setup> # setup specification values required in AI, Data and Application components

The component development guide contains a full example recipe.

sequenceDiagram
participant u as User
participant gw as api-gateway
participant p as pipeline-backend
participant db as pipeline-db

u ->> gw: POST /users/<user>/pipelines
gw ->> p: forward
p ->> db: Store pipeline and its recipe

Trigger

When a pipeline is triggered, the DAG will be computed in order to execute components in topological order.

sequenceDiagram

participant u as User
participant gw as api-gateway
participant p as pipeline-backend
participant db as pipeline-db
participant c as component

u ->> gw: POST /users/<user>/pipelines/<pipeline-id>/trigger
gw ->> p: forward
p ->> db: Get recipe
db ->> p: Recipe
loop over topological order of components
    p->>c: ExecuteWithValidation
end

Contributing

We welcome contributions from the community! Whether you're a developer, designer, writer, or user, there are multiple ways to contribute:

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License

See the LICENSE file for licensing information.