MLOps Pipeline
Schema describing an end-to-end MLOps pipeline including data engineering, training, validation, deployment, and monitoring stages.
AI OperationsCRISP-ML(Q)DevOpsMachine-LearningML EngineeringML GovernanceML PipelinesModel DeploymentModel MonitoringModel Serving
Properties
| Name |
Type |
Description |
| id |
string |
|
| name |
string |
|
| description |
string |
|
| trigger |
string |
|
| schedule |
string |
Cron expression for scheduled triggers. |
| stages |
array |
|
| owner |
string |
|
| createdAt |
string |
|
| updatedAt |
string |
|
JSON Schema
{
"$schema": "https://json-schema.org/draft/2020-12/schema",
"$id": "https://raw.githubusercontent.com/api-evangelist/mlops/main/json-schema/mlops-pipeline-schema.json",
"title": "MLOps Pipeline",
"description": "Schema describing an end-to-end MLOps pipeline including data engineering, training, validation, deployment, and monitoring stages.",
"type": "object",
"required": ["name", "stages"],
"properties": {
"id": { "type": "string" },
"name": { "type": "string" },
"description": { "type": "string" },
"trigger": {
"type": "string",
"enum": ["manual", "schedule", "event", "data-change", "code-change"]
},
"schedule": {
"type": "string",
"description": "Cron expression for scheduled triggers."
},
"stages": {
"type": "array",
"items": {
"type": "object",
"required": ["name", "type"],
"properties": {
"name": { "type": "string" },
"type": {
"type": "string",
"enum": ["ingest", "validate", "transform", "train", "evaluate", "register", "deploy", "monitor"]
},
"inputs": { "type": "array", "items": { "type": "string" } },
"outputs": { "type": "array", "items": { "type": "string" } },
"image": { "type": "string", "description": "Container image executing the stage." },
"params": { "type": "object", "additionalProperties": true }
}
}
},
"owner": { "type": "string" },
"createdAt": { "type": "string", "format": "date-time" },
"updatedAt": { "type": "string", "format": "date-time" }
}
}
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