{
  "id": "lib-process:data-science-ml--model-deployment-canary",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "model-deployment-canary",
    "description": "Model Deployment Pipeline with Canary Release - Progressive rollout strategy with automated\nhealth monitoring, traffic shifting, and rollback capabilities for ML model deployments.",
    "libraryPath": "library/specializations/data-science-ml/model-deployment-canary.js",
    "specialization": "data-science-ml",
    "references": [
      "- Canary Deployment Pattern: https://martinfowler.com/bliki/CanaryRelease.html\n- Progressive Delivery: https://redmonk.com/jgovernor/2018/08/06/towards-progressive-delivery/\n- Google SRE Canary: https://sre.google/workbook/canarying-releases/\n- AWS ML Deployments: https://docs.aws.amazon.com/sagemaker/latest/dg/deployment-guardrails.html\n- MLOps Deployment Strategies: https://ml-ops.org/content/deployment-strategies"
    ],
    "example": "const result = await orchestrate('specializations/data-science-ml/model-deployment-canary', {\n  modelPath: 'models/churn-predictor-v2.pkl',\n  modelVersion: 'v2.0.1',\n  targetEnvironment: 'production',\n  canaryPercentages: [5, 25, 50, 100],\n  healthCheckConfig: {\n    latencyThresholdMs: 200,\n    errorRateThreshold: 0.02,\n    minSampleSize: 1000\n  }\n});",
    "usesAgents": [
      "general-purpose"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:data-science-ml--model-deployment-canary",
      "to": "domain:data-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--model-deployment-canary",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--model-deployment-canary",
      "to": "workflow:release-management",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--model-deployment-canary",
      "to": "specialization:data-science-ml",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}