菜单
Build Aquilia MLOps model packaging, registry, serving, rollout, observability, plugins, lineage, experiments, export, and admin workflows. Use for aquilia.mlops APIs and aq pack/model/mlops-deploy/observe/export/plugin/lineage/experiment commands.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Build Aquilia Contract validation, schema, projection, lens, facet, and request/response molding workflows. Use for Contract classes, facets, sealing/casting, OpenAPI schema generation, request_contract/response_contract, and model-world contracts.
Build Aquilia HTTP APIs with Controller, RequestCtx, Response, route decorators, contracts, filters, pagination, renderers, OpenAPI metadata, and route debugging. Use for controller methods and request/response behavior.
Build and operate Aquilia admin dashboard features. Use for AdminIntegration, AdminModules, admin templates/controllers/security/audit/users/permissions/monitoring/storage/tasks/provider pages, and aq admin commands.
Manage Aquilia Python-native configuration and typed integrations. Use for Integration.* builders, aquilia.integrations dataclasses, database/cache/storage/tasks/mail/templates/admin/openapi/security/session config, Env, Secret, and ConfigLoader behavior.
Build and manage Aquilia artifacts and release bundles. Use for Artifact, ArtifactBuilder, ArtifactReader, ArtifactStore, integrity/provenance, config/code/model/template/migration/registry/route/DI graph artifacts, signing, freeze, and aq artifact commands.
Build Aquilia authentication and session workflows. Use for AuthManager, tokens, password hashing/policy, guards, clearance, OAuth, MFA, session policies/stores/transports, auth middleware, and protected controllers.
| name | aquilia-mlops-model-lifecycle |
| description | Build Aquilia MLOps model packaging, registry, serving, rollout, observability, plugins, lineage, experiments, export, and admin workflows. Use for aquilia.mlops APIs and aq pack/model/mlops-deploy/observe/export/plugin/lineage/experiment commands. |
Use Aquilia's implemented MLOps stack for model packaging, registry, runtime serving, deployment rollout, observability, plugins, lineage, and experiments.
Use for modelpack archives, registry push/inspect/verify, serving models, ONNX/edge export, drift detection, metrics, rollout plans, plugin management, lineage queries, and A/B experiments.
mlops_cmds.py: pack, model, mlops-deploy, observe, export, plugin, lineage, and experiment.MLOpsManifest, runtime/base classes, registry service/storage, orchestrator, scheduler, and observe modules where programmatic integration is needed.Integration.mlops(...) or Workspace.mlops(...) when app-level MLOps is required.select_runtime or exporter code does not implement it.aquilia/mlops/, aquilia/cli/commands/mlops_cmds.py, aquilia/integrations/mlops.py, aquilia/admin/templates/mlops.html, tests/test_mlops_*.py, examples/mlops_model_registry_app/.
aq pack save model.pkl --name recommender --version 1.0.0 --framework sklearn.aq model serve modelpack.aq --runtime python --port 9000.aq mlops-deploy rollout fraud --from-version 1.0 --to-version 1.1 --strategy canary.Pack integrity/signature failures should stop deployment. Missing optional ML dependencies should produce actionable install guidance. Drift/metrics failures should map to MLOps observe faults.