AdaptAI Data Transfer Operations (DTO) Framework

Manifest‑driven, event‑based operations platform for data migrations and transfer workflows. Includes generators, CI validation, service orchestration, integrations, and operational runbooks.

Quick Start

Validate configuration: python validate-ci.py
Generate artifacts: python generate.py --environment production
Manage services: python services/dto_service_manager.py --help

Core Concepts

Manifest: dto_manifest.yaml defines services, SLOs, ports, overlays, and policies.
Generation: generate.py renders supervisord configs and per‑service runbooks from the manifest.
Validation: validate-ci.py enforces schema, port conflicts, deps, SLOs, CODEOWNERS, overlays, and generated artifacts.
Orchestration: Supervisord manages DTO services; health/monitor utilities live under services/.
Events: NATS JetStream backbone with topics and consumers under events/.
Storage: Dragonfly (cache), ScyllaDB + JanusGraph (lineage/durable), optional Redis cluster spec in database/.
Integrations: Slack/Jira/Confluence and Hugging Face Hub (Xet backend) under integrations/.

Common Commands

Validate: python validate-ci.py
Generate all: python generate.py --environment production
Service manager: python services/dto_service_manager.py status
Make targets: make validate, make generate, make run, make security

Environments & Overlays

Environment overlays live in overlays/{development,staging,production} and are referenced by the manifest’s environments section. Use --environment to target specific overlays during generation.

Secrets & Security

Do not commit secrets. Keep .env untracked (see .gitignore).
Required env vars for HF integration include HF_TOKEN, HF_REPO_*. See docs/xet_lfs_user_guide.md and integrations/huggingface_config.yaml.
Security docs: security_alert_summary.md, security_response_plan.md.

Directory Map

dto_manifest.yaml — Service catalog and platform policies
generate.py, templates/ — Supervisord/runbook generators
validate-ci.py, schema/ — CI validation gates & schemas
services/ — Supervisord config, health/crash/memory monitors, manager
events/ — NATS config, event schema, producers/tests
integrations/ — Slack/Jira/Confluence, Hugging Face (Xet)
cache/, database/, lineage/ — infra configs and clients
overlays/ — environment overlays
docs/ — runbooks and architecture docs
scripts/ — archive protocol and migration utilities

Notes on Supervisord

The generated supervisord template maps DTO services to the actual script locations:

dto-lineage-handler → lineage/lineage_event_handler.py
dto-slack-automation → integrations/slack_bot.py
dto-jira-automation → integrations/jira_automation.py
dto-confluence-automation → integrations/confluence_automation.py
dto-jira-webhooks → integrations/jira_webhooks.py
dto-health-monitor → services/health_monitor.py

Dragonfly cluster is managed externally and not emitted as a supervisord program by default.

Testing

Minimal tests are included under tests/:

HuggingFace client path‑sanitization
Manifest validation via generator

Run: pytest -q