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v0.5.0 — training complete, container training/merge, deploy pipeline

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@webdevtodayjason webdevtodayjason released this 07 Jul 12:29
v0.5.0
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Learn about vigilant mode.

[0.5.0] — 2026-07-06

Consolidates the fleet-internal 0.4.45 / 0.4.46 builds (never published to GHCR)
plus everything since. First release cut by the tag-triggered CI pipeline.

Added

  • AutoData (training utility) — agentic Δ-filtered synthetic-data generation
    (Meta Autodata). ainode/training/autodata/: a Challenger generates tasks, weak +
    strong solvers attempt each, a Judge grades both, and only Δ = I_strong - I_weak == 1
    examples (strong solves, weak fails — the "zone of proximal development") are kept and
    emitted as ShareGPT JSONL with a yield report. Pure HTTP over AInode-served
    OpenAI-compatible endpoints (no torch — runs in the slim orchestrator). CLI:
    python -m ainode.training.autodata.run --config cfg.json. Includes the v2.1
    history-aware meta-optimizer (run --meta), a dashboard panel, and a verify-mode
    judge (#40, #44).
  • Training in a spawned GPU container (#46) — LoRA/QLoRA/full jobs and adapter
    merge now run in a GPU container (quant-image based) when the orchestrator is
    the slim shipped image: models store mounted RW, datasets RO, runner + container
    config staged into the job dir, peft pip-shimmed at launch. Job cancel tears down
    the actual container. Distributed (DDP) training remains host-mode.
  • Training view completed (#45) — job detail gains state-gated Merge Adapter →
    Full Model     and Resume from Checkpoint actions plus an Artifacts panel with
    download links; dead legacy form + placeholder Benchmarks tab removed.
  • Deploy pipeline (#47) — git tag vX.Y.Z → CI (self-hosted Spark runner) builds
    and pushes ghcr.io/getainode/ainode:X.Y.Z; ainode update [version], POST /api/engine/update, and POST /api/cluster/update-all now genuinely swap the
    running image via an image.env EnvironmentFile read by the systemd unit
    (Restart=always, self-stop relaunch), gated so un-migrated units pin but never
    self-kill. install.sh resolves and pins the latest numeric tag instead of
    trusting :latest.
  • PR CI (#45) — tests.yml runs ruff + pytest on every PR and main push.
  • Launch path: served-model-name aliases + per-load overrides (#41) —
    served_model_name: [aliases], max_model_len, kv_cache_dtype, quantization,
    trust_remote_code accepted by POST /api/models/load, emitted on both local-mount
    and remote paths, persisted in the replay manifest.

Fixed

  • Merge endpoint rejected its own sentinel config (method="__merge__" failed
    validation) — merges silently 500'd (#45).
  • __version__ is now single-sourced from package metadata (pyproject) — the banner
    can no longer drift from the built image (#47).
  • Models page "Installed" list shows disk-only models, not just catalog entries (#42).
  • Dashboard no longer re-renders the active view on the 5s poll while the user is
    interacting (#43).
  • Repo-wide lint debt cleared (64 ruff errors → 0) and kept at zero by CI (#45).
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