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Phase 2 of plan-source-aware-loader-preflight. Adds a one-RTT
placement feasibility check that runs before any device allocation,
NCCL handshake, or weight fetch. Replaces today's opaque
"fetch config.json … 404" failure mode (when an operator points
`tensor_parallel = 2` at a GGUF-only repo) with a structured
error that names the failure class and points at the fix.
What lands:
- `crates/neuron/src/harness/preflight.rs` — new module. Classifies
a repo's siblings listing into `SourceFormat` (Gguf | DenseSafetensors
| Mixed | Empty), applies the tp/quant feasibility table, returns a
`PlacementPlan` on success or a typed `PreflightError` on rejection.
`PreflightError` is `serde::Serialize` so the HTTP layer can emit
the structured shape verbatim; it's `thiserror::Error` so log lines
get a single-line Display when downcasting from anyhow. Includes
best-effort Levenshtein-nearest suggestion for malformed quant names
(the second sharp edge the HauhauCS scenario surfaced — operator
writes `q6k` against filenames containing `Q6_K_P`, and today's
matcher just says "no GGUF file matching quant").
- `CandleHarness::load_model` — calls `preflight(...)` first thing
after the "already loaded" guard, before any `ensure_device_worker`
or `resolve_*`. Failure wraps the typed error in `anyhow::Error` so
the existing trait surface is unchanged; the HTTP handler and the
startup logger downcast to recover the structured form.
- `crates/neuron/src/api.rs::load_model` handler — maps `PreflightError`
to 422 Unprocessable Entity with `{"error": {"kind": "...",
"model_id": "...", "suggestion": "..." }}`. Other failures keep
the existing 400 + free-form `format!("{e:#}")` shape.
- `crates/neuron/src/startup.rs::load_default_models` — when the
failure is a preflight rejection, log as `reason=<kind> detail=<msg>`
instead of the opaque `error=<chain>`, so journalctl on beast will
now show `reason=tp_requires_safetensors detail="repo is GGUF-only
(8 .gguf files); TP requires dense safetensors..."` instead of
`error=fetch config.json from HauhauCS/...: 404 Not Found`.
Tests:
- 18 unit tests in `harness/preflight.rs` covering classifier,
quant matching, Levenshtein, error serialization, and the full
feasibility table (gguf+tp rejected, gguf+bad-quant suggests
nearest, gguf+good-quant ok, dense+tp ok, empty rejected, mixed
prefers safetensors).
- 7 integration tests in `tests/preflight.rs` exercising the
network path through an axum mock that serves hf-hub-compatible
`/api/models/{org}/{name}/revision/main` payloads. Adds `tempfile`
as a dev-dependency for per-test cache dirs.
Out of scope (deferred to subsequent phases):
- Phase 1 (source-aware loader plumbing — `scheme:org/name` parsing,
per-scheme `SourceConfig`, cache disambiguation). Preflight runs
against the single configured HuggingFace source today; the scheme
threading lands cleanly when Phase 1 ships.
- Phase 3 (cortex catalogue source field).
- GGUF tensor-parallel loading. Preflight rejects this combination
with `TpRequiresSafetensors`; the underlying loader gap is the
separate `Helexa` curated-registry / heretic-rs conversation.
Refs #4-#9 architectural follow-up; no specific issue closed.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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