662122b05d
Gemma single-card had NO functional default (vLLM single is upstream-gated at head_dim=512; ik-llama walls ~24K; stock llama.cpp ~12 TPS). beellama is the only viable fast single-card Gemma-4 path, so promote it to fill the gap. Registry: beellama/gemma-dflash experimental -> caveats + new DEFAULTS[(gemma-4-31b, beellama, single)]. Resolver now returns it for Gemma single (beellama is #1 in ENGINE_PREFERENCE[single]); Gemma dual unchanged. Validated #441: 131-200K ctx, 47/88 TPS, 8-pack 109/150 think-off / 114/150 think-on (reasoning net-positive on Gemma). Reuses the multi-arch image from #271 (sm_86/89/120; sm_89/120 compiled-not-validated). Docs: compose header (caveats + Quality + ctx ceiling), README Gemma row, BENCHMARKS row marker + intro, UPSTREAM.md row. Resolver guard test flipped from a degradation assertion to beellama/gemma-dflash; full suite 38/38. Re-test trigger: re-point the default to the no-fork mainline path when llama.cpp#23398 (Gemma-4 MTP) merges (docs/UPSTREAM.md). Co-authored-by: noonghunna <[email protected]> Co-authored-by: Claude Opus 4.8 (1M context) <[email protected]>
club-3090 docs index
Two tracks. Pick the one that matches what you're doing.
- User track — "I have GPUs and a model; how do I serve it?"
- Contributor / maintainer track — "I'm working on the v0.8.0 pull pipeline, patches, or the calibration loop."
Every link below resolves to a file in this repo.
User track
Start here if you want to run a model.
| Doc | What it is |
|---|---|
GETTING_STARTED.md |
Start here — 5-minute clone-to-curl path. No decisions, no menus. |
SINGLE_CARD.md |
1× RTX 3090 — workload → curated config → quick start. |
DUAL_CARD.md |
2× RTX 3090 (PCIe / NVLink auto-detected) — workload → config → quick start. |
MULTI_CARD.md |
3+ GPUs — TP scaling math, derivation from dual.yml, valid TP values. |
PULL.md |
Any HF safetensors repo — evaluate against the KV math, honest about confidence. |
HARDWARE.md |
Card-class questions — 4090/5090, power caps, NVLink, laptop EC power. |
GLOSSARY.md |
TPS / KV / MTP / TP and the rest of the vocabulary. |
FAQ.md |
Common setup and operational questions. |
COMPARISONS.md |
Self-host vs cloud APIs — cost crossover and when each wins. |
EXAMPLES.md |
Worked end-to-end usage examples. |
Contributor / maintainer track
The v0.8.0 pull pipeline (in pipeline order)
A model slug flows through these stages. Read them in order to understand the whole.
| Stage | Doc | What it owns |
|---|---|---|
[D] |
COMPOSE_GENERATOR.md |
The #141 compose generator — the substrate that owns the arch→patches matrix. |
| Gate | PULL_GATE.md |
scripts/pull.sh — the locked 6-stratum abort taxonomy, [C0]/[C2a]/[B]/[C1] gates, §4.1 confidence×verdict table. |
[E] |
PULL_EMIT_DERIVED.md |
Download → boot → smoke for a download-eligible derived model; writes the §6 capture artifacts. |
[F] |
LOOP.md |
The calibration loop — reads the capture bundle, classifies, runs the inbound-trust pipeline, dedups failures into the tracker. |
Patch & model contribution
| Doc | What it is |
|---|---|
PATCH_POLICY.md |
When/how a patch ships, the local-overlay vs upstream rules. |
PATCH_ATTRIBUTION.md |
The Phase-A patch-attribution matrix — arch → engine-pin → required patches. |
ADDING_MODELS.md |
How a new model gets added to the curated catalog. |
KV_MATH.md |
The KV-cache math the [B] fit verdict is computed from. |
Stack reference & ops
| Doc | What it is |
|---|---|
ARCHITECTURE.md |
Repo/stack architecture overview. |
UPSTREAM.md |
Upstream PR / issue tracker for this stack. |
NIGHTLY_BUMP_RUNBOOK.md |
Procedure for bumping the vLLM nightly pin. |
CONTAINER_RUNTIMES.md |
Docker / container runtime notes. |
Reference matrices & deep dives
These are cross-cutting references both tracks reach for.
| Doc | What it is |
|---|---|
scripts/switch.sh --list (runtime command, not a doc) |
The authoritative compose × slug matrix. Registry-derived from scripts/lib/profiles/compose_registry.py, so it's always current — every launchable slug with its topology, model, engine, KV format, and max ctx. Run this rather than trusting any hand-maintained table; the static lists in the per-topology docs are illustrative, this is the source of truth. |
engines/ |
Per-engine deep dives — vLLM, llama.cpp, SGLang. |
INFERENCE_ENGINES.md |
Engine picker — which engine for which workload, and structural gaps. |
CLIFFS.md |
The accumulated-context / prefill failure modes (Cliff 2, Cliff 2b) and how to detect them. |
DTYPE_MATRIX.md |
Supported dtype × model × engine matrix. |
KERNEL_MATRIX.md |
Quant-kernel availability and alignment constraints. |
QUALITY_TEST.md |
The quality-test harness and what it measures. |
STRUCTURED_COT.md |
The bounded-thinking / structured-CoT compose path. |
TQ3_MTP_GENESIS.md |
TQ3 KV × MTP × Genesis-patch results and config. |