53f00b232b
AtlaAI's Selene-1-Mini judge model for evaluation/scoring tasks. Llama 3.1 8B base, mradermacher imatrix-quantized Q6_K (~6.5GB, quality-leaning quant). Apache-2.0. Per Atla cookbook these defaults hit 84% on RAGTruth hallucination eval. New 'JUDGE / EVAL MODELS' section between the dense chat models and the embedding models — separate category from chat/reasoning since the run-params shape is different (deterministic-leaning: temp 0.01, top-p 1.0, no repeat penalty). q8_0 KV cache to fit 32K ctx cleanly on the 3090 with headroom. Pre-pulled into the shared HF cache via the new playbooks/pull-hf-model.yaml playbook (canonical replacement for ad-hoc huggingface_hub.snapshot_download calls; see CHANGELOG). Smoke-tested 2026-05-13: GET /v1/models lists selene-1-mini-8b, POST /v1/chat/completions returns expected output cleanly.
llama-swap
GGUF model server with on-demand model swapping. Served via llama.cpp's llama-server under the llama-swap proxy.
Server: ana-ml2
Port: 9292 (configurable via .env)
GPU: both (unpinned — runtime: nvidia grants access to all devices; per-model GPU selection happens inside config.yaml)
Files
compose.yaml— canonical compose. Deployed to/opt/docker/compose/llama-swap/compose.yamlon ana-ml2..env.example— template for the per-host.env. Copy to.envon the server and tweak.config.yaml— model definitions and groups. Deployed to/opt/docker/conf/llama-swap/config.yamlon the server.
Homepage labels are in the compose file under the AI Systems group, matching the convention used by vllm-qwen3 and infinity.
Deploy a fresh install
scripts/deploy-stack.sh ana-ml2 llama-swap
ssh ana-ml2 '
cd /opt/docker/compose/llama-swap && \
cp -n .env.example .env && \
docker compose config && \
docker compose up -d && \
docker compose logs --tail=30
'
Model reference conventions
- Modern entries: use
-hf <user>/<repo>[:<quant>]— reads from the shared HF cache, nothing to pre-stage outsidehf download - Legacy entries: use
--model /models/<dir>/<file>.gguf— reads GGUFs from/tank/aimodels/llm/(pre-HF-cache era, gradually being migrated)
New models should prefer the -hf pattern.
Deploy updates to config only
# After editing config.yaml here:
scp config.yaml ana-ml2:/opt/docker/conf/llama-swap/config.yaml
ssh ana-ml2 'cd /opt/docker/compose/llama-swap && docker compose restart'
Deploy updates to compose only
# After editing compose.yaml or .env.example here:
scripts/deploy-stack.sh ana-ml2 llama-swap
ssh ana-ml2 'cd /opt/docker/compose/llama-swap && docker compose up -d'