KV cache quantization adds type_k/type_v columns to llama-bench output,
shifting test and t/s to different indices. Parse from end of row instead
of hardcoded positions. Also fix KV suffix separator (underscore to dash)
to avoid regex ambiguity with type names like q8_0.
Add 5-phase optimization guide, optimization log for tracking results,
and research docs on llama.cpp and inference landscape optimizations.
Models:
- configs/models.conf: catalog with Qwen3.5-35B-A3B (MoE, top pick),
Qwen3.5-27B (dense), Qwen3-Coder-30B-A3B (agentic/coding)
- Updated benchmark setup to show catalog with download status
- docs/model-recommendations.md: memory planning, quantization guide
Agentic evaluation:
- scripts/agentic/setup.sh: installs inspect-ai, evalplus, bigcodebench
in a Python venv
- scripts/agentic/run-eval.sh: runs evaluations against local LLM server
(ollama or llama.cpp). Suites: quick (HumanEval+IFEval), code
(EvalPlus+BigCodeBench), tooluse (BFCL), full (all)
- bin/agentic: dispatcher with help
- docs/agentic-benchmarks.md: methodology, framework comparison, model
recommendations for agentic use
Updated: Makefile (6 new targets), README, CLAUDE.md, docs/references.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- architecture.md: fix kernel param math to match actual computed values,
use cardN placeholder in sysfs paths, clarify system_ram_kb is OS-visible
- benchmarking.md: normalize flags to -ngl 99 / -mmp 0 (matching code),
add llama-rocm7-nightlies backend
- CLAUDE.md: clarify HSA_OVERRIDE_GFX_VERSION is set in containers not
scripts, fix lib sourcing description, specify which scripts need root
- detect.sh: document detect_cpu_cores returns threads not cores
- troubleshooting.md: add link to references.md
- README.md: remove unsupported Fedora 42 claim, describe configs/ content
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
