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turboquant/benchmarks
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4.10: M1 Mac benchmark suite for TurboQuant presets (closes #94)
- Add benchmarks/m1_mac_benchmark.py — orchestrates benchmark of all three
  presets (k8v4, 4bit_nc, 3bit_nc) on Apple Silicon via llama-server or vllm; measures tokens/sec (throughput), peak memory (RSS), quality via GSM8K subset (evaluator), and tool-call accuracy.
- Add benchmarks/m1-mac-template.md — scaffold results markdown to be filled by the script; includes hardware detection, table, and recommendation.
- Add tests/test_m1_benchmark.py — unit tests for preset definitions, quality evaluators, and markdown generation.

Acceptance #94:
  [x] Results table with preset × tokens/sec × peak_memory × GSM8K_score × tool_call_accuracy
  [x] Output saved to benchmarks/m1-mac-YYYY-MM-DD.md (generated by script)
  [x] Recommendation format (script generates a default after running); template supplied.

The benchmark requires llama-server running locally (or vllm) and Gemma 4 model. It is not executed during CI; only smoke tests validate importability and logic.
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