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magnus919_agent-skills/llama-cpp/templates/benchmark-comparison.md
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Magnus HedemarkGitHubmagnus919 <magnus919>
58457b495c feat: add llama.cpp operations skill (#145)
Co-authored-by: magnus919 <magnus919>
2026-07-25 09:41:51 -04:00

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# llama.cpp Benchmark Comparison
## Objective
- Hypothesis:
- Primary metric and threshold:
- Guardrail metrics and thresholds:
- Workload represented:
## Frozen conditions
- Host / power / thermal / background load:
- llama.cpp commit and build options:
- Driver / backend / devices / interconnect:
- Model file hash / quant / template / sidecars:
- Prompt and output lengths / context depth:
- Context / batch / ubatch / threads / slots:
- Cache / Flash Attention / offload / split:
- Warmup / repetitions / delay:
## Compared variable
- Baseline value:
- Candidate value:
- All other known differences:
## Commands and raw artifacts
- Baseline command/output path:
- Candidate command/output path:
- End-to-end or server command/output path:
- Quality fixture/results:
## Results
| Metric | Baseline | Candidate | Delta | Variance / confidence | Threshold |
|---|---:|---:|---:|---:|---:|
| Prompt processing | | | | | |
| Token generation | | | | | |
| TTFT | | | | | |
| End-to-end latency | | | | | |
| Throughput | | | | | |
| Peak RAM | | | | | |
| Peak device memory | | | | | |
| Task quality / success | | | | | |
| Error rate | | | | | |
## Verdict
- Accept / reject / inconclusive:
- Evidence:
- Confounders or unverified boundaries:
- Rollback or next experiment: