| # Benchmarks | |
| Included directly from the repository [`README.md`](https://github.com/tatopenn-cell/Dense-Evolution/blob/main/README.md) | |
| so it never goes stale relative to the single source of truth. See the | |
| [Changelog](changelog.md) for how these numbers evolved release to release. | |
| ## Anti-OOM chunking vs. PennyLane, and general benchmarks | |
| > The distributed-dispatch section below covers `run_chunk_distributed` -- multi-device | |
| > sharding, not a benchmark number itself, but kept here since it's part of the same | |
| > performance story. General throughput/drift numbers (measured on Google Colab Free Tier) | |
| > follow further down. | |
| {% include-markdown "../README.md" start="### Benchmark vs PennyLane — Windows CPU (8 GB RAM)" end="## ▍ Dashboard Panels" %} | |