3 Commits

Author SHA1 Message Date
b5a40819cc feat: vectorize CAM retrieval with NumPy and add multi-worker support
- Replace scalar hamming distance with NumPy bitwise_count for batch retrieval
- Add ThreadPoolExecutor-based multi-worker query parallelism
- Improve missing dataset error message with generation command hint
- Increase DEFAULT_MAX_QUERIES from 128 to 8192 for meaningful throughput tests
2026-06-07 20:45:20 +08:00
97e53d44f8 feat(hw/sim): distinguish query-only and end-to-end performance cycles in retrieval benchmark
Add explicit separation between query-only cycles (accept→last) and end-to-end cycles
(load + write + noise + queries) in hardware retrieval benchmarks.

- Add query_only_cycles_per_query, load_write_noise_cycles, end_to_end_cycles metrics
- Refactor summarize_query_timings() to use accept_to_last_result_cycles as query-only base
- Add build_hardware_performance() to compute end-to-end performance separately
- Add current_sim_cycle() helper using cocotb get_sim_time
- Update CSV/Markdown outputs and RETRIEVAL_PERF_RESULT log format
- Update documentation to clarify cycle-counting methodology
- Update tests to cover new performance measurement logic
2026-05-29 18:49:05 +08:00
42d4a9728d feat: add hardware retrieval cycle performance measurement
Add cycle-level performance measurement for hardware CAM retrieval benchmarks
to complement existing quality metrics.

- Add query_topk_once_with_latency with accept→first/last cycle timing
- Add QueryTiming dataclass and summarize_query_timings helper
- Integrate cycle performance into benchmark outputs (CSV + Markdown)
- Log RETRIEVAL_PERF_RESULT with cycles/query and queries/cycle
- Update experiment docs with hardware cycle performance section
- Add unit tests for summarize_query_timings and output writers
2026-05-28 13:05:34 +08:00