Merge commit 'd803bfe2b1fe7f5e219e50ac20d6801a0a58ac75' as 'vendor/ruvector'

vendor/ruvector/bench_results/comparison_benchmark.md

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+# Ruvector Benchmark Results
+
+Generated: 2026-01-18 21:59:06 UTC
+
+## ruvector_optimized
+
+**Dataset:** synthetic (384D, 10000 vectors)
+
+### Performance
+- **QPS:** 1215.90
+- **Latency (p50):** 0.78ms
+- **Latency (p95):** 0.78ms
+- **Latency (p99):** 0.78ms
+- **Latency (p99.9):** 0.78ms
+
+### Recall
+- **Recall@1:** 100.00%
+- **Recall@10:** 100.00%
+- **Recall@100:** 100.00%
+
+### Resources
+- **Memory:** 0.00 MB
+- **Build Time:** 0.00s
+
+## ruvector_no_quant
+
+**Dataset:** synthetic (384D, 10000 vectors)
+
+### Performance
+- **QPS:** 1218.00
+- **Latency (p50):** 0.78ms
+- **Latency (p95):** 0.78ms
+- **Latency (p99):** 0.78ms
+- **Latency (p99.9):** 0.78ms
+
+### Recall
+- **Recall@1:** 100.00%
+- **Recall@10:** 100.00%
+- **Recall@100:** 100.00%
+
+### Resources
+- **Memory:** 0.00 MB
+- **Build Time:** 0.00s
+
+## python_baseline
+
+**Dataset:** synthetic (384D, 10000 vectors)
+
+### Performance
+- **QPS:** 77.46
+- **Latency (p50):** 11.88ms
+- **Latency (p95):** 11.88ms
+- **Latency (p99):** 11.88ms
+- **Latency (p99.9):** 11.88ms
+
+### Recall
+- **Recall@1:** 100.00%
+- **Recall@10:** 100.00%
+- **Recall@100:** 100.00%
+
+### Resources
+- **Memory:** 0.00 MB
+- **Build Time:** 0.00s
+
+## brute_force
+
+**Dataset:** synthetic (384D, 10000 vectors)
+
+### Performance
+- **QPS:** 12.17
+- **Latency (p50):** 77.76ms
+- **Latency (p95):** 77.76ms
+- **Latency (p99):** 77.76ms
+- **Latency (p99.9):** 77.76ms
+
+### Recall
+- **Recall@1:** 100.00%
+- **Recall@10:** 100.00%
+- **Recall@100:** 100.00%
+
+### Resources
+- **Memory:** 0.00 MB
+- **Build Time:** 0.00s
+