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docs: Add hardware specifications for benchmarking in README
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bindings/python/examples/benchmark-vector/README.md

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### Commit/Date: main @ d8098d7 (Wed Jan 14 15:20:25 2026 -0500)
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**Hardware:** AMD Ryzen 9 7950X (16 cores), 128GB DDR5 (4x32GB), Samsung SSD 970 EVO Plus 2TB.
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#### MSMARCO-1M (1000 queries, Recall@50)
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| quantization | store_vectors_in_graph | add_hierarchy | ingest_s | ingest_rss_mb | warmup_s | warmup_rss_mb | search_s | search_rss_mb | recall@50_before_close | open_db_s | warmup_after_reopen_s | search_after_reopen_s | recall@50_after_reopen | peak_rss_mb | db_size_mb | total_duration |

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