{ "summary": { "timestamp": "2026-02-10 12:52:44", "source": "src", "k": 10, "coarse_k": 100, "query_count": 7, "avg_jaccard_topk": 0.13455730777159347, "avg_rbo_topk": 0.10274807844326529, "staged": { "success": 7, "avg_latency_ms": 4445.262371412346 }, "dense_rerank": { "success": 7, "avg_latency_ms": 3327.1750857276575 } }, "comparisons": [ { "query": "class Config", "staged": { "strategy": "staged", "query": "class Config", "latency_ms": 2719.7998999655247, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\index_tree.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\path_mapper.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\api\\semantic.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\api\\references.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\dir_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\embedding_manager.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\lsp\\server.py" ], "stage_stats": { "stage_times": { "stage1_binary_ms": 33.12373161315918, "stage1_fallback_search_ms": 230.31878471374512, "stage2_expand_ms": 22.444486618041992, "stage3_cluster_ms": 0.06079673767089844, "stage4_rerank_ms": 2338.5443687438965 }, "stage_counts": { "stage1_candidates": 37, "stage1_fallback_used": 1, "stage2_expanded": 86, "stage2_unique_paths": 53, "stage2_duplicate_paths": 33, "stage3_clustered": 20, "stage3_strategy": "path", "stage4_reranked": 20 } }, "error": null }, "dense_rerank": { "strategy": "dense_rerank", "query": "class Config", "latency_ms": 2334.8668000102043, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\dir_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\chunker.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\vector_store.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\query_parser.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\code_extractor.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\embedding_manager.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\migration_manager.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\registry.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\sqlite_store.py" ], "stage_stats": null, "error": null }, "jaccard_topk": 0.2, "rbo_topk": 0.09948869827714285, "staged_unique_files_topk": 8, "dense_unique_files_topk": 10, "staged_unique_dirs_topk": 4, "dense_unique_dirs_topk": 4 }, { "query": "def search", "staged": { "strategy": "staged", "query": "def search", "latency_ms": 4470.056899994612, "num_results": 3, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\entities.py" ], "stage_stats": { "stage_times": { "stage1_binary_ms": 28.5646915435791, "stage2_expand_ms": 2216.57133102417, "stage3_cluster_ms": 0.001430511474609375, "stage4_rerank_ms": 2131.246566772461 }, "stage_counts": { "stage1_candidates": 3, "stage2_expanded": 4, "stage2_unique_paths": 3, "stage2_duplicate_paths": 1, "stage3_clustered": 4, "stage3_strategy": "path", "stage4_reranked": 4 } }, "error": null }, "dense_rerank": { "strategy": "dense_rerank", "query": "def search", "latency_ms": 2447.341199964285, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\query_parser.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\vector_store.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\index_tree.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\registry.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\dir_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\code_extractor.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\chain_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\chunker.py" ], "stage_stats": null, "error": null }, "jaccard_topk": 0.09090909090909091, "rbo_topk": 0.23541639942571424, "staged_unique_files_topk": 2, "dense_unique_files_topk": 10, "staged_unique_dirs_topk": 2, "dense_unique_dirs_topk": 4 }, { "query": "LspBridge", "staged": { "strategy": "staged", "query": "LspBridge", "latency_ms": 6126.65680000186, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\lsp\\__init__.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\lsp\\lsp_bridge.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\lsp\\lsp_graph_builder.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\lsp\\keepalive_bridge.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\chain_search.py" ], "stage_stats": { "stage_times": { "stage1_binary_ms": 25.135278701782227, "stage1_fallback_search_ms": 171.53453826904297, "stage2_expand_ms": 2094.9013233184814, "stage3_cluster_ms": 0.024318695068359375, "stage4_rerank_ms": 3743.204355239868 }, "stage_counts": { "stage1_candidates": 5, "stage1_fallback_used": 1, "stage2_expanded": 31, "stage2_unique_paths": 11, "stage2_duplicate_paths": 20, "stage3_clustered": 11, "stage3_strategy": "path", "stage4_reranked": 11 } }, "error": null }, "dense_rerank": { "strategy": "dense_rerank", "query": "LspBridge", "latency_ms": 9015.508300036192, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\vector_meta_store.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\graph_expander.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\registry.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\dir_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\index_tree.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\sqlite_store.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\code_extractor.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\chunker.py" ], "stage_stats": null, "error": null }, "jaccard_topk": 0.06666666666666667, "rbo_topk": 0.045191399425714276, "staged_unique_files_topk": 6, "dense_unique_files_topk": 10, "staged_unique_dirs_topk": 2, "dense_unique_dirs_topk": 4 }, { "query": "graph expansion", "staged": { "strategy": "staged", "query": "graph expansion", "latency_ms": 4319.597599953413, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\migrations\\migration_007_add_graph_neighbors.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\dir_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\lsp\\lsp_graph_builder.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\ann_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\config.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\graph_expander.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\enrichment.py" ], "stage_stats": { "stage_times": { "stage1_binary_ms": 18.799781799316406, "stage1_fallback_search_ms": 167.36602783203125, "stage2_expand_ms": 2101.4957427978516, "stage3_cluster_ms": 0.00095367431640625, "stage4_rerank_ms": 1976.8805503845215 }, "stage_counts": { "stage1_candidates": 11, "stage1_fallback_used": 1, "stage2_expanded": 16, "stage2_unique_paths": 13, "stage2_duplicate_paths": 3, "stage3_clustered": 16, "stage3_strategy": "path", "stage4_reranked": 16 } }, "error": null }, "dense_rerank": { "strategy": "dense_rerank", "query": "graph expansion", "latency_ms": 2356.994699984789, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\index_tree.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\migration_manager.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\chain_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\global_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\dir_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\registry.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\sqlite_store.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\vector_store.py" ], "stage_stats": null, "error": null }, "jaccard_topk": 0.1875, "rbo_topk": 0.06134116970571428, "staged_unique_files_topk": 9, "dense_unique_files_topk": 10, "staged_unique_dirs_topk": 7, "dense_unique_dirs_topk": 4 }, { "query": "clustering strategy", "staged": { "strategy": "staged", "query": "clustering strategy", "latency_ms": 4574.691199988127, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\config.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\__init__.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\chain_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\clustering\\dbscan_strategy.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\clustering\\noop_strategy.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\clustering\\base.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\clustering\\hdbscan_strategy.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\clustering\\frequency_strategy.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\clustering\\factory.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\clustering\\__init__.py" ], "stage_stats": { "stage_times": { "stage1_binary_ms": 45.72629928588867, "stage1_fallback_search_ms": 233.0036163330078, "stage2_expand_ms": 2068.8536167144775, "stage3_cluster_ms": 0.0007152557373046875, "stage4_rerank_ms": 2152.9064178466797 }, "stage_counts": { "stage1_candidates": 10, "stage1_fallback_used": 1, "stage2_expanded": 10, "stage2_unique_paths": 10, "stage2_duplicate_paths": 0, "stage3_clustered": 10, "stage3_strategy": "path", "stage4_reranked": 10 } }, "error": null }, "dense_rerank": { "strategy": "dense_rerank", "query": "clustering strategy", "latency_ms": 2311.4787000119686, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\index_tree.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\code_extractor.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\vector_store.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\__init__.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\gpu_support.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\chain_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\enrichment.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\chunker.py" ], "stage_stats": null, "error": null }, "jaccard_topk": 0.1111111111111111, "rbo_topk": 0.04670528456571428, "staged_unique_files_topk": 10, "dense_unique_files_topk": 10, "staged_unique_dirs_topk": 3, "dense_unique_dirs_topk": 4 }, { "query": "error handling", "staged": { "strategy": "staged", "query": "error handling", "latency_ms": 4616.5374999940395, "num_results": 6, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\lsp\\lsp_bridge.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\gpu_support.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\rotational_embedder.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\watcher\\manager.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py" ], "stage_stats": { "stage_times": { "stage1_binary_ms": 38.83004188537598, "stage1_fallback_search_ms": 263.0441188812256, "stage2_expand_ms": 2070.7976818084717, "stage3_cluster_ms": 0.00095367431640625, "stage4_rerank_ms": 2133.629083633423 }, "stage_counts": { "stage1_candidates": 5, "stage1_fallback_used": 1, "stage2_expanded": 13, "stage2_unique_paths": 6, "stage2_duplicate_paths": 7, "stage3_clustered": 13, "stage3_strategy": "path", "stage4_reranked": 13 } }, "error": null }, "dense_rerank": { "strategy": "dense_rerank", "query": "error handling", "latency_ms": 2337.4413000643253, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\__init__.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\registry.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\index_tree.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\dir_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\chain_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\chunker.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\code_extractor.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\embedding_manager.py" ], "stage_stats": null, "error": null }, "jaccard_topk": 0.07142857142857142, "rbo_topk": 0.045191399425714276, "staged_unique_files_topk": 5, "dense_unique_files_topk": 10, "staged_unique_dirs_topk": 4, "dense_unique_dirs_topk": 4 }, { "query": "how to parse json", "staged": { "strategy": "staged", "query": "how to parse json", "latency_ms": 4289.496699988842, "num_results": 7, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\lsp\\standalone_manager.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\chain_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\parsers\\factory.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\indexing\\symbol_extractor.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\parsers\\treesitter_parser.py" ], "stage_stats": { "stage_times": { "stage1_binary_ms": 34.40546989440918, "stage1_fallback_search_ms": 231.8587303161621, "stage2_expand_ms": 2068.8445568084717, "stage3_cluster_ms": 0.0007152557373046875, "stage4_rerank_ms": 1850.6083488464355 }, "stage_counts": { "stage1_candidates": 4, "stage1_fallback_used": 1, "stage2_expanded": 9, "stage2_unique_paths": 7, "stage2_duplicate_paths": 2, "stage3_clustered": 9, "stage3_strategy": "path", "stage4_reranked": 9 } }, "error": null }, "dense_rerank": { "strategy": "dense_rerank", "query": "how to parse json", "latency_ms": 2486.594600021839, "num_results": 10, "topk_paths": [ "d:\\claude_dms3\\codex-lens\\src\\codexlens\\cli\\commands.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\chain_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\index_tree.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\code_extractor.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\dir_index.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\hybrid_search.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\search\\ranking.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\chunker.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\storage\\sqlite_store.py", "d:\\claude_dms3\\codex-lens\\src\\codexlens\\semantic\\ann_index.py" ], "stage_stats": null, "error": null }, "jaccard_topk": 0.21428571428571427, "rbo_topk": 0.18590219827714285, "staged_unique_files_topk": 7, "dense_unique_files_topk": 10, "staged_unique_dirs_topk": 5, "dense_unique_dirs_topk": 4 } ] }