From 6ec1bcbacc17354d526b0d080d1de9efe2b6f0a8 Mon Sep 17 00:00:00 2001 From: AntonisZks Date: Tue, 7 Jan 2025 23:38:16 +0200 Subject: [PATCH 1/2] Modified groundtruth computation for better perfomance --- Makefile | 2 +- src/VIA/Evaluation/groundtruth.cpp | 35 +++++++----------------------- 2 files changed, 9 insertions(+), 28 deletions(-) diff --git a/Makefile b/Makefile index 6a52e63..dc7b197 100644 --- a/Makefile +++ b/Makefile @@ -73,7 +73,7 @@ create_filtered_via: ./bin/main --create -index-type 'filtered' -base-file 'data/Dummy/dummy-data.bin' -L 120 -R 12 -alpha 1.0 -save 'filtered_index.bin' -distance-save 'matrix' -distance-threads 1 create_stiched_via: - ./bin/main --create -index-type 'stiched' -base-file 'data/Dummy/dummy-data.bin' -L-small 150 -R-small 12 -R-stiched 20 -alpha 1.0 -save 'stiched_index.bin' -distance-threads 1 -computing-threads 1 + ./bin/main --create -index-type 'stiched' -base-file 'data/Dummy/dummy-data.bin' -L-small 150 -R-small 12 -R-stiched 20 -alpha 1.0 -save 'stiched_index.bin' -distance-save matrix -distance-threads 1 -computing-threads 1 compute_groundtruth: ./bin/main --compute-gt -base-file 'data/Dummy/dummy-data.bin' -query-file 'data/Dummy/dummy-queries.bin' -gt-file 'data/Dummy/dummy-groundtruth.bin' diff --git a/src/VIA/Evaluation/groundtruth.cpp b/src/VIA/Evaluation/groundtruth.cpp index 8be38fb..355a0d8 100644 --- a/src/VIA/Evaluation/groundtruth.cpp +++ b/src/VIA/Evaluation/groundtruth.cpp @@ -19,7 +19,6 @@ std::vector> computeGroundtruth( const std::vector> base_vectors, const std::vector> query_vectors, const unsigned int maxBaseVectors) { // Allocate memory for the distance vector and the indexes of the base vectors - std::vector> distances(query_vectors.size()); std::vector> base_vectors_indexes(query_vectors.size()); // Compute the distances between the query vectors and the base vectors (with the same filter) @@ -27,12 +26,12 @@ std::vector> computeGroundtruth( withProgress(0, query_vectors.size(), "Computing Groundtruth", [&](int i) { auto query = query_vectors[i]; + std::vector> paired_vec; // Compute the distances between the query vector and all base vectors if (query.getQueryType() == NO_FILTER) { for (auto base : base_vectors) { - distances[query.getIndex()].push_back(euclideanDistance(base, query)); - base_vectors_indexes[query.getIndex()].push_back(base.getIndex()); + paired_vec.emplace_back(euclideanDistance(base, query), base.getIndex()); } } @@ -41,40 +40,22 @@ std::vector> computeGroundtruth( else if (query.getQueryType() == C_EQUALS_v) { for (auto base : base_vectors) { if (base.getC() == query.getV()) { - distances[query.getIndex()].push_back(euclideanDistance(base, query)); - base_vectors_indexes[query.getIndex()].push_back(base.getIndex()); + paired_vec.emplace_back(euclideanDistance(base, query), base.getIndex()); } } } - // IMPORTANT: Queries with filter type 2 and 3 are not supported in this version of the application - - }); - - // Sort the distances for each query vector and keep the base vector indexes for each distance - withProgress(0, query_vectors.size(), "Sorting Distances", [&](int i) { - - // Pack the distances and the base vector indexes into a vector of pairs - std::vector> paired_vec; - for (unsigned int j = 0; j < distances[i].size(); j++) { - paired_vec.emplace_back(distances[i][j], base_vectors_indexes[i][j]); - } - + // Sort the distances and keep only the first `maxBaseVectors` vectors std::sort(paired_vec.begin(), paired_vec.end()); + paired_vec.resize(std::min((int)maxBaseVectors, (int)paired_vec.size())); - // Unpack the sorted distances and base vector indexes - for (unsigned int j = 0; j < paired_vec.size(); j++) { - distances[i][j] = paired_vec[j].first; - base_vectors_indexes[i][j] = paired_vec[j].second; + // Store the indexes of the nearest base vectors + for (const auto& pair : paired_vec) { + base_vectors_indexes[query.getIndex()].push_back(pair.second); } }); - // Return the first `maxBaseVectors` distances for each query vector - for (auto& base_vector_indexes : base_vectors_indexes) { - base_vector_indexes.resize(std::min((int)maxBaseVectors, (int)base_vector_indexes.size())); - } - return base_vectors_indexes; } From e3d12b681b0565d64e5ea8b5c3c91e21b9fff2ed Mon Sep 17 00:00:00 2001 From: AntonisZks Date: Wed, 8 Jan 2025 20:53:57 +0200 Subject: [PATCH 2/2] Created the index for the dataset 1 million vectors and examine some results --- .../filled_index_1m_filtered_recalls_hist.png | Bin 0 -> 21598 bytes .../filled_index_1m_filtered_recalls_pie.png | Bin 0 -> 65583 bytes ...illed_index_1m_unfiltered_recalls_hist.png | Bin 0 -> 21641 bytes ...filled_index_1m_unfiltered_recalls_pie.png | Bin 0 -> 62908 bytes results/filled/filtered_1m_filtered.txt | 2496 ++++++++++++++++ results/filled/filtered_1m_unfiltered.txt | 2516 +++++++++++++++++ 6 files changed, 5012 insertions(+) create mode 100644 analysis/plots/filled/filtered/filled_index_1m_filtered_recalls_hist.png create mode 100644 analysis/plots/filled/filtered/filled_index_1m_filtered_recalls_pie.png create mode 100644 analysis/plots/filled/unfiltered/filled_index_1m_unfiltered_recalls_hist.png create mode 100644 analysis/plots/filled/unfiltered/filled_index_1m_unfiltered_recalls_pie.png create mode 100644 results/filled/filtered_1m_filtered.txt create mode 100644 results/filled/filtered_1m_unfiltered.txt diff --git a/analysis/plots/filled/filtered/filled_index_1m_filtered_recalls_hist.png b/analysis/plots/filled/filtered/filled_index_1m_filtered_recalls_hist.png new file mode 100644 index 0000000000000000000000000000000000000000..f6a13ef79cdd967392e0cb6df3a2089506730ecc GIT binary patch literal 21598 zcmeIa2UOMPwk?jDXcB|G#1=)xM64(%Rk|j}vQ;38^r}>)DZOnriHRnl5Hw zROyxo(vd1%>3!4tX1}>eZf?$d=iYJ89rypn|Bd_37&$6?^DAFjYpyxx`hNaa`55mf z8$aRU;o)T*|JxZJo@G5eJWI1bT8^K%7yCcKA2RkwH0@PwOzoY{*_!YuowL7WX=87B z;rv!d6I;6rHr8Uo2lfl^-@Db^-u{xEjEIQUpWhI+u{9I9ZL4XEt9*RvxRxCc58pZZ zZ^y9X{(EJlO0KtYOluxKNkK`%}r*k3MZ$+9oWlrFr6n^{yTFR_^;^ 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