Update threshold value after new result is added

Signed-off-by: Heemin Kim <[email protected]>

Author: heemin32

CHANGELOG.md

@@ -20,6 +20,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 * Support script score when doc value is disabled and fix misusing DISI [#1696](https://github.com/opensearch-project/k-NN/pull/1696)
 ### Bug Fixes
 * Block commas in model description [#1692](https://github.com/opensearch-project/k-NN/pull/1692)
+* Update threshold value after new result is added [#1715](https://github.com/opensearch-project/k-NN/pull/1715)
 ### Infrastructure
 ### Documentation
 ### Maintenance

jni/patches/faiss/0001-Custom-patch-to-support-multi-vector.patch

@@ -1,4 +1,4 @@
-From 0d1385959ddecabb2825957e48ff28ff0e8abf53 Mon Sep 17 00:00:00 2001
+From 35ef01f59b8903dfbd4d08ff874b085e851e4228 Mon Sep 17 00:00:00 2001
 From: Heemin Kim <[email protected]>
 Date: Tue, 30 Jan 2024 14:43:56 -0800
 Subject: [PATCH] Add IDGrouper for HNSW
@@ -7,18 +7,18 @@ Signed-off-by: Heemin Kim <[email protected]>
 ---
  faiss/CMakeLists.txt       |   3 +
  faiss/Index.h              |   8 +-
- faiss/IndexHNSW.cpp        |  13 ++-
- faiss/IndexIDMap.cpp       |  29 ++++++
- faiss/IndexIDMap.h         |  22 +++++
- faiss/impl/HNSW.cpp        |  10 +-
- faiss/impl/IDGrouper.cpp   |  51 ++++++++++
- faiss/impl/IDGrouper.h     |  51 ++++++++++
- faiss/impl/ResultHandler.h | 187 ++++++++++++++++++++++++++++++++++++
- faiss/utils/GroupHeap.h    | 182 +++++++++++++++++++++++++++++++++++
+ faiss/IndexHNSW.cpp        |  13 +-
+ faiss/IndexIDMap.cpp       |  29 +++++
+ faiss/IndexIDMap.h         |  22 ++++
+ faiss/impl/HNSW.cpp        |   6 +
+ faiss/impl/IDGrouper.cpp   |  51 ++++++++
+ faiss/impl/IDGrouper.h     |  51 ++++++++
+ faiss/impl/ResultHandler.h | 190 +++++++++++++++++++++++++++++
+ faiss/utils/GroupHeap.h    | 182 ++++++++++++++++++++++++++++
  tests/CMakeLists.txt       |   2 +
- tests/test_group_heap.cpp  |  98 +++++++++++++++++++
- tests/test_id_grouper.cpp  | 189 +++++++++++++++++++++++++++++++++++++
- 13 files changed, 838 insertions(+), 7 deletions(-)
+ tests/test_group_heap.cpp  |  98 +++++++++++++++
+ tests/test_id_grouper.cpp  | 241 +++++++++++++++++++++++++++++++++++++
+ 13 files changed, 891 insertions(+), 5 deletions(-)
  create mode 100644 faiss/impl/IDGrouper.cpp
  create mode 100644 faiss/impl/IDGrouper.h
  create mode 100644 faiss/utils/GroupHeap.h
@@ -54,7 +54,7 @@ index a890a46f..137e68d4 100644
    utils/WorkerThread.h
    utils/distances.h
 diff --git a/faiss/Index.h b/faiss/Index.h
-index 4b4b302b..3b673d1e 100644
+index 3d1bdb99..a8622858 100644
 --- a/faiss/Index.h
 +++ b/faiss/Index.h
 @@ -38,9 +38,10 @@
@@ -106,7 +106,7 @@ index 9a67332d..a5e0fea0 100644
      if (is_similarity_metric(this->metric_type)) {
          // we need to revert the negated distances
 diff --git a/faiss/IndexIDMap.cpp b/faiss/IndexIDMap.cpp
-index e093bbda..e24365d5 100644
+index dc84052b..3f375e7b 100644
 --- a/faiss/IndexIDMap.cpp
 +++ b/faiss/IndexIDMap.cpp
 @@ -102,6 +102,23 @@ struct ScopedSelChange {
@@ -198,20 +198,9 @@ index 2d164123..a68887bd 100644
 +
  } // namespace faiss
 diff --git a/faiss/impl/HNSW.cpp b/faiss/impl/HNSW.cpp
-index fb4de678..b6f602a0 100644
+index a9fb9daf..33b56638 100644
 --- a/faiss/impl/HNSW.cpp
 +++ b/faiss/impl/HNSW.cpp
-@@ -110,8 +110,8 @@ void HNSW::print_neighbor_stats(int level) const {
-            level,
-            nb_neighbors(level));
-     size_t tot_neigh = 0, tot_common = 0, tot_reciprocal = 0, n_node = 0;
--#pragma omp parallel for reduction(+: tot_neigh) reduction(+: tot_common) \
--  reduction(+: tot_reciprocal) reduction(+: n_node)
-+#pragma omp parallel for reduction(+ : tot_neigh) reduction(+ : tot_common) \
-+        reduction(+ : tot_reciprocal) reduction(+ : n_node)
-     for (int i = 0; i < levels.size(); i++) {
-         if (levels[i] > level) {
-             n_node++;
 @@ -804,6 +804,12 @@ int extract_k_from_ResultHandler(ResultHandler<C>& res) {
      if (auto hres = dynamic_cast<RH::SingleResultHandler*>(&res)) {
          return hres->k;
@@ -340,19 +329,20 @@ index 00000000..d56113d9
 +
 +} // namespace faiss
 diff --git a/faiss/impl/ResultHandler.h b/faiss/impl/ResultHandler.h
-index 270de8dc..2f7f3e7f 100644
+index 270de8dc..3199634f 100644
 --- a/faiss/impl/ResultHandler.h
 +++ b/faiss/impl/ResultHandler.h
-@@ -12,6 +12,8 @@
+@@ -12,6 +12,9 @@
  #pragma once
 
  #include <faiss/impl/AuxIndexStructures.h>
++#include <faiss/impl/FaissException.h>
 +#include <faiss/impl/IDGrouper.h>
 +#include <faiss/utils/GroupHeap.h>
  #include <faiss/utils/Heap.h>
  #include <faiss/utils/partitioning.h>
 
-@@ -265,6 +267,191 @@ struct HeapBlockResultHandler : BlockResultHandler<C> {
+@@ -265,6 +268,193 @@ struct HeapBlockResultHandler : BlockResultHandler<C> {
      }
  };
 
@@ -436,6 +426,7 @@ index 270de8dc..2f7f3e7f 100644
 +                        idx,
 +                        group_id,
 +                        &group_id_to_index_in_heap);
++                threshold = heap_dis[0];
 +                return true;
 +            } else {
 +                size_t pos = it_pos->second;
@@ -452,6 +443,7 @@ index 270de8dc..2f7f3e7f 100644
 +                        idx,
 +                        group_id,
 +                        &group_id_to_index_in_heap);
++                threshold = heap_dis[0];
 +                return true;
 +            }
 +        }
@@ -734,10 +726,10 @@ index 00000000..3b7078da
 +} // namespace faiss
 \ No newline at end of file
 diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
-index cc0a4f4c..96e19328 100644
+index 9017edc5..a8e9d30c 100644
 --- a/tests/CMakeLists.txt
 +++ b/tests/CMakeLists.txt
-@@ -26,6 +26,8 @@ set(FAISS_TEST_SRC
+@@ -27,6 +27,8 @@ set(FAISS_TEST_SRC
    test_approx_topk.cpp
    test_RCQ_cropping.cpp
    test_distances_simd.cpp
@@ -852,10 +844,10 @@ index 00000000..0e8fe7a7
 +}
 diff --git a/tests/test_id_grouper.cpp b/tests/test_id_grouper.cpp
 new file mode 100644
-index 00000000..2aed5500
+index 00000000..6601795b
 --- /dev/null
 +++ b/tests/test_id_grouper.cpp
-@@ -0,0 +1,189 @@
+@@ -0,0 +1,241 @@
 +/**
 + * Copyright (c) Facebook, Inc. and its affiliates.
 + *
@@ -920,6 +912,58 @@ index 00000000..2aed5500
 +    ASSERT_EQ(bitmap.NO_MORE_DOCS, bitmap.get_group(group_ids[3] + 1));
 +}
 +
++TEST(IdGrouper, sanity_test) {
++    int d = 1;   // dimension
++    int nb = 10; // database size
++
++    std::mt19937 rng;
++    std::uniform_real_distribution<> distrib;
++
++    float* xb = new float[d * nb];
++
++    for (int i = 0; i < nb; i++) {
++        for (int j = 0; j < d; j++)
++            xb[d * i + j] = distrib(rng);
++        xb[d * i] += i / 1000.;
++    }
++
++    uint64_t bitmap[1] = {};
++    faiss::IDGrouperBitmap id_grouper(1, bitmap);
++    for (int i = 0; i < nb; i++) {
++        id_grouper.set_group(i);
++    }
++
++    int k = 5;
++    int m = 8;
++    faiss::Index* index =
++            new faiss::IndexHNSWFlat(d, m, faiss::MetricType::METRIC_L2);
++    index->add(nb, xb); // add vectors to the index
++
++    // search
++    auto pSearchParameters = new faiss::SearchParametersHNSW();
++
++    idx_t* expectedI = new idx_t[k];
++    float* expectedD = new float[k];
++    index->search(1, xb, k, expectedD, expectedI, pSearchParameters);
++
++    idx_t* I = new idx_t[k];
++    float* D = new float[k];
++    pSearchParameters->grp = &id_grouper;
++    index->search(1, xb, k, D, I, pSearchParameters);
++
++    // compare
++    for (int j = 0; j < k; j++) {
++        ASSERT_EQ(expectedI[j], I[j]);
++        ASSERT_EQ(expectedD[j], D[j]);
++    }
++
++    delete[] expectedI;
++    delete[] expectedD;
++    delete[] I;
++    delete[] D;
++    delete[] xb;
++}
++
 +TEST(IdGrouper, bitmap_with_hnsw) {
 +    int d = 1;   // dimension
 +    int nb = 10; // database size

src/test/java/org/opensearch/knn/index/NestedSearchIT.java

@@ -75,11 +75,13 @@ public void testNestedSearchWithLucene_whenKIsTwo_thenReturnTwoResults() {
         refreshIndex(INDEX_NAME);
         forceMergeKnnIndex(INDEX_NAME);
 
-        Float[] queryVector = { 1f, 1f };
+        Float[] queryVector = { 14f, 14f };
         Response response = queryNestedField(INDEX_NAME, 2, queryVector);
         String entity = EntityUtils.toString(response.getEntity());
         assertEquals(2, parseHits(entity));
         assertEquals(2, parseTotalSearchHits(entity));
+        assertEquals("14", parseIds(entity).get(0));
+        assertEquals("13", parseIds(entity).get(1));
     }
 
     @SneakyThrows
@@ -97,11 +99,13 @@ public void testNestedSearchWithFaiss_whenKIsTwo_thenReturnTwoResults() {
         refreshIndex(INDEX_NAME);
         forceMergeKnnIndex(INDEX_NAME);
 
-        Float[] queryVector = { 1f, 1f };
+        Float[] queryVector = { 14f, 14f };
         Response response = queryNestedField(INDEX_NAME, 2, queryVector);
         String entity = EntityUtils.toString(response.getEntity());
         assertEquals(2, parseHits(entity));
         assertEquals(2, parseTotalSearchHits(entity));
+        assertEquals("14", parseIds(entity).get(0));
+        assertEquals("13", parseIds(entity).get(1));
     }
 
     /**