From 9dd73781f399d9de23fc8b2ea0e938e53d2b1677 Mon Sep 17 00:00:00 2001
From: Andreas Huber <andreas.huber@intel.com>
Date: Thu, 20 Feb 2025 05:17:34 -0800
Subject: [PATCH 1/4] feat: generate reference data for
 DistanceCosineSimilarity

---
 benchmark/src/inverted/memory/uncompressed.cpp | 1 +
 tests/integration/inverted/build.cpp           | 6 ++++++
 2 files changed, 7 insertions(+)

diff --git a/benchmark/src/inverted/memory/uncompressed.cpp b/benchmark/src/inverted/memory/uncompressed.cpp
index 8241ea21..85fe09c8 100644
--- a/benchmark/src/inverted/memory/uncompressed.cpp
+++ b/benchmark/src/inverted/memory/uncompressed.cpp
@@ -258,6 +258,7 @@ std::vector<TestFunction> register_uncompressed_test_routines() {
         return std::vector<TestFunction>({
             &test_build<float, svs::DistanceL2>,
             &test_build<float, svs::DistanceIP>,
+            &test_build<float, svs::DistanceCosineSimilarity>,
         });
     } else {
         return std::vector<TestFunction>();
diff --git a/tests/integration/inverted/build.cpp b/tests/integration/inverted/build.cpp
index b35be64f..df29f081 100644
--- a/tests/integration/inverted/build.cpp
+++ b/tests/integration/inverted/build.cpp
@@ -124,4 +124,10 @@ CATCH_TEST_CASE("Test Inverted Building", "[integration][build][inverted]") {
     run_test<svs::DistanceIP, svs::index::inverted::SparseStrategy>(
         queries, svs::threads::QueueThreadPoolWrapper(2)
     );
+    run_test<svs::DistanceCosineSimilarity, svs::index::inverted::SparseStrategy>(
+        queries, 3
+    );
+    run_test<svs::DistanceCosineSimilarity, svs::index::inverted::DenseStrategy>(
+        queries, svs::threads::DefaultThreadPool(3)
+    );
 }

From 44c06d712521cf58b016f07b1c09de45299043c1 Mon Sep 17 00:00:00 2001
From: Andreas Huber <andreas.huber@intel.com>
Date: Thu, 20 Feb 2025 05:31:34 -0800
Subject: [PATCH 2/4] update reference data

---
 .../reference/inverted_reference.toml         |  848 ++-
 .../reference/vamana_reference.toml           | 5635 ++++++++++++++++-
 2 files changed, 6272 insertions(+), 211 deletions(-)

diff --git a/data/test_dataset/reference/inverted_reference.toml b/data/test_dataset/reference/inverted_reference.toml
index cbad7cea..c111e5de 100644
--- a/data/test_dataset/reference/inverted_reference.toml
+++ b/data/test_dataset/reference/inverted_reference.toml
@@ -1,19 +1,18 @@
-# Copyright 2024 Intel Corporation
+# Copyright (C) 2025 Intel Corporation
 #
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
+# This software and the related documents are Intel copyrighted materials,
+# and your use of them is governed by the express license under which they
+# were provided to you ("License"). Unless the License provides otherwise,
+# you may not use, modify, copy, publish, distribute, disclose or transmit
+# this software or the related documents without Intel's prior written
+# permission.
 #
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
+# This software and the related documents are provided as is, with no
+# express or implied warranties, other than those that are expressly stated
+# in the License.
 
-start_time = 2024-04-01T18:16:09
-stop_time = 2024-04-01T18:17:12
+start_time = 2025-02-20T08:44:53
+stop_time = 2025-02-20T09:22:43
 
 [[inverted_test_build]]
 __schema__ = 'benchmark_expected_result'
@@ -63,13 +62,13 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.25444444444444442
+    recall = 0.25433333333333336
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 20.0
+        refinement_epsilon = 2.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -85,13 +84,13 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.51322222222222225
+    recall = 0.51311111111111107
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 10.0
+        refinement_epsilon = 5.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -107,13 +106,13 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80266666666666664
+    recall = 0.80255555555555558
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 20.0
+        refinement_epsilon = 0.80000000000000004
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -135,7 +134,7 @@ distance = 'L2'
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 0.80000000000000004
+        refinement_epsilon = 1.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -194,13 +193,13 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.20088888888888889
+    recall = 0.20077777777777778
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 1.0
+        refinement_epsilon = 20.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -216,13 +215,13 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50355555555555553
+    recall = 0.50988888888888884
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 0.80000000000000004
+        refinement_epsilon = 20.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -260,13 +259,13 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.90033333333333332
+    recall = 0.90022222222222226
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 5.0
+        refinement_epsilon = 2.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -276,3 +275,800 @@ distance = 'MIP'
             search_buffer_capacity = 95
             search_buffer_visited_set = false
             search_window_size = 95
+
+[[inverted_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [inverted_test_build.build_parameters]
+    __schema__ = 'inverted_build_parameters'
+    __version__ = 'v0.0.0'
+
+        [inverted_test_build.build_parameters.clustering_parameters]
+        __schema__ = 'clustering_parameters'
+        __version__ = 'v0.0.0'
+        batchsize = 100000
+        epsilon = 1.0
+        max_cluster_size = 60
+        max_replicas = 7
+        num_intermediate_results = 64
+        percent_centroids = 0.12
+        refinement_alpha = 1.0
+        search_window_size = 50
+        seed = 12648430
+
+        [inverted_test_build.build_parameters.primary_parameters]
+        __schema__ = 'vamana_build_parameters'
+        __version__ = 'v0.0.1'
+        alpha = 0.94999998807907104
+        graph_max_degree = 64
+        max_candidate_pool_size = 1000
+        name = 'vamana build parameters'
+        prune_to = 60
+        use_full_search_history = true
+        window_size = 200
+
+    [inverted_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'uncompressed'
+
+        [inverted_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_uncompressed'
+        __version__ = 'v0.0.0'
+        data_type = 'float32'
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23022222222222222
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 20.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 5
+            search_buffer_visited_set = false
+            search_window_size = 5
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50466666666666671
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 5.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 18
+            search_buffer_visited_set = false
+            search_window_size = 18
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80388888888888888
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 5.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 58
+            search_buffer_visited_set = false
+            search_window_size = 58
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.90077777777777779
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 2.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 92
+            search_buffer_visited_set = false
+            search_window_size = 92
+
+[[inverted_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [inverted_test_build.build_parameters]
+    __schema__ = 'inverted_build_parameters'
+    __version__ = 'v0.0.0'
+
+        [inverted_test_build.build_parameters.clustering_parameters]
+        __schema__ = 'clustering_parameters'
+        __version__ = 'v0.0.0'
+        batchsize = 100000
+        epsilon = 1.0
+        max_cluster_size = 60
+        max_replicas = 7
+        num_intermediate_results = 64
+        percent_centroids = 0.12
+        refinement_alpha = 1.0
+        search_window_size = 50
+        seed = 12648430
+
+        [inverted_test_build.build_parameters.primary_parameters]
+        __schema__ = 'vamana_build_parameters'
+        __version__ = 'v0.0.1'
+        alpha = 1.2000000476837158
+        graph_max_degree = 64
+        max_candidate_pool_size = 1000
+        name = 'vamana build parameters'
+        prune_to = 60
+        use_full_search_history = true
+        window_size = 200
+
+    [inverted_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [inverted_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 8
+        residual = 0
+        strategy = 'sequential'
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.25366666666666665
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 20.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 3
+            search_buffer_visited_set = false
+            search_window_size = 3
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.51222222222222225
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 20.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 11
+            search_buffer_visited_set = false
+            search_window_size = 11
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80088888888888887
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 0.80000000000000004
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 38
+            search_buffer_visited_set = false
+            search_window_size = 38
+
+[[inverted_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [inverted_test_build.build_parameters]
+    __schema__ = 'inverted_build_parameters'
+    __version__ = 'v0.0.0'
+
+        [inverted_test_build.build_parameters.clustering_parameters]
+        __schema__ = 'clustering_parameters'
+        __version__ = 'v0.0.0'
+        batchsize = 100000
+        epsilon = 1.0
+        max_cluster_size = 60
+        max_replicas = 7
+        num_intermediate_results = 64
+        percent_centroids = 0.12
+        refinement_alpha = 1.0
+        search_window_size = 50
+        seed = 12648430
+
+        [inverted_test_build.build_parameters.primary_parameters]
+        __schema__ = 'vamana_build_parameters'
+        __version__ = 'v0.0.1'
+        alpha = 1.2000000476837158
+        graph_max_degree = 64
+        max_candidate_pool_size = 1000
+        name = 'vamana build parameters'
+        prune_to = 60
+        use_full_search_history = true
+        window_size = 200
+
+    [inverted_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [inverted_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 0
+        strategy = 'sequential'
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.25077777777777777
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 2.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 3
+            search_buffer_visited_set = false
+            search_window_size = 3
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.51344444444444448
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 10.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 12
+            search_buffer_visited_set = false
+            search_window_size = 12
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.8004444444444444
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 0.80000000000000004
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 68
+            search_buffer_visited_set = false
+            search_window_size = 68
+
+[[inverted_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [inverted_test_build.build_parameters]
+    __schema__ = 'inverted_build_parameters'
+    __version__ = 'v0.0.0'
+
+        [inverted_test_build.build_parameters.clustering_parameters]
+        __schema__ = 'clustering_parameters'
+        __version__ = 'v0.0.0'
+        batchsize = 100000
+        epsilon = 1.0
+        max_cluster_size = 60
+        max_replicas = 7
+        num_intermediate_results = 64
+        percent_centroids = 0.12
+        refinement_alpha = 1.0
+        search_window_size = 50
+        seed = 12648430
+
+        [inverted_test_build.build_parameters.primary_parameters]
+        __schema__ = 'vamana_build_parameters'
+        __version__ = 'v0.0.1'
+        alpha = 0.94999998807907104
+        graph_max_degree = 64
+        max_candidate_pool_size = 1000
+        name = 'vamana build parameters'
+        prune_to = 60
+        use_full_search_history = true
+        window_size = 200
+
+    [inverted_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [inverted_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 8
+        residual = 0
+        strategy = 'sequential'
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20100000000000001
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 20.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 4
+            search_buffer_visited_set = false
+            search_window_size = 4
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.51022222222222224
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 10.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 19
+            search_buffer_visited_set = false
+            search_window_size = 19
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80088888888888887
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 5.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 60
+            search_buffer_visited_set = false
+            search_window_size = 60
+
+[[inverted_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [inverted_test_build.build_parameters]
+    __schema__ = 'inverted_build_parameters'
+    __version__ = 'v0.0.0'
+
+        [inverted_test_build.build_parameters.clustering_parameters]
+        __schema__ = 'clustering_parameters'
+        __version__ = 'v0.0.0'
+        batchsize = 100000
+        epsilon = 1.0
+        max_cluster_size = 60
+        max_replicas = 7
+        num_intermediate_results = 64
+        percent_centroids = 0.12
+        refinement_alpha = 1.0
+        search_window_size = 50
+        seed = 12648430
+
+        [inverted_test_build.build_parameters.primary_parameters]
+        __schema__ = 'vamana_build_parameters'
+        __version__ = 'v0.0.1'
+        alpha = 0.94999998807907104
+        graph_max_degree = 64
+        max_candidate_pool_size = 1000
+        name = 'vamana build parameters'
+        prune_to = 60
+        use_full_search_history = true
+        window_size = 200
+
+    [inverted_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [inverted_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 0
+        strategy = 'sequential'
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20633333333333334
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 10.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 4
+            search_buffer_visited_set = false
+            search_window_size = 4
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50055555555555553
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 5.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 19
+            search_buffer_visited_set = false
+            search_window_size = 19
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80055555555555558
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 2.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 95
+            search_buffer_visited_set = false
+            search_window_size = 95
+
+[[inverted_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [inverted_test_build.build_parameters]
+    __schema__ = 'inverted_build_parameters'
+    __version__ = 'v0.0.0'
+
+        [inverted_test_build.build_parameters.clustering_parameters]
+        __schema__ = 'clustering_parameters'
+        __version__ = 'v0.0.0'
+        batchsize = 100000
+        epsilon = 1.0
+        max_cluster_size = 60
+        max_replicas = 7
+        num_intermediate_results = 64
+        percent_centroids = 0.12
+        refinement_alpha = 1.0
+        search_window_size = 50
+        seed = 12648430
+
+        [inverted_test_build.build_parameters.primary_parameters]
+        __schema__ = 'vamana_build_parameters'
+        __version__ = 'v0.0.1'
+        alpha = 0.94999998807907104
+        graph_max_degree = 64
+        max_candidate_pool_size = 1000
+        name = 'vamana build parameters'
+        prune_to = 60
+        use_full_search_history = true
+        window_size = 200
+
+    [inverted_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [inverted_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 8
+        residual = 0
+        strategy = 'sequential'
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.22977777777777778
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 1.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 5
+            search_buffer_visited_set = false
+            search_window_size = 5
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50077777777777777
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 0.80000000000000004
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 18
+            search_buffer_visited_set = false
+            search_window_size = 18
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80155555555555558
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 2.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 58
+            search_buffer_visited_set = false
+            search_window_size = 58
+
+[[inverted_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [inverted_test_build.build_parameters]
+    __schema__ = 'inverted_build_parameters'
+    __version__ = 'v0.0.0'
+
+        [inverted_test_build.build_parameters.clustering_parameters]
+        __schema__ = 'clustering_parameters'
+        __version__ = 'v0.0.0'
+        batchsize = 100000
+        epsilon = 1.0
+        max_cluster_size = 60
+        max_replicas = 7
+        num_intermediate_results = 64
+        percent_centroids = 0.12
+        refinement_alpha = 1.0
+        search_window_size = 50
+        seed = 12648430
+
+        [inverted_test_build.build_parameters.primary_parameters]
+        __schema__ = 'vamana_build_parameters'
+        __version__ = 'v0.0.1'
+        alpha = 0.94999998807907104
+        graph_max_degree = 64
+        max_candidate_pool_size = 1000
+        name = 'vamana build parameters'
+        prune_to = 60
+        use_full_search_history = true
+        window_size = 200
+
+    [inverted_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [inverted_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 0
+        strategy = 'sequential'
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20455555555555555
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 2.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 4
+            search_buffer_visited_set = false
+            search_window_size = 4
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50711111111111107
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 20.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 19
+            search_buffer_visited_set = false
+            search_window_size = 19
+
+    [[inverted_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80000000000000004
+    recall_k = 10
+
+        [inverted_test_build.config_and_recall.search_parameters]
+        __schema__ = 'inverted_search_parameters'
+        __version__ = 'v0.0.0'
+        refinement_epsilon = 2.0
+
+            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
+            __schema__ = 'vamana_search_parameters'
+            __version__ = 'v0.0.1'
+            prefetch_lookahead = 4
+            prefetch_step = 1
+            search_buffer_capacity = 94
+            search_buffer_visited_set = false
+            search_window_size = 94
diff --git a/data/test_dataset/reference/vamana_reference.toml b/data/test_dataset/reference/vamana_reference.toml
index 269459c1..d83733e6 100644
--- a/data/test_dataset/reference/vamana_reference.toml
+++ b/data/test_dataset/reference/vamana_reference.toml
@@ -1,19 +1,18 @@
-# Copyright 2024 Intel Corporation
+# Copyright (C) 2025 Intel Corporation
 #
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
+# This software and the related documents are Intel copyrighted materials,
+# and your use of them is governed by the express license under which they
+# were provided to you ("License"). Unless the License provides otherwise,
+# you may not use, modify, copy, publish, distribute, disclose or transmit
+# this software or the related documents without Intel's prior written
+# permission.
 #
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
+# This software and the related documents are provided as is, with no
+# express or implied warranties, other than those that are expressly stated
+# in the License.
 
-start_time = 2024-04-01T18:14:48
-stop_time = 2024-04-01T18:16:02
+start_time = 2025-02-20T12:48:20
+stop_time = 2025-02-20T13:03:45
 
 [[vamana_test_build]]
 __schema__ = 'benchmark_expected_result'
@@ -46,7 +45,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39977777777777779
+    recall = 0.40033333333333332
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -63,7 +62,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39977777777777779
+    recall = 0.40033333333333332
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -80,7 +79,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39977777777777779
+    recall = 0.40033333333333332
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -97,7 +96,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39977777777777779
+    recall = 0.40033333333333332
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -114,7 +113,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39977777777777779
+    recall = 0.40033333333333332
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -131,7 +130,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39977777777777779
+    recall = 0.40033333333333332
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -148,7 +147,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.224
+    recall = 0.22411111111111112
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -165,7 +164,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.51111111111111107
+    recall = 0.51244444444444448
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -173,7 +172,7 @@ distance = 'L2'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 18
+        search_buffer_capacity = 17
         search_buffer_visited_set = false
         search_window_size = 16
 
@@ -182,7 +181,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80100000000000005
+    recall = 0.80077777777777781
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -344,7 +343,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.21188888888888888
+    recall = 0.21299999999999999
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -361,7 +360,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50288888888888894
+    recall = 0.50355555555555553
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -378,7 +377,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80300000000000005
+    recall = 0.80222222222222217
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -395,7 +394,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.83655555555555561
+    recall = 0.8372222222222222
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -438,7 +437,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23266666666666666
+    recall = 0.2328888888888889
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -455,7 +454,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23266666666666666
+    recall = 0.2328888888888889
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -472,7 +471,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23266666666666666
+    recall = 0.2328888888888889
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -489,7 +488,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23266666666666666
+    recall = 0.2328888888888889
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -506,7 +505,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23266666666666666
+    recall = 0.2328888888888889
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -523,7 +522,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23266666666666666
+    recall = 0.2328888888888889
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -540,7 +539,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.21733333333333332
+    recall = 0.21755555555555556
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -557,7 +556,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50377777777777777
+    recall = 0.503
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -565,7 +564,7 @@ distance = 'Cosine'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 34
+        search_buffer_capacity = 35
         search_buffer_visited_set = false
         search_window_size = 34
 
@@ -574,7 +573,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80033333333333334
+    recall = 0.80077777777777781
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -591,7 +590,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.81411111111111112
+    recall = 0.81366666666666665
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -634,7 +633,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39966666666666667
+    recall = 0.39955555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -651,7 +650,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39966666666666667
+    recall = 0.39955555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -668,7 +667,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39966666666666667
+    recall = 0.39955555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -685,7 +684,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39966666666666667
+    recall = 0.39955555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -702,7 +701,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39966666666666667
+    recall = 0.39955555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -719,7 +718,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39966666666666667
+    recall = 0.39955555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -753,7 +752,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.51122222222222224
+    recall = 0.51177777777777778
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -761,7 +760,7 @@ distance = 'L2'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 18
+        search_buffer_capacity = 17
         search_buffer_visited_set = false
         search_window_size = 16
 
@@ -770,7 +769,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.8014444444444444
+    recall = 0.80100000000000005
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -787,7 +786,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.89711111111111108
+    recall = 0.89700000000000002
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -830,7 +829,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24399999999999999
+    recall = 0.24555555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -847,7 +846,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24399999999999999
+    recall = 0.24555555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -864,7 +863,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24399999999999999
+    recall = 0.24555555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -881,7 +880,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24399999999999999
+    recall = 0.24555555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -898,7 +897,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24399999999999999
+    recall = 0.24555555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -915,7 +914,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24399999999999999
+    recall = 0.24555555555555555
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -932,7 +931,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.21066666666666667
+    recall = 0.21344444444444444
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -949,7 +948,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50311111111111106
+    recall = 0.50466666666666671
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -966,7 +965,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80266666666666664
+    recall = 0.80322222222222217
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -983,7 +982,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.83644444444444443
+    recall = 0.83711111111111114
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1026,7 +1025,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23277777777777778
+    recall = 0.2331111111111111
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1043,7 +1042,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23277777777777778
+    recall = 0.2331111111111111
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1060,7 +1059,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23277777777777778
+    recall = 0.2331111111111111
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1077,7 +1076,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23277777777777778
+    recall = 0.2331111111111111
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1094,7 +1093,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23277777777777778
+    recall = 0.2331111111111111
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1111,7 +1110,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.23277777777777778
+    recall = 0.2331111111111111
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1128,7 +1127,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.21733333333333332
+    recall = 0.21755555555555556
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1145,7 +1144,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.504
+    recall = 0.50444444444444447
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1153,7 +1152,7 @@ distance = 'Cosine'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 34
+        search_buffer_capacity = 35
         search_buffer_visited_set = false
         search_window_size = 34
 
@@ -1162,7 +1161,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80266666666666664
+    recall = 0.80066666666666664
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1172,14 +1171,14 @@ distance = 'Cosine'
         prefetch_step = 1
         search_buffer_capacity = 100
         search_buffer_visited_set = false
-        search_window_size = 96
+        search_window_size = 95
 
     [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.81311111111111112
+    recall = 0.81288888888888888
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1191,346 +1190,5612 @@ distance = 'Cosine'
         search_buffer_visited_set = false
         search_window_size = 100
 
-[[vamana_test_search]]
+[[vamana_test_build]]
 __schema__ = 'benchmark_expected_result'
 __version__ = 'v0.0.0'
 distance = 'L2'
 
-    [vamana_test_search.dataset]
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 1.2000000476837158
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
     __schema__ = 'benchmark_dataset_abstract'
     __version__ = 'v0.0.0'
-    kind = 'uncompressed'
+    kind = 'lvq'
 
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_uncompressed'
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
         __version__ = 'v0.0.0'
-        data_type = 'float32'
+        primary = 8
+        residual = 0
+        strategy = 'sequential'
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.75955555555555554
+    recall = 0.40455555555555556
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 20
+        search_buffer_capacity = 1
         search_buffer_visited_set = false
-        search_window_size = 10
+        search_window_size = 1
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.84077777777777774
+    recall = 0.40455555555555556
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 15
+        search_buffer_capacity = 2
         search_buffer_visited_set = false
-        search_window_size = 15
+        search_window_size = 2
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.30833333333333335
+    recall = 0.40455555555555556
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 10
+        search_buffer_capacity = 3
         search_buffer_visited_set = false
-        search_window_size = 1
+        search_window_size = 3
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.55922222222222218
+    recall = 0.40455555555555556
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 10
+        search_buffer_capacity = 4
         search_buffer_visited_set = false
         search_window_size = 4
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.81477777777777782
+    recall = 0.40455555555555556
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 13
+        search_buffer_capacity = 5
         search_buffer_visited_set = false
-        search_window_size = 13
+        search_window_size = 5
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.90088888888888885
+    recall = 0.40455555555555556
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 23
+        search_buffer_capacity = 10
         search_buffer_visited_set = false
-        search_window_size = 22
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'MIP'
+        search_window_size = 10
 
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
-    kind = 'uncompressed'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.22788888888888889
+    recall_k = 10
 
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_uncompressed'
-        __version__ = 'v0.0.0'
-        data_type = 'float32'
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 4
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.30922222222222223
+    recall = 0.51322222222222225
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 20
+        search_buffer_capacity = 18
         search_buffer_visited_set = false
-        search_window_size = 10
+        search_window_size = 16
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.38377777777777777
+    recall = 0.80200000000000005
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 15
+        search_buffer_capacity = 63
         search_buffer_visited_set = false
-        search_window_size = 15
+        search_window_size = 57
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.20088888888888889
+    recall = 0.89277777777777778
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 10
+        search_buffer_capacity = 100
         search_buffer_visited_set = false
-        search_window_size = 5
+        search_window_size = 100
 
-    [[vamana_test_search.config_and_recall]]
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 8
+        residual = 0
+        strategy = 'sequential'
+
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50555555555555554
+    recall = 0.245
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 30
+        search_buffer_capacity = 1
         search_buffer_visited_set = false
-        search_window_size = 27
+        search_window_size = 1
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.7954444444444444
+    recall = 0.245
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 100
+        search_buffer_capacity = 2
         search_buffer_visited_set = false
-        search_window_size = 100
+        search_window_size = 2
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.7954444444444444
+    recall = 0.245
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 100
+        search_buffer_capacity = 3
         search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'Cosine'
+        search_window_size = 3
 
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
-    kind = 'uncompressed'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.245
+    recall_k = 10
 
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_uncompressed'
-        __version__ = 'v0.0.0'
-        data_type = 'float32'
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.432
+    recall = 0.245
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 20
+        search_buffer_capacity = 5
         search_buffer_visited_set = false
-        search_window_size = 10
+        search_window_size = 5
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.51777777777777778
+    recall = 0.245
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 15
+        search_buffer_capacity = 10
         search_buffer_visited_set = false
-        search_window_size = 15
+        search_window_size = 10
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.22744444444444445
+    recall = 0.2068888888888889
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
         search_buffer_capacity = 10
         search_buffer_visited_set = false
-        search_window_size = 3
+        search_window_size = 8
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50377777777777777
+    recall = 0.50344444444444447
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 16
+        search_buffer_capacity = 31
         search_buffer_visited_set = false
-        search_window_size = 14
+        search_window_size = 30
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.8014444444444444
+    recall = 0.80088888888888887
     recall_k = 10
 
-        [vamana_test_search.config_and_recall.search_parameters]
+        [vamana_test_build.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 56
+        search_buffer_capacity = 94
         search_buffer_visited_set = false
-        search_window_size = 56
+        search_window_size = 88
 
-    [[vamana_test_search.config_and_recall]]
+    [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.89511111111111108
+    recall = 0.83477777777777773
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 8
+        residual = 0
+        strategy = 'sequential'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23033333333333333
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23033333333333333
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23033333333333333
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23033333333333333
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23033333333333333
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23033333333333333
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.21544444444444444
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 9
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50611111111111107
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 34
+        search_buffer_visited_set = false
+        search_window_size = 34
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80177777777777781
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 97
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80844444444444441
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 1.2000000476837158
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 4
+        strategy = 'sequential'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39377777777777778
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39377777777777778
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39377777777777778
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39377777777777778
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39377777777777778
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39377777777777778
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.22388888888888889
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5023333333333333
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 17
+        search_buffer_visited_set = false
+        search_window_size = 16
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80222222222222217
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 62
+        search_buffer_visited_set = false
+        search_window_size = 57
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.89322222222222225
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 4
+        strategy = 'sequential'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24644444444444444
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24644444444444444
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24644444444444444
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24644444444444444
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24644444444444444
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24644444444444444
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20799999999999999
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 8
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50622222222222224
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 31
+        search_buffer_visited_set = false
+        search_window_size = 30
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80344444444444441
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 93
+        search_buffer_visited_set = false
+        search_window_size = 89
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.83099999999999996
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 4
+        strategy = 'sequential'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24011111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24011111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24011111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24011111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24011111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24011111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20133333333333334
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 11
+        search_buffer_visited_set = false
+        search_window_size = 8
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50122222222222224
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 38
+        search_buffer_visited_set = false
+        search_window_size = 33
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80022222222222217
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 97
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80766666666666664
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 1.2000000476837158
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 8
+        strategy = 'sequential'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39333333333333331
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39333333333333331
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39333333333333331
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39333333333333331
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39333333333333331
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.39333333333333331
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.22288888888888889
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50822222222222224
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 17
+        search_buffer_visited_set = false
+        search_window_size = 16
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80177777777777781
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 62
+        search_buffer_visited_set = false
+        search_window_size = 56
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.89588888888888885
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 8
+        strategy = 'sequential'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24666666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24666666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24666666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24666666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24666666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.24666666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.21111111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 8
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50055555555555553
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 34
+        search_buffer_visited_set = false
+        search_window_size = 30
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80111111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 88
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.83399999999999996
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 8
+        strategy = 'sequential'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23866666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23866666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23866666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23866666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23866666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23866666666666667
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20244444444444445
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 8
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.505
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 40
+        search_buffer_visited_set = false
+        search_window_size = 34
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80066666666666664
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 96
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.81188888888888888
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 1.2000000476837158
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'float32'
+        query_matrix = ''
+        secondary = 'float32'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12566666666666668
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12566666666666668
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12566666666666668
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12566666666666668
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12566666666666668
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12566666666666668
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20377777777777778
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 26
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50111111111111106
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 93
+        search_buffer_visited_set = false
+        search_window_size = 51
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55800000000000005
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55800000000000005
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'float32'
+        query_matrix = ''
+        secondary = 'float32'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13200000000000001
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13200000000000001
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13200000000000001
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13200000000000001
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13200000000000001
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13200000000000001
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20577777777777778
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 31
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50044444444444447
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 88
+        search_buffer_visited_set = false
+        search_window_size = 65
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55933333333333335
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55933333333333335
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'float32'
+        query_matrix = ''
+        secondary = 'float32'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12111111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12111111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12111111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12111111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12111111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12111111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20944444444444443
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 40
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.501
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 97
+        search_buffer_visited_set = false
+        search_window_size = 65
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.54633333333333334
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.54633333333333334
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 1.2000000476837158
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = ''
+        secondary = 'lvq8'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.124
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.124
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.124
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.124
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.124
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.124
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20599999999999999
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 25
+        search_buffer_visited_set = false
+        search_window_size = 11
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50055555555555553
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 96
+        search_buffer_visited_set = false
+        search_window_size = 48
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55766666666666664
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55766666666666664
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = ''
+        secondary = 'lvq8'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13122222222222221
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13122222222222221
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13122222222222221
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13122222222222221
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13122222222222221
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.13122222222222221
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.2058888888888889
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 23
+        search_buffer_visited_set = false
+        search_window_size = 13
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50144444444444447
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 92
+        search_buffer_visited_set = false
+        search_window_size = 62
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55877777777777782
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55877777777777782
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = ''
+        secondary = 'lvq8'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12055555555555555
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12055555555555555
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12055555555555555
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12055555555555555
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12055555555555555
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.12055555555555555
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.2088888888888889
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 54
+        search_buffer_visited_set = false
+        search_window_size = 9
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50122222222222224
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 99
+        search_buffer_visited_set = false
+        search_window_size = 65
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.54488888888888887
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.54488888888888887
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 1.2000000476837158
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
+        secondary = 'lvq8'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.15588888888888888
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.15588888888888888
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.15588888888888888
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.15588888888888888
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.15588888888888888
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.15588888888888888
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20399999999999999
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 37
+        search_buffer_visited_set = false
+        search_window_size = 6
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5003333333333333
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 89
+        search_buffer_visited_set = false
+        search_window_size = 36
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.62911111111111107
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.62911111111111107
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
+        secondary = 'lvq8'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.18411111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.18411111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.18411111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.18411111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.18411111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.18411111111111111
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20266666666666666
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 17
+        search_buffer_visited_set = false
+        search_window_size = 8
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50644444444444447
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 83
+        search_buffer_visited_set = false
+        search_window_size = 31
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.68200000000000005
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.68200000000000005
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_build]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [vamana_test_build.build_parameters]
+    __schema__ = 'vamana_build_parameters'
+    __version__ = 'v0.0.1'
+    alpha = 0.94999998807907104
+    graph_max_degree = 32
+    max_candidate_pool_size = 250
+    name = 'vamana build parameters'
+    prune_to = 28
+    use_full_search_history = true
+    window_size = 100
+
+    [vamana_test_build.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_build.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
+        secondary = 'lvq8'
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.16166666666666665
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 1
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.16166666666666665
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 2
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.16166666666666665
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 3
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.16166666666666665
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 4
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.16166666666666665
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 5
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.16166666666666665
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20133333333333334
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 88
+        search_buffer_visited_set = false
+        search_window_size = 6
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50655555555555554
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 92
+        search_buffer_visited_set = false
+        search_window_size = 35
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.67566666666666664
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_build.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.67566666666666664
+    recall_k = 10
+
+        [vamana_test_build.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'uncompressed'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_uncompressed'
+        __version__ = 'v0.0.0'
+        data_type = 'float32'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.75955555555555554
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.84077777777777774
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.30833333333333335
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.55922222222222218
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.81477777777777782
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 13
+        search_buffer_visited_set = false
+        search_window_size = 13
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.90088888888888885
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 23
+        search_buffer_visited_set = false
+        search_window_size = 22
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'uncompressed'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_uncompressed'
+        __version__ = 'v0.0.0'
+        data_type = 'float32'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.30922222222222223
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.38377777777777777
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20088888888888889
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 5
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50555555555555554
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 30
+        search_buffer_visited_set = false
+        search_window_size = 27
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.7954444444444444
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.7954444444444444
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'uncompressed'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_uncompressed'
+        __version__ = 'v0.0.0'
+        data_type = 'float32'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.432
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.51777777777777778
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.22744444444444445
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50377777777777777
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 16
+        search_buffer_visited_set = false
+        search_window_size = 14
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.8014444444444444
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 56
+        search_buffer_visited_set = false
+        search_window_size = 56
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.89511111111111108
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 8
+        residual = 0
+        strategy = 'sequential'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.75866666666666671
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.83955555555555561
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.30855555555555558
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5003333333333333
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.81299999999999994
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 13
+        search_buffer_visited_set = false
+        search_window_size = 13
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.90333333333333332
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 23
+        search_buffer_visited_set = false
+        search_window_size = 23
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 0
+        strategy = 'sequential'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.7045555555555556
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.76055555555555554
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.30044444444444446
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.54322222222222227
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80177777777777781
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 24
+        search_buffer_visited_set = false
+        search_window_size = 24
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.84088888888888891
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 4
+        strategy = 'sequential'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.75044444444444447
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.82144444444444442
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.30044444444444446
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.54322222222222227
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80700000000000005
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 14
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.90377777777777779
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 28
+        search_buffer_visited_set = false
+        search_window_size = 24
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 4
+        residual = 8
+        strategy = 'sequential'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.75077777777777777
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.82288888888888889
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.30044444444444446
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.54322222222222227
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80400000000000005
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 14
+        search_buffer_visited_set = false
+        search_window_size = 14
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.90022222222222226
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 23
+        search_buffer_visited_set = false
+        search_window_size = 23
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'lvq'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_lvq'
+        __version__ = 'v0.0.0'
+        primary = 8
+        residual = 8
+        strategy = 'sequential'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.75922222222222224
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.8412222222222222
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.30855555555555558
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5003333333333333
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.81444444444444442
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 13
+        search_buffer_visited_set = false
+        search_window_size = 13
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.90100000000000002
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 23
+        search_buffer_visited_set = false
+        search_window_size = 22
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'float32'
+        query_matrix = ''
+        secondary = 'float32'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.26566666666666666
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.2311111111111111
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23755555555555555
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 24
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50077777777777777
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 73
+        search_buffer_visited_set = false
+        search_window_size = 14
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.59088888888888891
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.59088888888888891
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'lvq4'
+        query_matrix = ''
+        secondary = 'lvq4'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.26177777777777778
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.223
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23244444444444445
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 24
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50700000000000001
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 95
+        search_buffer_visited_set = false
+        search_window_size = 9
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.57522222222222219
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.57522222222222219
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'lvq4'
+        query_matrix = ''
+        secondary = 'lvq8'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.26177777777777778
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.223
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23244444444444445
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 24
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5053333333333333
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 81
+        search_buffer_visited_set = false
+        search_window_size = 12
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.58444444444444443
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.58444444444444443
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = ''
+        secondary = 'lvq4'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.26611111111111113
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23055555555555557
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23755555555555555
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 24
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5013333333333333
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 95
+        search_buffer_visited_set = false
+        search_window_size = 8
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5808888888888889
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5808888888888889
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = ''
+        secondary = 'lvq8'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.26611111111111113
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23055555555555557
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.21522222222222223
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 16
+        search_buffer_visited_set = false
+        search_window_size = 3
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5023333333333333
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 76
+        search_buffer_visited_set = false
+        search_window_size = 13
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.59099999999999997
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.59099999999999997
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 96
+        primary = 'float32'
+        query_matrix = ''
+        secondary = 'float32'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.49988888888888888
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.45977777777777779
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.22433333333333333
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.51688888888888884
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 69
+        search_buffer_visited_set = false
+        search_window_size = 4
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80166666666666664
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 66
+        search_buffer_visited_set = false
+        search_window_size = 26
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.90133333333333332
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 98
+        search_buffer_visited_set = false
+        search_window_size = 56
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = ''
+        leanvec_dims = 96
+        primary = 'lvq8'
+        query_matrix = ''
+        secondary = 'lvq8'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.46044444444444443
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.22355555555555556
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 10
+        search_buffer_visited_set = false
+        search_window_size = 1
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.51655555555555555
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 29
+        search_buffer_visited_set = false
+        search_window_size = 6
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.80155555555555558
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 76
+        search_buffer_visited_set = false
+        search_window_size = 22
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.90000000000000002
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 99
+        search_buffer_visited_set = false
+        search_window_size = 61
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
+        leanvec_dims = 64
+        primary = 'float32'
+        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
+        secondary = 'float32'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.32288888888888889
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.28100000000000003
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.20677777777777778
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 13
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.50600000000000001
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 63
+        search_buffer_visited_set = false
+        search_window_size = 8
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.67466666666666664
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.67466666666666664
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'L2'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
+    __version__ = 'v0.0.0'
+    kind = 'leanvec'
+
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_leanvec'
+        __version__ = 'v0.0.1'
+        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
+        leanvec_dims = 64
+        primary = 'lvq8'
+        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
+        secondary = 'lvq8'
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.32477777777777778
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 20
+        search_buffer_visited_set = false
+        search_window_size = 10
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.28166666666666668
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 15
+        search_buffer_visited_set = false
+        search_window_size = 15
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.23677777777777778
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 18
+        search_buffer_visited_set = false
+        search_window_size = 2
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.5023333333333333
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 77
+        search_buffer_visited_set = false
+        search_window_size = 6
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.67466666666666664
+    recall_k = 10
+
+        [vamana_test_search.config_and_recall.search_parameters]
+        __schema__ = 'vamana_search_parameters'
+        __version__ = 'v0.0.1'
+        prefetch_lookahead = 1
+        prefetch_step = 1
+        search_buffer_capacity = 100
+        search_buffer_visited_set = false
+        search_window_size = 100
+
+    [[vamana_test_search.config_and_recall]]
+    __schema__ = 'benchmark_config_and_result'
+    __version__ = 'v0.0.0'
+    num_neighbors = 10
+    num_queries = 900
+    recall = 0.67466666666666664
     recall_k = 10
 
         [vamana_test_search.config_and_recall.search_parameters]

From ff04179ec02e870bdb20a6c19e56039011ee2326 Mon Sep 17 00:00:00 2001
From: Andreas Huber <andreas.huber@intel.com>
Date: Thu, 20 Feb 2025 05:35:26 -0800
Subject: [PATCH 3/4] fix license

---
 .../reference/inverted_reference.toml         | 21 ++++++++++---------
 .../reference/vamana_reference.toml           | 21 ++++++++++---------
 2 files changed, 22 insertions(+), 20 deletions(-)

diff --git a/data/test_dataset/reference/inverted_reference.toml b/data/test_dataset/reference/inverted_reference.toml
index c111e5de..a0fa1795 100644
--- a/data/test_dataset/reference/inverted_reference.toml
+++ b/data/test_dataset/reference/inverted_reference.toml
@@ -1,15 +1,16 @@
-# Copyright (C) 2025 Intel Corporation
+# Copyright 2025 Intel Corporation
 #
-# This software and the related documents are Intel copyrighted materials,
-# and your use of them is governed by the express license under which they
-# were provided to you ("License"). Unless the License provides otherwise,
-# you may not use, modify, copy, publish, distribute, disclose or transmit
-# this software or the related documents without Intel's prior written
-# permission.
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
 #
-# This software and the related documents are provided as is, with no
-# express or implied warranties, other than those that are expressly stated
-# in the License.
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
 
 start_time = 2025-02-20T08:44:53
 stop_time = 2025-02-20T09:22:43
diff --git a/data/test_dataset/reference/vamana_reference.toml b/data/test_dataset/reference/vamana_reference.toml
index d83733e6..706d33b2 100644
--- a/data/test_dataset/reference/vamana_reference.toml
+++ b/data/test_dataset/reference/vamana_reference.toml
@@ -1,15 +1,16 @@
-# Copyright (C) 2025 Intel Corporation
+# Copyright 2025 Intel Corporation
 #
-# This software and the related documents are Intel copyrighted materials,
-# and your use of them is governed by the express license under which they
-# were provided to you ("License"). Unless the License provides otherwise,
-# you may not use, modify, copy, publish, distribute, disclose or transmit
-# this software or the related documents without Intel's prior written
-# permission.
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
 #
-# This software and the related documents are provided as is, with no
-# express or implied warranties, other than those that are expressly stated
-# in the License.
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
 
 start_time = 2025-02-20T12:48:20
 stop_time = 2025-02-20T13:03:45

From cda4d00a1375cb2b0407e25ece788b515deffc1c Mon Sep 17 00:00:00 2001
From: Andreas Huber <andreas.huber@intel.com>
Date: Thu, 20 Feb 2025 05:53:59 -0800
Subject: [PATCH 4/4] Revert adding Cosine Similarity tests

---
 .../reference/inverted_reference.toml         |  829 +--
 .../reference/vamana_reference.toml           | 5616 +----------------
 tests/integration/inverted/build.cpp          |    6 -
 3 files changed, 191 insertions(+), 6260 deletions(-)

diff --git a/data/test_dataset/reference/inverted_reference.toml b/data/test_dataset/reference/inverted_reference.toml
index a0fa1795..cbad7cea 100644
--- a/data/test_dataset/reference/inverted_reference.toml
+++ b/data/test_dataset/reference/inverted_reference.toml
@@ -1,4 +1,4 @@
-# Copyright 2025 Intel Corporation
+# Copyright 2024 Intel Corporation
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -12,8 +12,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-start_time = 2025-02-20T08:44:53
-stop_time = 2025-02-20T09:22:43
+start_time = 2024-04-01T18:16:09
+stop_time = 2024-04-01T18:17:12
 
 [[inverted_test_build]]
 __schema__ = 'benchmark_expected_result'
@@ -63,13 +63,13 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.25433333333333336
+    recall = 0.25444444444444442
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 2.0
+        refinement_epsilon = 20.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -85,13 +85,13 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.51311111111111107
+    recall = 0.51322222222222225
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 5.0
+        refinement_epsilon = 10.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -107,13 +107,13 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80255555555555558
+    recall = 0.80266666666666664
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 0.80000000000000004
+        refinement_epsilon = 20.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -135,7 +135,7 @@ distance = 'L2'
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 1.0
+        refinement_epsilon = 0.80000000000000004
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -194,13 +194,13 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.20077777777777778
+    recall = 0.20088888888888889
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 20.0
+        refinement_epsilon = 1.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -216,13 +216,13 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50988888888888884
+    recall = 0.50355555555555553
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 20.0
+        refinement_epsilon = 0.80000000000000004
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -260,13 +260,13 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.90022222222222226
+    recall = 0.90033333333333332
     recall_k = 10
 
         [inverted_test_build.config_and_recall.search_parameters]
         __schema__ = 'inverted_search_parameters'
         __version__ = 'v0.0.0'
-        refinement_epsilon = 2.0
+        refinement_epsilon = 5.0
 
             [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
             __schema__ = 'vamana_search_parameters'
@@ -276,800 +276,3 @@ distance = 'MIP'
             search_buffer_capacity = 95
             search_buffer_visited_set = false
             search_window_size = 95
-
-[[inverted_test_build]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'Cosine'
-
-    [inverted_test_build.build_parameters]
-    __schema__ = 'inverted_build_parameters'
-    __version__ = 'v0.0.0'
-
-        [inverted_test_build.build_parameters.clustering_parameters]
-        __schema__ = 'clustering_parameters'
-        __version__ = 'v0.0.0'
-        batchsize = 100000
-        epsilon = 1.0
-        max_cluster_size = 60
-        max_replicas = 7
-        num_intermediate_results = 64
-        percent_centroids = 0.12
-        refinement_alpha = 1.0
-        search_window_size = 50
-        seed = 12648430
-
-        [inverted_test_build.build_parameters.primary_parameters]
-        __schema__ = 'vamana_build_parameters'
-        __version__ = 'v0.0.1'
-        alpha = 0.94999998807907104
-        graph_max_degree = 64
-        max_candidate_pool_size = 1000
-        name = 'vamana build parameters'
-        prune_to = 60
-        use_full_search_history = true
-        window_size = 200
-
-    [inverted_test_build.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'uncompressed'
-
-        [inverted_test_build.dataset.dataset]
-        __schema__ = 'benchmark_dataset_uncompressed'
-        __version__ = 'v0.0.0'
-        data_type = 'float32'
-
-    [[inverted_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23022222222222222
-    recall_k = 10
-
-        [inverted_test_build.config_and_recall.search_parameters]
-        __schema__ = 'inverted_search_parameters'
-        __version__ = 'v0.0.0'
-        refinement_epsilon = 20.0
-
-            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
-            __schema__ = 'vamana_search_parameters'
-            __version__ = 'v0.0.1'
-            prefetch_lookahead = 4
-            prefetch_step = 1
-            search_buffer_capacity = 5
-            search_buffer_visited_set = false
-            search_window_size = 5
-
-    [[inverted_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50466666666666671
-    recall_k = 10
-
-        [inverted_test_build.config_and_recall.search_parameters]
-        __schema__ = 'inverted_search_parameters'
-        __version__ = 'v0.0.0'
-        refinement_epsilon = 5.0
-
-            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
-            __schema__ = 'vamana_search_parameters'
-            __version__ = 'v0.0.1'
-            prefetch_lookahead = 4
-            prefetch_step = 1
-            search_buffer_capacity = 18
-            search_buffer_visited_set = false
-            search_window_size = 18
-
-    [[inverted_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.80388888888888888
-    recall_k = 10
-
-        [inverted_test_build.config_and_recall.search_parameters]
-        __schema__ = 'inverted_search_parameters'
-        __version__ = 'v0.0.0'
-        refinement_epsilon = 5.0
-
-            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
-            __schema__ = 'vamana_search_parameters'
-            __version__ = 'v0.0.1'
-            prefetch_lookahead = 4
-            prefetch_step = 1
-            search_buffer_capacity = 58
-            search_buffer_visited_set = false
-            search_window_size = 58
-
-    [[inverted_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.90077777777777779
-    recall_k = 10
-
-        [inverted_test_build.config_and_recall.search_parameters]
-        __schema__ = 'inverted_search_parameters'
-        __version__ = 'v0.0.0'
-        refinement_epsilon = 2.0
-
-            [inverted_test_build.config_and_recall.search_parameters.primary_parameters]
-            __schema__ = 'vamana_search_parameters'
-            __version__ = 'v0.0.1'
-            prefetch_lookahead = 4
-            prefetch_step = 1
-            search_buffer_capacity = 92
-            search_buffer_visited_set = false
-            search_window_size = 92
-
-[[inverted_test_build]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [inverted_test_build.build_parameters]
-    __schema__ = 'inverted_build_parameters'
-    __version__ = 'v0.0.0'
-
-        [inverted_test_build.build_parameters.clustering_parameters]
-        __schema__ = 'clustering_parameters'
-        __version__ = 'v0.0.0'
-        batchsize = 100000
-        epsilon = 1.0
-        max_cluster_size = 60
-        max_replicas = 7
-        num_intermediate_results = 64
-        percent_centroids = 0.12
-        refinement_alpha = 1.0
-        search_window_size = 50
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-            __version__ = 'v0.0.1'
-            prefetch_lookahead = 4
-            prefetch_step = 1
-            search_buffer_capacity = 94
-            search_buffer_visited_set = false
-            search_window_size = 94
diff --git a/data/test_dataset/reference/vamana_reference.toml b/data/test_dataset/reference/vamana_reference.toml
index 706d33b2..269459c1 100644
--- a/data/test_dataset/reference/vamana_reference.toml
+++ b/data/test_dataset/reference/vamana_reference.toml
@@ -1,4 +1,4 @@
-# Copyright 2025 Intel Corporation
+# Copyright 2024 Intel Corporation
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -12,8 +12,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-start_time = 2025-02-20T12:48:20
-stop_time = 2025-02-20T13:03:45
+start_time = 2024-04-01T18:14:48
+stop_time = 2024-04-01T18:16:02
 
 [[vamana_test_build]]
 __schema__ = 'benchmark_expected_result'
@@ -46,7 +46,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40033333333333332
+    recall = 0.39977777777777779
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -63,7 +63,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40033333333333332
+    recall = 0.39977777777777779
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -80,7 +80,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40033333333333332
+    recall = 0.39977777777777779
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -97,7 +97,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40033333333333332
+    recall = 0.39977777777777779
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -114,7 +114,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40033333333333332
+    recall = 0.39977777777777779
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -131,7 +131,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40033333333333332
+    recall = 0.39977777777777779
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -148,7 +148,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.22411111111111112
+    recall = 0.224
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -165,7 +165,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.51244444444444448
+    recall = 0.51111111111111107
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -173,7 +173,7 @@ distance = 'L2'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 17
+        search_buffer_capacity = 18
         search_buffer_visited_set = false
         search_window_size = 16
 
@@ -182,7 +182,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80077777777777781
+    recall = 0.80100000000000005
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -344,7 +344,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.21299999999999999
+    recall = 0.21188888888888888
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -361,7 +361,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50355555555555553
+    recall = 0.50288888888888894
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -378,7 +378,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80222222222222217
+    recall = 0.80300000000000005
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -395,7 +395,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.8372222222222222
+    recall = 0.83655555555555561
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -438,7 +438,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2328888888888889
+    recall = 0.23266666666666666
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -455,7 +455,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2328888888888889
+    recall = 0.23266666666666666
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -472,7 +472,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2328888888888889
+    recall = 0.23266666666666666
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -489,7 +489,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2328888888888889
+    recall = 0.23266666666666666
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -506,7 +506,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2328888888888889
+    recall = 0.23266666666666666
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -523,7 +523,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2328888888888889
+    recall = 0.23266666666666666
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -540,7 +540,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.21755555555555556
+    recall = 0.21733333333333332
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -557,7 +557,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.503
+    recall = 0.50377777777777777
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -565,7 +565,7 @@ distance = 'Cosine'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 35
+        search_buffer_capacity = 34
         search_buffer_visited_set = false
         search_window_size = 34
 
@@ -574,7 +574,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80077777777777781
+    recall = 0.80033333333333334
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -591,7 +591,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.81366666666666665
+    recall = 0.81411111111111112
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -634,7 +634,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39955555555555555
+    recall = 0.39966666666666667
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -651,7 +651,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39955555555555555
+    recall = 0.39966666666666667
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -668,7 +668,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39955555555555555
+    recall = 0.39966666666666667
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -685,7 +685,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39955555555555555
+    recall = 0.39966666666666667
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -702,7 +702,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39955555555555555
+    recall = 0.39966666666666667
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -719,7 +719,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.39955555555555555
+    recall = 0.39966666666666667
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -753,7 +753,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.51177777777777778
+    recall = 0.51122222222222224
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -761,7 +761,7 @@ distance = 'L2'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 17
+        search_buffer_capacity = 18
         search_buffer_visited_set = false
         search_window_size = 16
 
@@ -770,7 +770,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80100000000000005
+    recall = 0.8014444444444444
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -787,7 +787,7 @@ distance = 'L2'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.89700000000000002
+    recall = 0.89711111111111108
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -830,7 +830,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24555555555555555
+    recall = 0.24399999999999999
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -847,7 +847,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24555555555555555
+    recall = 0.24399999999999999
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -864,7 +864,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24555555555555555
+    recall = 0.24399999999999999
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -881,7 +881,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24555555555555555
+    recall = 0.24399999999999999
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -898,7 +898,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24555555555555555
+    recall = 0.24399999999999999
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -915,7 +915,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.24555555555555555
+    recall = 0.24399999999999999
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -932,7 +932,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.21344444444444444
+    recall = 0.21066666666666667
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -949,7 +949,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50466666666666671
+    recall = 0.50311111111111106
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -966,7 +966,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80322222222222217
+    recall = 0.80266666666666664
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -983,7 +983,7 @@ distance = 'MIP'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.83711111111111114
+    recall = 0.83644444444444443
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1026,7 +1026,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2331111111111111
+    recall = 0.23277777777777778
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1043,7 +1043,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2331111111111111
+    recall = 0.23277777777777778
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1060,7 +1060,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2331111111111111
+    recall = 0.23277777777777778
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1077,7 +1077,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2331111111111111
+    recall = 0.23277777777777778
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1094,7 +1094,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2331111111111111
+    recall = 0.23277777777777778
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1111,7 +1111,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2331111111111111
+    recall = 0.23277777777777778
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1128,7 +1128,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.21755555555555556
+    recall = 0.21733333333333332
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1145,7 +1145,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50444444444444447
+    recall = 0.504
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1153,7 +1153,7 @@ distance = 'Cosine'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 35
+        search_buffer_capacity = 34
         search_buffer_visited_set = false
         search_window_size = 34
 
@@ -1162,7 +1162,7 @@ distance = 'Cosine'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80066666666666664
+    recall = 0.80266666666666664
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1172,14 +1172,14 @@ distance = 'Cosine'
         prefetch_step = 1
         search_buffer_capacity = 100
         search_buffer_visited_set = false
-        search_window_size = 95
+        search_window_size = 96
 
     [[vamana_test_build.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.81288888888888888
+    recall = 0.81311111111111112
     recall_k = 10
 
         [vamana_test_build.config_and_recall.search_parameters]
@@ -1191,5612 +1191,346 @@ distance = 'Cosine'
         search_buffer_visited_set = false
         search_window_size = 100
 
-[[vamana_test_build]]
+[[vamana_test_search]]
 __schema__ = 'benchmark_expected_result'
 __version__ = 'v0.0.0'
 distance = 'L2'
 
-    [vamana_test_build.build_parameters]
-    __schema__ = 'vamana_build_parameters'
-    __version__ = 'v0.0.1'
-    alpha = 1.2000000476837158
-    graph_max_degree = 32
-    max_candidate_pool_size = 250
-    name = 'vamana build parameters'
-    prune_to = 28
-    use_full_search_history = true
-    window_size = 100
-
-    [vamana_test_build.dataset]
+    [vamana_test_search.dataset]
     __schema__ = 'benchmark_dataset_abstract'
     __version__ = 'v0.0.0'
-    kind = 'lvq'
+    kind = 'uncompressed'
 
-        [vamana_test_build.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_uncompressed'
         __version__ = 'v0.0.0'
-        primary = 8
-        residual = 0
-        strategy = 'sequential'
+        data_type = 'float32'
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40455555555555556
+    recall = 0.75955555555555554
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 1
+        search_buffer_capacity = 20
         search_buffer_visited_set = false
-        search_window_size = 1
+        search_window_size = 10
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40455555555555556
+    recall = 0.84077777777777774
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 2
+        search_buffer_capacity = 15
         search_buffer_visited_set = false
-        search_window_size = 2
+        search_window_size = 15
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40455555555555556
+    recall = 0.30833333333333335
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 3
+        search_buffer_capacity = 10
         search_buffer_visited_set = false
-        search_window_size = 3
+        search_window_size = 1
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40455555555555556
+    recall = 0.55922222222222218
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 4
+        search_buffer_capacity = 10
         search_buffer_visited_set = false
         search_window_size = 4
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40455555555555556
+    recall = 0.81477777777777782
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 5
+        search_buffer_capacity = 13
         search_buffer_visited_set = false
-        search_window_size = 5
+        search_window_size = 13
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.40455555555555556
+    recall = 0.90088888888888885
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 10
+        search_buffer_capacity = 23
         search_buffer_visited_set = false
-        search_window_size = 10
+        search_window_size = 22
 
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'MIP'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
     __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.22788888888888889
-    recall_k = 10
+    kind = 'uncompressed'
 
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 4
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_uncompressed'
+        __version__ = 'v0.0.0'
+        data_type = 'float32'
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.51322222222222225
+    recall = 0.30922222222222223
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 18
+        search_buffer_capacity = 20
         search_buffer_visited_set = false
-        search_window_size = 16
+        search_window_size = 10
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80200000000000005
+    recall = 0.38377777777777777
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 63
+        search_buffer_capacity = 15
         search_buffer_visited_set = false
-        search_window_size = 57
+        search_window_size = 15
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.89277777777777778
+    recall = 0.20088888888888889
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 100
+        search_buffer_capacity = 10
         search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_build]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'MIP'
-
-    [vamana_test_build.build_parameters]
-    __schema__ = 'vamana_build_parameters'
-    __version__ = 'v0.0.1'
-    alpha = 0.94999998807907104
-    graph_max_degree = 32
-    max_candidate_pool_size = 250
-    name = 'vamana build parameters'
-    prune_to = 28
-    use_full_search_history = true
-    window_size = 100
-
-    [vamana_test_build.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'lvq'
-
-        [vamana_test_build.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
-        __version__ = 'v0.0.0'
-        primary = 8
-        residual = 0
-        strategy = 'sequential'
+        search_window_size = 5
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.245
+    recall = 0.50555555555555554
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 1
+        search_buffer_capacity = 30
         search_buffer_visited_set = false
-        search_window_size = 1
+        search_window_size = 27
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.245
+    recall = 0.7954444444444444
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 2
+        search_buffer_capacity = 100
         search_buffer_visited_set = false
-        search_window_size = 2
+        search_window_size = 100
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.245
+    recall = 0.7954444444444444
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 3
+        search_buffer_capacity = 100
         search_buffer_visited_set = false
-        search_window_size = 3
+        search_window_size = 100
 
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
+[[vamana_test_search]]
+__schema__ = 'benchmark_expected_result'
+__version__ = 'v0.0.0'
+distance = 'Cosine'
+
+    [vamana_test_search.dataset]
+    __schema__ = 'benchmark_dataset_abstract'
     __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.245
-    recall_k = 10
+    kind = 'uncompressed'
 
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 4
-        search_buffer_visited_set = false
-        search_window_size = 4
+        [vamana_test_search.dataset.dataset]
+        __schema__ = 'benchmark_dataset_uncompressed'
+        __version__ = 'v0.0.0'
+        data_type = 'float32'
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.245
+    recall = 0.432
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 5
+        search_buffer_capacity = 20
         search_buffer_visited_set = false
-        search_window_size = 5
+        search_window_size = 10
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.245
+    recall = 0.51777777777777778
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 10
+        search_buffer_capacity = 15
         search_buffer_visited_set = false
-        search_window_size = 10
+        search_window_size = 15
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.2068888888888889
+    recall = 0.22744444444444445
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
         search_buffer_capacity = 10
         search_buffer_visited_set = false
-        search_window_size = 8
+        search_window_size = 3
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.50344444444444447
+    recall = 0.50377777777777777
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 31
+        search_buffer_capacity = 16
         search_buffer_visited_set = false
-        search_window_size = 30
+        search_window_size = 14
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.80088888888888887
+    recall = 0.8014444444444444
     recall_k = 10
 
-        [vamana_test_build.config_and_recall.search_parameters]
+        [vamana_test_search.config_and_recall.search_parameters]
         __schema__ = 'vamana_search_parameters'
         __version__ = 'v0.0.1'
         prefetch_lookahead = 1
         prefetch_step = 1
-        search_buffer_capacity = 94
+        search_buffer_capacity = 56
         search_buffer_visited_set = false
-        search_window_size = 88
+        search_window_size = 56
 
-    [[vamana_test_build.config_and_recall]]
+    [[vamana_test_search.config_and_recall]]
     __schema__ = 'benchmark_config_and_result'
     __version__ = 'v0.0.0'
     num_neighbors = 10
     num_queries = 900
-    recall = 0.83477777777777773
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_build]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'Cosine'
-
-    [vamana_test_build.build_parameters]
-    __schema__ = 'vamana_build_parameters'
-    __version__ = 'v0.0.1'
-    alpha = 0.94999998807907104
-    graph_max_degree = 32
-    max_candidate_pool_size = 250
-    name = 'vamana build parameters'
-    prune_to = 28
-    use_full_search_history = true
-    window_size = 100
-
-    [vamana_test_build.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'lvq'
-
-        [vamana_test_build.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
-        __version__ = 'v0.0.0'
-        primary = 8
-        residual = 0
-        strategy = 'sequential'
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23033333333333333
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 1
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23033333333333333
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 2
-        search_buffer_visited_set = false
-        search_window_size = 2
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23033333333333333
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 3
-        search_buffer_visited_set = false
-        search_window_size = 3
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23033333333333333
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 4
-        search_buffer_visited_set = false
-        search_window_size = 4
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23033333333333333
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 5
-        search_buffer_visited_set = false
-        search_window_size = 5
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23033333333333333
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.21544444444444444
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 9
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50611111111111107
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 34
-        search_buffer_visited_set = false
-        search_window_size = 34
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.80177777777777781
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 97
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.80844444444444441
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_build]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_build.build_parameters]
-    __schema__ = 'vamana_build_parameters'
-    __version__ = 'v0.0.1'
-    alpha = 1.2000000476837158
-    graph_max_degree = 32
-    max_candidate_pool_size = 250
-    name = 'vamana build parameters'
-    prune_to = 28
-    use_full_search_history = true
-    window_size = 100
-
-    [vamana_test_build.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'lvq'
-
-        [vamana_test_build.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
-        __version__ = 'v0.0.0'
-        primary = 4
-        residual = 4
-        strategy = 'sequential'
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.39377777777777778
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-[[vamana_test_build]]
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-distance = 'Cosine'
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-    [vamana_test_build.build_parameters]
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-    [vamana_test_build.dataset]
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-        [vamana_test_build.dataset.dataset]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-[[vamana_test_build]]
-__schema__ = 'benchmark_expected_result'
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-distance = 'L2'
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-    [vamana_test_build.build_parameters]
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-    [vamana_test_build.dataset]
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-        [vamana_test_build.dataset.dataset]
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-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    num_neighbors = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
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-        search_buffer_capacity = 1
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-        search_window_size = 1
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    num_neighbors = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_buffer_capacity = 2
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-        search_window_size = 2
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
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-        search_buffer_capacity = 3
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-        search_window_size = 3
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-[[vamana_test_build]]
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-    [vamana_test_build.build_parameters]
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-    [vamana_test_build.dataset]
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-        [vamana_test_build.dataset.dataset]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-[[vamana_test_build]]
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-distance = 'L2'
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-    [vamana_test_build.build_parameters]
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-    [vamana_test_build.dataset]
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-        [vamana_test_build.dataset.dataset]
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-        leanvec_dims = 64
-        primary = 'float32'
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-        secondary = 'float32'
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
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-        search_window_size = 1
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_buffer_capacity = 2
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_buffer_capacity = 3
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-        search_window_size = 3
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    recall = 0.12566666666666668
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_buffer_capacity = 4
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-        search_window_size = 4
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
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-    recall = 0.12566666666666668
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
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-        search_buffer_capacity = 5
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-        search_window_size = 5
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.12566666666666668
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-[[vamana_test_build]]
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-    [vamana_test_build.build_parameters]
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-    [vamana_test_build.dataset]
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-        [vamana_test_build.dataset.dataset]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-[[vamana_test_build]]
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-distance = 'Cosine'
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-    [vamana_test_build.build_parameters]
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-    [vamana_test_build.dataset]
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-        [vamana_test_build.dataset.dataset]
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-        leanvec_dims = 64
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
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-        __version__ = 'v0.0.1'
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
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-        search_window_size = 5
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_buffer_capacity = 10
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-        search_window_size = 10
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-    [[vamana_test_build.config_and_recall]]
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-    num_neighbors = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    num_neighbors = 10
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-    recall = 0.501
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_window_size = 100
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-        [vamana_test_build.config_and_recall.search_parameters]
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-[[vamana_test_build]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
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-    [vamana_test_build.build_parameters]
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-    __version__ = 'v0.0.1'
-    alpha = 1.2000000476837158
-    graph_max_degree = 32
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-    name = 'vamana build parameters'
-    prune_to = 28
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-    window_size = 100
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-    [vamana_test_build.dataset]
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-    kind = 'leanvec'
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-        [vamana_test_build.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
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-        data_matrix = ''
-        leanvec_dims = 64
-        primary = 'lvq8'
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-        secondary = 'lvq8'
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    num_neighbors = 10
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-    recall = 0.124
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 1
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-        search_window_size = 1
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    num_neighbors = 10
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-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_buffer_capacity = 2
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-        search_window_size = 2
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-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.124
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_buffer_capacity = 3
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-        search_window_size = 3
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
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-    recall = 0.124
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 4
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-        search_window_size = 4
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.124
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 5
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-        search_window_size = 5
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
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-    recall = 0.124
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
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-    recall = 0.20599999999999999
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 25
-        search_buffer_visited_set = false
-        search_window_size = 11
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50055555555555553
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 96
-        search_buffer_visited_set = false
-        search_window_size = 48
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-[[vamana_test_build]]
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-    [vamana_test_build.build_parameters]
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-    [vamana_test_build.dataset]
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-        [vamana_test_build.dataset.dataset]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-[[vamana_test_build]]
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-    [vamana_test_build.build_parameters]
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-    [vamana_test_build.dataset]
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-        [vamana_test_build.dataset.dataset]
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-        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-        [vamana_test_build.config_and_recall.search_parameters]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-    [[vamana_test_build.config_and_recall]]
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-
-[[vamana_test_build]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'MIP'
-
-    [vamana_test_build.build_parameters]
-    __schema__ = 'vamana_build_parameters'
-    __version__ = 'v0.0.1'
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-    max_candidate_pool_size = 250
-    name = 'vamana build parameters'
-    prune_to = 28
-    use_full_search_history = true
-    window_size = 100
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-    [vamana_test_build.dataset]
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-    kind = 'leanvec'
-
-        [vamana_test_build.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
-        leanvec_dims = 64
-        primary = 'lvq8'
-        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
-        secondary = 'lvq8'
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
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-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
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-        search_window_size = 1
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.18411111111111111
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
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-        search_buffer_capacity = 2
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-        search_window_size = 2
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.18411111111111111
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 3
-        search_buffer_visited_set = false
-        search_window_size = 3
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.18411111111111111
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
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-        search_buffer_capacity = 4
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-        search_window_size = 4
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
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-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.18411111111111111
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 5
-        search_buffer_visited_set = false
-        search_window_size = 5
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.18411111111111111
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.20266666666666666
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 17
-        search_buffer_visited_set = false
-        search_window_size = 8
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50644444444444447
-    recall_k = 10
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-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 83
-        search_buffer_visited_set = false
-        search_window_size = 31
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.68200000000000005
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.68200000000000005
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_build]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'Cosine'
-
-    [vamana_test_build.build_parameters]
-    __schema__ = 'vamana_build_parameters'
-    __version__ = 'v0.0.1'
-    alpha = 0.94999998807907104
-    graph_max_degree = 32
-    max_candidate_pool_size = 250
-    name = 'vamana build parameters'
-    prune_to = 28
-    use_full_search_history = true
-    window_size = 100
-
-    [vamana_test_build.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_build.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
-        leanvec_dims = 64
-        primary = 'lvq8'
-        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
-        secondary = 'lvq8'
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.16166666666666665
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 1
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.16166666666666665
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 2
-        search_buffer_visited_set = false
-        search_window_size = 2
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.16166666666666665
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 3
-        search_buffer_visited_set = false
-        search_window_size = 3
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.16166666666666665
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 4
-        search_buffer_visited_set = false
-        search_window_size = 4
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.16166666666666665
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 5
-        search_buffer_visited_set = false
-        search_window_size = 5
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.16166666666666665
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.20133333333333334
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 88
-        search_buffer_visited_set = false
-        search_window_size = 6
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50655555555555554
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 92
-        search_buffer_visited_set = false
-        search_window_size = 35
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.67566666666666664
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_build.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.67566666666666664
-    recall_k = 10
-
-        [vamana_test_build.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'uncompressed'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_uncompressed'
-        __version__ = 'v0.0.0'
-        data_type = 'float32'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.75955555555555554
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.84077777777777774
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.30833333333333335
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.55922222222222218
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 4
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.81477777777777782
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 13
-        search_buffer_visited_set = false
-        search_window_size = 13
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.90088888888888885
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 23
-        search_buffer_visited_set = false
-        search_window_size = 22
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'MIP'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'uncompressed'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_uncompressed'
-        __version__ = 'v0.0.0'
-        data_type = 'float32'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.30922222222222223
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.38377777777777777
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.20088888888888889
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 5
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50555555555555554
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 30
-        search_buffer_visited_set = false
-        search_window_size = 27
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.7954444444444444
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.7954444444444444
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'Cosine'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'uncompressed'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_uncompressed'
-        __version__ = 'v0.0.0'
-        data_type = 'float32'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.432
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.51777777777777778
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.22744444444444445
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 3
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50377777777777777
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 16
-        search_buffer_visited_set = false
-        search_window_size = 14
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.8014444444444444
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 56
-        search_buffer_visited_set = false
-        search_window_size = 56
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.89511111111111108
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'lvq'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
-        __version__ = 'v0.0.0'
-        primary = 8
-        residual = 0
-        strategy = 'sequential'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.75866666666666671
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.83955555555555561
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.30855555555555558
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5003333333333333
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 3
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.81299999999999994
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 13
-        search_buffer_visited_set = false
-        search_window_size = 13
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.90333333333333332
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 23
-        search_buffer_visited_set = false
-        search_window_size = 23
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'lvq'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
-        __version__ = 'v0.0.0'
-        primary = 4
-        residual = 0
-        strategy = 'sequential'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.7045555555555556
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.76055555555555554
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.30044444444444446
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.54322222222222227
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 4
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.80177777777777781
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 24
-        search_buffer_visited_set = false
-        search_window_size = 24
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.84088888888888891
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'lvq'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
-        __version__ = 'v0.0.0'
-        primary = 4
-        residual = 4
-        strategy = 'sequential'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.75044444444444447
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.82144444444444442
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.30044444444444446
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.54322222222222227
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 4
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.80700000000000005
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 14
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.90377777777777779
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 28
-        search_buffer_visited_set = false
-        search_window_size = 24
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'lvq'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
-        __version__ = 'v0.0.0'
-        primary = 4
-        residual = 8
-        strategy = 'sequential'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.75077777777777777
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.82288888888888889
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.30044444444444446
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.54322222222222227
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 4
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.80400000000000005
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 14
-        search_buffer_visited_set = false
-        search_window_size = 14
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.90022222222222226
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 23
-        search_buffer_visited_set = false
-        search_window_size = 23
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'lvq'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_lvq'
-        __version__ = 'v0.0.0'
-        primary = 8
-        residual = 8
-        strategy = 'sequential'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.75922222222222224
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.8412222222222222
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.30855555555555558
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5003333333333333
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 3
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.81444444444444442
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 13
-        search_buffer_visited_set = false
-        search_window_size = 13
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.90100000000000002
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 23
-        search_buffer_visited_set = false
-        search_window_size = 22
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = ''
-        leanvec_dims = 64
-        primary = 'float32'
-        query_matrix = ''
-        secondary = 'float32'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.26566666666666666
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.2311111111111111
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23755555555555555
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 24
-        search_buffer_visited_set = false
-        search_window_size = 2
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50077777777777777
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 73
-        search_buffer_visited_set = false
-        search_window_size = 14
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.59088888888888891
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.59088888888888891
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = ''
-        leanvec_dims = 64
-        primary = 'lvq4'
-        query_matrix = ''
-        secondary = 'lvq4'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.26177777777777778
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.223
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23244444444444445
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 24
-        search_buffer_visited_set = false
-        search_window_size = 2
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50700000000000001
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 95
-        search_buffer_visited_set = false
-        search_window_size = 9
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.57522222222222219
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.57522222222222219
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = ''
-        leanvec_dims = 64
-        primary = 'lvq4'
-        query_matrix = ''
-        secondary = 'lvq8'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.26177777777777778
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.223
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23244444444444445
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 24
-        search_buffer_visited_set = false
-        search_window_size = 2
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5053333333333333
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 81
-        search_buffer_visited_set = false
-        search_window_size = 12
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.58444444444444443
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.58444444444444443
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = ''
-        leanvec_dims = 64
-        primary = 'lvq8'
-        query_matrix = ''
-        secondary = 'lvq4'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.26611111111111113
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23055555555555557
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23755555555555555
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 24
-        search_buffer_visited_set = false
-        search_window_size = 2
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5013333333333333
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 95
-        search_buffer_visited_set = false
-        search_window_size = 8
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5808888888888889
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5808888888888889
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = ''
-        leanvec_dims = 64
-        primary = 'lvq8'
-        query_matrix = ''
-        secondary = 'lvq8'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.26611111111111113
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23055555555555557
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.21522222222222223
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 16
-        search_buffer_visited_set = false
-        search_window_size = 3
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5023333333333333
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 76
-        search_buffer_visited_set = false
-        search_window_size = 13
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.59099999999999997
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.59099999999999997
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = ''
-        leanvec_dims = 96
-        primary = 'float32'
-        query_matrix = ''
-        secondary = 'float32'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.49988888888888888
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.45977777777777779
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.22433333333333333
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.51688888888888884
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 69
-        search_buffer_visited_set = false
-        search_window_size = 4
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.80166666666666664
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 66
-        search_buffer_visited_set = false
-        search_window_size = 26
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.90133333333333332
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 98
-        search_buffer_visited_set = false
-        search_window_size = 56
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = ''
-        leanvec_dims = 96
-        primary = 'lvq8'
-        query_matrix = ''
-        secondary = 'lvq8'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.46044444444444443
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.22355555555555556
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 10
-        search_buffer_visited_set = false
-        search_window_size = 1
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.51655555555555555
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 29
-        search_buffer_visited_set = false
-        search_window_size = 6
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.80155555555555558
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 76
-        search_buffer_visited_set = false
-        search_window_size = 22
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.90000000000000002
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 99
-        search_buffer_visited_set = false
-        search_window_size = 61
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
-        leanvec_dims = 64
-        primary = 'float32'
-        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
-        secondary = 'float32'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.32288888888888889
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.28100000000000003
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.20677777777777778
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 13
-        search_buffer_visited_set = false
-        search_window_size = 2
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.50600000000000001
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 63
-        search_buffer_visited_set = false
-        search_window_size = 8
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.67466666666666664
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.67466666666666664
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-[[vamana_test_search]]
-__schema__ = 'benchmark_expected_result'
-__version__ = 'v0.0.0'
-distance = 'L2'
-
-    [vamana_test_search.dataset]
-    __schema__ = 'benchmark_dataset_abstract'
-    __version__ = 'v0.0.0'
-    kind = 'leanvec'
-
-        [vamana_test_search.dataset.dataset]
-        __schema__ = 'benchmark_dataset_leanvec'
-        __version__ = 'v0.0.1'
-        data_matrix = '../../data/test_dataset/leanvec_data_matrix.fvecs'
-        leanvec_dims = 64
-        primary = 'lvq8'
-        query_matrix = '../../data/test_dataset/leanvec_query_matrix.fvecs'
-        secondary = 'lvq8'
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.32477777777777778
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 20
-        search_buffer_visited_set = false
-        search_window_size = 10
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.28166666666666668
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 15
-        search_buffer_visited_set = false
-        search_window_size = 15
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.23677777777777778
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 18
-        search_buffer_visited_set = false
-        search_window_size = 2
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.5023333333333333
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 77
-        search_buffer_visited_set = false
-        search_window_size = 6
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.67466666666666664
-    recall_k = 10
-
-        [vamana_test_search.config_and_recall.search_parameters]
-        __schema__ = 'vamana_search_parameters'
-        __version__ = 'v0.0.1'
-        prefetch_lookahead = 1
-        prefetch_step = 1
-        search_buffer_capacity = 100
-        search_buffer_visited_set = false
-        search_window_size = 100
-
-    [[vamana_test_search.config_and_recall]]
-    __schema__ = 'benchmark_config_and_result'
-    __version__ = 'v0.0.0'
-    num_neighbors = 10
-    num_queries = 900
-    recall = 0.67466666666666664
+    recall = 0.89511111111111108
     recall_k = 10
 
         [vamana_test_search.config_and_recall.search_parameters]
diff --git a/tests/integration/inverted/build.cpp b/tests/integration/inverted/build.cpp
index df29f081..b35be64f 100644
--- a/tests/integration/inverted/build.cpp
+++ b/tests/integration/inverted/build.cpp
@@ -124,10 +124,4 @@ CATCH_TEST_CASE("Test Inverted Building", "[integration][build][inverted]") {
     run_test<svs::DistanceIP, svs::index::inverted::SparseStrategy>(
         queries, svs::threads::QueueThreadPoolWrapper(2)
     );
-    run_test<svs::DistanceCosineSimilarity, svs::index::inverted::SparseStrategy>(
-        queries, 3
-    );
-    run_test<svs::DistanceCosineSimilarity, svs::index::inverted::DenseStrategy>(
-        queries, svs::threads::DefaultThreadPool(3)
-    );
 }