diff --git a/.gitignore b/.gitignore
index f80e5c682..e0832dded 100644
--- a/.gitignore
+++ b/.gitignore
@@ -275,6 +275,9 @@ FakesAssemblies/
 .ntvs_analysis.dat
 node_modules/
 
+# Visual Studio Settings
+.vscode
+
 # Visual Studio 6 build log
 *.plg
 
diff --git a/apps/build_memory_index.cpp b/apps/build_memory_index.cpp
index 544e42dee..6fc0da0c9 100644
--- a/apps/build_memory_index.cpp
+++ b/apps/build_memory_index.cpp
@@ -70,6 +70,9 @@ int main(int argc, char **argv)
                                        program_options_utils::FILTERED_LBUILD);
         optional_configs.add_options()("label_type", po::value<std::string>(&label_type)->default_value("uint"),
                                        program_options_utils::LABEL_TYPE_DESCRIPTION);
+        //optional_configs.add_options()("reduce_prune", po::bool_switch(&reduce_prune)->default_value(false),"Reduce Prune");
+        
+        //std::cout<<"reduce_prune: "<<reduce_prune<<std::endl;
 
         // Merge required and optional parameters
         desc.add(required_configs).add(optional_configs);
diff --git a/include/index.h b/include/index.h
index b9bf4f384..eee01187d 100644
--- a/include/index.h
+++ b/include/index.h
@@ -29,6 +29,7 @@
 #define EXPAND_IF_FULL 0
 #define DEFAULT_MAXC 750
 
+//extern bool reduce_prune;
 namespace diskann
 {
 
diff --git a/linux_results/baseline/r32_k50.txt b/linux_results/baseline/r32_k50.txt
new file mode 100644
index 000000000..f93e11a17
--- /dev/null
+++ b/linux_results/baseline/r32_k50.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries.fbin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 20375040 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/prec1M_gt100.bin, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/prec1M_gt100.bin ...
+Metadata: #pts = 13265, #dims = 100... 
+L2: Using AVX2 distance computation DistanceL2Float
+Resizing took: 0.0399196s
+From graph header, expected_file_size: 102834512, _max_observed_degree: 32, _start: 121334, file_frozen_pts: 0
+Loading vamana graph /home/rakri/avarhade/Dump/prec_memory_index_r32_l100...done. Index has 1010812 nodes and 24697810 out-edges, _start is set to 121334
+Num frozen points:0 _nd: 1010812 _start: 121334 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 1010812
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    11674.91           1795.90             4087.20       12787.71       47.27
+  60    11893.21           2037.37             4020.38       10736.31       50.39
+  70    12110.38           2275.12             3949.26        9390.59       53.10
+  80    12264.40           2503.44             3900.47        8996.04       55.32
+  90    12326.87           2730.00             3881.30        8868.14       57.24
+ 100    12305.29           2955.04             3886.87       10258.41       58.99
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/linux_results/baseline/r32_l100.txt b/linux_results/baseline/r32_l100.txt
new file mode 100644
index 000000000..f983d7ff1
--- /dev/null
+++ b/linux_results/baseline/r32_l100.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 32  Lbuild: 100  alpha: 1.2  #threads: 48
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1010812 from file.. 
+Starting index build with 1010812 points... 
+
0% of index build completed.
9.89304% of index build completed.
19.7861% of index build completed.
29.6791% of index build completed.
39.5721% of index build completed.
49.4652% of index build completed.
59.3582% of index build completed.
69.2513% of index build completed.
79.1443% of index build completed.
89.0373% of index build completed.
98.9304% of index build completed.Starting final cleanup..done. Link time: 60.7324s
+Index built with degree: max:32  avg:24.4336  min:1  count(deg<2):34623
+Indexing time: 61.4367
+Not saving tags as they are not enabled.
+Time taken for save: 2.03361s.
diff --git a/linux_results/baseline/r64_k50.txt b/linux_results/baseline/r64_k50.txt
new file mode 100644
index 000000000..877f2e916
--- /dev/null
+++ b/linux_results/baseline/r64_k50.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries.fbin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 20375040 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/prec1M_gt100.bin, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/prec1M_gt100.bin ...
+Metadata: #pts = 13265, #dims = 100... 
+L2: Using AVX2 distance computation DistanceL2Float
+Resizing took: 0.0357637s
+From graph header, expected_file_size: 187075060, _max_observed_degree: 64, _start: 121334, file_frozen_pts: 0
+Loading vamana graph /home/rakri/avarhade/Dump/prec_memory_index_r64_l100...done. Index has 1010812 nodes and 45757947 out-edges, _start is set to 121334
+Num frozen points:0 _nd: 1010812 _start: 121334 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 1010812
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50     6963.86           3189.04             6866.28       20730.67       63.48
+  60     7561.50           3642.34             6331.25       14469.44       66.48
+  70     7903.99           4090.72             6055.25       12422.36       69.00
+  80     8168.08           4533.11             5859.89       12460.41       71.06
+  90     7786.78           4970.30             6144.71       13538.97       72.82
+ 100     7335.64           5404.81             6516.13       23234.51       74.38
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/linux_results/baseline/r64_l100.txt b/linux_results/baseline/r64_l100.txt
new file mode 100644
index 000000000..f36b2aa30
--- /dev/null
+++ b/linux_results/baseline/r64_l100.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 48
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1010812 from file.. 
+Starting index build with 1010812 points... 
+
0% of index build completed.
9.89304% of index build completed.
19.7861% of index build completed.
29.6791% of index build completed.
39.5721% of index build completed.
49.4652% of index build completed.
59.3582% of index build completed.
69.2513% of index build completed.
79.1443% of index build completed.
89.0373% of index build completed.
98.9304% of index build completed.Starting final cleanup..done. Link time: 99.1661s
+Index built with degree: max:64  avg:45.2685  min:1  count(deg<2):32781
+Indexing time: 99.8501
+Not saving tags as they are not enabled.
+Time taken for save: 2.12821s.
diff --git a/linux_results/reduce_prune/r32_k50.txt b/linux_results/reduce_prune/r32_k50.txt
new file mode 100644
index 000000000..cb7e50d82
--- /dev/null
+++ b/linux_results/reduce_prune/r32_k50.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries.fbin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 20375040 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/prec1M_gt100.bin, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/prec1M_gt100.bin ...
+Metadata: #pts = 13265, #dims = 100... 
+L2: Using AVX2 distance computation DistanceL2Float
+Resizing took: 0.0397607s
+From graph header, expected_file_size: 104455332, _max_observed_degree: 32, _start: 121334, file_frozen_pts: 0
+Loading vamana graph /home/rakri/avarhade/Dump/prec_memory_index_reduce_prune_r32_l100...done. Index has 1010812 nodes and 25103015 out-edges, _start is set to 121334
+Num frozen points:0 _nd: 1010812 _start: 121334 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 1010812
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    13183.78           1623.59             3618.12       12777.66       45.36
+  60    13067.15           1838.40             3657.08        9479.67       48.62
+  70    13165.96           2047.06             3631.82        8503.63       51.32
+  80    13209.41           2252.19             3619.46        8429.98       53.67
+  90    13249.98           2452.17             3609.54        8649.75       55.66
+ 100    13320.25           2649.74             3589.92        8799.18       57.41
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/linux_results/reduce_prune/r32_l100.txt b/linux_results/reduce_prune/r32_l100.txt
new file mode 100644
index 000000000..503a33765
--- /dev/null
+++ b/linux_results/reduce_prune/r32_l100.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 32  Lbuild: 100  alpha: 1.2  #threads: 48
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1010812 from file.. 
+Starting index build with 1010812 points... 
+
0% of index build completed.
9.89304% of index build completed.
19.7861% of index build completed.
29.6791% of index build completed.
39.5721% of index build completed.
49.4652% of index build completed.
59.3582% of index build completed.
69.2513% of index build completed.
79.1443% of index build completed.
89.0373% of index build completed.
98.9304% of index build completed.Starting final cleanup..done. Link time: 57.5361s
+Index built with degree: max:32  avg:24.8345  min:4  count(deg<2):0
+Indexing time: 58.2334
+Not saving tags as they are not enabled.
+Time taken for save: 2.0286s.
diff --git a/linux_results/reduce_prune/r64_k50.txt b/linux_results/reduce_prune/r64_k50.txt
new file mode 100644
index 000000000..503d7da8a
--- /dev/null
+++ b/linux_results/reduce_prune/r64_k50.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries.fbin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 20375040 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/prec1M_gt100.bin, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/prec1M_gt100.bin ...
+Metadata: #pts = 13265, #dims = 100... 
+L2: Using AVX2 distance computation DistanceL2Float
+Resizing took: 0.0388856s
+From graph header, expected_file_size: 201452296, _max_observed_degree: 64, _start: 121334, file_frozen_pts: 0
+Loading vamana graph /home/rakri/avarhade/Dump/prec_memory_index_reduce_prune_r64_l100...done. Index has 1010812 nodes and 49352256 out-edges, _start is set to 121334
+Num frozen points:0 _nd: 1010812 _start: 121334 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 1010812
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50     7914.20           2791.77             6040.13       16719.30       61.43
+  60     8342.94           3192.20             5736.71       12783.12       64.61
+  70     8596.86           3584.60             5568.84       12889.46       67.19
+  80     8866.31           3972.00             5397.79       11050.67       69.36
+  90     8810.74           4355.74             5433.07       10118.80       71.23
+ 100     8195.36           4735.37             5840.12       10296.32       72.82
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/linux_results/reduce_prune/r64_l100.txt b/linux_results/reduce_prune/r64_l100.txt
new file mode 100644
index 000000000..2b19074e2
--- /dev/null
+++ b/linux_results/reduce_prune/r64_l100.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 48
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1010812 from file.. 
+Starting index build with 1010812 points... 
+
0% of index build completed.
9.89304% of index build completed.
19.7861% of index build completed.
29.6791% of index build completed.
39.5721% of index build completed.
49.4652% of index build completed.
59.3582% of index build completed.
69.2513% of index build completed.
79.1443% of index build completed.
89.0373% of index build completed.
98.9304% of index build completed.Starting final cleanup..done. Link time: 89.0615s
+Index built with degree: max:64  avg:48.8244  min:4  count(deg<2):0
+Indexing time: 89.7581
+Not saving tags as they are not enabled.
+Time taken for save: 2.33791s.
diff --git a/prec40M/KK1.5/KK_1.5_baseline_r64_k50.txt b/prec40M/KK1.5/KK_1.5_baseline_r64_k50.txt
new file mode 100644
index 000000000..39980ad9d
--- /dev/null
+++ b/prec40M/KK1.5/KK_1.5_baseline_r64_k50.txt
@@ -0,0 +1,10 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
diff --git a/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k10.txt b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k10.txt
new file mode 100644
index 000000000..bda0fad7c
--- /dev/null
+++ b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k10.txt
@@ -0,0 +1,84 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.39556s
+From graph header, expected_file_size: 7013807212, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_1.5_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1712982188 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@10
+=================================================================================
+  10    52658.40           1270.26              891.18        8866.29       43.67
+  20    35113.94           1919.36             1361.74        3118.25       58.29
+  30    26120.08           2477.10             1830.02        4084.66       65.92
+  40    21373.54           2991.89             2236.34        5224.38       70.57
+  50    16752.44           3481.68             2854.75        7810.38       73.73
+  60    14518.33           3960.66             3295.20        9346.32       76.21
+  70    13689.79           4428.85             3492.85        8780.98       78.13
+  80    12952.45           4895.59             3692.90        8435.38       79.75
+  90    11305.88           5347.67             4233.82       10371.58       80.96
+ 100    10736.08           5802.73             4455.54       10292.04       82.10
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
diff --git a/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k100.txt b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k100.txt
new file mode 100644
index 000000000..3f75466b3
--- /dev/null
+++ b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k100.txt
@@ -0,0 +1,21 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.37608s
+From graph header, expected_file_size: 7013807212, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_1.5_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1712982188 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency  Recall@100
+=================================================================================
+ 100    10696.72           5802.73             4461.75       17101.78       66.11
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
diff --git a/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k25.txt b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k25.txt
new file mode 100644
index 000000000..a733e27bf
--- /dev/null
+++ b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k25.txt
@@ -0,0 +1,70 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.43203s
+From graph header, expected_file_size: 7013807212, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_1.5_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1712982188 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@25
+=================================================================================
+  30    26113.98           2477.10             1822.02        9348.66       59.73
+  40    21268.34           2991.89             2247.82        5036.50       64.61
+  50    18024.40           3481.68             2652.85        6160.00       68.04
+  60    15113.46           3960.66             3165.02        7636.51       70.74
+  70    13512.10           4428.85             3540.27        8594.62       72.90
+  80    12333.05           4895.59             3881.00        9244.84       74.75
+  90    11327.80           5347.67             4223.53        9520.05       76.15
+ 100    10435.08           5802.73             4586.82        9821.38       77.50
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
diff --git a/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k50.txt b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k50.txt
new file mode 100644
index 000000000..dd2be3cb5
--- /dev/null
+++ b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k50.txt
@@ -0,0 +1,117 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.37989s
+From graph header, expected_file_size: 7013807212, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_1.5_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1712982188 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    18358.91           3481.68             2596.59       11293.99       62.22
+  60    15567.45           3960.66             3071.11        7017.92       65.11
+  70    13784.47           4428.85             3468.83        7884.71       67.45
+  80    12403.31           4895.59             3857.31        9179.31       69.45
+  90    11370.93           5347.67             4210.76        9467.92       71.05
+ 100    10512.56           5802.73             4553.08       10074.80       72.53
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.40179s
+From graph header, expected_file_size: 7013807212, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_1.5_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1712982188 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50      790.12           3481.68             1265.58       16081.06       62.22
+  60      693.28           3960.66             1442.37       16553.68       65.11
+  70      618.66           4428.85             1616.34       16665.56       67.45
+  80      558.69           4895.59             1789.87       17007.66       69.45
+  90      511.02           5347.67             1956.81       17739.22       71.05
+ 100      470.63           5802.73             2124.76       17536.90       72.53
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/prec40M/KK1.5/KK_1.5_reduce_prune_r64_l100.txt b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_l100.txt
new file mode 100644
index 000000000..6e8507694
--- /dev/null
+++ b/prec40M/KK1.5/KK_1.5_reduce_prune_r64_l100.txt
@@ -0,0 +1,10 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 48
+Using AVX2 distance computation DistanceL2Int8.
+Using only first 40469609 from file.. 
+Starting index build with 40469609 points... 
+
0% of index build completed.
0.247099% of index build completed.
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99.828% of index build completed.Starting final cleanup..done. Link time: 3289.91s
+Index built with degree: max:64  avg:42.3276  min:1  count(deg<2):1018131
+Robust Prune Calls: 91424783
+Indexing time: 3300.74
+Not saving tags as they are not enabled.
+Time taken for save: 19.4313s.
diff --git a/prec40M/KK3/KK_3_baseline_r64_k50.txt b/prec40M/KK3/KK_3_baseline_r64_k50.txt
new file mode 100644
index 000000000..39980ad9d
--- /dev/null
+++ b/prec40M/KK3/KK_3_baseline_r64_k50.txt
@@ -0,0 +1,10 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
diff --git a/prec40M/KK3/KK_3_reduce_prune_r64_k10.txt b/prec40M/KK3/KK_3_reduce_prune_r64_k10.txt
new file mode 100644
index 000000000..5dd07ca06
--- /dev/null
+++ b/prec40M/KK3/KK_3_reduce_prune_r64_k10.txt
@@ -0,0 +1,84 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.41857s
+From graph header, expected_file_size: 5942980024, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_3_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1445275391 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@10
+=================================================================================
+  10    59731.45           1100.24              769.15       13555.88       39.44
+  20    39328.53           1688.09             1215.08        2883.52       54.44
+  30    29117.85           2178.16             1639.90        3854.46       62.24
+  40    23955.17           2637.17             1996.40        4561.80       67.29
+  50    20179.70           3073.33             2370.48        5689.61       70.77
+  60    17680.88           3497.61             2706.05        6353.24       73.42
+  70    15860.57           3905.47             3017.14        6859.74       75.43
+  80    13297.60           4309.33             3598.62        8711.87       77.19
+  90    13074.53           4708.85             3659.67        8217.45       78.58
+ 100    11978.45           5105.36             3994.07        9190.78       79.80
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
diff --git a/prec40M/KK3/KK_3_reduce_prune_r64_k100.txt b/prec40M/KK3/KK_3_reduce_prune_r64_k100.txt
new file mode 100644
index 000000000..996269a33
--- /dev/null
+++ b/prec40M/KK3/KK_3_reduce_prune_r64_k100.txt
@@ -0,0 +1,21 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.43307s
+From graph header, expected_file_size: 5942980024, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_3_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1445275391 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency  Recall@100
+=================================================================================
+ 100    12187.16           5105.36             3919.49       11996.08       63.11
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
diff --git a/prec40M/KK3/KK_3_reduce_prune_r64_k25.txt b/prec40M/KK3/KK_3_reduce_prune_r64_k25.txt
new file mode 100644
index 000000000..0037db57f
--- /dev/null
+++ b/prec40M/KK3/KK_3_reduce_prune_r64_k25.txt
@@ -0,0 +1,70 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.39141s
+From graph header, expected_file_size: 5942980024, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_3_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1445275391 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@25
+=================================================================================
+  30    29731.90           2178.16             1599.17        7428.93       55.99
+  40    24296.54           2637.17             1968.55        4500.18       61.20
+  50    20422.57           3073.33             2342.63        5518.35       64.92
+  60    17674.49           3497.61             2708.32        6505.56       67.81
+  70    15686.89           3905.47             3050.04        6848.20       70.06
+  80    14242.34           4309.33             3359.01        7648.38       71.99
+  90    12996.12           4708.85             3682.26        8490.99       73.60
+ 100    11887.60           5105.36             4025.19        8756.84       75.00
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
diff --git a/prec40M/KK3/KK_3_reduce_prune_r64_k50.txt b/prec40M/KK3/KK_3_reduce_prune_r64_k50.txt
new file mode 100644
index 000000000..9e9b9e2b4
--- /dev/null
+++ b/prec40M/KK3/KK_3_reduce_prune_r64_k50.txt
@@ -0,0 +1,117 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.40179s
+From graph header, expected_file_size: 5942980024, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_3_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1445275391 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    20752.51           3073.33             2294.82       11958.39       58.91
+  60    17740.88           3497.61             2695.71        6242.32       61.94
+  70    15720.06           3905.47             3045.03        6874.85       64.37
+  80    14159.68           4309.33             3379.80        7530.61       66.43
+  90    12935.51           4708.85             3700.46        8264.61       68.18
+ 100    11816.73           5105.36             4050.05        8798.25       69.70
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.38499s
+From graph header, expected_file_size: 5942980024, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_3_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1445275391 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50      892.50           3073.33             1120.41       16179.40       58.91
+  60      781.15           3497.61             1280.12       16419.62       61.94
+  70      696.78           3905.47             1435.12       16612.01       64.37
+  80      630.52           4309.33             1585.94       17121.32       66.43
+  90      576.31           4708.85             1735.12       17548.46       68.18
+ 100      529.63           5105.36             1888.07       17427.41       69.70
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/prec40M/KK3/KK_3_reduce_prune_r64_l100.txt b/prec40M/KK3/KK_3_reduce_prune_r64_l100.txt
new file mode 100644
index 000000000..8c3e803a0
--- /dev/null
+++ b/prec40M/KK3/KK_3_reduce_prune_r64_l100.txt
@@ -0,0 +1,10 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 48
+Using AVX2 distance computation DistanceL2Int8.
+Using only first 40469609 from file.. 
+Starting index build with 40469609 points... 
+
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99.828% of index build completed.Starting final cleanup..done. Link time: 2962.24s
+Index built with degree: max:64  avg:35.7126  min:1  count(deg<2):1011730
+Robust Prune Calls: 77423374
+Indexing time: 2971.73
+Not saving tags as they are not enabled.
+Time taken for save: 18.9198s.
diff --git a/prec40M/KK4/KK_4_baseline_r64_k50.txt b/prec40M/KK4/KK_4_baseline_r64_k50.txt
new file mode 100644
index 000000000..39980ad9d
--- /dev/null
+++ b/prec40M/KK4/KK_4_baseline_r64_k50.txt
@@ -0,0 +1,10 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
diff --git a/prec40M/KK4/KK_4_reduce_prune_r64_k10.txt b/prec40M/KK4/KK_4_reduce_prune_r64_k10.txt
new file mode 100644
index 000000000..ffb9e4bfb
--- /dev/null
+++ b/prec40M/KK4/KK_4_reduce_prune_r64_k10.txt
@@ -0,0 +1,84 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.46402s
+From graph header, expected_file_size: 5606597856, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1361179849 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@10
+=================================================================================
+  10    63755.23           1039.74              727.70        6030.93       35.48
+  20    40417.33           1626.28             1181.20        2885.92       50.86
+  30    30180.35           2112.21             1583.42        3705.50       59.08
+  40    23562.14           2564.17             2029.17        4907.15       64.41
+  50    20307.20           2990.19             2354.07        5719.93       68.21
+  60    17711.56           3397.21             2701.08        6482.32       71.05
+  70    15532.97           3798.61             3078.35        7331.38       73.33
+  80    14305.95           4190.69             3344.64        7955.99       75.16
+  90    13110.91           4579.45             3650.10        8230.88       76.73
+ 100    11662.46           4963.58             4102.01        9781.42       78.04
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
diff --git a/prec40M/KK4/KK_4_reduce_prune_r64_k100.txt b/prec40M/KK4/KK_4_reduce_prune_r64_k100.txt
new file mode 100644
index 000000000..c68228509
--- /dev/null
+++ b/prec40M/KK4/KK_4_reduce_prune_r64_k100.txt
@@ -0,0 +1,21 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.41335s
+From graph header, expected_file_size: 5606597856, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1361179849 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency  Recall@100
+=================================================================================
+ 100    12318.94           4963.58             3876.23       17855.64       61.29
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
diff --git a/prec40M/KK4/KK_4_reduce_prune_r64_k25.txt b/prec40M/KK4/KK_4_reduce_prune_r64_k25.txt
new file mode 100644
index 000000000..f5b57b73e
--- /dev/null
+++ b/prec40M/KK4/KK_4_reduce_prune_r64_k25.txt
@@ -0,0 +1,70 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.41884s
+From graph header, expected_file_size: 5606597856, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1361179849 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@25
+=================================================================================
+  30    30806.07           2112.21             1541.45       11461.46       53.04
+  40    24934.00           2564.17             1916.41        4276.46       58.43
+  50    20965.14           2990.19             2281.74        5318.71       62.31
+  60    18196.20           3397.21             2628.33        6097.33       65.35
+  70    16131.30           3798.61             2964.50        6871.65       67.81
+  80    14505.42           4190.69             3298.38        7499.64       69.85
+  90    13231.73           4579.45             3617.43        8169.77       71.62
+ 100    11966.81           4963.58             3997.90        9057.18       73.12
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
diff --git a/prec40M/KK4/KK_4_reduce_prune_r64_k50.txt b/prec40M/KK4/KK_4_reduce_prune_r64_k50.txt
new file mode 100644
index 000000000..6a7fe4a0e
--- /dev/null
+++ b/prec40M/KK4/KK_4_reduce_prune_r64_k50.txt
@@ -0,0 +1,117 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.46798s
+From graph header, expected_file_size: 5606597856, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1361179849 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    20839.83           2990.19             2287.41       15997.56       56.47
+  60    18354.65           3397.21             2603.87        5784.60       59.61
+  70    16165.05           3798.61             2959.77        6754.35       62.18
+  80    14513.55           4190.69             3298.64        7609.41       64.36
+  90    13122.89           4579.45             3645.76        8344.87       66.26
+ 100    12005.00           4963.58             3986.09        8858.86       67.88
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+basic_ios::clear: iostream error
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.38304s
+From graph header, expected_file_size: 5606597856, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1361179849 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50      913.35           2990.19             1094.82       15081.73       56.47
+  60      803.29           3397.21             1244.82       16313.20       59.61
+  70      712.84           3798.61             1402.78       16216.53       62.18
+  80      644.10           4190.69             1552.51       16651.09       64.36
+  90      588.73           4579.45             1698.52       16883.64       66.26
+ 100      542.78           4963.58             1842.31       16997.15       67.88
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/prec40M/KK4/KK_4_reduce_prune_r64_l100.txt b/prec40M/KK4/KK_4_reduce_prune_r64_l100.txt
new file mode 100644
index 000000000..e1ab26998
--- /dev/null
+++ b/prec40M/KK4/KK_4_reduce_prune_r64_l100.txt
@@ -0,0 +1,10 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 48
+Using AVX2 distance computation DistanceL2Int8.
+Using only first 40469609 from file.. 
+Starting index build with 40469609 points... 
+
0% of index build completed.
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99.828% of index build completed.Starting final cleanup..done. Link time: 2867.35s
+Index built with degree: max:64  avg:33.6346  min:1  count(deg<2):1009980
+Robust Prune Calls: 74163452
+Indexing time: 2878.78
+Not saving tags as they are not enabled.
+Time taken for save: 18.7462s.
diff --git a/prec40M/KK4_R90/reduce_prune_r90_k10.txt b/prec40M/KK4_R90/reduce_prune_r90_k10.txt
new file mode 100644
index 000000000..bd1005307
--- /dev/null
+++ b/prec40M/KK4_R90/reduce_prune_r90_k10.txt
@@ -0,0 +1,84 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.39292s
+From graph header, expected_file_size: 7203934916, _max_observed_degree: 90, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100.......done. Index has 40469609 nodes and 1760514114 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@10
+=================================================================================
+  10     2160.20           1361.46              462.88        4501.04       45.90
+  20     1384.31           2063.68              722.34       11632.04       60.54
+  30     1056.25           2662.51              946.70       13732.40       67.73
+  40      860.68           3228.03             1161.83       14935.35       72.38
+  50      732.22           3760.59             1365.67       16841.51       75.54
+  60      641.67           4282.52             1558.40       17075.51       77.94
+  70      571.53           4795.27             1749.66       17371.41       79.72
+  80      516.09           5303.92             1937.62       17635.95       81.22
+  90      470.14           5805.21             2126.99       18484.61       82.49
+ 100      431.95           6306.36             2315.01       18567.82       83.58
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
diff --git a/prec40M/KK4_R90/reduce_prune_r90_k100.txt b/prec40M/KK4_R90/reduce_prune_r90_k100.txt
new file mode 100644
index 000000000..1c38e4332
--- /dev/null
+++ b/prec40M/KK4_R90/reduce_prune_r90_k100.txt
@@ -0,0 +1,21 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.38491s
+From graph header, expected_file_size: 7203934916, _max_observed_degree: 90, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100.......done. Index has 40469609 nodes and 1760514114 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency  Recall@100
+=================================================================================
+ 100      430.97           6306.36             2320.31       17923.19       67.73
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
diff --git a/prec40M/KK4_R90/reduce_prune_r90_k25.txt b/prec40M/KK4_R90/reduce_prune_r90_k25.txt
new file mode 100644
index 000000000..68ba0a555
--- /dev/null
+++ b/prec40M/KK4_R90/reduce_prune_r90_k25.txt
@@ -0,0 +1,70 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.38424s
+From graph header, expected_file_size: 7203934916, _max_observed_degree: 90, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100.......done. Index has 40469609 nodes and 1760514114 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@25
+=================================================================================
+  30     1051.25           2662.51              951.20       13393.15       61.42
+  40      861.84           3228.03             1160.26       15376.02       66.41
+  50      733.49           3760.59             1363.30       16669.01       69.86
+  60      643.16           4282.52             1554.76       16638.38       72.49
+  70      572.13           4795.27             1747.80       16962.62       74.52
+  80      515.95           5303.92             1938.12       17339.23       76.29
+  90      470.92           5805.21             2123.47       17772.74       77.76
+ 100      432.52           6306.36             2311.96       20442.53       79.04
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
diff --git a/prec40M/KK4_R90/reduce_prune_r90_k50.txt b/prec40M/KK4_R90/reduce_prune_r90_k50.txt
new file mode 100644
index 000000000..bcc0a3d1d
--- /dev/null
+++ b/prec40M/KK4_R90/reduce_prune_r90_k50.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.38332s
+From graph header, expected_file_size: 7203934916, _max_observed_degree: 90, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100.......done. Index has 40469609 nodes and 1760514114 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50      729.60           3760.59             1370.57       16753.47       63.90
+  60      638.93           4282.52             1565.07       17061.55       66.74
+  70      569.67           4795.27             1755.34       17331.18       69.00
+  80      514.20           5303.92             1944.71       17558.35       70.97
+  90      468.23           5805.21             2135.67       17933.55       72.60
+ 100      430.72           6306.36             2321.62       18272.27       74.05
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/prec40M/KK4_R90/reduce_prune_r90_l100.txt b/prec40M/KK4_R90/reduce_prune_r90_l100.txt
new file mode 100644
index 000000000..303689124
--- /dev/null
+++ b/prec40M/KK4_R90/reduce_prune_r90_l100.txt
@@ -0,0 +1,10 @@
+Starting index build with R: 90  Lbuild: 100  alpha: 1.2  #threads: 48
+Using AVX2 distance computation DistanceL2Int8.
+Using only first 40469609 from file.. 
+Starting index build with 40469609 points... 
+
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99.828% of index build completed.Starting final cleanup..done. Link time: 3485.57s
+Index built with degree: max:90  avg:43.5021  min:1  count(deg<2):1012398
+Robust Prune Calls: 65934563
+Indexing time: 3495.83
+Not saving tags as they are not enabled.
+Time taken for save: 20.9206s.
diff --git a/prec40M/baseline_r64_k10.txt b/prec40M/baseline_r64_k10.txt
new file mode 100644
index 000000000..6b9af1d0e
--- /dev/null
+++ b/prec40M/baseline_r64_k10.txt
@@ -0,0 +1,84 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.40021s
+From graph header, expected_file_size: 7438757948, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_memory_index_r64_l100.......done. Index has 40469609 nodes and 1819219872 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@10
+=================================================================================
+  10    51557.93           1324.67              913.18        9792.77       43.13
+  20    33640.81           2021.14             1420.26        3249.95       58.38
+  30    25210.59           2617.97             1896.59        4469.27       66.24
+  40    20547.19           3168.06             2326.82        5450.12       71.25
+  50    17328.33           3687.22             2760.19        6599.82       74.44
+  60    14980.50           4195.96             3193.32        7739.67       76.98
+  70    13341.03           4685.40             3588.47        8306.07       78.78
+  80    11462.47           5171.15             4176.58       11172.33       80.21
+  90    10723.69           5654.48             4462.36       10865.74       81.53
+ 100     9782.57           6129.37             4892.21       12162.22       82.58
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
diff --git a/prec40M/baseline_r64_k100.txt b/prec40M/baseline_r64_k100.txt
new file mode 100644
index 000000000..b6c634e16
--- /dev/null
+++ b/prec40M/baseline_r64_k100.txt
@@ -0,0 +1,21 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.40809s
+From graph header, expected_file_size: 7438757948, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_memory_index_r64_l100.......done. Index has 40469609 nodes and 1819219872 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency  Recall@100
+=================================================================================
+ 100    10331.70           6129.37             4626.05       11214.14       66.81
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
diff --git a/prec40M/baseline_r64_k25.txt b/prec40M/baseline_r64_k25.txt
new file mode 100644
index 000000000..eaf63e5de
--- /dev/null
+++ b/prec40M/baseline_r64_k25.txt
@@ -0,0 +1,70 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.48129s
+From graph header, expected_file_size: 7438757948, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_memory_index_r64_l100.......done. Index has 40469609 nodes and 1819219872 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@25
+=================================================================================
+  30    25253.53           2617.97             1885.01       10497.99       60.18
+  40    20654.60           3168.06             2316.21        5201.40       65.38
+  50    17413.17           3687.22             2747.47        6720.12       68.82
+  60    15010.45           4195.96             3187.87        7331.08       71.60
+  70    13300.10           4685.40             3599.56        8146.48       73.66
+  80    11990.02           5171.15             3991.75        8909.45       75.35
+  90    10918.86           5654.48             4385.05        9846.92       76.87
+ 100     9976.54           6129.37             4799.29       10763.89       78.14
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
diff --git a/prec40M/baseline_r64_k50.txt b/prec40M/baseline_r64_k50.txt
new file mode 100644
index 000000000..45e6b863f
--- /dev/null
+++ b/prec40M/baseline_r64_k50.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.39346s
+From graph header, expected_file_size: 7438757948, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_memory_index_r64_l100.......done. Index has 40469609 nodes and 1819219872 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50      750.71           3687.22             1332.03       15081.17       62.96
+  60      664.89           4195.96             1503.96       13729.61       65.92
+  70      595.61           4685.40             1678.89       12513.98       68.19
+  80      539.72           5171.15             1852.77       12737.32       70.07
+  90      493.28           5654.48             2027.21       12803.06       71.76
+ 100      453.69           6129.37             2204.12       15871.16       73.17
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/prec40M/baseline_r64_l100.txt b/prec40M/baseline_r64_l100.txt
new file mode 100644
index 000000000..b86d0c55f
--- /dev/null
+++ b/prec40M/baseline_r64_l100.txt
@@ -0,0 +1,10 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 48
+Using AVX2 distance computation DistanceL2Int8.
+Using only first 40469609 from file.. 
+Starting index build with 40469609 points... 
+
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99.828% of index build completed.Starting final cleanup..done. Link time: 3495.63s
+Index built with degree: max:64  avg:44.9527  min:1  count(deg<2):1019259
+Robust Prune Calls: 108594089
+Indexing time: 3504.72
+Not saving tags as they are not enabled.
+Time taken for save: 19.6696s.
diff --git a/prec40M/combined-results.txt b/prec40M/combined-results.txt
new file mode 100644
index 000000000..59b25d5d5
--- /dev/null
+++ b/prec40M/combined-results.txt
@@ -0,0 +1,35 @@
+Baseline
+Time                3495
+RobustPrune Calls   108M
+Avg Deg             44.95
+Count(Deg<2)        1M
+
+ReducePool
+Time                2900
+RobustPrune Calls   75.3M
+Avg Deg             38.23
+Count(Deg<2)        1.4M
+
+ReducePrune (Replace R by R/2)
+Time                3128
+RobustPrune Calls   84.5M
+Avg Deg             39.61
+Count(Deg<2)        1.01M
+
+ReducePrune (KK=1.5)
+Time                3300
+RobustPrune Calls   91.4M
+Avg Deg             42.32
+Count(Deg<2)        1.01M
+
+ReducePrune (KK=3)
+Time                2971
+RobustPrune Calls   77.4M
+Avg Deg             35.71
+Count(Deg<2)        1.01M
+
+ReducePrune (KK=4)
+Time                2878
+RobustPrune Calls   74.1M
+Avg Deg             33.63
+Count(Deg<2)        1M
\ No newline at end of file
diff --git a/prec40M/plot.py b/prec40M/plot.py
new file mode 100644
index 000000000..3c0688aa1
--- /dev/null
+++ b/prec40M/plot.py
@@ -0,0 +1,76 @@
+import matplotlib.pyplot as plt
+
+# Data for plotting
+data = {
+    "Baseline": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3687.22, 4195.96, 4685.40, 5171.15, 5654.48, 6129.37],
+        "Mean Latency (mus)": [2705.62, 3319.41, 3850.11, 3903.45, 4230.41, 4574.90],
+        "Recall@50": [62.96, 65.92, 68.19, 70.07, 71.76, 73.17]
+    },
+    "R=2": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3434.01, 3901.36, 4359.70, 4799.74, 5237.92, 5669.62],
+        "Mean Latency (mus)": [2492.46, 2911.56, 3351.47, 3719.99, 4094.19, 4398.48],
+        "Recall@50": [60.19, 63.31, 65.93, 67.98, 69.75, 71.21]
+    },
+    "KK 1.5": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3481.68, 3960.66, 4428.85, 4895.59, 5347.67, 5802.73],
+        "Mean Latency (mus)": [2596.59, 3071.11, 3468.83, 3857.31, 4210.76, 4553.08],
+        "Recall@50": [62.22, 65.11, 67.45, 69.45, 71.05, 72.53]
+    },
+    "KK 3": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3073.33, 3497.61, 3905.47, 4309.33, 4708.85, 5105.36],
+        "Mean Latency (mus)": [2294.82, 2695.71, 3045.03, 3379.80, 3700.46, 4050.05],
+        "Recall@50": [58.91, 61.94, 64.37, 66.43, 68.18, 69.70]
+    },
+    "KK 4": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [2990.19, 3397.21, 3798.61, 4190.69, 4579.45, 4963.58],
+        "Mean Latency (mus)": [2287.41, 2603.87, 2959.77, 3298.64, 3645.76, 3986.09],
+        "Recall@50": [56.47, 59.61, 62.18, 64.36, 66.26, 67.88]
+    }
+    ,
+    "R 90": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3760.59, 4282.52, 4795.27, 5303.92, 5805.21, 6306.36],
+        "Mean Latency (mus)": [2753.30, 3450.67, 3942.89, 3977.72, 4546.83, 4951.50],
+        "Recall@50": [63.90, 66.74, 69.00, 70.97, 72.60, 74.05]
+    }
+}
+
+colors = ['b', 'g', 'r', 'c', 'm', 'y']
+labels = list(data.keys())
+
+# Annotate L values in the plots
+for label in labels:
+    for i, L in enumerate(data[label]["Ls"]):
+        plt.annotate(f'L={L}', (data[label]["Avg dist cmps"][i], data[label]["Recall@50"][i]), textcoords="offset points", xytext=(0,10), ha='center')
+
+# Save Recall vs Avg dist cmps plot
+plt.figure(figsize=(12, 6))
+for i, label in enumerate(labels):
+    plt.plot(data[label]["Avg dist cmps"], data[label]["Recall@50"], color=colors[i], marker='o', label=label)
+    for j, L in enumerate(data[label]["Ls"]):
+        plt.annotate(f'L={L}', (data[label]["Avg dist cmps"][j], data[label]["Recall@50"][j]), textcoords="offset points", xytext=(0,10), ha='center')
+plt.xlabel('Avg dist cmps')
+plt.ylabel('Recall@50')
+plt.title('Recall vs Avg dist cmps')
+plt.legend()
+plt.grid(True)
+plt.savefig('recall_vs_avg_dist_cmps.png')
+
+# Save Recall vs Mean Latency plot
+plt.figure(figsize=(12, 6))
+for i, label in enumerate(labels):
+    plt.plot(data[label]["Mean Latency (mus)"], data[label]["Recall@50"], color=colors[i], marker='o', label=label)
+    for j, L in enumerate(data[label]["Ls"]):
+        plt.annotate(f'L={L}', (data[label]["Mean Latency (mus)"][j], data[label]["Recall@50"][j]), textcoords="offset points", xytext=(0,10), ha='center')
+plt.xlabel('Mean Latency (mus)')
+plt.ylabel('Recall@50')
+plt.title('Recall vs Mean Latency')
+plt.legend()
+plt.grid(True)
+plt.savefig('recall_vs_mean_latency.png')
\ No newline at end of file
diff --git a/prec40M/plot_1_thread.py b/prec40M/plot_1_thread.py
new file mode 100644
index 000000000..f8480b8a4
--- /dev/null
+++ b/prec40M/plot_1_thread.py
@@ -0,0 +1,71 @@
+import matplotlib.pyplot as plt
+
+# Data for plotting
+data = {
+    "Baseline": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3687.22, 4195.96, 4685.40, 5171.15, 5654.48, 6129.37],
+        "Mean Latency (mus)": [1332.03, 1503.96, 1678.89, 1852.77, 2027.21, 2204.12],
+        "Recall@50": [62.96, 65.92, 68.19, 70.07, 71.76, 73.17]
+    },
+    "R=2": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3434.01, 3901.36, 4359.70, 4799.74, 5237.92, 5669.62],
+        "Mean Latency (mus)": [1239.42, 1407.26, 1573.24, 1734.85, 1898.69, 2053.13],
+        "Recall@50": [60.19, 63.31, 65.93, 67.98, 69.75, 71.21]
+    },
+    "KK 1.5": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3481.68, 3960.66, 4428.85, 4895.59, 5347.67, 5802.73],
+        "Mean Latency (mus)": [1265.58, 1442.37, 1616.34, 1789.87, 1956.81, 2124.76],
+        "Recall@50": [62.22, 65.11, 67.45, 69.45, 71.05, 72.53]
+    },
+    "KK 3": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3073.33, 3497.61, 3905.47, 4309.33, 4708.85, 5105.36],
+        "Mean Latency (mus)": [1120.41, 1280.12, 1435.12, 1585.94, 1735.12, 1888.07],
+        "Recall@50": [58.91, 61.94, 64.37, 66.43, 68.18, 69.70]
+    },
+    "KK 4": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [2990.19, 3397.21, 3798.61, 4190.69, 4579.45, 4963.58],
+        "Mean Latency (mus)": [1094.82, 1244.82, 1402.78, 1552.51, 1698.52, 1842.31],
+        "Recall@50": [56.47, 59.61, 62.18, 64.36, 66.26, 67.88]
+    }
+    ,
+    "R 90": {
+        "Ls": [50, 60, 70, 80, 90, 100],
+        "Avg dist cmps": [3760.59, 4282.52, 4795.27, 5303.92, 5805.21, 6306.36],
+        "Mean Latency (mus)": [1370.57, 1565.07, 1755.34, 1944.71, 2135.67, 2321.62],
+        "Recall@50": [63.90, 66.74, 69.00, 70.97, 72.60, 74.05]
+    }
+}
+
+colors = ['b', 'g', 'r', 'c', 'm', 'y']
+labels = list(data.keys())
+
+# Save Recall vs Avg dist cmps plot
+plt.figure(figsize=(12, 6))
+for i, label in enumerate(labels):
+    plt.plot(data[label]["Avg dist cmps"], data[label]["Recall@50"], color=colors[i], marker='o', label=label)
+    for j, L in enumerate(data[label]["Ls"]):
+        plt.annotate(f'L={L}', (data[label]["Avg dist cmps"][j], data[label]["Recall@50"][j]), textcoords="offset points", xytext=(0,10), ha='center')
+plt.xlabel('Avg dist cmps')
+plt.ylabel('Recall@50')
+plt.title('Recall vs Avg dist cmps')
+plt.legend()
+plt.grid(True)
+plt.savefig('recall_vs_avg_dist_cmps_1_thread.png')
+
+# Save Recall vs Mean Latency plot
+plt.figure(figsize=(12, 6))
+for i, label in enumerate(labels):
+    plt.plot(data[label]["Mean Latency (mus)"], data[label]["Recall@50"], color=colors[i], marker='o', label=label)
+    for j, L in enumerate(data[label]["Ls"]):
+        plt.annotate(f'L={L}', (data[label]["Mean Latency (mus)"][j], data[label]["Recall@50"][j]), textcoords="offset points", xytext=(0,10), ha='center')
+plt.xlabel('Mean Latency (mus)')
+plt.ylabel('Recall@50')
+plt.title('Recall vs Mean Latency')
+plt.legend()
+plt.grid(True)
+plt.savefig('recall_vs_mean_latency_1_thread.png')
diff --git a/prec40M/recall_vs_avg_dist_cmps.png b/prec40M/recall_vs_avg_dist_cmps.png
new file mode 100644
index 000000000..ce11ae928
Binary files /dev/null and b/prec40M/recall_vs_avg_dist_cmps.png differ
diff --git a/prec40M/recall_vs_avg_dist_cmps_1_thread.png b/prec40M/recall_vs_avg_dist_cmps_1_thread.png
new file mode 100644
index 000000000..ce11ae928
Binary files /dev/null and b/prec40M/recall_vs_avg_dist_cmps_1_thread.png differ
diff --git a/prec40M/recall_vs_mean_latency.png b/prec40M/recall_vs_mean_latency.png
new file mode 100644
index 000000000..8c501902e
Binary files /dev/null and b/prec40M/recall_vs_mean_latency.png differ
diff --git a/prec40M/recall_vs_mean_latency_1_thread.png b/prec40M/recall_vs_mean_latency_1_thread.png
new file mode 100644
index 000000000..4172073a7
Binary files /dev/null and b/prec40M/recall_vs_mean_latency_1_thread.png differ
diff --git a/prec40M/reduce_prune_r64_k10.txt b/prec40M/reduce_prune_r64_k10.txt
new file mode 100644
index 000000000..c65e35a0e
--- /dev/null
+++ b/prec40M/reduce_prune_r64_k10.txt
@@ -0,0 +1,84 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.384s
+From graph header, expected_file_size: 6574276560, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1603099525 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@10
+=================================================================================
+  10    57259.69           1217.59              816.61        2283.84       38.52
+  20    35838.59           1882.56             1332.56        3141.44       54.20
+  30    26485.23           2442.28             1805.06        4193.79       62.89
+  40    21651.51           2946.59             2207.85        5068.30       67.83
+  50    18286.58           3434.01             2615.86        6031.00       71.71
+  60    16051.96           3901.36             2980.95        6910.60       74.49
+  70    14293.84           4359.70             3347.74        7776.13       76.73
+  80    12634.82           4799.74             3784.73        9042.38       78.44
+  90    11402.55           5237.92             4195.62       10103.31       79.86
+ 100    11023.19           5669.62             4343.09        9582.72       81.01
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_10_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_20_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 10, size = 530608B
+Finished writing bin.
diff --git a/prec40M/reduce_prune_r64_k100.txt b/prec40M/reduce_prune_r64_k100.txt
new file mode 100644
index 000000000..5d56245b0
--- /dev/null
+++ b/prec40M/reduce_prune_r64_k100.txt
@@ -0,0 +1,21 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.35972s
+From graph header, expected_file_size: 6574276560, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1603099525 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency  Recall@100
+=================================================================================
+ 100    11158.65           5669.62             4279.87       10969.40       64.79
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 100, size = 5306008B
+Finished writing bin.
diff --git a/prec40M/reduce_prune_r64_k25.txt b/prec40M/reduce_prune_r64_k25.txt
new file mode 100644
index 000000000..01b01b0a4
--- /dev/null
+++ b/prec40M/reduce_prune_r64_k25.txt
@@ -0,0 +1,70 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.36418s
+From graph header, expected_file_size: 6574276560, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1603099525 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@25
+=================================================================================
+  30    27153.00           2442.28             1751.17        5961.27       56.83
+  40    22141.99           2946.59             2159.38        4624.89       62.00
+  50    18813.29           3434.01             2542.66        5649.89       66.06
+  60    15260.28           3901.36             3136.05        7624.12       69.06
+  70    14314.76           4359.70             3342.75        7943.99       71.50
+  80    13081.96           4799.74             3659.94        8403.90       73.39
+  90    11887.32           5237.92             4023.93        8958.55       74.99
+ 100    10995.38           5669.62             4353.71        9682.32       76.32
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_30_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_40_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 25, size = 1326508B
+Finished writing bin.
diff --git a/prec40M/reduce_prune_r64_k50.txt b/prec40M/reduce_prune_r64_k50.txt
new file mode 100644
index 000000000..03eaf8551
--- /dev/null
+++ b/prec40M/reduce_prune_r64_k50.txt
@@ -0,0 +1,112 @@
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.36864s
+From graph header, expected_file_size: 6574276560, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1603099525 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 48 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    19101.99           3434.01             2492.46        8637.26       60.19
+  60    16430.50           3901.36             2911.56        6669.41       63.31
+  70    14276.69           4359.70             3351.47        7844.38       65.93
+  80    12866.87           4799.74             3719.99        8665.40       67.98
+  90    11685.88           5237.92             4094.19        9507.47       69.75
+ 100    10885.24           5669.62             4398.48        9970.58       71.21
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Reading (with alignment) bin file /nvmessd1/fbv4/queries384d.bin ...Metadata: #pts = 13265, #dims = 384, aligned_dim = 384... allocating aligned memory of 5093760 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: /nvmessd1/fbv4/gt100_prec40M, size: 10612008, cache_size: 10612008
+Reading truthset file /nvmessd1/fbv4/gt100_prec40M ...
+Metadata: #pts = 13265, #dims = 100... 
+Using AVX2 distance computation DistanceL2Int8.
+Resizing took: 1.39682s
+From graph header, expected_file_size: 6574276560, _max_observed_degree: 64, _start: 11890341, file_frozen_pts: 0
+Loading vamana graph /nvmessd1/fbv4/avarhade/prec40M_reduce_prune_memory_index_r64_l100.......done. Index has 40469609 nodes and 1603099525 out-edges, _start is set to 11890341
+Num frozen points:0 _nd: 40469609 _start: 11890341 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 40469609
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50      806.78           3434.01             1239.42       12903.51       60.19
+  60      710.56           3901.36             1407.26       11692.47       63.31
+  70      635.60           4359.70             1573.24       12130.23       65.93
+  80      576.40           4799.74             1734.85       12120.27       67.98
+  90      526.66           5237.92             1898.69       15505.35       69.75
+ 100      487.05           5669.62             2053.13       12505.03       71.21
+Done searching. Now saving results 
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_50_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_60_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_70_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_80_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_90_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_idx_uint32.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
+Writing bin: /home/rakri/avarhade/Dump/tmp_100_dists_float.bin
+bin: #pts = 13265, #dims = 50, size = 2653008B
+Finished writing bin.
diff --git a/prec40M/reduce_prune_r64_l100.txt b/prec40M/reduce_prune_r64_l100.txt
new file mode 100644
index 000000000..32170fe76
--- /dev/null
+++ b/prec40M/reduce_prune_r64_l100.txt
@@ -0,0 +1,10 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 48
+Using AVX2 distance computation DistanceL2Int8.
+Using only first 40469609 from file.. 
+Starting index build with 40469609 points... 
+
0% of index build completed.
0.247099% of index build completed.
0.494198% of index build completed.
0.741297% of index build completed.
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99.828% of index build completed.Starting final cleanup..done. Link time: 3119.45s
+Index built with degree: max:64  avg:39.6124  min:1  count(deg<2):1014767
+Robust Prune Calls: 84572888
+Indexing time: 3128.62
+Not saving tags as they are not enabled.
+Time taken for save: 22.2524s.
diff --git a/prec40M/search-results.txt b/prec40M/search-results.txt
new file mode 100644
index 000000000..8b5ebfeb0
--- /dev/null
+++ b/prec40M/search-results.txt
@@ -0,0 +1,36 @@
+Baseline
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    17629.05           3687.22             2705.62       14582.74       62.96
+  60    14420.19           4195.96             3319.41        9059.50       65.92
+  70    12430.30           4685.40             3850.11       10474.53       68.19
+  80    12256.81           5171.15             3903.45        9068.07       70.07
+  90    11310.12           5654.48             4230.41        9502.88       71.76
+ 100    10462.90           6129.37             4574.90        9994.75       73.17
+KK 1.5 
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    18358.91           3481.68             2596.59       11293.99       62.22
+  60    15567.45           3960.66             3071.11        7017.92       65.11
+  70    13784.47           4428.85             3468.83        7884.71       67.45
+  80    12403.31           4895.59             3857.31        9179.31       69.45
+  90    11370.93           5347.67             4210.76        9467.92       71.05
+ 100    10512.56           5802.73             4553.08       10074.80       72.53
+KK 3
+   Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    20752.51           3073.33             2294.82       11958.39       58.91
+  60    17740.88           3497.61             2695.71        6242.32       61.94
+  70    15720.06           3905.47             3045.03        6874.85       64.37
+  80    14159.68           4309.33             3379.80        7530.61       66.43
+  90    12935.51           4708.85             3700.46        8264.61       68.18
+ 100    11816.73           5105.36             4050.05        8798.25       69.70
+KK 4
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50    20839.83           2990.19             2287.41       15997.56       56.47
+  60    18354.65           3397.21             2603.87        5784.60       59.61
+  70    16165.05           3798.61             2959.77        6754.35       62.18
+  80    14513.55           4190.69             3298.64        7609.41       64.36
+  90    13122.89           4579.45             3645.76        8344.87       66.26
+ 100    12005.00           4963.58             3986.09        8858.86       67.88
\ No newline at end of file
diff --git a/results/baseline/r32_k100_search.txt b/results/baseline/r32_k100_search.txt
new file mode 100644
index 000000000..5ad531efa
--- /dev/null
+++ b/results/baseline/r32_k100_search.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file C:\Users\t-avarhade\source\repos\turing1M\sift_query.bin ...Metadata: #pts = 10000, #dims = 128, aligned_dim = 128... allocating aligned memory of 5120000 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: C:\Users\t-avarhade\source\repos\turing1M\sift_gt.bin, size: 8000008, cache_size: 8000008
+Reading truthset file C:\Users\t-avarhade\source\repos\turing1M\sift_gt.bin ...
+Metadata: #pts = 10000, #dims = 100... 
+L2: Using AVX2 distance computation DistanceL2Float
+Resizing took: 0.0117573s
+From graph header, expected_file_size: 127308904, _max_observed_degree: 32, _start: 123742, file_frozen_pts: 0
+Loading vamana graph C:\Users\t-avarhade\source\repos\turing1M\sift_memory_index_r32_l200...done. Index has 1000000 nodes and 30827220 out-edges, _start is set to 123742
+Num frozen points:0 _nd: 1000000 _start: 123742 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 1000000
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency  Recall@100
+=================================================================================
+ 100     1143.96           2189.47              872.94        8149.30       95.67
+ 120      726.22           2523.62             1374.78       11333.90       96.91
+ 140      996.78           2847.89             1001.98        2452.40       97.73
+ 160      748.24           3162.52             1334.58        9512.10       98.28
+ 180      639.36           3468.80             1562.24        9485.30       98.67
+ 200      225.98           3768.57             4415.95      131486.59       98.94
+Done searching. Now saving results 
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_100_idx_uint32.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_100_dists_float.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_120_idx_uint32.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_120_dists_float.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_140_idx_uint32.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_140_dists_float.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_160_idx_uint32.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_160_dists_float.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_180_idx_uint32.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_180_dists_float.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_200_idx_uint32.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_200_dists_float.bin
+bin: #pts = 10000, #dims = 100, size = 4000008B
+Finished writing bin.
diff --git a/results/baseline/r32_k50_search.txt b/results/baseline/r32_k50_search.txt
new file mode 100644
index 000000000..35104853e
--- /dev/null
+++ b/results/baseline/r32_k50_search.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file C:\Users\t-avarhade\source\repos\turing1M\sift_query.bin ...Metadata: #pts = 10000, #dims = 128, aligned_dim = 128... allocating aligned memory of 5120000 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: C:\Users\t-avarhade\source\repos\turing1M\sift_gt.bin, size: 8000008, cache_size: 8000008
+Reading truthset file C:\Users\t-avarhade\source\repos\turing1M\sift_gt.bin ...
+Metadata: #pts = 10000, #dims = 100... 
+L2: Using AVX2 distance computation DistanceL2Float
+Resizing took: 0.176132s
+From graph header, expected_file_size: 122529872, _max_observed_degree: 32, _start: 123742, file_frozen_pts: 0
+Loading vamana graph C:\Users\t-avarhade\source\repos\turing1M\sift_memory_index_r32_l100...done. Index has 1000000 nodes and 29632462 out-edges, _start is set to 123742
+Num frozen points:0 _nd: 1000000 _start: 123742 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 1000000
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50      535.90           1251.55             1860.47       14684.80       91.88
+  60     1725.81           1432.08              578.66        1213.30       93.82
+  70     1739.66           1607.46              574.13       10631.30       95.14
+  80     1650.71           1779.92              604.93        1499.20       96.10
+  90     1439.48           1948.38              693.89        1625.50       96.82
+ 100     1363.16           2114.03              732.74        2727.40       97.37
+Done searching. Now saving results 
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_50_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_50_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_60_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_60_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_70_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_70_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_80_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_80_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_90_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_90_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_100_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_100_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
diff --git a/results/baseline/r32_l100_build.txt b/results/baseline/r32_l100_build.txt
new file mode 100644
index 000000000..5744a7e64
--- /dev/null
+++ b/results/baseline/r32_l100_build.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 32  Lbuild: 100  alpha: 1.2  #threads: 1
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1000000 from file.. 
+Starting index build with 1000000 points... 
+
0% of index build completed.
10% of index build completed.
20% of index build completed.
30% of index build completed.
40% of index build completed.
50% of index build completed.
60% of index build completed.
70% of index build completed.
80% of index build completed.
90% of index build completed.Starting final cleanup..done. Link time: 981.051s
+Index built with degree: max:32  avg:29.6325  min:2  count(deg<2):0
+Indexing time: 981.729
+Not saving tags as they are not enabled.
+Time taken for save: 2.8397s.
diff --git a/results/baseline/r32_l200_build.txt b/results/baseline/r32_l200_build.txt
new file mode 100644
index 000000000..7621ec569
--- /dev/null
+++ b/results/baseline/r32_l200_build.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 32  Lbuild: 200  alpha: 1.2  #threads: 1
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1000000 from file.. 
+Starting index build with 1000000 points... 
+
0% of index build completed.
10% of index build completed.
20% of index build completed.
30% of index build completed.
40% of index build completed.
50% of index build completed.
60% of index build completed.
70% of index build completed.
80% of index build completed.
90% of index build completed.Starting final cleanup..done. Link time: 1093.67s
+Index built with degree: max:32  avg:30.8272  min:5  count(deg<2):0
+Indexing time: 1094.44
+Not saving tags as they are not enabled.
+Time taken for save: 1.15034s.
diff --git a/results/baseline/r64_k50_search.txt b/results/baseline/r64_k50_search.txt
new file mode 100644
index 000000000..903e4ba72
--- /dev/null
+++ b/results/baseline/r64_k50_search.txt
@@ -0,0 +1,56 @@
+Reading (with alignment) bin file C:\Users\t-avarhade\source\repos\turing1M\sift_query.bin ...Metadata: #pts = 10000, #dims = 128, aligned_dim = 128... allocating aligned memory of 5120000 bytes... done. Copying data to mem_aligned buffer... done.
+Opened: C:\Users\t-avarhade\source\repos\turing1M\sift_gt.bin, size: 8000008, cache_size: 8000008
+Reading truthset file C:\Users\t-avarhade\source\repos\turing1M\sift_gt.bin ...
+Metadata: #pts = 10000, #dims = 100... 
+L2: Using AVX2 distance computation DistanceL2Float
+Resizing took: 0.0121869s
+From graph header, expected_file_size: 181719544, _max_observed_degree: 64, _start: 123742, file_frozen_pts: 0
+Loading vamana graph C:\Users\t-avarhade\source\repos\turing1M\sift_memory_index_r64_l100...done. Index has 1000000 nodes and 44429880 out-edges, _start is set to 123742
+Num frozen points:0 _nd: 1000000 _start: 123742 size(_location_to_tag): 0 size(_tag_to_location):0 Max points: 1000000
+Index loaded
+Using 1 threads to search
+  Ls         QPS     Avg dist cmps  Mean Latency (mus)   99.9 Latency   Recall@50
+=================================================================================
+  50     1707.29           1872.00              584.94        5587.70       95.80
+  60     1176.64           2137.66              848.79        2281.80       96.96
+  70     1262.27           2395.12              791.29        1955.20       97.75
+  80     1190.07           2645.32              839.36        2167.20       98.28
+  90     1021.79           2888.71              977.64        5411.00       98.66
+ 100     1036.24           3126.42              964.12        2135.40       98.94
+Done searching. Now saving results 
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_50_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_50_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_60_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_60_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_70_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_70_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_80_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_80_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_90_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_90_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_100_idx_uint32.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
+Writing bin: C:\Users\t-avarhade\source\repos\DiskANN\tmp\res_100_dists_float.bin
+bin: #pts = 10000, #dims = 50, size = 2000008B
+Finished writing bin.
diff --git a/results/baseline/r64_l100_build.txt b/results/baseline/r64_l100_build.txt
new file mode 100644
index 000000000..7e31de9a9
--- /dev/null
+++ b/results/baseline/r64_l100_build.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 1
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1000000 from file.. 
+Starting index build with 1000000 points... 
+
0% of index build completed.
10% of index build completed.
20% of index build completed.
30% of index build completed.
40% of index build completed.
50% of index build completed.
60% of index build completed.
70% of index build completed.
80% of index build completed.
90% of index build completed.Starting final cleanup..done. Link time: 1390.78s
+Index built with degree: max:64  avg:44.4299  min:3  count(deg<2):0
+Indexing time: 1391.88
+Not saving tags as they are not enabled.
+Time taken for save: 4.11419s.
diff --git a/results/baseline/r64_l100_build_1.txt b/results/baseline/r64_l100_build_1.txt
new file mode 100644
index 000000000..3a373b2a2
--- /dev/null
+++ b/results/baseline/r64_l100_build_1.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 1
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1000000 from file.. 
+Starting index build with 1000000 points... 
+
0% of index build completed.
10% of index build completed.
20% of index build completed.
30% of index build completed.
40% of index build completed.
50% of index build completed.
60% of index build completed.
70% of index build completed.
80% of index build completed.
90% of index build completed.Starting final cleanup..done. Link time: 1191.28s
+Index built with degree: max:64  avg:44.4299  min:3  count(deg<2):0
+Indexing time: 1191.98
+Not saving tags as they are not enabled.
+Time taken for save: 4.13335s.
diff --git a/results/baseline/r64_l100_build_2.txt b/results/baseline/r64_l100_build_2.txt
new file mode 100644
index 000000000..47e526cd6
--- /dev/null
+++ b/results/baseline/r64_l100_build_2.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 1
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1000000 from file.. 
+Starting index build with 1000000 points... 
+
0% of index build completed.
10% of index build completed.
20% of index build completed.
30% of index build completed.
40% of index build completed.
50% of index build completed.
60% of index build completed.
70% of index build completed.
80% of index build completed.
90% of index build completed.Starting final cleanup..done. Link time: 1006.62s
+Index built with degree: max:64  avg:44.4299  min:3  count(deg<2):0
+Indexing time: 1007.22
+Not saving tags as they are not enabled.
+Time taken for save: 1.56188s.
diff --git a/results/baseline/r64_l100_build_3.txt b/results/baseline/r64_l100_build_3.txt
new file mode 100644
index 000000000..c787da012
--- /dev/null
+++ b/results/baseline/r64_l100_build_3.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 1
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1000000 from file.. 
+Starting index build with 1000000 points... 
+
0% of index build completed.
10% of index build completed.
20% of index build completed.
30% of index build completed.
40% of index build completed.
50% of index build completed.
60% of index build completed.
70% of index build completed.
80% of index build completed.
90% of index build completed.Starting final cleanup..done. Link time: 787.324s
+Index built with degree: max:64  avg:44.4299  min:3  count(deg<2):0
+Indexing time: 787.91
+Not saving tags as they are not enabled.
+Time taken for save: 2.24829s.
diff --git a/results/reduce_pool/r64_l100_build.txt b/results/reduce_pool/r64_l100_build.txt
new file mode 100644
index 000000000..5c573132e
--- /dev/null
+++ b/results/reduce_pool/r64_l100_build.txt
@@ -0,0 +1,9 @@
+Starting index build with R: 64  Lbuild: 100  alpha: 1.2  #threads: 1
+L2: Using AVX2 distance computation DistanceL2Float
+Using only first 1000000 from file.. 
+Starting index build with 1000000 points... 
+
0% of index build completed.
10% of index build completed.
20% of index build completed.
30% of index build completed.
40% of index build completed.
50% of index build completed.
60% of index build completed.
70% of index build completed.
80% of index build completed.
90% of index build completed.Starting final cleanup..done. Link time: 828.181s
+Index built with degree: max:64  avg:34.4029  min:1  count(deg<2):5
+Indexing time: 828.899
+Not saving tags as they are not enabled.
+Time taken for save: 1.43168s.
diff --git a/run-build.sh b/run-build.sh
new file mode 100644
index 000000000..c7f196f42
--- /dev/null
+++ b/run-build.sh
@@ -0,0 +1,2 @@
+cd build
+./apps/build_memory_index --data_path /nvmessd1/fbv4/prec40M.bin --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100 -R 90 -L 100 -T 48 > /home/rakri/avarhade/DiskANN/prec40M/KK4_R90/reduce_prune_r90_l100.txt
\ No newline at end of file
diff --git a/run-search.sh b/run-search.sh
new file mode 100644
index 000000000..167251e34
--- /dev/null
+++ b/run-search.sh
@@ -0,0 +1,12 @@
+cd build
+# ./apps/search_memory_index --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100 --query_file /nvmessd1/fbv4/queries384d.bin --gt_file /nvmessd1/fbv4/gt100_prec40M --result_path /home/rakri/avarhade/Dump/tmp -K 10 -L 10 20 30 40 50 60 70 80 90 100 -T 1 > /home/rakri/avarhade/DiskANN/prec40M/KK4_R90/reduce_prune_r90_k10.txt
+# ./apps/search_memory_index --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100 --query_file /nvmessd1/fbv4/queries384d.bin --gt_file /nvmessd1/fbv4/gt100_prec40M --result_path /home/rakri/avarhade/Dump/tmp -K 25 -L 30 40 50 60 70 80 90 100 -T 1 > /home/rakri/avarhade/DiskANN/prec40M/KK4_R90/reduce_prune_r90_k25.txt
+# ./apps/search_memory_index --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100 --query_file /nvmessd1/fbv4/queries384d.bin --gt_file /nvmessd1/fbv4/gt100_prec40M --result_path /home/rakri/avarhade/Dump/tmp -K 50 -L 50 60 70 80 90 100 -T 1 > /home/rakri/avarhade/DiskANN/prec40M/KK4_R90/reduce_prune_r90_k50.txt
+# ./apps/search_memory_index --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r90_l100 --query_file /nvmessd1/fbv4/queries384d.bin --gt_file /nvmessd1/fbv4/gt100_prec40M --result_path /home/rakri/avarhade/Dump/tmp -K 100 -L 100 -T 1 > /home/rakri/avarhade/DiskANN/prec40M/KK4_R90/reduce_prune_r90_k100.txt
+
+./apps/search_memory_index --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_KK_1.5_reduce_prune_memory_index_r64_l100 --query_file /nvmessd1/fbv4/queries384d.bin --gt_file /nvmessd1/fbv4/gt100_prec40M --result_path /home/rakri/avarhade/Dump/tmp -K 50 -L 50 60 70 80 90 100 -T 1 >> /home/rakri/avarhade/DiskANN/prec40M/KK1.5/KK_1.5_reduce_prune_r64_k50.txt
+./apps/search_memory_index --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_KK_3_reduce_prune_memory_index_r64_l100 --query_file /nvmessd1/fbv4/queries384d.bin --gt_file /nvmessd1/fbv4/gt100_prec40M --result_path /home/rakri/avarhade/Dump/tmp -K 50 -L 50 60 70 80 90 100 -T 1 >> /home/rakri/avarhade/DiskANN/prec40M/KK3/KK_3_reduce_prune_r64_k50.txt 
+./apps/search_memory_index --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_KK_4_reduce_prune_memory_index_r64_l100 --query_file /nvmessd1/fbv4/queries384d.bin --gt_file /nvmessd1/fbv4/gt100_prec40M --result_path /home/rakri/avarhade/Dump/tmp -K 50 -L 50 60 70 80 90 100 -T 1 >> /home/rakri/avarhade/DiskANN/prec40M/KK4/KK_4_reduce_prune_r64_k50.txt
+
+
+./apps/search_memory_index --data_type int8 --dist_fn l2 --index_path_prefix /nvmessd1/fbv4/avarhade/prec40M_reduce_prune_memory_index_r64_l100 --query_file /nvmessd1/fbv4/queries384d.bin --gt_file /nvmessd1/fbv4/gt100_prec40M --result_path /home/rakri/avarhade/Dump/tmp -K 50 -L 50 60 70 80 90 100 -T 1 >> /home/rakri/avarhade/DiskANN/prec40M/reduce_prune_r64_k50.txt
\ No newline at end of file
diff --git a/src/index.cpp b/src/index.cpp
index bf93344fa..6fd8c851b 100644
--- a/src/index.cpp
+++ b/src/index.cpp
@@ -4,7 +4,7 @@
 #include <omp.h>
 
 #include <type_traits>
-
+#include <atomic>
 #include "boost/dynamic_bitset.hpp"
 #include "index_factory.h"
 #include "memory_mapper.h"
@@ -25,6 +25,9 @@
 
 #define MAX_POINTS_FOR_USING_BITSET 10000000
 
+//bool reduce_prune = false;
+std::atomic<unsigned long long> count_prune = 0;
+
 namespace diskann
 {
 // Initialize an index with metric m, load the data of type T with filename
@@ -1032,7 +1035,7 @@ void Index<T, TagT, LabelT>::search_for_point_and_prune(int location, uint32_t L
     }
 
     auto &pool = scratch->pool();
-
+    //diskann::cout<<"Pool Size (search_point_and_prune) "<<pool.size()<<std::endl;
     for (uint32_t i = 0; i < pool.size(); i++)
     {
         if (pool[i].id == (uint32_t)location)
@@ -1058,7 +1061,8 @@ void Index<T, TagT, LabelT>::occlude_list(const uint32_t location, std::vector<N
                                           const uint32_t degree, const uint32_t maxc, std::vector<uint32_t> &result,
                                           InMemQueryScratch<T> *scratch,
                                           const tsl::robin_set<uint32_t> *const delete_set_ptr)
-{
+{   
+    count_prune++;
     if (pool.size() == 0)
         return;
 
@@ -1067,6 +1071,7 @@ void Index<T, TagT, LabelT>::occlude_list(const uint32_t location, std::vector<N
     assert(result.size() == 0);
     if (pool.size() > maxc)
         pool.resize(maxc);
+        
     std::vector<float> &occlude_factor = scratch->occlude_factor();
     // occlude_list can be called with the same scratch more than once by
     // search_for_point_and_add_link through inter_insert.
@@ -1074,7 +1079,8 @@ void Index<T, TagT, LabelT>::occlude_list(const uint32_t location, std::vector<N
     // Initialize occlude_factor to pool.size() many 0.0f values for correctness
     occlude_factor.insert(occlude_factor.end(), pool.size(), 0.0f);
 
-    float cur_alpha = 1;
+    // Change the cur_alpha to alpha
+    float cur_alpha = alpha;
     while (cur_alpha <= alpha && result.size() < degree)
     {
         // used for MIPS, where we store a value of eps in cur_alpha to
@@ -1181,9 +1187,13 @@ void Index<T, TagT, LabelT>::prune_neighbors(const uint32_t location, std::vecto
     pruned_list.clear();
     pruned_list.reserve(range);
 
+    //diskann::cout<<"Pool Size (prune_neighbors before occlude) "<<pool.size()<<std::endl;
+
     occlude_list(location, pool, alpha, range, max_candidate_size, pruned_list, scratch);
     assert(pruned_list.size() <= range);
 
+    //diskann::cout<<"Pool Size (prune_neighbors after occlude) "<<pool.size()<<std::endl;
+
     if (_saturate_graph && alpha > 1)
     {
         for (const auto &node : pool)
@@ -1319,8 +1329,18 @@ template <typename T, typename TagT, typename LabelT> void Index<T, TagT, LabelT
 
         {
             LockGuard guard(_locks[node]);
+            
+            std::vector<uint32_t> reduced_pruned_list = pruned_list;
+            bool reduce_prune = true;
+            if (reduce_prune){
+                //diskann::cout << "Reducing pruned list for node " << std::endl;
+                float KK = 4;
+                uint32_t reduced_pruned_list_size = (uint32_t)(_indexingRange/KK*(1+KK*(node_ctr/(visit_order.size()))));
+                reduced_pruned_list_size = std::min(reduced_pruned_list_size, (uint32_t)reduced_pruned_list.size());
+                reduced_pruned_list.resize(reduced_pruned_list_size);
+            }
 
-            _graph_store->set_neighbours(node, pruned_list);
+            _graph_store->set_neighbours(node, reduced_pruned_list);
             assert(_graph_store->get_neighbours((location_t)node).size() <= _indexingRange);
         }
 
@@ -1556,7 +1576,7 @@ void Index<T, TagT, LabelT>::build_with_data_populated(const std::vector<TagT> &
     }
     diskann::cout << "Index built with degree: max:" << max << "  avg:" << (float)total / (float)(_nd + _num_frozen_pts)
                   << "  min:" << min << "  count(deg<2):" << cnt << std::endl;
-
+     diskann::cout << "Robust Prune Calls: " << count_prune << std::endl;
     _has_built = true;
 }
 template <typename T, typename TagT, typename LabelT>