Add metric

include/abstract_data_store.h

@@ -41,6 +41,8 @@ template <typename data_t> class AbstractDataStore
     // align the dimension by padding zeros.
     virtual size_t get_aligned_dim() const = 0;
 
+    virtual size_t get_data_size() const = 0;
+
     // populate the store with vectors (either from a pointer or bin file),
     // potentially after pre-processing the vectors if the metric deems so
     // e.g., normalizing vectors for cosine distance over floating-point vectors

include/abstract_graph_store.h

@@ -43,6 +43,8 @@ class AbstractGraphStore
     // set during load
     virtual size_t get_max_range_of_graph() = 0;
 
+    virtual size_t get_graph_size() = 0;
+
     // Total internal points _max_points + _num_frozen_points
     size_t get_total_points()
     {

include/abstract_index.h

@@ -5,6 +5,7 @@
 #include "types.h"
 #include "index_config.h"
 #include "index_build_params.h"
+#include "percentile_stats.h"
 #include <any>
 
 namespace diskann
@@ -108,6 +109,7 @@ class AbstractIndex
 
     virtual bool is_label_valid(const std::string &raw_label) const = 0;
     virtual bool is_set_universal_label() const = 0;
+    virtual TableStats get_table_stats() const = 0;
 
   private:
     virtual void _build(const DataType &data, const size_t num_points_to_load, TagVector &tags) = 0;

include/in_mem_data_store.h

@@ -29,6 +29,8 @@ template <typename data_t> class InMemDataStore : public AbstractDataStore<data_
 
     virtual size_t get_aligned_dim() const override;
 
+    virtual size_t get_data_size() const override;
+
     // Populate internal data from unaligned data while doing alignment and any
     // normalization that is required.
     virtual void populate_data(const data_t *vectors, const location_t num_pts) override;
@@ -75,6 +77,8 @@ template <typename data_t> class InMemDataStore : public AbstractDataStore<data_
 
     size_t _aligned_dim;
 
+    size_t _data_size = 0;
+
     // It may seem weird to put distance metric along with the data store class,
     // but this gives us perf benefits as the datastore can do distance
     // computations during search and compute norms of vectors internally without

include/in_mem_graph_store.h

@@ -32,6 +32,8 @@ class InMemGraphStore : public AbstractGraphStore
     virtual size_t get_max_range_of_graph() override;
     virtual uint32_t get_max_observed_degree() override;
 
+    virtual size_t get_graph_size() override;
+
   protected:
     virtual std::tuple<uint32_t, uint32_t, size_t> load_impl(const std::string &filename, size_t expected_num_points);
 #ifdef EXEC_ENV_OLS
@@ -44,6 +46,7 @@ class InMemGraphStore : public AbstractGraphStore
   private:
     size_t _max_range_of_graph = 0;
     uint32_t _max_observed_degree = 0;
+    size_t _graph_size = 0;
 
     std::vector<std::vector<uint32_t>> _graph;
 };

include/in_mem_static_graph_store.h

@@ -59,6 +59,8 @@ class InMemStaticGraphStore : public AbstractGraphStore
     virtual size_t get_max_range_of_graph() override;
     virtual uint32_t get_max_observed_degree() override;
 
+    virtual size_t get_graph_size() override;
+
 protected:
     virtual std::tuple<uint32_t, uint32_t, size_t> load_impl(const std::string& filename, size_t expected_num_points);
 #ifdef EXEC_ENV_OLS
@@ -69,6 +71,7 @@ class InMemStaticGraphStore : public AbstractGraphStore
 private:
     size_t _max_range_of_graph = 0;
     uint32_t _max_observed_degree = 0;
+    size_t _graph_size = 0;
 
     std::vector<size_t> _node_index;
     std::vector<std::uint32_t> _graph;

include/index.h

@@ -21,6 +21,7 @@
 #include "in_mem_data_store.h"
 #include "in_mem_graph_store.h"
 #include "abstract_index.h"
+#include "percentile_stats.h"
 #include <bitset>
 
 #include "quantized_distance.h"
@@ -306,6 +307,8 @@ template <typename T, typename TagT = uint32_t, typename LabelT = uint32_t> clas
 
     DISKANN_DLLEXPORT void count_nodes_at_bfs_levels();
 
+    DISKANN_DLLEXPORT TableStats get_table_stats() const override;
+
     // This variable MUST be updated if the number of entries in the metadata
     // change.
     DISKANN_DLLEXPORT static const int METADATA_ROWS = 5;
@@ -567,6 +570,8 @@ template <typename T, typename TagT = uint32_t, typename LabelT = uint32_t> clas
 
     simple_bitmask_buf _bitmask_buf;
 
+    TableStats _table_stats;
+
     static const float INDEX_GROWTH_FACTOR;
 };
 } // namespace diskann

include/percentile_stats.h

@@ -35,6 +35,23 @@ struct QueryStats
     unsigned n_hops = 0;       // # search hops
 };
 
+struct TableStats
+{
+    size_t total_mem_usage = 0;
+    size_t node_mem_usage = 0;
+    size_t graph_mem_usage = 0;
+    size_t label_mem_usage = 0;
+    size_t node_count = 0;
+    size_t label_count = 0;
+    size_t label_total_count = 0;
+
+    // streaming
+    size_t tag_memory_usage = 0;
+    size_t insert_count = 0;
+    size_t delete_count = 0;
+    size_t active_nodes = 0;
+};
+
 template <typename T>
 inline T get_percentile_stats(QueryStats *stats, uint64_t len, float percentile,
                               const std::function<T(const QueryStats &)> &member_fn)

include/pq_data_store.h

@@ -34,6 +34,8 @@ template <typename data_t> class PQDataStore : public AbstractDataStore<data_t>
     // for Quantized data stores.
     virtual size_t get_aligned_dim() const override;
 
+    virtual size_t get_data_size() const override;
+
     // Populate quantized data from unaligned data using PQ functionality
     virtual void populate_data(const data_t *vectors, const location_t num_pts) override;
     virtual void populate_data(const std::string &filename, const size_t offset) override;
@@ -86,6 +88,8 @@ template <typename data_t> class PQDataStore : public AbstractDataStore<data_t>
     uint8_t *_quantized_data = nullptr;
     size_t _num_chunks = 0;
 
+    size_t _data_size = 0;
+
     // REFACTOR TODO: Doing this temporarily before refactoring OPQ into
     // its own class. Remove later.
     bool _use_opq = false;

include/pq_flash_index.h

@@ -95,6 +95,8 @@ template <typename T, typename LabelT = uint32_t> class PQFlashIndex
 
     DISKANN_DLLEXPORT uint64_t get_data_dim();
 
+    DISKANN_DLLEXPORT TableStats get_table_stats();
+
     std::shared_ptr<AlignedFileReader> &reader;
 
     DISKANN_DLLEXPORT diskann::Metric get_metric();
@@ -241,6 +243,8 @@ template <typename T, typename LabelT = uint32_t> class PQFlashIndex
     tsl::robin_map<uint32_t, std::vector<uint32_t>> _real_to_dummy_map;
     std::unordered_map<std::string, LabelT> _label_map;
 
+    TableStats _table_stats;
+
 #ifdef EXEC_ENV_OLS
     // Set to a larger value than the actual header to accommodate
     // any additions we make to the header. This is an outer limit

src/in_mem_data_store.cpp

@@ -18,6 +18,8 @@ InMemDataStore<data_t>::InMemDataStore(const location_t num_points, const size_t
     _aligned_dim = ROUND_UP(dim, _distance_fn->get_required_alignment());
     alloc_aligned(((void **)&_data), this->_capacity * _aligned_dim * sizeof(data_t), 8 * sizeof(data_t));
     std::memset(_data, 0, this->_capacity * _aligned_dim * sizeof(data_t));
+
+    _data_size = this->_capacity * _aligned_dim * sizeof(data_t);
 }
 
 template <typename data_t> InMemDataStore<data_t>::~InMemDataStore()
@@ -33,6 +35,11 @@ template <typename data_t> size_t InMemDataStore<data_t>::get_aligned_dim() cons
     return _aligned_dim;
 }
 
+template <typename data_t> size_t InMemDataStore<data_t>::get_data_size() const
+{
+    return _data_size;
+}
+
 template <typename data_t> size_t InMemDataStore<data_t>::get_alignment_factor() const
 {
     return _distance_fn->get_required_alignment();
@@ -251,6 +258,7 @@ template <typename data_t> location_t InMemDataStore<data_t>::expand(const locat
 #else
     realloc_aligned((void **)&_data, new_size * _aligned_dim * sizeof(data_t), 8 * sizeof(data_t));
 #endif
+    this->_data_size = new_size * _aligned_dim * sizeof(data_t);
     this->_capacity = new_size;
     return this->_capacity;
 }
@@ -277,6 +285,7 @@ template <typename data_t> location_t InMemDataStore<data_t>::shrink(const locat
 #else
     realloc_aligned((void **)&_data, new_size * _aligned_dim * sizeof(data_t), 8 * sizeof(data_t));
 #endif
+    this->_data_size = new_size * _aligned_dim * sizeof(data_t);
     this->_capacity = new_size;
     return this->_capacity;
 }

src/in_mem_graph_store.cpp

@@ -193,6 +193,7 @@ std::tuple<uint32_t, uint32_t, size_t> InMemGraphStore::load_impl(const std::str
             _max_range_of_graph = k;
         }
     }
+    _graph_size = cc * sizeof(uint32_t);
 
     diskann::cout << "done. Index has " << nodes_read << " nodes and " << cc << " out-edges, _start is set to " << start
                   << std::endl;
@@ -241,4 +242,9 @@ uint32_t InMemGraphStore::get_max_observed_degree()
     return _max_observed_degree;
 }
 
+size_t InMemGraphStore::get_graph_size()
+{
+    return _graph_size;
+}
+
 } // namespace diskann

src/in_mem_static_graph_store.cpp

@@ -182,6 +182,7 @@ std::tuple<uint32_t, uint32_t, size_t> InMemStaticGraphStore::load_impl(const st
         }
     }
 
+    _graph_size = cc * sizeof(uint32_t);
     diskann::cout << "done. Index has " << nodes_read << " nodes and " << cc << " out-edges, _start is set to " << start
         << std::endl;
     return std::make_tuple(nodes_read, start, file_frozen_pts);
@@ -197,4 +198,9 @@ uint32_t InMemStaticGraphStore::get_max_observed_degree()
     return _max_observed_degree;
 }
 
+size_t InMemStaticGraphStore::get_graph_size()
+{
+    return _graph_size;
+}
+
 } // namespace diskann

src/index.cpp

@@ -425,6 +425,10 @@ size_t Index<T, TagT, LabelT>::load_tags(const std::string tag_filename)
 #else
     load_bin<TagT>(std::string(tag_filename), tag_data, file_num_points, file_dim);
 #endif
+    this->_table_stats.tag_memory_usage = 
+        file_num_points * file_dim * sizeof(TagT)
+        + file_num_points * (sizeof(TagT) + sizeof(uint32_t))
+        + file_num_points * (sizeof(TagT) + sizeof(uint32_t));
 
     if (file_dim != 1)
     {
@@ -562,6 +566,9 @@ void Index<T, TagT, LabelT>::load(const char *filename, uint32_t num_threads, ui
         std::string delete_set_file = std::string(filename) + ".del";
         std::string graph_file = std::string(filename);
         data_file_num_pts = load_data(data_file);
+        this->_table_stats.node_count = data_file_num_pts;
+        this->_table_stats.node_mem_usage = this->_data_store->get_data_size();
+
         if (file_exists(delete_set_file))
         {
             load_delete_set(delete_set_file);
@@ -571,6 +578,7 @@ void Index<T, TagT, LabelT>::load(const char *filename, uint32_t num_threads, ui
             tags_file_num_pts = load_tags(tags_file);
         }
         graph_num_pts = load_graph(graph_file, data_file_num_pts);
+        this->_table_stats.graph_mem_usage = _graph_store->get_graph_size();
 #endif
     }
     else
@@ -594,8 +602,12 @@ void Index<T, TagT, LabelT>::load(const char *filename, uint32_t num_threads, ui
     if (file_exists(labels_file))
     {
         _label_map = load_label_map(labels_map_file);
+        this->_table_stats.label_count = _label_map.size();
+
         parse_label_file_in_bitset(labels_file, label_num_pts, _label_map.size());
         assert(label_num_pts == data_file_num_pts - _num_frozen_pts);
+        this->_table_stats.label_mem_usage = _bitmask_buf._buf.size() * sizeof(std::uint64_t);
+
         if (file_exists(labels_to_medoids))
         {
             std::ifstream medoid_stream(labels_to_medoids);
@@ -644,8 +656,14 @@ void Index<T, TagT, LabelT>::load(const char *filename, uint32_t num_threads, ui
     {
         _empty_slots.insert((uint32_t)i);
     }
-
+    
     reposition_frozen_point_to_end();
+
+    _table_stats.tag_memory_usage = _table_stats.node_mem_usage
+        + _table_stats.graph_mem_usage
+        + _table_stats.label_mem_usage
+        + _table_stats.tag_memory_usage;
+
     diskann::cout << "Num frozen points:" << _num_frozen_pts << " _nd: " << _nd << " _start: " << _start
                   << " size(_location_to_tag): " << _location_to_tag.size()
                   << " size(_tag_to_location):" << _tag_to_location.size() << " Max points: " << _max_points
@@ -2024,6 +2042,7 @@ void Index<T, TagT, LabelT>::parse_label_file_in_bitset(const std::string& label
             simple_bitmask bm(_bitmask_buf.get_bitmask(line_cnt), _bitmask_buf._bitmask_size);
             bm.set(token_as_num);
             _labels.insert(token_as_num);
+            _table_stats.label_total_count++;
 
             lbl_pos = next_lbl_pos + 1;
         }
@@ -3235,6 +3254,11 @@ int Index<T, TagT, LabelT>::insert_point(const T *point, const TagT tag, const s
 
     inter_insert(location, pruned_list, scratch);
 
+    // only support single thread insert
+    _table_stats.insert_count++;
+    _table_stats.active_nodes++;
+    _table_stats.node_count++;
+
     return 0;
 }
 
@@ -3285,6 +3309,11 @@ template <typename T, typename TagT, typename LabelT> int Index<T, TagT, LabelT>
     _delete_set->insert(location);
     _location_to_tag.erase(location);
     _tag_to_location.erase(tag);
+
+    //only support single thread delete
+    _table_stats.delete_count++;
+    _table_stats.active_nodes--;
+
     return 0;
 }
 
@@ -3565,6 +3594,12 @@ size_t Index<T, TagT, LabelT>::search_string_range(const std::string& str, char
     return std::string::npos;
 }
 
+template <typename T, typename TagT, typename LabelT>
+TableStats Index<T, TagT, LabelT>::get_table_stats() const
+{
+    return _table_stats;
+}
+
 /*  Internals of the library */
 template <typename T, typename TagT, typename LabelT> const float Index<T, TagT, LabelT>::INDEX_GROWTH_FACTOR = 1.5f;
 

src/pq_data_store.cpp

@@ -234,9 +234,16 @@ template <typename data_t> location_t PQDataStore<data_t>::load_impl(const std::
     auto pivots_file = _pq_distance_fn->get_pivot_data_filename(file_prefix);
     _pq_distance_fn->load_pivot_data(pivots_file, _num_chunks);
 
+    _data_size = num_points * _num_chunks * sizeof(data_t);
+
     return this->_capacity;
 }
 
+template <typename data_t> size_t PQDataStore<data_t>::get_data_size() const
+{
+    return _data_size;
+}
+
 template <typename data_t> location_t PQDataStore<data_t>::expand(const location_t new_size)
 {
     throw std::logic_error("Not implemented yet");