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Greatly improve performance of sorting dictionaries
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Dictionary lookup by index is slow, so read all of the keys/values from the
dictionary into a vector and sort that instead. Using a dictionary iterator to
read the values replaces O(N log N) ClusterTree lookups with O(log N), so this
is asymptotically faster. The benchmark is sped up from 3.77 seconds to 21.62
milliseconds, but more reasonably sized Dictionaries will see proportionally
smaller benefits.

The downside of this is that the array of Mixed requires 24 bytes of scratch
space per element in the dictionary. We already require 8 bytes per element to
store the results, so this is just a constant factor increase rather than an
aysmtotic change in memory use and it's probably not a problem.
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tgoyne committed Jul 14, 2022
1 parent 039be30 commit 3f23468
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1 change: 1 addition & 0 deletions CHANGELOG.md
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,7 @@
* Add support for building with Xcode 14 using the CMake project ([PR #5577](https://github.com/realm/realm-core/pull/5577)).
* Expose MongoDB client interface in the C API. ([PR #5638](https://github.com/realm/realm-core/pull/5638)).
* Add support in the C API for constructing a new `realm_app_t` object via `realm_app_create`. ([PR #5570](https://github.com/realm/realm-core/issues/5570))
* Greatly improve the performance of sorting or distincting a Dictionary's keys or values. The most expensive operation is now performed O(log N) rather than O(N log N) times, and large Dictionaries can see upwards of 99% reduction in time to sort. ([PR #5166](https://github.com/realm/realm-core/pulls/5166))

### Fixed
* <How do the end-user experience this issue? what was the impact?> ([#????](https://github.com/realm/realm-core/issues/????), since v?.?.?)
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74 changes: 47 additions & 27 deletions src/realm/dictionary.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -451,27 +451,49 @@ void Dictionary::align_indices(std::vector<size_t>& indices) const
}
}

void Dictionary::sort(std::vector<size_t>& indices, bool ascending) const
namespace {
std::vector<Mixed> get_keys(const Dictionary& dict)
{
std::vector<Mixed> values;
values.reserve(dict.size());
for (auto it = dict.begin(), end = dict.end(); it != end; ++it)
values.push_back(it.key());
return values;
}

std::vector<Mixed> get_values(const Dictionary& dict)
{
std::vector<Mixed> values;
values.reserve(dict.size());
for (auto it = dict.begin(), end = dict.end(); it != end; ++it)
values.push_back(it.value());
return values;
}

void do_sort(std::vector<size_t>& indices, bool ascending, const std::vector<Mixed>& values)
{
align_indices(indices);
auto b = indices.begin();
auto e = indices.end();
std::sort(b, e, [this, ascending](size_t i1, size_t i2) {
auto v1 = get_any(i1);
auto v2 = get_any(i2);
return ascending ? v1 < v2 : v2 < v1;
std::sort(b, e, [ascending, &values](size_t i1, size_t i2) {
return ascending ? values[i1] < values[i2] : values[i2] < values[i1];
});
}
} // anonymous namespace

void Dictionary::distinct(std::vector<size_t>& indices, util::Optional<bool> ascending) const
void Dictionary::sort(std::vector<size_t>& indices, bool ascending) const
{
align_indices(indices);
do_sort(indices, ascending, get_values(*this));
}

bool sort_ascending = ascending ? *ascending : true;
sort(indices, sort_ascending);
void Dictionary::distinct(std::vector<size_t>& indices, util::Optional<bool> ascending) const
{
align_indices(indices);
auto values = get_values(*this);
do_sort(indices, ascending.value_or(true), values);
indices.erase(std::unique(indices.begin(), indices.end(),
[this](size_t i1, size_t i2) {
return get_any(i1) == get_any(i2);
[&values](size_t i1, size_t i2) {
return values[i1] == values[i2];
}),
indices.end());

Expand All @@ -484,13 +506,7 @@ void Dictionary::distinct(std::vector<size_t>& indices, util::Optional<bool> asc
void Dictionary::sort_keys(std::vector<size_t>& indices, bool ascending) const
{
align_indices(indices);
auto b = indices.begin();
auto e = indices.end();
std::sort(b, e, [this, ascending](size_t i1, size_t i2) {
auto k1 = get_key(i1);
auto k2 = get_key(i2);
return ascending ? k1 < k2 : k2 < k1;
});
do_sort(indices, ascending, get_keys(*this));
}

void Dictionary::distinct_keys(std::vector<size_t>& indices, util::Optional<bool>) const
Expand Down Expand Up @@ -1072,34 +1088,38 @@ Dictionary::Iterator::Iterator(const Dictionary* dict, size_t pos)
{
}

auto Dictionary::Iterator::operator*() const -> value_type
Mixed Dictionary::Iterator::key() const
{
update();
Mixed key;
switch (m_key_type) {
case type_String: {
ArrayString keys(m_tree.get_alloc());
ref_type ref = to_ref(Array::get(m_leaf.get_mem().get_addr(), 1));
keys.init_from_ref(ref);
key = Mixed(keys.get(m_state.m_current_index));
break;
return Mixed(keys.get(m_state.m_current_index));
}
case type_Int: {
ArrayInteger keys(m_tree.get_alloc());
ref_type ref = to_ref(Array::get(m_leaf.get_mem().get_addr(), 1));
keys.init_from_ref(ref);
key = Mixed(keys.get(m_state.m_current_index));
break;
return Mixed(keys.get(m_state.m_current_index));
}
default:
throw std::runtime_error("Not implemented");
break;
}
}

Mixed Dictionary::Iterator::value() const
{
ArrayMixed values(m_tree.get_alloc());
ref_type ref = to_ref(Array::get(m_leaf.get_mem().get_addr(), 2));
values.init_from_ref(ref);
return values.get(m_state.m_current_index);
}

return std::make_pair(key, values.get(m_state.m_current_index));
auto Dictionary::Iterator::operator*() const -> value_type
{
update();
return std::make_pair(key(), value());
}


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3 changes: 3 additions & 0 deletions src/realm/dictionary.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -221,6 +221,9 @@ class Dictionary::Iterator : public ClusterTree::Iterator {

using ClusterTree::Iterator::get_position;

Mixed key() const;
Mixed value() const;

private:
friend class Dictionary;

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11 changes: 4 additions & 7 deletions test/benchmark-common-tasks/main.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -1224,7 +1224,7 @@ struct BenchmarkSortInt : BenchmarkWithInts {
struct BenchmarkSortIntList : Benchmark {
const char* name() const
{
return "BenchmarkSortIntList";
return "SortIntList";
}

void before_all(DBRef group)
Expand Down Expand Up @@ -1267,12 +1267,9 @@ struct BenchmarkSortIntList : Benchmark {
};

struct BenchmarkSortIntDictionary : Benchmark {
// Dictionary sorting is sufficiently slow that we want to use a smaller size
static const size_t size = BASE_SIZE / 10;

const char* name() const
{
return "BenchmarkSortIntDictionary";
return "SortIntDictionary";
}

void before_all(DBRef group)
Expand All @@ -1285,11 +1282,11 @@ struct BenchmarkSortIntDictionary : Benchmark {

Dictionary dict = obj.get_dictionary(m_col);
Random r;
for (size_t i = 0; i < size; ++i) {
for (size_t i = 0; i < BASE_SIZE; ++i) {
dict.insert(util::to_string(i), r.draw_int<int64_t>());
}
tr.commit();
m_indices.reserve(size);
m_indices.reserve(BASE_SIZE);
}

void after_all(DBRef db)
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