ClickHouse/dbms/src/Columns/ColumnLowCardinality.cpp

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#include <Columns/ColumnLowCardinality.h>
#include <Columns/ColumnsNumber.h>
#include <DataStreams/ColumnGathererStream.h>
#include <DataTypes/NumberTraits.h>
#include <Common/HashTable/HashMap.h>
#include <Common/assert_cast.h>
namespace DB
{
namespace
{
template <typename T>
PaddedPODArray<T> * getIndexesData(IColumn & indexes)
{
auto * column = typeid_cast<ColumnVector<T> *>(&indexes);
if (column)
return &column->getData();
return nullptr;
}
template <typename T>
MutableColumnPtr mapUniqueIndexImplRef(PaddedPODArray<T> & index)
{
PaddedPODArray<T> copy(index.cbegin(), index.cend());
HashMap<T, T> hash_map;
for (auto val : index)
hash_map.insert({val, hash_map.size()});
auto res_col = ColumnVector<T>::create();
auto & data = res_col->getData();
data.resize(hash_map.size());
for (auto val : hash_map)
A Proper lookup table that uses HashTable's API This is the first step of allowing heterogeneous cells in hash tables. performance test results are ``` 1. HashMap<UInt16, UInt8, TrivialHash, HashTableFixedGrower<16>>; 2. NewLookupMap<UInt16, UInt8> ResolutionWidth 30000 1 .................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................223550276.46 ResolutionWidth 30000 2 .................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................248772721.24 Best: 2 - 24877272124 ResolutionWidth 100000 1 ..........................................................................................................................................................................................................................................................238498413.99 ResolutionWidth 100000 2 ..........................................................................................................................................................................................................................................................261808889.98 Best: 2 - 26180888998 ResolutionWidth 300000 1 ...................................................................................239307348.81 ResolutionWidth 300000 2 ...................................................................................257592761.30 Best: 2 - 25759276130 ResolutionWidth 1000000 1 .........................240144759.26 ResolutionWidth 1000000 2 .........................257093531.91 Best: 2 - 25709353191 ResolutionWidth 5000000 1 .....241573260.35 ResolutionWidth 5000000 2 .....259314162.79 Best: 2 - 25931416279 ResolutionDepth 30000 1 .................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................217108119.84 ResolutionDepth 30000 2 .................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................249459504.41 Best: 2 - 24945950441 ResolutionDepth 100000 1 ..........................................................................................................................................................................................................................................................229065162.17 ResolutionDepth 100000 2 ..........................................................................................................................................................................................................................................................253769105.64 Best: 2 - 25376910564 ResolutionDepth 300000 1 ...................................................................................233079225.18 ResolutionDepth 300000 2 ...................................................................................256316273.78 Best: 2 - 25631627378 ResolutionDepth 1000000 1 .........................234184633.51 ResolutionDepth 1000000 2 .........................261100491.57 Best: 2 - 26110049157 ResolutionDepth 5000000 1 .....233118795.66 ResolutionDepth 5000000 2 .....252436160.41 Best: 2 - 25243616041 ```
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data[val.getSecond()] = val.getFirst();
for (auto & ind : index)
ind = hash_map[ind];
for (size_t i = 0; i < index.size(); ++i)
if (data[index[i]] != copy[i])
throw Exception("Expected " + toString(data[index[i]]) + ", but got " + toString(copy[i]), ErrorCodes::LOGICAL_ERROR);
return res_col;
}
template <typename T>
MutableColumnPtr mapUniqueIndexImpl(PaddedPODArray<T> & index)
{
if (index.empty())
return ColumnVector<T>::create();
auto size = index.size();
T max_val = index[0];
for (size_t i = 1; i < size; ++i)
max_val = std::max(max_val, index[i]);
/// May happen when dictionary is shared.
if (max_val > size)
return mapUniqueIndexImplRef(index);
auto map_size = UInt64(max_val) + 1;
PaddedPODArray<T> map(map_size, 0);
T zero_pos_value = index[0];
index[0] = 0;
T cur_pos = 0;
for (size_t i = 1; i < size; ++i)
{
T val = index[i];
if (val != zero_pos_value && map[val] == 0)
{
++cur_pos;
map[val] = cur_pos;
}
index[i] = map[val];
}
auto res_col = ColumnVector<T>::create(UInt64(cur_pos) + 1);
auto & data = res_col->getData();
data[0] = zero_pos_value;
for (size_t i = 0; i < map_size; ++i)
{
auto val = map[i];
if (val)
data[val] = static_cast<T>(i);
}
return res_col;
}
/// Returns unique values of column. Write new index to column.
MutableColumnPtr mapUniqueIndex(IColumn & column)
{
if (auto * data_uint8 = getIndexesData<UInt8>(column))
return mapUniqueIndexImpl(*data_uint8);
else if (auto * data_uint16 = getIndexesData<UInt16>(column))
return mapUniqueIndexImpl(*data_uint16);
else if (auto * data_uint32 = getIndexesData<UInt32>(column))
return mapUniqueIndexImpl(*data_uint32);
else if (auto * data_uint64 = getIndexesData<UInt64>(column))
return mapUniqueIndexImpl(*data_uint64);
else
throw Exception("Indexes column for getUniqueIndex must be ColumnUInt, got" + column.getName(),
ErrorCodes::LOGICAL_ERROR);
}
}
ColumnLowCardinality::ColumnLowCardinality(MutableColumnPtr && column_unique_, MutableColumnPtr && indexes_, bool is_shared)
: dictionary(std::move(column_unique_), is_shared), idx(std::move(indexes_))
{
idx.check(getDictionary().size());
}
void ColumnLowCardinality::insert(const Field & x)
{
compactIfSharedDictionary();
idx.insertPosition(dictionary.getColumnUnique().uniqueInsert(x));
idx.check(getDictionary().size());
}
void ColumnLowCardinality::insertDefault()
{
idx.insertPosition(getDictionary().getDefaultValueIndex());
}
void ColumnLowCardinality::insertFrom(const IColumn & src, size_t n)
{
auto * low_cardinality_src = typeid_cast<const ColumnLowCardinality *>(&src);
if (!low_cardinality_src)
throw Exception("Expected ColumnLowCardinality, got" + src.getName(), ErrorCodes::ILLEGAL_COLUMN);
size_t position = low_cardinality_src->getIndexes().getUInt(n);
if (&low_cardinality_src->getDictionary() == &getDictionary())
{
/// Dictionary is shared with src column. Insert only index.
idx.insertPosition(position);
}
else
{
compactIfSharedDictionary();
const auto & nested = *low_cardinality_src->getDictionary().getNestedColumn();
idx.insertPosition(dictionary.getColumnUnique().uniqueInsertFrom(nested, position));
}
idx.check(getDictionary().size());
}
void ColumnLowCardinality::insertFromFullColumn(const IColumn & src, size_t n)
{
compactIfSharedDictionary();
idx.insertPosition(dictionary.getColumnUnique().uniqueInsertFrom(src, n));
idx.check(getDictionary().size());
}
void ColumnLowCardinality::insertRangeFrom(const IColumn & src, size_t start, size_t length)
{
auto * low_cardinality_src = typeid_cast<const ColumnLowCardinality *>(&src);
if (!low_cardinality_src)
throw Exception("Expected ColumnLowCardinality, got " + src.getName(), ErrorCodes::ILLEGAL_COLUMN);
if (&low_cardinality_src->getDictionary() == &getDictionary())
{
/// Dictionary is shared with src column. Insert only indexes.
idx.insertPositionsRange(low_cardinality_src->getIndexes(), start, length);
}
else
{
compactIfSharedDictionary();
/// TODO: Support native insertion from other unique column. It will help to avoid null map creation.
auto sub_idx = (*low_cardinality_src->getIndexes().cut(start, length)).mutate();
auto idx_map = mapUniqueIndex(*sub_idx);
auto src_nested = low_cardinality_src->getDictionary().getNestedColumn();
auto used_keys = src_nested->index(*idx_map, 0);
auto inserted_indexes = dictionary.getColumnUnique().uniqueInsertRangeFrom(*used_keys, 0, used_keys->size());
idx.insertPositionsRange(*inserted_indexes->index(*sub_idx, 0), 0, length);
}
idx.check(getDictionary().size());
}
void ColumnLowCardinality::insertRangeFromFullColumn(const IColumn & src, size_t start, size_t length)
{
compactIfSharedDictionary();
auto inserted_indexes = dictionary.getColumnUnique().uniqueInsertRangeFrom(src, start, length);
idx.insertPositionsRange(*inserted_indexes, 0, length);
idx.check(getDictionary().size());
}
void ColumnLowCardinality::insertRangeFromDictionaryEncodedColumn(const IColumn & keys, const IColumn & positions)
{
Index(positions.getPtr()).check(keys.size());
compactIfSharedDictionary();
auto inserted_indexes = dictionary.getColumnUnique().uniqueInsertRangeFrom(keys, 0, keys.size());
idx.insertPositionsRange(*inserted_indexes->index(positions, 0), 0, positions.size());
idx.check(getDictionary().size());
}
void ColumnLowCardinality::insertData(const char * pos, size_t length)
{
compactIfSharedDictionary();
idx.insertPosition(dictionary.getColumnUnique().uniqueInsertData(pos, length));
idx.check(getDictionary().size());
}
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StringRef ColumnLowCardinality::serializeValueIntoArena(size_t n, Arena & arena, char const *& begin) const
{
return getDictionary().serializeValueIntoArena(getIndexes().getUInt(n), arena, begin);
}
const char * ColumnLowCardinality::deserializeAndInsertFromArena(const char * pos)
{
compactIfSharedDictionary();
const char * new_pos;
idx.insertPosition(dictionary.getColumnUnique().uniqueDeserializeAndInsertFromArena(pos, new_pos));
idx.check(getDictionary().size());
return new_pos;
}
void ColumnLowCardinality::gather(ColumnGathererStream & gatherer)
{
gatherer.gather(*this);
}
MutableColumnPtr ColumnLowCardinality::cloneResized(size_t size) const
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{
auto unique_ptr = dictionary.getColumnUniquePtr();
if (size == 0)
unique_ptr = unique_ptr->cloneEmpty();
return ColumnLowCardinality::create((*std::move(unique_ptr)).mutate(), getIndexes().cloneResized(size));
}
int ColumnLowCardinality::compareAt(size_t n, size_t m, const IColumn & rhs, int nan_direction_hint) const
{
const auto & low_cardinality_column = assert_cast<const ColumnLowCardinality &>(rhs);
size_t n_index = getIndexes().getUInt(n);
size_t m_index = low_cardinality_column.getIndexes().getUInt(m);
return getDictionary().compareAt(n_index, m_index, low_cardinality_column.getDictionary(), nan_direction_hint);
}
void ColumnLowCardinality::getPermutation(bool reverse, size_t limit, int nan_direction_hint, Permutation & res) const
{
if (limit == 0)
limit = size();
size_t unique_limit = getDictionary().size();
Permutation unique_perm;
getDictionary().getNestedColumn()->getPermutation(reverse, unique_limit, nan_direction_hint, unique_perm);
/// TODO: optimize with sse.
/// Get indexes per row in column_unique.
std::vector<std::vector<size_t>> indexes_per_row(getDictionary().size());
size_t indexes_size = getIndexes().size();
for (size_t row = 0; row < indexes_size; ++row)
indexes_per_row[getIndexes().getUInt(row)].push_back(row);
/// Replicate permutation.
size_t perm_size = std::min(indexes_size, limit);
res.resize(perm_size);
size_t perm_index = 0;
for (size_t row = 0; row < unique_perm.size() && perm_index < perm_size; ++row)
{
const auto & row_indexes = indexes_per_row[unique_perm[row]];
for (auto row_index : row_indexes)
{
res[perm_index] = row_index;
++perm_index;
if (perm_index == perm_size)
break;
}
}
}
std::vector<MutableColumnPtr> ColumnLowCardinality::scatter(ColumnIndex num_columns, const Selector & selector) const
{
auto columns = getIndexes().scatter(num_columns, selector);
for (auto & column : columns)
{
auto unique_ptr = dictionary.getColumnUniquePtr();
column = ColumnLowCardinality::create((*std::move(unique_ptr)).mutate(), std::move(column));
}
return columns;
}
void ColumnLowCardinality::setSharedDictionary(const ColumnPtr & column_unique)
{
if (!empty())
throw Exception("Can't set ColumnUnique for ColumnLowCardinality because is't not empty.",
ErrorCodes::LOGICAL_ERROR);
dictionary.setShared(column_unique);
}
ColumnLowCardinality::MutablePtr ColumnLowCardinality::cutAndCompact(size_t start, size_t length) const
{
auto sub_positions = (*idx.getPositions()->cut(start, length)).mutate();
/// Create column with new indexes and old dictionary.
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/// Dictionary is shared, but will be recreated after compactInplace call.
auto column = ColumnLowCardinality::create(getDictionary().assumeMutable(), std::move(sub_positions));
/// Will create new dictionary.
column->compactInplace();
return column;
}
void ColumnLowCardinality::compactInplace()
{
auto positions = idx.detachPositions();
dictionary.compact(positions);
idx.attachPositions(std::move(positions));
}
void ColumnLowCardinality::compactIfSharedDictionary()
{
if (dictionary.isShared())
compactInplace();
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}
ColumnLowCardinality::DictionaryEncodedColumn
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ColumnLowCardinality::getMinimalDictionaryEncodedColumn(UInt64 offset, UInt64 limit) const
{
MutableColumnPtr sub_indexes = (*std::move(idx.getPositions()->cut(offset, limit))).mutate();
auto indexes_map = mapUniqueIndex(*sub_indexes);
auto sub_keys = getDictionary().getNestedColumn()->index(*indexes_map, 0);
return {std::move(sub_keys), std::move(sub_indexes)};
}
ColumnPtr ColumnLowCardinality::countKeys() const
{
const auto & nested_column = getDictionary().getNestedColumn();
size_t dict_size = nested_column->size();
auto counter = ColumnUInt64::create(dict_size, 0);
idx.countKeys(counter->getData());
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return counter;
}
bool ColumnLowCardinality::containsNull() const
{
return getDictionary().nestedColumnIsNullable() && idx.containsDefault();
}
ColumnLowCardinality::Index::Index() : positions(ColumnUInt8::create()), size_of_type(sizeof(UInt8)) {}
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ColumnLowCardinality::Index::Index(MutableColumnPtr && positions_) : positions(std::move(positions_))
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{
updateSizeOfType();
}
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ColumnLowCardinality::Index::Index(ColumnPtr positions_) : positions(std::move(positions_))
{
updateSizeOfType();
}
template <typename Callback>
void ColumnLowCardinality::Index::callForType(Callback && callback, size_t size_of_type)
{
switch (size_of_type)
{
case sizeof(UInt8): { callback(UInt8()); break; }
case sizeof(UInt16): { callback(UInt16()); break; }
case sizeof(UInt32): { callback(UInt32()); break; }
case sizeof(UInt64): { callback(UInt64()); break; }
default: {
throw Exception("Unexpected size of index type for ColumnLowCardinality: " + toString(size_of_type),
ErrorCodes::LOGICAL_ERROR);
}
}
}
size_t ColumnLowCardinality::Index::getSizeOfIndexType(const IColumn & column, size_t hint)
{
auto checkFor = [&](auto type) { return typeid_cast<const ColumnVector<decltype(type)> *>(&column) != nullptr; };
auto tryGetSizeFor = [&](auto type) -> size_t { return checkFor(type) ? sizeof(decltype(type)) : 0; };
if (hint)
{
size_t size = 0;
callForType([&](auto type) { size = tryGetSizeFor(type); }, hint);
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if (size)
return size;
}
if (auto size = tryGetSizeFor(UInt8()))
return size;
if (auto size = tryGetSizeFor(UInt16()))
return size;
if (auto size = tryGetSizeFor(UInt32()))
return size;
if (auto size = tryGetSizeFor(UInt64()))
return size;
throw Exception("Unexpected indexes type for ColumnLowCardinality. Expected UInt, got " + column.getName(),
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ErrorCodes::ILLEGAL_COLUMN);
}
void ColumnLowCardinality::Index::attachPositions(ColumnPtr positions_)
{
positions = std::move(positions_);
updateSizeOfType();
}
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template <typename IndexType>
typename ColumnVector<IndexType>::Container & ColumnLowCardinality::Index::getPositionsData()
{
auto * positions_ptr = typeid_cast<ColumnVector<IndexType> *>(positions->assumeMutable().get());
if (!positions_ptr)
throw Exception("Invalid indexes type for ColumnLowCardinality."
" Expected UInt" + toString(8 * sizeof(IndexType)) + ", got " + positions->getName(),
ErrorCodes::LOGICAL_ERROR);
return positions_ptr->getData();
}
template <typename IndexType>
const typename ColumnVector<IndexType>::Container & ColumnLowCardinality::Index::getPositionsData() const
{
const auto * positions_ptr = typeid_cast<const ColumnVector<IndexType> *>(positions.get());
if (!positions_ptr)
throw Exception("Invalid indexes type for ColumnLowCardinality."
" Expected UInt" + toString(8 * sizeof(IndexType)) + ", got " + positions->getName(),
ErrorCodes::LOGICAL_ERROR);
return positions_ptr->getData();
}
template <typename IndexType>
void ColumnLowCardinality::Index::convertPositions()
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{
auto convert = [&](auto x)
{
using CurIndexType = decltype(x);
auto & data = getPositionsData<CurIndexType>();
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if (sizeof(CurIndexType) > sizeof(IndexType))
throw Exception("Converting indexes to smaller type: from " + toString(sizeof(CurIndexType)) +
" to " + toString(sizeof(IndexType)), ErrorCodes::LOGICAL_ERROR);
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if (sizeof(CurIndexType) != sizeof(IndexType))
{
size_t size = data.size();
auto new_positions = ColumnVector<IndexType>::create(size);
auto & new_data = new_positions->getData();
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/// TODO: Optimize with SSE?
for (size_t i = 0; i < size; ++i)
new_data[i] = data[i];
positions = std::move(new_positions);
size_of_type = sizeof(IndexType);
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}
};
callForType(std::move(convert), size_of_type);
checkSizeOfType();
}
void ColumnLowCardinality::Index::expandType()
{
auto expand = [&](auto type)
{
using CurIndexType = decltype(type);
constexpr auto next_size = NumberTraits::nextSize(sizeof(CurIndexType));
if (next_size == sizeof(CurIndexType))
throw Exception("Can't expand indexes type for ColumnLowCardinality from type: "
+ demangle(typeid(CurIndexType).name()), ErrorCodes::LOGICAL_ERROR);
using NewIndexType = typename NumberTraits::Construct<false, false, next_size>::Type;
convertPositions<NewIndexType>();
};
callForType(std::move(expand), size_of_type);
}
UInt64 ColumnLowCardinality::Index::getMaxPositionForCurrentType() const
{
UInt64 value = 0;
callForType([&](auto type) { value = std::numeric_limits<decltype(type)>::max(); }, size_of_type);
return value;
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}
size_t ColumnLowCardinality::Index::getPositionAt(size_t row) const
{
size_t pos;
auto getPosition = [&](auto type)
{
using CurIndexType = decltype(type);
pos = getPositionsData<CurIndexType>()[row];
};
callForType(std::move(getPosition), size_of_type);
return pos;
}
void ColumnLowCardinality::Index::insertPosition(UInt64 position)
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{
while (position > getMaxPositionForCurrentType())
expandType();
positions->insert(position);
checkSizeOfType();
}
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void ColumnLowCardinality::Index::insertPositionsRange(const IColumn & column, UInt64 offset, UInt64 limit)
{
auto insertForType = [&](auto type)
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{
using ColumnType = decltype(type);
const auto * column_ptr = typeid_cast<const ColumnVector<ColumnType> *>(&column);
if (!column_ptr)
return false;
if (size_of_type < sizeof(ColumnType))
convertPositions<ColumnType>();
if (size_of_type == sizeof(ColumnType))
positions->insertRangeFrom(column, offset, limit);
else
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{
auto copy = [&](auto cur_type)
{
using CurIndexType = decltype(cur_type);
auto & positions_data = getPositionsData<CurIndexType>();
const auto & column_data = column_ptr->getData();
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UInt64 size = positions_data.size();
positions_data.resize(size + limit);
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for (UInt64 i = 0; i < limit; ++i)
positions_data[size + i] = column_data[offset + i];
};
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callForType(std::move(copy), size_of_type);
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}
return true;
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};
if (!insertForType(UInt8()) &&
!insertForType(UInt16()) &&
!insertForType(UInt32()) &&
!insertForType(UInt64()))
throw Exception("Invalid column for ColumnLowCardinality index. Expected UInt, got " + column.getName(),
ErrorCodes::ILLEGAL_COLUMN);
checkSizeOfType();
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}
void ColumnLowCardinality::Index::check(size_t /*max_dictionary_size*/)
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{
/// TODO: remove
/*
auto check = [&](auto cur_type)
{
using CurIndexType = decltype(cur_type);
auto & positions_data = getPositionsData<CurIndexType>();
for (size_t i = 0; i < positions_data.size(); ++i)
{
if (positions_data[i] >= max_dictionary_size)
{
throw Exception("Found index " + toString(positions_data[i]) + " at position " + toString(i)
+ " which is grated or equal than dictionary size " + toString(max_dictionary_size),
ErrorCodes::LOGICAL_ERROR);
}
}
};
callForType(std::move(check), size_of_type);
*/
}
void ColumnLowCardinality::Index::checkSizeOfType()
{
if (size_of_type != getSizeOfIndexType(*positions, size_of_type))
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throw Exception("Invalid size of type. Expected " + toString(8 * size_of_type) +
", but positions are " + positions->getName(), ErrorCodes::LOGICAL_ERROR);
}
void ColumnLowCardinality::Index::countKeys(ColumnUInt64::Container & counts) const
{
auto counter = [&](auto x)
{
using CurIndexType = decltype(x);
auto & data = getPositionsData<CurIndexType>();
for (auto pos : data)
++counts[pos];
};
callForType(std::move(counter), size_of_type);
}
bool ColumnLowCardinality::Index::containsDefault() const
{
bool contains = false;
auto check_contains_default = [&](auto x)
{
using CurIndexType = decltype(x);
auto & data = getPositionsData<CurIndexType>();
for (auto pos : data)
{
if (pos == 0)
{
contains = true;
break;
}
}
};
callForType(std::move(check_contains_default), size_of_type);
return contains;
}
ColumnLowCardinality::Dictionary::Dictionary(MutableColumnPtr && column_unique_, bool is_shared)
: column_unique(std::move(column_unique_)), shared(is_shared)
{
checkColumn(*column_unique);
}
ColumnLowCardinality::Dictionary::Dictionary(ColumnPtr column_unique_, bool is_shared)
: column_unique(std::move(column_unique_)), shared(is_shared)
{
checkColumn(*column_unique);
}
void ColumnLowCardinality::Dictionary::checkColumn(const IColumn & column)
{
if (!dynamic_cast<const IColumnUnique *>(&column))
throw Exception("ColumnUnique expected as an argument of ColumnLowCardinality.", ErrorCodes::ILLEGAL_COLUMN);
}
void ColumnLowCardinality::Dictionary::setShared(const ColumnPtr & column_unique_)
{
checkColumn(*column_unique_);
column_unique = column_unique_;
shared = true;
}
void ColumnLowCardinality::Dictionary::compact(ColumnPtr & positions)
{
auto new_column_unique = column_unique->cloneEmpty();
auto & unique = getColumnUnique();
auto & new_unique = static_cast<IColumnUnique &>(*new_column_unique);
auto indexes = mapUniqueIndex(positions->assumeMutableRef());
auto sub_keys = unique.getNestedColumn()->index(*indexes, 0);
auto new_indexes = new_unique.uniqueInsertRangeFrom(*sub_keys, 0, sub_keys->size());
positions = (*new_indexes->index(*positions, 0)).mutate();
column_unique = std::move(new_column_unique);
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shared = false;
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}
}