ClickHouse/dbms/include/DB/Storages/MergeTree/MergeTreeWhereOptimizer.h

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#pragma once
#include <DB/Storages/MergeTree/MergeTreeData.h>
#include <DB/Parsers/ASTSelectQuery.h>
#include <DB/Parsers/ASTFunction.h>
#include <DB/Parsers/ASTIdentifier.h>
#include <DB/Parsers/ASTLiteral.h>
#include <DB/Parsers/ASTExpressionList.h>
#include <DB/Common/escapeForFileName.h>
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#include <statdaemons/stdext.h>
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#include <unordered_map>
#include <map>
#include <limits>
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#include <cstddef>
namespace DB
{
class MergeTreeWhereOptimizer
{
static constexpr auto threshold = 10;
static constexpr auto max_columns_relative_size = 0.25f;
static constexpr auto and_function_name = "and";
static constexpr auto equals_function_name = "equals";
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public:
MergeTreeWhereOptimizer(const MergeTreeData & data, const MergeTreeData::DataPartsVector & parts,
const Names & column_names)
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{
fillPrimaryKeyColumns(data);
calculateColumnSizes(parts, column_names);
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}
void optimize(ASTSelectQuery & select) const
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{
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if (!select.where_expression)
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return;
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const auto function = typeid_cast<ASTFunction *>(select.where_expression.get());
if (function && function->name == and_function_name)
optimizeConjunction(select, function);
else
optimizeArbitrary(select);
}
private:
void fillPrimaryKeyColumns(const MergeTreeData & data)
{
for (const auto column : data.getPrimaryExpression()->getRequiredColumnsWithTypes())
primary_key_columns.insert(column.name);
}
void calculateColumnSizes(const MergeTreeData::DataPartsVector & parts, const Names & column_names)
{
for (const auto & part : parts)
{
const Poco::ScopedWriteRWLock lock{part->columns_lock};
auto & files = part->checksums.files;
for (const auto & column_name : column_names)
{
const auto it = files.find(column_name);
const auto column_size = it == std::end(files) ? 0 : it->second.file_size;
column_sizes[column_name] += column_size;
total_column_size += column_size;
}
}
}
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void optimizeConjunction(ASTSelectQuery & select, ASTFunction * const fun) const
{
/// used as max possible size and indicator that appropriate condition has not been found
const auto no_such_condition = std::numeric_limits<std::size_t>::max();
/// { first: condition index, second: summary column size }
std::pair<std::size_t, std::size_t> lightest_good_condition{no_such_condition, no_such_condition};
std::pair<std::size_t, std::size_t> lightest_viable_condition{no_such_condition, no_such_condition};
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auto & conditions = fun->arguments->children;
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/// remove condition by swapping it with the last one and calling ::pop_back()
const auto remove_condition_at_index = [&conditions] (const std::size_t idx) {
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if (idx < conditions.size())
conditions[idx] = std::move(conditions.back());
conditions.pop_back();
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};
/// linearize conjunction and divide conditions into "good" and not-"good" ones
for (std::size_t idx = 0; idx < conditions.size();)
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{
const auto condition = conditions[idx].get();
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IdentifierNameSet identifiers{};
condition->collectIdentifierNames(identifiers);
/// do not take into consideration the conditions consisting only of primary key columns
if (hasNonPrimaryKeyColumns(identifiers))
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{
/// linearize sub-conjunctions
if (const auto function = typeid_cast<ASTFunction *>(condition))
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{
if (function->name == and_function_name)
{
for (auto & child : function->arguments->children)
conditions.emplace_back(std::move(child));
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/// remove the condition corresponding to conjunction
remove_condition_at_index(idx);
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/// continue iterating without increment to ensure the just added conditions are processed
continue;
}
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}
/// calculate size of columns involved in condition
const auto cond_columns_size = getIdentifiersColumnSize(identifiers);
/// place condition either in good or viable conditions set
auto & good_or_viable_condition = isConditionGood(condition) ? lightest_good_condition : lightest_viable_condition;
if (good_or_viable_condition.second > cond_columns_size)
{
good_or_viable_condition.first = idx;
good_or_viable_condition.second = cond_columns_size;
}
}
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++idx;
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}
const auto move_condition_to_prewhere = [&] (const std::size_t idx) {
addConditionTo(conditions[idx], select.prewhere_expression);
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/** Replace conjunction with the only remaining argument if only two conditions were presentotherwise,
* remove selected condition from conjunction otherwise. */
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if (conditions.size() == 2)
select.where_expression = std::move(conditions[idx == 0 ? 1 : 0]);
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else
remove_condition_at_index(idx);
};
/// if there are "good" conditions - select the one with the least compressed size
if (lightest_good_condition.first != no_such_condition)
{
move_condition_to_prewhere(lightest_good_condition.first);
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}
else if (lightest_viable_condition.first != no_such_condition)
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{
if (total_column_size != 0)
{
/// calculate relative size of condition's columns
const auto cond_columns_size = lightest_viable_condition.second;
const auto columns_relative_size = static_cast<float>(cond_columns_size) / total_column_size;
/// do nothing if it exceeds max relative size
if (columns_relative_size > max_columns_relative_size)
return;
}
move_condition_to_prewhere(lightest_viable_condition.first);
}
}
void optimizeArbitrary(ASTSelectQuery & select) const
{
auto & condition = select.where_expression;
IdentifierNameSet identifiers{};
condition->collectIdentifierNames(identifiers);
if (!hasNonPrimaryKeyColumns(identifiers))
return;
/// if condition is not "good" - check that it can be moved
if (!isConditionGood(condition.get()) && total_column_size != 0)
{
const auto cond_columns_size = getIdentifiersColumnSize(identifiers);
const auto columns_relative_size = static_cast<float>(cond_columns_size) / total_column_size;
if (columns_relative_size > max_columns_relative_size)
return;
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}
/// add the condition to PREWHERE, remove it from WHERE
addConditionTo(std::move(condition), select.prewhere_expression);
condition = nullptr;
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}
std::size_t getIdentifiersColumnSize(const IdentifierNameSet & identifiers) const
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{
std::size_t size{};
for (const auto & identifier : identifiers)
size += column_sizes.find(identifier)->second;
return size;
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}
void addConditionTo(ASTPtr condition, ASTPtr & ast) const
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{
/** if there already are some conditions - either combine them using conjunction
* or add new argument to existing conjunction; just set ast to condition otherwise. */
if (ast)
{
const auto function = typeid_cast<ASTFunction *>(ast.get());
if (function && function->name == and_function_name)
{
/// add new argument to the conjunction
function->arguments->children.emplace_back(std::move(condition));
}
else
{
/// create a conjunction which will host old condition and the one being added
auto conjunction = stdext::make_unique<ASTFunction>();
conjunction->name = and_function_name;
conjunction->arguments = stdext::make_unique<ASTExpressionList>().release();
conjunction->children.push_back(conjunction->arguments);
conjunction->arguments->children.emplace_back(std::move(ast));
conjunction->arguments->children.emplace_back(std::move(condition));
ast = conjunction.release();
}
}
else
ast = std::move(condition);
}
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bool hasNonPrimaryKeyColumns(const IdentifierNameSet & identifiers) const {
for (const auto & identifier : identifiers)
if (primary_key_columns.count(identifier) == 0)
return true;
return false;
}
bool isConditionGood(const IAST * condition) const
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{
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const auto function = typeid_cast<const ASTFunction *>(condition);
if (!function)
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return false;
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/** we are only considering conditions of form `equals(one, another)` or `one = another`,
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* especially if either `one` or `another` is ASTIdentifier */
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if (function->name != equals_function_name)
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return false;
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auto left_arg = function->arguments->children.front().get();
auto right_arg = function->arguments->children.back().get();
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/// try to ensure left_arg points to ASTIdentifier
if (!typeid_cast<const ASTIdentifier *>(left_arg) && typeid_cast<const ASTIdentifier *>(right_arg))
std::swap(left_arg, right_arg);
if (const auto identifier = typeid_cast<const ASTIdentifier *>(left_arg))
{
/// condition may be "good" if only right_arg is a constant and its value is outside the threshold
if (const auto literal = typeid_cast<const ASTLiteral *>(right_arg))
{
const auto & field = literal->value;
const auto type = field.getType();
/// check the value with respect to threshold
if (type == Field::Types::UInt64)
{
const auto value = field.get<UInt64>();
return value > threshold;
}
else if (type == Field::Types::Int64)
{
const auto value = field.get<Int64>();
return value < -threshold || threshold < value;
}
else if (type == Field::Types::Float64)
{
const auto value = field.get<Float64>();
return value < threshold || threshold < value;
}
}
}
return false;
}
std::unordered_set<std::string> primary_key_columns{};
std::unordered_map<std::string, std::size_t> column_sizes{};
std::size_t total_column_size{};
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};
}