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Attempt to improve merge selecting algorithm [#METR-23632].
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@ -11,6 +11,9 @@ class SimpleMergeSelector : public IMergeSelector
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public:
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struct Settings
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{
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/// Zero means unlimited.
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size_t max_parts_to_merge_at_once = 100;
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/** Minimum ratio of size of one part to all parts in set of parts to merge (for usual cases).
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* For example, if all parts have equal size, it means, that at least 'base' number of parts should be merged.
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* If parts has non-uniform sizes, then minumum number of parts to merge is effectively increased.
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@ -35,7 +38,7 @@ public:
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* 3. Sum size of parts participating in merge. If higher - then more age is required to lower base. So, base is lowered slower.
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* It means: for small parts, it's worth to merge faster, even not so wide or balanced.
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*
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* We have multivariative dependency. Let it be logarithmic of size and multi-linear by other variables,
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* We have multivariative dependency. Let it be logarithmic of size and somewhat multi-linear by other variables,
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* between some boundary points, and constant outside.
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*/
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@ -53,8 +56,19 @@ public:
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/// Add this to size before all calculations. It means: merging even very small parts has it's fixed cost.
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size_t size_fixed_cost_to_add = 5 * 1024 * 1024;
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/// Zero means unlimited.
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size_t max_parts_to_merge_at_once = 100;
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/** Heuristic:
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* Make some preference for ranges, that sum_size is like (in terms of ratio) to part previous at left.
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*/
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bool enable_heuristic_to_align_parts = true;
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double heuristic_to_align_parts_min_ratio_of_sum_size_to_prev_part = 0.9;
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double heuristic_to_align_parts_max_absolute_difference_in_powers_of_two = 0.5;
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double heuristic_to_align_parts_max_score_adjustment = 0.75;
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/** Heuristic:
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* From right side of range, remove all parts, that size is less than specified ratio of sum_size.
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*/
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bool enable_heuristic_to_remove_small_parts_at_right = true;
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double heuristic_to_remove_small_parts_at_right_max_ratio = 0.01;
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};
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SimpleMergeSelector(const Settings & settings) : settings(settings) {}
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@ -17,24 +17,21 @@ struct Estimator
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{
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using Iterator = SimpleMergeSelector::PartsInPartition::const_iterator;
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void consider(Iterator begin, Iterator end, size_t sum_size, size_t sum_size_fixed_cost, size_t size_prev_at_left)
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void consider(Iterator begin, Iterator end, size_t sum_size, size_t size_prev_at_left, const SimpleMergeSelector::Settings & settings)
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{
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double current_score = score(end - begin, sum_size, sum_size_fixed_cost);
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double current_score = score(end - begin, sum_size, settings.size_fixed_cost_to_add);
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/** Heuristic:
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* Make some preference for ranges, that sum_size is like (in terms of ratio) to part previous at left.
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*/
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if (size_prev_at_left > sum_size * 0.9)
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if (settings.enable_heuristic_to_align_parts
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&& size_prev_at_left > sum_size * settings.heuristic_to_align_parts_min_ratio_of_sum_size_to_prev_part)
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{
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double difference = std::abs(log2(static_cast<double>(sum_size) / size_prev_at_left));
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if (difference < 0.5)
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current_score *= 0.75 + difference * 0.5;
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if (difference < settings.heuristic_to_align_parts_max_absolute_difference_in_powers_of_two)
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current_score *= interpolateLinear(settings.heuristic_to_align_parts_max_score_adjustment, 1,
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difference / settings.heuristic_to_align_parts_max_absolute_difference_in_powers_of_two);
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}
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/** Heuristic:
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* From right side of range, remove all parts, that size is less than 1% of sum_size.
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*/
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while (end >= begin + 3 && (end - 1)->size < 0.01 * sum_size)
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if (settings.enable_heuristic_to_remove_small_parts_at_right)
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while (end >= begin + 3 && (end - 1)->size < settings.heuristic_to_remove_small_parts_at_right_max_ratio * sum_size)
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--end;
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if (!min_score || current_score < min_score)
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@ -175,8 +172,8 @@ void selectWithinPartition(
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parts.begin() + begin,
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parts.begin() + end,
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sum_size,
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settings.size_fixed_cost_to_add,
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begin == 0 ? 0 : parts[begin - 1].size);
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begin == 0 ? 0 : parts[begin - 1].size,
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settings);
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}
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}
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}
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@ -41,25 +41,34 @@ int main(int argc, char ** argv)
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IMergeSelector::Part part;
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in >> part.size >> "\t" >> part.age >> "\t" >> part.level >> "\t" >> part_names.back() >> "\n";
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part.data = part_names.back().data();
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part.level = 0;
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parts.emplace_back(part);
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sum_parts_size += part.size;
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}
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size_t sum_size_written = sum_parts_size;
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size_t num_merges = 1;
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size_t age_passed = 0;
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while (parts.size() > 1)
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{
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IMergeSelector::PartsInPartition selected_parts = selector.select(partitions, 0);
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IMergeSelector::PartsInPartition selected_parts = selector.select(partitions, 0 /*100ULL * 1024 * 1024 * 1024*/);
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if (selected_parts.empty())
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{
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std::cout << '.';
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++age_passed;
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for (auto & part : parts)
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++part.age;
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if (age_passed > 60 * 86400)
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break;
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if (age_passed % 86400 == 0)
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std::cout << ".";
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continue;
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}
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std::cout << '\n';
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std::cout << "Time passed: " << age_passed << '\n';
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size_t sum_merged_size = 0;
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size_t start_index = 0;
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@ -75,7 +84,7 @@ int main(int argc, char ** argv)
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start_index = i;
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}
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std::cout << parts[i].size;
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std::cout << (parts[i].size / 1024) << "_" << parts[i].level;
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if (in_range)
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{
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sum_merged_size += parts[i].size;
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@ -101,6 +110,14 @@ int main(int argc, char ** argv)
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sum_size_written += sum_merged_size;
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++num_merges;
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double time_to_merge = sum_merged_size / (1048576 * 10.0);
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age_passed += time_to_merge;
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for (auto & part : parts)
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part.age += time_to_merge;
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std::cout << "Time passed: " << age_passed << ", num parts: " << parts.size() << '\n';
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}
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std::cout << std::fixed << std::setprecision(2)
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