| 1 | #pragma once |
| 2 | |
| 3 | #include <common/logger_useful.h> |
| 4 | |
| 5 | #include <Core/ColumnNumbers.h> |
| 6 | #include <DataStreams/MergingSortedBlockInputStream.h> |
| 7 | #include <AggregateFunctions/IAggregateFunction.h> |
| 8 | #include <Columns/ColumnAggregateFunction.h> |
| 9 | #include <Common/OptimizedRegularExpression.h> |
| 10 | #include <Common/AlignedBuffer.h> |
| 11 | |
| 12 | |
| 13 | namespace DB |
| 14 | { |
| 15 | |
| 16 | /** Intended for implementation of "rollup" - aggregation (rounding) of older data |
| 17 | * for a table with Graphite data (Graphite is the system for time series monitoring). |
| 18 | * |
| 19 | * Table with graphite data has at least the following columns (accurate to the name): |
| 20 | * Path, Time, Value, Version |
| 21 | * |
| 22 | * Path - name of metric (sensor); |
| 23 | * Time - time of measurement; |
| 24 | * Value - value of measurement; |
| 25 | * Version - a number, that for equal pairs of Path and Time, need to leave only record with maximum version. |
| 26 | * |
| 27 | * Each row in a table correspond to one value of one sensor. |
| 28 | * |
| 29 | * Pattern should contain function, retention scheme, or both of them. The order of patterns does mean as well: |
| 30 | * * Aggregation OR retention patterns should be first |
| 31 | * * Then aggregation AND retention full patterns have to be placed |
| 32 | * * default pattern without regexp must be the last |
| 33 | * |
| 34 | * Rollup rules are specified in the following way: |
| 35 | * |
| 36 | * pattern |
| 37 | * regexp |
| 38 | * function |
| 39 | * pattern |
| 40 | * regexp |
| 41 | * age -> precision |
| 42 | * age -> precision |
| 43 | * ... |
| 44 | * pattern |
| 45 | * regexp |
| 46 | * function |
| 47 | * age -> precision |
| 48 | * age -> precision |
| 49 | * ... |
| 50 | * pattern |
| 51 | * ... |
| 52 | * default |
| 53 | * function |
| 54 | * age -> precision |
| 55 | * ... |
| 56 | * |
| 57 | * regexp - pattern for sensor name |
| 58 | * default - if no pattern has matched |
| 59 | * |
| 60 | * age - minimal data age (in seconds), to start rounding with specified precision. |
| 61 | * precision - rounding precision (in seconds) |
| 62 | * |
| 63 | * function - name of aggregate function to be applied for values, that time was rounded to same. |
| 64 | * |
| 65 | * Example: |
| 66 | * |
| 67 | * <graphite_rollup> |
| 68 | * <pattern> |
| 69 | * <regexp>\.max$</regexp> |
| 70 | * <function>max</function> |
| 71 | * </pattern> |
| 72 | * <pattern> |
| 73 | * <regexp>click_cost</regexp> |
| 74 | * <function>any</function> |
| 75 | * <retention> |
| 76 | * <age>0</age> |
| 77 | * <precision>5</precision> |
| 78 | * </retention> |
| 79 | * <retention> |
| 80 | * <age>86400</age> |
| 81 | * <precision>60</precision> |
| 82 | * </retention> |
| 83 | * </pattern> |
| 84 | * <default> |
| 85 | * <function>max</function> |
| 86 | * <retention> |
| 87 | * <age>0</age> |
| 88 | * <precision>60</precision> |
| 89 | * </retention> |
| 90 | * <retention> |
| 91 | * <age>3600</age> |
| 92 | * <precision>300</precision> |
| 93 | * </retention> |
| 94 | * <retention> |
| 95 | * <age>86400</age> |
| 96 | * <precision>3600</precision> |
| 97 | * </retention> |
| 98 | * </default> |
| 99 | * </graphite_rollup> |
| 100 | */ |
| 101 | |
| 102 | namespace Graphite |
| 103 | { |
| 104 | struct Retention |
| 105 | { |
| 106 | UInt32 age; |
| 107 | UInt32 precision; |
| 108 | }; |
| 109 | |
| 110 | using Retentions = std::vector<Retention>; |
| 111 | |
| 112 | struct Pattern |
| 113 | { |
| 114 | std::shared_ptr<OptimizedRegularExpression> regexp; |
| 115 | std::string regexp_str; |
| 116 | AggregateFunctionPtr function; |
| 117 | Retentions retentions; /// Must be ordered by 'age' descending. |
| 118 | enum { TypeUndef, TypeRetention, TypeAggregation, TypeAll } type = TypeAll; /// The type of defined pattern, filled automatically |
| 119 | }; |
| 120 | |
| 121 | using Patterns = std::vector<Pattern>; |
| 122 | using RetentionPattern = Pattern; |
| 123 | using AggregationPattern = Pattern; |
| 124 | |
| 125 | struct Params |
| 126 | { |
| 127 | String config_name; |
| 128 | String path_column_name; |
| 129 | String time_column_name; |
| 130 | String value_column_name; |
| 131 | String version_column_name; |
| 132 | Graphite::Patterns patterns; |
| 133 | }; |
| 134 | |
| 135 | using RollupRule = std::pair<const RetentionPattern *, const AggregationPattern *>; |
| 136 | } |
| 137 | |
| 138 | /** Merges several sorted streams into one. |
| 139 | * |
| 140 | * For each group of consecutive identical values of the `path` column, |
| 141 | * and the same `time` values, rounded to some precision |
| 142 | * (where rounding accuracy depends on the template set for `path` |
| 143 | * and the amount of time elapsed from `time` to the specified time), |
| 144 | * keeps one line, |
| 145 | * performing the rounding of time, |
| 146 | * merge `value` values using the specified aggregate functions, |
| 147 | * as well as keeping the maximum value of the `version` column. |
| 148 | */ |
| 149 | class GraphiteRollupSortedBlockInputStream : public MergingSortedBlockInputStream |
| 150 | { |
| 151 | public: |
| 152 | GraphiteRollupSortedBlockInputStream( |
| 153 | const BlockInputStreams & inputs_, const SortDescription & description_, size_t max_block_size_, |
| 154 | const Graphite::Params & params_, time_t time_of_merge_); |
| 155 | |
| 156 | String getName() const override { return "GraphiteRollupSorted" ; } |
| 157 | |
| 158 | ~GraphiteRollupSortedBlockInputStream() override |
| 159 | { |
| 160 | if (aggregate_state_created) |
| 161 | std::get<1>(current_rule)->function->destroy(place_for_aggregate_state.data()); |
| 162 | } |
| 163 | |
| 164 | protected: |
| 165 | Block readImpl() override; |
| 166 | |
| 167 | private: |
| 168 | Logger * log = &Logger::get("GraphiteRollupSortedBlockInputStream" ); |
| 169 | |
| 170 | const Graphite::Params params; |
| 171 | |
| 172 | size_t path_column_num; |
| 173 | size_t time_column_num; |
| 174 | size_t value_column_num; |
| 175 | size_t version_column_num; |
| 176 | |
| 177 | /// All columns other than 'time', 'value', 'version'. They are unmodified during rollup. |
| 178 | ColumnNumbers unmodified_column_numbers; |
| 179 | |
| 180 | time_t time_of_merge; |
| 181 | |
| 182 | /// No data has been read. |
| 183 | bool is_first = true; |
| 184 | |
| 185 | /// All data has been read. |
| 186 | bool finished = false; |
| 187 | |
| 188 | /* | path | time | rounded_time | version | value | unmodified | |
| 189 | * ----------------------------------------------------------------------------------- |
| 190 | * | A | 11 | 10 | 1 | 1 | a | | |
| 191 | * | A | 11 | 10 | 3 | 2 | b |> subgroup(A, 11) | |
| 192 | * | A | 11 | 10 | 2 | 3 | c | |> group(A, 10) |
| 193 | * ----------------------------------------------------------------------------------|> |
| 194 | * | A | 12 | 10 | 0 | 4 | d | |> Outputs (A, 10, avg(2, 5), a) |
| 195 | * | A | 12 | 10 | 1 | 5 | e |> subgroup(A, 12) | |
| 196 | * ----------------------------------------------------------------------------------- |
| 197 | * | A | 21 | 20 | 1 | 6 | f | |
| 198 | * | B | 11 | 10 | 1 | 7 | g | |
| 199 | * ... |
| 200 | */ |
| 201 | |
| 202 | /// Path name of current bucket |
| 203 | StringRef current_group_path; |
| 204 | |
| 205 | /// Last row with maximum version for current primary key (time bucket). |
| 206 | SharedBlockRowRef current_subgroup_newest_row; |
| 207 | |
| 208 | /// Time of last read row |
| 209 | time_t current_time = 0; |
| 210 | time_t current_time_rounded = 0; |
| 211 | |
| 212 | Graphite::RollupRule current_rule = {nullptr, nullptr}; |
| 213 | AlignedBuffer place_for_aggregate_state; |
| 214 | bool aggregate_state_created = false; /// Invariant: if true then current_rule is not NULL. |
| 215 | |
| 216 | const Graphite::Pattern undef_pattern = |
| 217 | { /// temporary empty pattern for selectPatternForPath |
| 218 | nullptr, |
| 219 | "" , |
| 220 | nullptr, |
| 221 | DB::Graphite::Retentions(), |
| 222 | undef_pattern.TypeUndef, |
| 223 | }; |
| 224 | Graphite::RollupRule selectPatternForPath(StringRef path) const; |
| 225 | UInt32 selectPrecision(const Graphite::Retentions & retentions, time_t time) const; |
| 226 | |
| 227 | |
| 228 | void merge(MutableColumns & merged_columns, std::priority_queue<SortCursor> & queue); |
| 229 | |
| 230 | /// Insert the values into the resulting columns, which will not be changed in the future. |
| 231 | template <typename TSortCursor> |
| 232 | void startNextGroup(MutableColumns & merged_columns, TSortCursor & cursor, Graphite::RollupRule next_pattern); |
| 233 | |
| 234 | /// Insert the calculated `time`, `value`, `version` values into the resulting columns by the last group of rows. |
| 235 | void finishCurrentGroup(MutableColumns & merged_columns); |
| 236 | |
| 237 | /// Update the state of the aggregate function with the new `value`. |
| 238 | void accumulateRow(SharedBlockRowRef & row); |
| 239 | }; |
| 240 | |
| 241 | } |
| 242 | |