AggregateFunctionSequenceMatch.h 17.6 KB
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#pragma once

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#include <AggregateFunctions/IAggregateFunction.h>
#include <DataTypes/DataTypeDateTime.h>
#include <DataTypes/DataTypesNumber.h>
#include <Columns/ColumnsNumber.h>
#include <Parsers/CommonParsers.h>
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Alexey Milovidov 已提交
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#include <ext/range.hpp>
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#include <boost/range/iterator_range_core.hpp>
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#include <Parsers/ExpressionElementParsers.h>
#include <Parsers/ASTLiteral.h>
#include <Common/PODArray.h>
#include <IO/ReadHelpers.h>
#include <IO/WriteHelpers.h>
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#include <bitset>
#include <stack>


namespace DB
{

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namespace ErrorCodes
{
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    extern const int TOO_SLOW;
    extern const int TOO_LESS_ARGUMENTS_FOR_FUNCTION;
    extern const int TOO_MUCH_ARGUMENTS_FOR_FUNCTION;
    extern const int SYNTAX_ERROR;
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}

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/// helper type for comparing `std::pair`s using solely the .first member
template <template <typename> class Comparator>
struct ComparePairFirst final
{
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    template <typename T1, typename T2>
    bool operator()(const std::pair<T1, T2> & lhs, const std::pair<T1, T2> & rhs) const
    {
        return Comparator<T1>{}(lhs.first, rhs.first);
    }
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};

struct AggregateFunctionSequenceMatchData final
{
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    static constexpr auto max_events = 32;

    using Timestamp = std::uint32_t;
    using Events = std::bitset<max_events>;
    using TimestampEvents = std::pair<Timestamp, Events>;
    using Comparator = ComparePairFirst<std::less>;

    bool sorted = true;
    static constexpr size_t bytes_in_arena = 64;
    PODArray<TimestampEvents, bytes_in_arena, AllocatorWithStackMemory<Allocator<false>, bytes_in_arena>> eventsList;

    void add(const Timestamp timestamp, const Events & events)
    {
        /// store information exclusively for rows with at least one event
        if (events.any())
        {
            eventsList.emplace_back(timestamp, events);
            sorted = false;
        }
    }

    void merge(const AggregateFunctionSequenceMatchData & other)
    {
        const auto size = eventsList.size();

        eventsList.insert(std::begin(other.eventsList), std::end(other.eventsList));

        /// either sort whole container or do so partially merging ranges afterwards
        if (!sorted && !other.sorted)
            std::sort(std::begin(eventsList), std::end(eventsList), Comparator{});
        else
        {
            const auto begin = std::begin(eventsList);
            const auto middle = std::next(begin, size);
            const auto end = std::end(eventsList);

            if (!sorted)
                std::sort(begin, middle, Comparator{});

            if (!other.sorted)
                std::sort(middle, end, Comparator{});

            std::inplace_merge(begin, middle, end, Comparator{});
        }

        sorted = true;
    }

    void sort()
    {
        if (!sorted)
        {
            std::sort(std::begin(eventsList), std::end(eventsList), Comparator{});
            sorted = true;
        }
    }

    void serialize(WriteBuffer & buf) const
    {
        writeBinary(sorted, buf);
        writeBinary(eventsList.size(), buf);

        for (const auto & events : eventsList)
        {
            writeBinary(events.first, buf);
            writeBinary(events.second.to_ulong(), buf);
        }
    }

    void deserialize(ReadBuffer & buf)
    {
        readBinary(sorted, buf);

        std::size_t size;
        readBinary(size, buf);

        eventsList.clear();
        eventsList.reserve(size);

        for (std::size_t i = 0; i < size; ++i)
        {
            std::uint32_t timestamp;
            readBinary(timestamp, buf);

            UInt64 events;
            readBinary(events, buf);

            eventsList.emplace_back(timestamp, Events{events});
        }
    }
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};

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/// Max number of iterations to match the pattern against a sequence, exception thrown when exceeded
constexpr auto sequence_match_max_iterations = 1000000;

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class AggregateFunctionSequenceMatch : public IAggregateFunctionHelper<AggregateFunctionSequenceMatchData>
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{
public:
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    static bool sufficientArgs(const std::size_t arg_count) { return arg_count >= 3; }

    String getName() const override { return "sequenceMatch"; }

    DataTypePtr getReturnType() const override { return std::make_shared<DataTypeUInt8>(); }

    void setParameters(const Array & params) override
    {
        if (params.size() != 1)
            throw Exception{
                "Aggregate function " + getName() + " requires exactly one parameter.",
                ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH
            };

        pattern = params.front().safeGet<std::string>();
    }

    void setArguments(const DataTypes & arguments) override
    {
        arg_count = arguments.size();

        if (!sufficientArgs(arg_count))
            throw Exception{
                "Aggregate function " + getName() + " requires at least 3 arguments.",
                ErrorCodes::TOO_LESS_ARGUMENTS_FOR_FUNCTION
            };

        if (arg_count - 1 > Data::max_events)
            throw Exception{
                "Aggregate function " + getName() + " supports up to " +
                    std::to_string(Data::max_events) + " event arguments.",
                ErrorCodes::TOO_MUCH_ARGUMENTS_FOR_FUNCTION
            };

        const auto time_arg = arguments.front().get();
        if (!typeid_cast<const DataTypeDateTime *>(time_arg))
            throw Exception{
                "Illegal type " + time_arg->getName() + " of first argument of aggregate function " +
                    getName() + ", must be DateTime",
                ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT
            };

        for (const auto i : ext::range(1, arg_count))
        {
            const auto cond_arg = arguments[i].get();
            if (!typeid_cast<const DataTypeUInt8 *>(cond_arg))
                throw Exception{
                    "Illegal type " + cond_arg->getName() + " of argument " + toString(i + 1) +
                        " of aggregate function " + getName() + ", must be UInt8",
                    ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT
                };
        }

        parsePattern();
    }

    void add(AggregateDataPtr place, const IColumn ** columns, const size_t row_num, Arena *) const override
    {
        const auto timestamp = static_cast<const ColumnUInt32 *>(columns[0])->getData()[row_num];

        Data::Events events;
        for (const auto i : ext::range(1, arg_count))
        {
            const auto event = static_cast<const ColumnUInt8 *>(columns[i])->getData()[row_num];
            events.set(i - 1, event);
        }

        data(place).add(timestamp, events);
    }

    void merge(AggregateDataPtr place, ConstAggregateDataPtr rhs, Arena * arena) const override
    {
        data(place).merge(data(rhs));
    }

    void serialize(ConstAggregateDataPtr place, WriteBuffer & buf) const override
    {
        data(place).serialize(buf);
    }

    void deserialize(AggregateDataPtr place, ReadBuffer & buf, Arena *) const override
    {
        data(place).deserialize(buf);
    }

    void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override
    {
        const_cast<Data &>(data(place)).sort();

        const auto & data_ref = data(place);

        const auto events_begin = std::begin(data_ref.eventsList);
        const auto events_end = std::end(data_ref.eventsList);
        auto events_it = events_begin;

        static_cast<ColumnUInt8 &>(to).getData().push_back(match(events_it, events_end));
    }

    static void addFree(const IAggregateFunction * that, AggregateDataPtr place, const IColumn ** columns, size_t row_num, Arena * arena)
    {
        static_cast<const AggregateFunctionSequenceMatch &>(*that).add(place, columns, row_num, arena);
    }

    IAggregateFunction::AddFunc getAddressOfAddFunction() const override final { return &addFree; }
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private:
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    enum class PatternActionType
    {
        SpecificEvent,
        AnyEvent,
        KleeneStar,
        TimeLessOrEqual,
        TimeLess,
        TimeGreaterOrEqual,
        TimeGreater
    };

    struct PatternAction final
    {
        PatternActionType type;
        std::uint32_t extra;

        PatternAction() = default;
        PatternAction(const PatternActionType type, const std::uint32_t extra = 0) : type{type}, extra{extra} {}
    };

    static constexpr size_t bytes_on_stack = 64;
    using PatternActions = PODArray<PatternAction, bytes_on_stack, AllocatorWithStackMemory<Allocator<false>, bytes_on_stack>>;


    void parsePattern()
    {
        actions.clear();
        actions.emplace_back(PatternActionType::KleeneStar);

        ParserString special_open_p("(?");
        ParserString special_close_p(")");
        ParserString t_p("t");
        ParserString less_or_equal_p("<=");
        ParserString less_p("<");
        ParserString greater_or_equal_p(">=");
        ParserString greater_p(">");
        ParserString dot_closure_p(".*");
        ParserString dot_p(".");
        ParserNumber number_p;

        auto pos = pattern.data();
        const auto begin = pos;
        const auto end = pos + pattern.size();

        ASTPtr node;
        decltype(pos) max_parsed_pos{};
        Expected expected;

        const auto throw_exception = [&] (const std::string & msg) {
            throw Exception{
                msg + " '" + std::string(pos, end) + "' at position " + std::to_string(pos - begin),
                ErrorCodes::SYNTAX_ERROR
            };
        };

        while (pos < end)
        {
            if (special_open_p.ignore(pos, end))
            {
                if (t_p.ignore(pos, end))
                {
                    PatternActionType type;

                    if (less_or_equal_p.ignore(pos, end))
                        type = PatternActionType::TimeLessOrEqual;
                    else if (less_p.ignore(pos, end))
                        type = PatternActionType::TimeLess;
                    else if (greater_or_equal_p.ignore(pos, end))
                        type = PatternActionType::TimeGreaterOrEqual;
                    else if (greater_p.ignore(pos, end))
                        type = PatternActionType::TimeGreater;
                    else
                        throw_exception("Unknown time condition");

                    if (!number_p.parse(pos, end, node, max_parsed_pos, expected))
                        throw_exception("Could not parse number");

                    if (actions.back().type != PatternActionType::SpecificEvent &&
                        actions.back().type != PatternActionType::AnyEvent &&
                        actions.back().type != PatternActionType::KleeneStar)
                        throw Exception{
                            "Temporal condition should be preceeded by an event condition",
                            ErrorCodes::BAD_ARGUMENTS
                        };

                    actions.emplace_back(type, typeid_cast<const ASTLiteral &>(*node).value.safeGet<UInt64>());
                }
                else if (number_p.parse(pos, end, node, max_parsed_pos, expected))
                {
                    const auto event_number = typeid_cast<const ASTLiteral &>(*node).value.safeGet<UInt64>();
                    if (event_number > arg_count - 1)
                        throw Exception{
                            "Event number " + std::to_string(event_number) + " is out of range",
                            ErrorCodes::BAD_ARGUMENTS
                        };

                    actions.emplace_back(PatternActionType::SpecificEvent, event_number - 1);
                }
                else
                    throw_exception("Unexpected special sequence");

                if (!special_close_p.ignore(pos, end))
                    throw_exception("Expected closing parenthesis, found");

            }
            else if (dot_closure_p.ignore(pos, end))
                actions.emplace_back(PatternActionType::KleeneStar);
            else if (dot_p.ignore(pos, end))
                actions.emplace_back(PatternActionType::AnyEvent);
            else
                throw_exception("Could not parse pattern, unexpected starting symbol");
        }
    }
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protected:
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    template <typename T>
    bool match(T & events_it, const T events_end) const
    {
        const auto action_begin = std::begin(actions);
        const auto action_end = std::end(actions);
        auto action_it = action_begin;

        const auto events_begin = events_it;
        auto base_it = events_it;

        /// an iterator to action plus an iterator to row in events list plus timestamp at the start of sequence
        using backtrack_info = std::tuple<decltype(action_it), T, T>;
        std::stack<backtrack_info> back_stack;

        /// backtrack if possible
        const auto do_backtrack = [&] {
            while (!back_stack.empty())
            {
                auto & top = back_stack.top();

                action_it = std::get<0>(top);
                events_it = std::next(std::get<1>(top));
                base_it = std::get<2>(top);

                back_stack.pop();

                if (events_it != events_end)
                    return true;
            }

            return false;
        };

        std::size_t i = 0;
        while (action_it != action_end && events_it != events_end)
        {
            if (action_it->type == PatternActionType::SpecificEvent)
            {
                if (events_it->second.test(action_it->extra))
                {
                    /// move to the next action and events
                    base_it = events_it;
                    ++action_it, ++events_it;
                }
                else if (!do_backtrack())
                    /// backtracking failed, bail out
                    break;
            }
            else if (action_it->type == PatternActionType::AnyEvent)
            {
                base_it = events_it;
                ++action_it, ++events_it;
            }
            else if (action_it->type == PatternActionType::KleeneStar)
            {
                back_stack.emplace(action_it, events_it, base_it);
                base_it = events_it;
                ++action_it;
            }
            else if (action_it->type == PatternActionType::TimeLessOrEqual)
            {
                if (events_it->first - base_it->first <= action_it->extra)
                {
                    /// condition satisfied, move onto next action
                    back_stack.emplace(action_it, events_it, base_it);
                    base_it = events_it;
                    ++action_it;
                }
                else if (!do_backtrack())
                    break;
            }
            else if (action_it->type == PatternActionType::TimeLess)
            {
                if (events_it->first - base_it->first < action_it->extra)
                {
                    back_stack.emplace(action_it, events_it, base_it);
                    base_it = events_it;
                    ++action_it;
                }
                else if (!do_backtrack())
                    break;
            }
            else if (action_it->type == PatternActionType::TimeGreaterOrEqual)
            {
                if (events_it->first - base_it->first >= action_it->extra)
                {
                    back_stack.emplace(action_it, events_it, base_it);
                    base_it = events_it;
                    ++action_it;
                }
                else if (++events_it == events_end && !do_backtrack())
                    break;
            }
            else if (action_it->type == PatternActionType::TimeGreater)
            {
                if (events_it->first - base_it->first > action_it->extra)
                {
                    back_stack.emplace(action_it, events_it, base_it);
                    base_it = events_it;
                    ++action_it;
                }
                else if (++events_it == events_end && !do_backtrack())
                    break;
            }
            else
                throw Exception{
                    "Unknown PatternActionType",
                    ErrorCodes::LOGICAL_ERROR
                };

            if (++i > sequence_match_max_iterations)
                throw Exception{
                    "Pattern application proves too difficult, exceeding max iterations (" + toString(sequence_match_max_iterations) + ")",
                    ErrorCodes::TOO_SLOW
                };
        }

        /// if there are some actions remaining
        if (action_it != action_end)
        {
            /// match multiple empty strings at end
            while (action_it->type == PatternActionType::KleeneStar ||
                   action_it->type == PatternActionType::TimeLessOrEqual ||
                   action_it->type == PatternActionType::TimeLess ||
                   (action_it->type == PatternActionType::TimeGreaterOrEqual && action_it->extra == 0))
                ++action_it;
        }

        if (events_it == events_begin)
            ++events_it;

        return action_it == action_end;
    }
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    std::string pattern;
    std::size_t arg_count;
    PatternActions actions;
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};

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class AggregateFunctionSequenceCount final : public AggregateFunctionSequenceMatch
{
public:
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    String getName() const override { return "sequenceCount"; }
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    DataTypePtr getReturnType() const override { return std::make_shared<DataTypeUInt64>(); }
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    void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override
    {
        const_cast<Data &>(data(place)).sort();
        static_cast<ColumnUInt64 &>(to).getData().push_back(count(place));
    }
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private:
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    UInt64 count(const ConstAggregateDataPtr & place) const
    {
        const auto & data_ref = data(place);
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        const auto events_begin = std::begin(data_ref.eventsList);
        const auto events_end = std::end(data_ref.eventsList);
        auto events_it = events_begin;
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        std::size_t count = 0;
        while (events_it != events_end && match(events_it, events_end))
            ++count;
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        return count;
    }
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};

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}