摘要:

记录对exists子句进行剔除遍历的解决, 比照优化前后子查问耗时

执行的SQL语句:

/stonedb57/install/bin/mysql -D tpch -e " explain selecto_orderpriority,count(*) as order_countfromorderswhereo_orderdate >= date '1993-07-01'and o_orderdate < date '1993-07-01' + interval '3' monthand exists (select*fromlineitemwherel_orderkey = o_orderkeyand l_commitdate < l_receiptdate)group byo_orderpriorityorder by                            o_orderpriority ;"

外围函数解决:

ParameterizedFilter::UpdateMultiIndex

void ParameterizedFilter::UpdateMultiIndex(bool count_only, int64_t limit) {    MEASURE_FET("ParameterizedFilter::UpdateMultiIndex(...)");        thd_proc_info(mind->ConnInfo().Thd(), "update multi-index");        if (descriptors.Size() < 1) {        PrepareRoughMultiIndex();        rough_mind->ClearLocalDescFilters();        return;    }    SyntacticalDescriptorListPreprocessing();        bool empty_cannot_grow = true;  // if false (e.g. outer joins), then do not    // optimize empty multiindex as empty result        for (uint i = 0; i < descriptors.Size(); i++)        if (descriptors[i].IsOuter()) empty_cannot_grow = false;        // special cases    bool nonempty = true;        DescriptorListOrdering();        // descriptor display    if (rccontrol.isOn()) {        rccontrol.lock(mind->m_conn->GetThreadID()) << "Initial execution plan (non-join):" << system::unlock;        for (uint i = 0; i < descriptors.Size(); i++)            if (!descriptors[i].done && !descriptors[i].IsType_Join() && descriptors[i].IsInner()) {                char buf[1000];                std::strcpy(buf, " ");                descriptors[i].ToString(buf, 1000);                if (descriptors[i].IsDelayed())                    rccontrol.lock(mind->m_conn->GetThreadID())                    << "Delayed: " << buf << " \t(" << int(descriptors[i].evaluation * 100) / 100.0 << ")" << system::unlock;                else                    rccontrol.lock(mind->m_conn->GetThreadID())                    << "Cnd(" << i << "):  " << buf << " \t(" << int(descriptors[i].evaluation * 100) / 100.0 << ")"                    << system::unlock;            }    }        // end now if the multiindex is empty    if (mind->ZeroTuples() && empty_cannot_grow) {        mind->Empty();        PrepareRoughMultiIndex();        rough_mind->ClearLocalDescFilters();        return;    }        // Prepare execution - rough set part    for (uint i = 0; i < descriptors.Size(); i++) {        if (!descriptors[i].done && descriptors[i].IsInner()) {            if (descriptors[i].IsTrue()) {                descriptors[i].done = true;                                continue;            } else if (descriptors[i].IsFalse()) {                if (descriptors[i].attr.vc) {                    descriptors[i].done = true;                    if (empty_cannot_grow) {                        mind->Empty();                        PrepareRoughMultiIndex();                        rough_mind->ClearLocalDescFilters();                        return;                    } else {                        DimensionVector dims(mind->NoDimensions());                        descriptors[i].attr.vc->MarkUsedDims(dims);                        mind->MakeCountOnly(0, dims);                    }                }            }        }    }    if (rough_mind) rough_mind->ClearLocalDescFilters();    PrepareRoughMultiIndex();    nonempty = RoughUpdateMultiIndex();  // calculate all rough conditions,        if ((!nonempty && empty_cannot_grow) || mind->m_conn->Explain()) {        mind->Empty();  // nonempty==false if the whole result is empty (outer joins        // considered)        rough_mind->ClearLocalDescFilters();        return;    }    PropagateRoughToMind();  // exclude common::RSValue::RS_NONE from mind        // count other types of conditions, e.g. joins (i.e. conditions using    // attributes from two    // dimensions)    int no_of_join_conditions = 0;  // count also one-dimensional outer join conditions    int no_of_delayed_conditions = 0;    for (uint i = 0; i < descriptors.Size(); i++) {        if (!descriptors[i].done)            if (descriptors[i].IsType_Join() || descriptors[i].IsDelayed() || descriptors[i].IsOuter()) {                if (!descriptors[i].IsDelayed())                    no_of_join_conditions++;                else                    no_of_delayed_conditions++;            }    }        // Apply all one-dimensional filters (after where, i.e. without    // outer joins)    int last_desc_dim = -1;    int cur_dim = -1;        int no_desc = 0;    for (uint i = 0; i < descriptors.Size(); i++)        if (!descriptors[i].done && descriptors[i].IsInner() && !descriptors[i].IsType_Join() &&            !descriptors[i].IsDelayed())            ++no_desc;        int ApplyDescriptorNum = 0;    std::chrono::high_resolution_clock::time_point start = std::chrono::high_resolution_clock::now();        int descriptorsNum = descriptors.Size();        if (descriptorsNum > 1) {        STONEDB_LOG(LogCtl_Level::INFO, "UpdateMultiIndex: descriptorsNum : %d",                    descriptorsNum);    }        int desc_no = 0;    for (uint i = 0; i < descriptors.Size(); i++) {        if (!descriptors[i].done && descriptors[i].IsInner() && !descriptors[i].IsType_Join() &&            !descriptors[i].IsDelayed() && !descriptors[i].IsExists()) {            ++desc_no;            if (descriptors[i].attr.vc) {                cur_dim = descriptors[i].attr.vc->GetDim();            }            if (last_desc_dim != -1 && cur_dim != -1 && last_desc_dim != cur_dim) {                // Make all possible projections to other dimensions                RoughMakeProjections(cur_dim, false);            }                        ++ApplyDescriptorNum;                        // limit should be applied only for the last descriptor            ApplyDescriptor(i, (desc_no != no_desc || no_of_delayed_conditions > 0 || no_of_join_conditions) ? -1 : limit);            if (!descriptors[i].attr.vc) continue;  // probably desc got simplified and is true or false            if (cur_dim >= 0 && mind->GetFilter(cur_dim) && mind->GetFilter(cur_dim)->IsEmpty() && empty_cannot_grow) {                mind->Empty();                if (rccontrol.isOn()) {                    rccontrol.lock(mind->m_conn->GetThreadID())                        << "Empty result set after non-join condition evaluation (WHERE)" << system::unlock;                }                rough_mind->ClearLocalDescFilters();                return;            }            last_desc_dim = cur_dim;        }    }        if (ApplyDescriptorNum > 1) {        auto diff =            std::chrono::duration_cast<std::chrono::duration<float>>(std::chrono::high_resolution_clock::now() - start);        STONEDB_LOG(LogCtl_Level::INFO, "Timer %f : UpdateMultiIndex: ApplyDescriptorNum : %d", diff.count(),                    ApplyDescriptorNum);    }        rough_mind->UpdateReducedDimension();    mind->UpdateNoTuples();    for (int i = 0; i < mind->NoDimensions(); i++)        if (mind->GetFilter(i))            table->SetVCDistinctVals(i,                                     mind->GetFilter(i)->NoOnes());  // distinct values - not more than the    // number of rows after WHERE    rough_mind->ClearLocalDescFilters();        // Some displays        if (rccontrol.isOn()) {        int pack_full = 0, pack_some = 0, pack_all = 0;        rccontrol.lock(mind->m_conn->GetThreadID())            << "Packrows after exact evaluation (execute WHERE end):" << system::unlock;        for (uint i = 0; i < (uint)mind->NoDimensions(); i++)            if (mind->GetFilter(i)) {                Filter *f = mind->GetFilter(i);                pack_full = 0;                pack_some = 0;                pack_all = (int)((mind->OrigSize(i) + ((1 << mind->NoPower()) - 1)) >> mind->NoPower());                for (int b = 0; b < pack_all; b++) {                    if (f->IsFull(b))                        pack_full++;                    else if (!f->IsEmpty(b))                        pack_some++;                }                rccontrol.lock(mind->m_conn->GetThreadID())                    << "(t" << i << "): " << pack_all << " all packrows, " << pack_full + pack_some << " to open (including "                    << pack_full << " full)" << system::unlock;            }    }        DescriptorJoinOrdering();        // descriptor display for joins    if (rccontrol.isOn()) {        bool first_time = true;        for (uint i = 0; i < descriptors.Size(); i++)            if (!descriptors[i].done && (descriptors[i].IsType_Join() || descriptors[i].IsOuter())) {                if (first_time) {                    rccontrol.lock(mind->m_conn->GetThreadID()) << "Join execution plan:" << system::unlock;                    first_time = false;                }                char buf[1000];                std::strcpy(buf, " ");                descriptors[i].ToString(buf, 1000);                if (descriptors[i].IsDelayed())                    rccontrol.lock(mind->m_conn->GetThreadID())                    << "Delayed: " << buf << " \t(" << int(descriptors[i].evaluation * 100) / 100.0 << ")" << system::unlock;                else                    rccontrol.lock(mind->m_conn->GetThreadID())                    << "Cnd(" << i << "):  " << buf << " \t(" << int(descriptors[i].evaluation * 100) / 100.0 << ")"                    << system::unlock;            }    }        bool join_or_delayed_present = false;    for (uint i = 0; i < descriptors.Size(); i++) {        if (mind->ZeroTuples() && empty_cannot_grow) {            // set all following descriptors to done            for (uint j = i; j < descriptors.Size(); j++) descriptors[j].done = true;            break;        }        if (!descriptors[i].done && !descriptors[i].IsDelayed()) {            // Merging join conditions            Condition join_desc;            PrepareJoiningStep(join_desc, descriptors, i,                               *mind);  // group together all join conditions for one step            no_of_join_conditions -= join_desc.Size();            JoinTips join_tips(*mind);                        // Optimization: Check whether there exists "a is null" delayed condition            // for an outer join            if (join_desc[0].IsOuter()) {                for (uint i = 0; i < descriptors.Size(); i++) {                    if (descriptors[i].IsDelayed() && !descriptors[i].done && descriptors[i].op == common::Operator::O_IS_NULL &&                        join_desc[0].right_dims.Get(descriptors[i].attr.vc->GetDim()) &&                        !descriptors[i].attr.vc->IsNullsPossible()) {                        for (int j = 0; j < join_desc[0].right_dims.Size(); j++) {                            if (join_desc[0].right_dims[j] == true) join_tips.null_only[j] = true;                        }                        descriptors[i].done = true;  // completed inside joining algorithms                        no_of_delayed_conditions--;                    }                }            }                        if (no_of_join_conditions == 0 &&  // optimizations used only for the last group of conditions                no_of_delayed_conditions == 0 && parametrized_desc.Size() == 0) {                // Optimization: count_only is true => do not materialize multiindex                // (just counts tuples). WARNING: in this case cannot use multiindex for                // any operations other than NoTuples().                if (count_only) join_tips.count_only = true;                join_tips.limit = limit;                // only one dim used in distinct context?                int distinct_dim = table->DimInDistinctContext();                int dims_in_output = 0;                for (int dim = 0; dim < mind->NoDimensions(); dim++)                    if (mind->IsUsedInOutput(dim)) dims_in_output++;                if (distinct_dim != -1 && dims_in_output == 1) join_tips.distinct_only[distinct_dim] = true;            }                        // Optimization: Check whether all dimensions are really used            DimensionVector dims_used(mind->NoDimensions());            for (uint jj = 0; jj < descriptors.Size(); jj++) {                if (jj != i && !descriptors[jj].done) descriptors[jj].DimensionUsed(dims_used);            }            // can't utilize not_used_dims in case there are parameterized descs left            if (parametrized_desc.Size() == 0) {                for (int dim = 0; dim < mind->NoDimensions(); dim++)                    if (!mind->IsUsedInOutput(dim) && dims_used[dim] == false) join_tips.forget_now[dim] = true;            }                        // Joining itself            UpdateJoinCondition(join_desc, join_tips);        }    }        // Execute all delayed conditions    for (uint i = 0; i < descriptors.Size(); i++) {        if (!descriptors[i].done) {            rccontrol.lock(mind->m_conn->GetThreadID()) << "Executing delayed Cnd(" << i << ")" << system::unlock;            descriptors[i].CoerceColumnTypes();            descriptors[i].Simplify();            ApplyDescriptor(i);            join_or_delayed_present = true;        }    }    if (join_or_delayed_present) rough_mind->MakeDimensionSuspect();  // no common::RSValue::RS_ALL packs    mind->UpdateNoTuples();}

导致exists子查问遍历解决的逻辑:

  for (uint i = 0; i < descriptors.Size(); i++) {    if (!descriptors[i].done && descriptors[i].IsInner() && !descriptors[i].IsType_Join() &&        !descriptors[i].IsDelayed()) {      ++desc_no;      if (descriptors[i].attr.vc) {        cur_dim = descriptors[i].attr.vc->GetDim();      }      if (last_desc_dim != -1 && cur_dim != -1 && last_desc_dim != cur_dim) {        // Make all possible projections to other dimensions        RoughMakeProjections(cur_dim, false);      }      ++ApplyDescriptorNum;      // limit should be applied only for the last descriptor      ApplyDescriptor(i, (desc_no != no_desc || no_of_delayed_conditions > 0 || no_of_join_conditions) ? -1 : limit);      if (!descriptors[i].attr.vc) continue;  // probably desc got simplified and is true or false      if (cur_dim >= 0 && mind->GetFilter(cur_dim) && mind->GetFilter(cur_dim)->IsEmpty() && empty_cannot_grow) {        mind->Empty();        if (rccontrol.isOn()) {          rccontrol.lock(mind->m_conn->GetThreadID())              << "Empty result set after non-join condition evaluation (WHERE)" << system::unlock;        }        rough_mind->ClearLocalDescFilters();        return;      }      last_desc_dim = cur_dim;    }  }

优化策略:

思路:

  1. exists子句与join都波及到内表与表面, 实质上能够了解为要解决同样的数据量
  2. mysql能够将in查问转换为exists, 两者在语义上能够对等 https://www.jb51.net/article/236338.htm#_label3_2_0_1
  3. 在呈现join判断的中央,将exists条件做雷同看待

优化后的遍历外围代码:

  for (uint i = 0; i < descriptors.Size(); i++) {    if (!descriptors[i].done && descriptors[i].IsInner() && !descriptors[i].IsType_Join() &&        !descriptors[i].IsDelayed() && !descriptors[i].IsExists()) {      ++desc_no;      if (descriptors[i].attr.vc) {        cur_dim = descriptors[i].attr.vc->GetDim();      }      if (last_desc_dim != -1 && cur_dim != -1 && last_desc_dim != cur_dim) {        // Make all possible projections to other dimensions        RoughMakeProjections(cur_dim, false);      }      ++ApplyDescriptorNum;      // limit should be applied only for the last descriptor      ApplyDescriptor(i, (desc_no != no_desc || no_of_delayed_conditions > 0 || no_of_join_conditions) ? -1 : limit);      if (!descriptors[i].attr.vc) continue;  // probably desc got simplified and is true or false      if (cur_dim >= 0 && mind->GetFilter(cur_dim) && mind->GetFilter(cur_dim)->IsEmpty() && empty_cannot_grow) {        mind->Empty();        if (rccontrol.isOn()) {          rccontrol.lock(mind->m_conn->GetThreadID())              << "Empty result set after non-join condition evaluation (WHERE)" << system::unlock;        }        rough_mind->ClearLocalDescFilters();        return;      }      last_desc_dim = cur_dim;    }  }

整个函数:

void ParameterizedFilter::UpdateMultiIndex(bool count_only, int64_t limit) {    MEASURE_FET("ParameterizedFilter::UpdateMultiIndex(...)");        thd_proc_info(mind->ConnInfo().Thd(), "update multi-index");        if (descriptors.Size() < 1) {        PrepareRoughMultiIndex();        rough_mind->ClearLocalDescFilters();        return;    }    SyntacticalDescriptorListPreprocessing();        bool empty_cannot_grow = true;  // if false (e.g. outer joins), then do not    // optimize empty multiindex as empty result        for (uint i = 0; i < descriptors.Size(); i++)        if (descriptors[i].IsOuter()) empty_cannot_grow = false;        // special cases    bool nonempty = true;        DescriptorListOrdering();        // descriptor display    if (rccontrol.isOn()) {        rccontrol.lock(mind->m_conn->GetThreadID()) << "Initial execution plan (non-join):" << system::unlock;        for (uint i = 0; i < descriptors.Size(); i++)            if (!descriptors[i].done && !descriptors[i].IsType_Join() && descriptors[i].IsInner()) {                char buf[1000];                std::strcpy(buf, " ");                descriptors[i].ToString(buf, 1000);                if (descriptors[i].IsDelayed())                    rccontrol.lock(mind->m_conn->GetThreadID())                    << "Delayed: " << buf << " \t(" << int(descriptors[i].evaluation * 100) / 100.0 << ")" << system::unlock;                else                    rccontrol.lock(mind->m_conn->GetThreadID())                    << "Cnd(" << i << "):  " << buf << " \t(" << int(descriptors[i].evaluation * 100) / 100.0 << ")"                    << system::unlock;            }    }        // end now if the multiindex is empty    if (mind->ZeroTuples() && empty_cannot_grow) {        mind->Empty();        PrepareRoughMultiIndex();        rough_mind->ClearLocalDescFilters();        return;    }        // Prepare execution - rough set part    for (uint i = 0; i < descriptors.Size(); i++) {        if (!descriptors[i].done && descriptors[i].IsInner()) {            if (descriptors[i].IsTrue()) {                descriptors[i].done = true;                                continue;            } else if (descriptors[i].IsFalse()) {                if (descriptors[i].attr.vc) {                    descriptors[i].done = true;                    if (empty_cannot_grow) {                        mind->Empty();                        PrepareRoughMultiIndex();                        rough_mind->ClearLocalDescFilters();                        return;                    } else {                        DimensionVector dims(mind->NoDimensions());                        descriptors[i].attr.vc->MarkUsedDims(dims);                        mind->MakeCountOnly(0, dims);                    }                }            }        }    }    if (rough_mind) rough_mind->ClearLocalDescFilters();    PrepareRoughMultiIndex();    nonempty = RoughUpdateMultiIndex();  // calculate all rough conditions,        if ((!nonempty && empty_cannot_grow) || mind->m_conn->Explain()) {        mind->Empty();  // nonempty==false if the whole result is empty (outer joins        // considered)        rough_mind->ClearLocalDescFilters();        return;    }    PropagateRoughToMind();  // exclude common::RSValue::RS_NONE from mind        // count other types of conditions, e.g. joins (i.e. conditions using    // attributes from two    // dimensions)    int no_of_join_conditions = 0;  // count also one-dimensional outer join conditions    int no_of_delayed_conditions = 0;    for (uint i = 0; i < descriptors.Size(); i++) {        if (!descriptors[i].done)            if (descriptors[i].IsType_Join() || descriptors[i].IsDelayed() || descriptors[i].IsOuter()) {                if (!descriptors[i].IsDelayed())                    no_of_join_conditions++;                else                    no_of_delayed_conditions++;            }    }        // Apply all one-dimensional filters (after where, i.e. without    // outer joins)    int last_desc_dim = -1;    int cur_dim = -1;        int no_desc = 0;    for (uint i = 0; i < descriptors.Size(); i++)        if (!descriptors[i].done && descriptors[i].IsInner() && !descriptors[i].IsType_Join() &&            !descriptors[i].IsDelayed() && !descriptors[i].IsExists())            ++no_desc;        int ApplyDescriptorNum = 0;    std::chrono::high_resolution_clock::time_point start = std::chrono::high_resolution_clock::now();        int descriptorsNum = descriptors.Size();        if (descriptorsNum > 1) {        STONEDB_LOG(LogCtl_Level::INFO, "UpdateMultiIndex: descriptorsNum : %d",                    descriptorsNum);    }        int desc_no = 0;    for (uint i = 0; i < descriptors.Size(); i++) {        if (!descriptors[i].done && descriptors[i].IsInner() && !descriptors[i].IsType_Join() &&            !descriptors[i].IsDelayed() && !descriptors[i].IsExists()) {            ++desc_no;            if (descriptors[i].attr.vc) {                cur_dim = descriptors[i].attr.vc->GetDim();            }            if (last_desc_dim != -1 && cur_dim != -1 && last_desc_dim != cur_dim) {                // Make all possible projections to other dimensions                RoughMakeProjections(cur_dim, false);            }                        ++ApplyDescriptorNum;                        // limit should be applied only for the last descriptor            ApplyDescriptor(i, (desc_no != no_desc || no_of_delayed_conditions > 0 || no_of_join_conditions) ? -1 : limit);            if (!descriptors[i].attr.vc) continue;  // probably desc got simplified and is true or false            if (cur_dim >= 0 && mind->GetFilter(cur_dim) && mind->GetFilter(cur_dim)->IsEmpty() && empty_cannot_grow) {                mind->Empty();                if (rccontrol.isOn()) {                    rccontrol.lock(mind->m_conn->GetThreadID())                        << "Empty result set after non-join condition evaluation (WHERE)" << system::unlock;                }                rough_mind->ClearLocalDescFilters();                return;            }            last_desc_dim = cur_dim;        }    }        if (ApplyDescriptorNum > 1) {        auto diff =            std::chrono::duration_cast<std::chrono::duration<float>>(std::chrono::high_resolution_clock::now() - start);        STONEDB_LOG(LogCtl_Level::INFO, "Timer %f : UpdateMultiIndex: ApplyDescriptorNum : %d", diff.count(),                    ApplyDescriptorNum);    }        rough_mind->UpdateReducedDimension();    mind->UpdateNoTuples();    for (int i = 0; i < mind->NoDimensions(); i++)        if (mind->GetFilter(i))            table->SetVCDistinctVals(i,                                     mind->GetFilter(i)->NoOnes());  // distinct values - not more than the    // number of rows after WHERE    rough_mind->ClearLocalDescFilters();        // Some displays        if (rccontrol.isOn()) {        int pack_full = 0, pack_some = 0, pack_all = 0;        rccontrol.lock(mind->m_conn->GetThreadID())            << "Packrows after exact evaluation (execute WHERE end):" << system::unlock;        for (uint i = 0; i < (uint)mind->NoDimensions(); i++)            if (mind->GetFilter(i)) {                Filter *f = mind->GetFilter(i);                pack_full = 0;                pack_some = 0;                pack_all = (int)((mind->OrigSize(i) + ((1 << mind->NoPower()) - 1)) >> mind->NoPower());                for (int b = 0; b < pack_all; b++) {                    if (f->IsFull(b))                        pack_full++;                    else if (!f->IsEmpty(b))                        pack_some++;                }                rccontrol.lock(mind->m_conn->GetThreadID())                    << "(t" << i << "): " << pack_all << " all packrows, " << pack_full + pack_some << " to open (including "                    << pack_full << " full)" << system::unlock;            }    }        DescriptorJoinOrdering();        // descriptor display for joins    if (rccontrol.isOn()) {        bool first_time = true;        for (uint i = 0; i < descriptors.Size(); i++)            if (!descriptors[i].done                 && (descriptors[i].IsType_Join() || descriptors[i].IsExists() || descriptors[i].IsOuter())) {                if (first_time) {                    rccontrol.lock(mind->m_conn->GetThreadID()) << "Join execution plan:" << system::unlock;                    first_time = false;                }                char buf[1000];                std::strcpy(buf, " ");                descriptors[i].ToString(buf, 1000);                if (descriptors[i].IsDelayed())                    rccontrol.lock(mind->m_conn->GetThreadID())                    << "Delayed: " << buf << " \t(" << int(descriptors[i].evaluation * 100) / 100.0 << ")" << system::unlock;                else                    rccontrol.lock(mind->m_conn->GetThreadID())                    << "Cnd(" << i << "):  " << buf << " \t(" << int(descriptors[i].evaluation * 100) / 100.0 << ")"                    << system::unlock;            }    }        bool join_or_delayed_present = false;    for (uint i = 0; i < descriptors.Size(); i++) {        if (mind->ZeroTuples() && empty_cannot_grow) {            // set all following descriptors to done            for (uint j = i; j < descriptors.Size(); j++) descriptors[j].done = true;            break;        }        if (!descriptors[i].done && !descriptors[i].IsDelayed()) {            // Merging join conditions            Condition join_desc;            PrepareJoiningStep(join_desc, descriptors, i,                               *mind);  // group together all join conditions for one step            no_of_join_conditions -= join_desc.Size();            JoinTips join_tips(*mind);                        // Optimization: Check whether there exists "a is null" delayed condition            // for an outer join            if (join_desc[0].IsOuter()) {                for (uint i = 0; i < descriptors.Size(); i++) {                    if (descriptors[i].IsDelayed() && !descriptors[i].done && descriptors[i].op == common::Operator::O_IS_NULL &&                        join_desc[0].right_dims.Get(descriptors[i].attr.vc->GetDim()) &&                        !descriptors[i].attr.vc->IsNullsPossible()) {                        for (int j = 0; j < join_desc[0].right_dims.Size(); j++) {                            if (join_desc[0].right_dims[j] == true) join_tips.null_only[j] = true;                        }                        descriptors[i].done = true;  // completed inside joining algorithms                        no_of_delayed_conditions--;                    }                }            }                        if (no_of_join_conditions == 0 &&  // optimizations used only for the last group of conditions                no_of_delayed_conditions == 0 && parametrized_desc.Size() == 0) {                // Optimization: count_only is true => do not materialize multiindex                // (just counts tuples). WARNING: in this case cannot use multiindex for                // any operations other than NoTuples().                if (count_only) join_tips.count_only = true;                join_tips.limit = limit;                // only one dim used in distinct context?                int distinct_dim = table->DimInDistinctContext();                int dims_in_output = 0;                for (int dim = 0; dim < mind->NoDimensions(); dim++)                    if (mind->IsUsedInOutput(dim)) dims_in_output++;                if (distinct_dim != -1 && dims_in_output == 1) join_tips.distinct_only[distinct_dim] = true;            }                        // Optimization: Check whether all dimensions are really used            DimensionVector dims_used(mind->NoDimensions());            for (uint jj = 0; jj < descriptors.Size(); jj++) {                if (jj != i && !descriptors[jj].done) descriptors[jj].DimensionUsed(dims_used);            }            // can't utilize not_used_dims in case there are parameterized descs left            if (parametrized_desc.Size() == 0) {                for (int dim = 0; dim < mind->NoDimensions(); dim++)                    if (!mind->IsUsedInOutput(dim) && dims_used[dim] == false) join_tips.forget_now[dim] = true;            }                        // Joining itself            UpdateJoinCondition(join_desc, join_tips);        }    }    

测试数据:

优化exists判断后的子查问耗时:

mysql> select    ->                             o_orderpriority,    ->                             count(*) as order_count    ->                         from    ->                             orders    ->                         where    ->                             o_orderdate >= date '1993-07-01'    ->                             and o_orderdate < date '1993-07-01' + interval '3' month    ->                             and exists (    ->                                 select    ->                                     *    ->                                 from    ->                                     lineitem    ->                                 where    ->                                     l_orderkey = o_orderkey    ->                                     and l_commitdate < l_receiptdate    ->                             )    ->                         group by    ->                             o_orderpriority    ->                         order by    ->                             o_orderpriority ;+-----------------+-------------+| o_orderpriority | order_count |+-----------------+-------------+| 1-URGENT        |      114839 || 2-HIGH          |      114276 || 3-MEDIUM        |      114716 || 4-NOT SPECIFIED |      114913 || 5-LOW           |      114927 |+-----------------+-------------+5 rows in set (4.04 sec)

比照未优化前的子查问耗时:

优化后的火焰图:

当初工夫损耗曾经全副落在理解压缩上

优化exists判断后的解决逻辑:

(gdb) bt#0  stonedb::core::TwoDimensionalJoiner::CreateJoiner (join_alg_type=stonedb::core::JTYPE_GENERAL, mind=..., tips=..., table=0x7fc2f89fb510)    at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/storage/stonedb/core/joiner.cpp:79#1  0x00000000030afe84 in stonedb::core::ParameterizedFilter::UpdateJoinCondition (this=0x7fc2f89fb660, cond=..., tips=...)    at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/storage/stonedb/core/parameterized_filter.cpp:579#2  0x00000000030b3aec in stonedb::core::ParameterizedFilter::UpdateMultiIndex (this=0x7fc2f89fb660, count_only=false, limit=-1)    at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/storage/stonedb/core/parameterized_filter.cpp:1203#3  0x0000000002d73237 in stonedb::core::Query::Preexecute (this=0x7fc70415e800, qu=..., sender=0x7fc2f89d05f0, display_now=true)    at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/storage/stonedb/core/query.cpp:777#4  0x0000000002d44a6e in stonedb::core::Engine::Execute (this=0x75a5df0, thd=0x7fc2f8000b70, lex=0x7fc2f8002e98, result_output=0x7fc2f8010320, unit_for_union=0x0)    at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/storage/stonedb/core/engine_execute.cpp:421#5  0x0000000002d43d22 in stonedb::core::Engine::HandleSelect (this=0x75a5df0, thd=0x7fc2f8000b70, lex=0x7fc2f8002e98, result=@0x7fc70415ed18: 0x7fc2f8010320, setup_tables_done_option=0,     res=@0x7fc70415ed14: 0, optimize_after_sdb=@0x7fc70415ed0c: 1, sdb_free_join=@0x7fc70415ed10: 1, with_insert=0)    at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/storage/stonedb/core/engine_execute.cpp:232#6  0x0000000002e2c501 in stonedb::dbhandler::SDB_HandleSelect (thd=0x7fc2f8000b70, lex=0x7fc2f8002e98, result=@0x7fc70415ed18: 0x7fc2f8010320, setup_tables_done_option=0,     res=@0x7fc70415ed14: 0, optimize_after_sdb=@0x7fc70415ed0c: 1, sdb_free_join=@0x7fc70415ed10: 1, with_insert=0)    at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/storage/stonedb/handler/ha_rcengine.cpp:82#7  0x000000000246fe9a in execute_sqlcom_select (thd=0x7fc2f8000b70, all_tables=0x7fc2f801b530) at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/sql/sql_parse.cc:5182#8  0x000000000246921e in mysql_execute_command (thd=0x7fc2f8000b70, first_level=true) at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/sql/sql_parse.cc:2831#9  0x0000000002470e63 in mysql_parse (thd=0x7fc2f8000b70, parser_state=0x7fc70415feb0) at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/sql/sql_parse.cc:5621#10 0x00000000024660fb in dispatch_command (thd=0x7fc2f8000b70, com_data=0x7fc704160650, command=COM_QUERY) at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/sql/sql_parse.cc:1495#11 0x0000000002465027 in do_command (thd=0x7fc2f8000b70) at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/sql/sql_parse.cc:1034#12 0x0000000002597c43 in handle_connection (arg=0x756c0b0) at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/sql/conn_handler/connection_handler_per_thread.cc:313#13 0x0000000002c7b874 in pfs_spawn_thread (arg=0x758e640) at /data/jenkins/workspace/stonedb5.7-zsl-centos7.9/storage/perfschema/pfs.cc:2197#14 0x00007fc70f86fea5 in start_thread (arg=0x7fc704161700) at pthread_create.c:307#15 0x00007fc70dca6b0d in clone () at ../sysdeps/unix/sysv/linux/x86_64/clone.S:111