LogicalPartitionTopNToPhysicalPartitionTopN.java
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package org.apache.doris.nereids.rules.implementation;
import org.apache.doris.nereids.memo.Group;
import org.apache.doris.nereids.properties.OrderKey;
import org.apache.doris.nereids.rules.Rule;
import org.apache.doris.nereids.rules.RuleType;
import org.apache.doris.nereids.trees.expressions.Expression;
import org.apache.doris.nereids.trees.expressions.OrderExpression;
import org.apache.doris.nereids.trees.expressions.SlotReference;
import org.apache.doris.nereids.trees.plans.PartitionTopnPhase;
import org.apache.doris.nereids.trees.plans.Plan;
import org.apache.doris.nereids.trees.plans.logical.LogicalPartitionTopN;
import org.apache.doris.nereids.trees.plans.physical.PhysicalPartitionTopN;
import org.apache.doris.qe.ConnectContext;
import org.apache.doris.statistics.ColumnStatistic;
import org.apache.doris.statistics.Statistics;
import com.google.common.collect.ImmutableList;
import java.util.List;
import java.util.Objects;
import java.util.stream.Collectors;
/**
* Implementation rule that convert logical partition-top-n to physical partition-top-n.
*/
public class LogicalPartitionTopNToPhysicalPartitionTopN extends OneImplementationRuleFactory {
@Override
public Rule build() {
return logicalPartitionTopN().thenApplyMulti(ctx -> generatePhysicalPartitionTopn(ctx.root))
.toRule(RuleType.LOGICAL_PARTITION_TOP_N_TO_PHYSICAL_PARTITION_TOP_N_RULE);
}
private List<PhysicalPartitionTopN<? extends Plan>> generatePhysicalPartitionTopn(
LogicalPartitionTopN<? extends Plan> logicalPartitionTopN) {
if (logicalPartitionTopN.getPartitionKeys().isEmpty()
|| !checkTwoPhaseGlobalPartitionTopn(logicalPartitionTopN)) {
// if no partition by keys, use local partition topn combined with further full sort
List<OrderKey> orderKeys = !logicalPartitionTopN.getOrderKeys().isEmpty()
? logicalPartitionTopN.getOrderKeys().stream()
.map(OrderExpression::getOrderKey)
.collect(ImmutableList.toImmutableList()) :
ImmutableList.of();
PhysicalPartitionTopN<Plan> onePhaseLocalPartitionTopN = new PhysicalPartitionTopN<>(
logicalPartitionTopN.getFunction(),
logicalPartitionTopN.getPartitionKeys(),
orderKeys,
logicalPartitionTopN.hasGlobalLimit(),
logicalPartitionTopN.getPartitionLimit(),
PartitionTopnPhase.TWO_PHASE_LOCAL_PTOPN,
logicalPartitionTopN.getLogicalProperties(),
logicalPartitionTopN.child(0));
return ImmutableList.of(onePhaseLocalPartitionTopN);
} else {
// if partition by keys exist, the order keys will be set as original partition keys combined with
// orderby keys, to meet upper window operator's order requirement.
ImmutableList<OrderKey> fullOrderKeys = getAllOrderKeys(logicalPartitionTopN);
PhysicalPartitionTopN<Plan> onePhaseGlobalPartitionTopN = new PhysicalPartitionTopN<>(
logicalPartitionTopN.getFunction(),
logicalPartitionTopN.getPartitionKeys(),
fullOrderKeys,
logicalPartitionTopN.hasGlobalLimit(),
logicalPartitionTopN.getPartitionLimit(),
PartitionTopnPhase.ONE_PHASE_GLOBAL_PTOPN,
logicalPartitionTopN.getLogicalProperties(),
logicalPartitionTopN.child(0));
PhysicalPartitionTopN<Plan> twoPhaseLocalPartitionTopN = new PhysicalPartitionTopN<>(
logicalPartitionTopN.getFunction(),
logicalPartitionTopN.getPartitionKeys(),
fullOrderKeys,
logicalPartitionTopN.hasGlobalLimit(),
logicalPartitionTopN.getPartitionLimit(),
PartitionTopnPhase.TWO_PHASE_LOCAL_PTOPN,
logicalPartitionTopN.getLogicalProperties(),
logicalPartitionTopN.child(0));
PhysicalPartitionTopN<Plan> twoPhaseGlobalPartitionTopN = new PhysicalPartitionTopN<>(
logicalPartitionTopN.getFunction(),
logicalPartitionTopN.getPartitionKeys(),
fullOrderKeys,
logicalPartitionTopN.hasGlobalLimit(),
logicalPartitionTopN.getPartitionLimit(),
PartitionTopnPhase.TWO_PHASE_GLOBAL_PTOPN,
logicalPartitionTopN.getLogicalProperties(),
twoPhaseLocalPartitionTopN);
return ImmutableList.of(onePhaseGlobalPartitionTopN, twoPhaseGlobalPartitionTopN);
}
}
/**
* check if partition keys' ndv is almost near the total row count.
* if yes, it is not suitable for two phase global partition topn.
*/
private boolean checkTwoPhaseGlobalPartitionTopn(LogicalPartitionTopN<? extends Plan> logicalPartitionTopN) {
double globalPartitionTopnThreshold = ConnectContext.get().getSessionVariable()
.getGlobalPartitionTopNThreshold();
if (logicalPartitionTopN.getGroupExpression().isPresent()) {
Group group = logicalPartitionTopN.getGroupExpression().get().getOwnerGroup();
if (group != null && group.getStatistics() != null) {
Statistics stats = group.getStatistics();
double rowCount = stats.getRowCount();
List<Expression> partitionKeys = logicalPartitionTopN.getPartitionKeys();
if (!checkPartitionKeys(partitionKeys)) {
return false;
}
List<ColumnStatistic> partitionByKeyStats = partitionKeys.stream()
.map(partitionKey -> stats.findColumnStatistics(partitionKey))
.filter(Objects::nonNull)
.filter(e -> !e.isUnKnown)
.collect(Collectors.toList());
if (partitionByKeyStats.size() != partitionKeys.size()) {
return false;
} else {
List<Double> ndvs = partitionByKeyStats.stream().map(s -> s.ndv)
.filter(e -> e > 0 && !Double.isInfinite(e))
.collect(Collectors.toList());
if (ndvs.size() != partitionByKeyStats.size()) {
return false;
} else {
double maxNdv = ndvs.stream().max(Double::compare).get();
return rowCount / maxNdv >= globalPartitionTopnThreshold;
}
}
} else {
return false;
}
} else {
return false;
}
}
/**
* global partition topn only take effect if partition keys are columns from basic table
*/
private boolean checkPartitionKeys(List<Expression> partitionKeys) {
for (Expression expr : partitionKeys) {
if (!(expr instanceof SlotReference)) {
return false;
} else {
SlotReference slot = (SlotReference) expr;
if (!slot.getOriginalColumn().isPresent() || !slot.getOriginalTable().isPresent()) {
return false;
}
}
}
return true;
}
private ImmutableList<OrderKey> getAllOrderKeys(LogicalPartitionTopN<? extends Plan> logicalPartitionTopN) {
ImmutableList.Builder<OrderKey> builder = ImmutableList.builder();
if (!logicalPartitionTopN.getPartitionKeys().isEmpty()) {
builder.addAll(logicalPartitionTopN.getPartitionKeys().stream().map(partitionKey -> {
return new OrderKey(partitionKey, true, false);
}).collect(ImmutableList.toImmutableList()));
}
if (!logicalPartitionTopN.getOrderKeys().isEmpty()) {
builder.addAll(logicalPartitionTopN.getOrderKeys().stream()
.map(OrderExpression::getOrderKey)
.collect(ImmutableList.toImmutableList())
);
}
return builder.build();
}
}