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First version that passes some aggregation tests:
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I commented out a number of tests where we do not support the required
data types; this is only a short-term hack until I extend the planner
to understand when UnsafeGeneratedAggregate can be used.
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JoshRosen committed Apr 22, 2015
1 parent fc4c3a8 commit 1a483c5
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Showing 5 changed files with 140 additions and 62 deletions.
Expand Up @@ -20,12 +20,16 @@

import org.apache.spark.sql.Row;
import org.apache.spark.sql.types.DataType;
import static org.apache.spark.sql.types.DataTypes.*;

import org.apache.spark.sql.types.StructType;
import org.apache.spark.sql.types.UTF8String;
import org.apache.spark.unsafe.PlatformDependent;
import org.apache.spark.unsafe.bitset.BitSetMethods;
import org.apache.spark.unsafe.string.UTF8StringMethods;
import scala.collection.Map;
import scala.collection.Seq;
import scala.collection.mutable.ArraySeq;

import javax.annotation.Nullable;
import java.math.BigDecimal;
Expand Down Expand Up @@ -90,6 +94,11 @@ public void setNullAt(int i) {
BitSetMethods.set(baseObject, baseOffset, i);
}

private void setNotNullAt(int i) {
assertIndexIsValid(i);
BitSetMethods.unset(baseObject, baseOffset, i);
}

@Override
public void update(int ordinal, Object value) {
assert schema != null : "schema cannot be null when calling the generic update()";
Expand All @@ -101,42 +110,49 @@ public void update(int ordinal, Object value) {
@Override
public void setInt(int ordinal, int value) {
assertIndexIsValid(ordinal);
setNotNullAt(ordinal);
PlatformDependent.UNSAFE.putInt(baseObject, getFieldOffset(ordinal), value);
}

@Override
public void setLong(int ordinal, long value) {
assertIndexIsValid(ordinal);
setNotNullAt(ordinal);
PlatformDependent.UNSAFE.putLong(baseObject, getFieldOffset(ordinal), value);
}

@Override
public void setDouble(int ordinal, double value) {
assertIndexIsValid(ordinal);
setNotNullAt(ordinal);
PlatformDependent.UNSAFE.putDouble(baseObject, getFieldOffset(ordinal), value);
}

@Override
public void setBoolean(int ordinal, boolean value) {
assertIndexIsValid(ordinal);
setNotNullAt(ordinal);
PlatformDependent.UNSAFE.putBoolean(baseObject, getFieldOffset(ordinal), value);
}

@Override
public void setShort(int ordinal, short value) {
assertIndexIsValid(ordinal);
setNotNullAt(ordinal);
PlatformDependent.UNSAFE.putShort(baseObject, getFieldOffset(ordinal), value);
}

@Override
public void setByte(int ordinal, byte value) {
assertIndexIsValid(ordinal);
setNotNullAt(ordinal);
PlatformDependent.UNSAFE.putByte(baseObject, getFieldOffset(ordinal), value);
}

@Override
public void setFloat(int ordinal, float value) {
assertIndexIsValid(ordinal);
setNotNullAt(ordinal);
PlatformDependent.UNSAFE.putFloat(baseObject, getFieldOffset(ordinal), value);
}

Expand Down Expand Up @@ -169,8 +185,23 @@ public Object apply(int i) {
@Override
public Object get(int i) {
assertIndexIsValid(i);
// TODO: dispatching based on field type
throw new UnsupportedOperationException();
final DataType dataType = schema.fields()[i].dataType();
// TODO: complete this for the remaining types
if (isNullAt(i)) {
return null;
} else if (dataType == IntegerType) {
return getInt(i);
} else if (dataType == LongType) {
return getLong(i);
} else if (dataType == DoubleType) {
return getDouble(i);
} else if (dataType == FloatType) {
return getFloat(i);
} else if (dataType == StringType) {
return getUTF8String(i);
} else {
throw new UnsupportedOperationException();
}
}

@Override
Expand Down Expand Up @@ -221,6 +252,12 @@ public double getDouble(int i) {
return PlatformDependent.UNSAFE.getDouble(baseObject, getFieldOffset(i));
}

public UTF8String getUTF8String(int i) {
// TODO: this is inefficient; just doing this to make some tests pass for now; will fix later
assertIndexIsValid(i);
return UTF8String.apply(getString(i));
}

@Override
public String getString(int i) {
assertIndexIsValid(i);
Expand Down Expand Up @@ -292,25 +329,30 @@ public boolean anyNull() {

@Override
public Seq<Object> toSeq() {
// TODO
throw new UnsupportedOperationException();
final ArraySeq<Object> values = new ArraySeq<Object>(numFields);
for (int fieldNumber = 0; fieldNumber < numFields; fieldNumber++) {
values.update(fieldNumber, get(fieldNumber));
}
return values;
}

@Override
public String toString() {
return mkString("[", ",", "]");
}

@Override
public String mkString() {
// TODO
throw new UnsupportedOperationException();
return toSeq().mkString();
}

@Override
public String mkString(String sep) {
// TODO
throw new UnsupportedOperationException();
return toSeq().mkString(sep);
}

@Override
public String mkString(String start, String sep, String end) {
// TODO
throw new UnsupportedOperationException();
return toSeq().mkString(start, sep, end);
}
}
Expand Up @@ -54,8 +54,11 @@ private object UnsafeColumnWriter {
dataType match {
case IntegerType => IntUnsafeColumnWriter
case LongType => LongUnsafeColumnWriter
case FloatType => FloatUnsafeColumnWriter
case DoubleType => DoubleUnsafeColumnWriter
case StringType => StringUnsafeColumnWriter
case _ => throw new UnsupportedOperationException()
case t =>
throw new UnsupportedOperationException(s"Do not know how to write columns of type $t")
}
}
}
Expand Down Expand Up @@ -121,6 +124,33 @@ private class LongUnsafeColumnWriter private() extends PrimitiveUnsafeColumnWrit
}
private case object LongUnsafeColumnWriter extends LongUnsafeColumnWriter

private class FloatUnsafeColumnWriter private() extends PrimitiveUnsafeColumnWriter[Float] {
override def write(
value: Float,
columnNumber: Int,
row: UnsafeRow,
baseObject: Object,
baseOffset: Long,
appendCursor: Int): Int = {
row.setFloat(columnNumber, value)
0
}
}
private case object FloatUnsafeColumnWriter extends FloatUnsafeColumnWriter

private class DoubleUnsafeColumnWriter private() extends PrimitiveUnsafeColumnWriter[Double] {
override def write(
value: Double,
columnNumber: Int,
row: UnsafeRow,
baseObject: Object,
baseOffset: Long,
appendCursor: Int): Int = {
row.setDouble(columnNumber, value)
0
}
}
private case object DoubleUnsafeColumnWriter extends DoubleUnsafeColumnWriter

class UnsafeRowConverter(fieldTypes: Array[DataType]) {

Expand Down
Expand Up @@ -132,11 +132,11 @@ private[sql] abstract class SparkStrategies extends QueryPlanner[SparkPlan] {
allAggregates(partialComputation) ++
allAggregates(rewrittenAggregateExpressions)) &&
codegenEnabled =>
execution.GeneratedAggregate(
execution.UnsafeGeneratedAggregate(
partial = false,
namedGroupingAttributes,
rewrittenAggregateExpressions,
execution.GeneratedAggregate(
execution.UnsafeGeneratedAggregate(
partial = true,
groupingExpressions,
partialComputation,
Expand Down
Expand Up @@ -194,7 +194,7 @@ case class UnsafeGeneratedAggregate(
case o => sys.error(s"$o can't be codegened.")
}

val computationSchema = computeFunctions.flatMap(_.schema)
val computationSchema: Seq[Attribute] = computeFunctions.flatMap(_.schema)

val resultMap: Map[TreeNodeRef, Expression] =
aggregatesToCompute.zip(computeFunctions).map {
Expand Down Expand Up @@ -230,7 +230,7 @@ case class UnsafeGeneratedAggregate(
// This projection should be targeted at the current values for the group and then applied
// to a joined row of the current values with the new input row.
val updateExpressions = computeFunctions.flatMap(_.update)
val updateSchema = computeFunctions.flatMap(_.schema) ++ child.output
val updateSchema = computationSchema ++ child.output
val updateProjection = newMutableProjection(updateExpressions, updateSchema)()
log.info(s"Update Expressions: ${updateExpressions.mkString(",")}")

Expand Down Expand Up @@ -267,19 +267,25 @@ case class UnsafeGeneratedAggregate(
// We're going to need to allocate a lot of empty aggregation buffers, so let's do it
// once and keep a copy of the serialized buffer and copy it into the hash map when we see
// new keys:
val (emptyAggregationBuffer: Array[Long], numberOfColumnsInAggBuffer: Int) = {
val emptyAggregationBuffer: Array[Long] = {
val javaBuffer: MutableRow = newAggregationBuffer(EmptyRow).asInstanceOf[MutableRow]
val converter = new UnsafeRowConverter(javaBuffer.schema.fields.map(_.dataType))
val fieldTypes = StructType.fromAttributes(computationSchema).map(_.dataType).toArray
val converter = new UnsafeRowConverter(fieldTypes)
val buffer = new Array[Long](converter.getSizeRequirement(javaBuffer))
converter.writeRow(javaBuffer, buffer, PlatformDependent.LONG_ARRAY_OFFSET)
(buffer, javaBuffer.schema.fields.length)
buffer
}

// TODO: there's got got to be an actual way of obtaining this up front.
var groupProjectionSchema: StructType = null

val keyToUnsafeRowConverter: UnsafeRowConverter = {
new UnsafeRowConverter(groupProjectionSchema.fields.map(_.dataType))
new UnsafeRowConverter(groupingExpressions.map(_.dataType).toArray)
}

val aggregationBufferSchema = StructType.fromAttributes(computationSchema)
val keySchema: StructType = {
val fields = groupingExpressions.zipWithIndex.map { case (expr, idx) =>
StructField(idx.toString, expr.dataType, expr.nullable)
}
StructType(fields)
}

// Allocate some scratch space for holding the keys that we use to index into the hash map.
Expand All @@ -303,10 +309,9 @@ case class UnsafeGeneratedAggregate(
if (groupProjectionSize > unsafeRowBuffer.length) {
throw new IllegalStateException("Group projection does not fit into buffer")
}
keyToUnsafeRowConverter.writeRow(
currentGroup, unsafeRowBuffer, PlatformDependent.LONG_ARRAY_OFFSET)
val keyLengthInBytes: Int = keyToUnsafeRowConverter.writeRow(
currentGroup, unsafeRowBuffer, PlatformDependent.LONG_ARRAY_OFFSET).toInt // TODO

val keyLengthInBytes: Int = 0
val loc: BytesToBytesMap#Location =
buffers.lookup(unsafeRowBuffer, PlatformDependent.LONG_ARRAY_OFFSET, keyLengthInBytes)
if (!loc.isDefined) {
Expand All @@ -316,8 +321,6 @@ case class UnsafeGeneratedAggregate(
// size of buffers don't grow once created, as is the case for things like grabbing the
// first row's value for a string-valued column (or the shortest string)).

// TODO

loc.storeKeyAndValue(
unsafeRowBuffer,
PlatformDependent.LONG_ARRAY_OFFSET,
Expand All @@ -326,14 +329,17 @@ case class UnsafeGeneratedAggregate(
PlatformDependent.LONG_ARRAY_OFFSET,
emptyAggregationBuffer.length
)
// So that the pointers point to the value we just stored:
// TODO: reset this inside of the map so that this extra looup isn't necessary
buffers.lookup(unsafeRowBuffer, PlatformDependent.LONG_ARRAY_OFFSET, keyLengthInBytes)
}
// Reset our pointer to point to the buffer stored in the hash map
val address = loc.getValueAddress
currentBuffer.set(
address.getBaseObject,
address.getBaseOffset,
numberOfColumnsInAggBuffer,
null
aggregationBufferSchema.length,
aggregationBufferSchema
)
// Target the projection at the current aggregation buffer and then project the updated
// values.
Expand All @@ -354,15 +360,14 @@ case class UnsafeGeneratedAggregate(
key.set(
keyAddress.getBaseObject,
keyAddress.getBaseOffset,
groupProjectionSchema.fields.length,
groupProjectionSchema)
groupingExpressions.length,
keySchema)
val valueAddress = currentGroup.getValueAddress
value.set(
valueAddress.getBaseObject,
valueAddress.getBaseOffset,
numberOfColumnsInAggBuffer,
null
)
aggregationBufferSchema.length,
aggregationBufferSchema)
// TODO: once the iterator has been fully consumed, we need to free the map so that
// its off-heap memory is reclaimed. This may mean that we'll have to perform an extra
// defensive copy of the last row so that we can free that memory before returning
Expand Down

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