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baunsgaard pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/systemds.git
The following commit(s) were added to refs/heads/main by this push:
new 6747e39443 [SYSTEMDS-3478] Bitset array for Frames
6747e39443 is described below
commit 6747e39443c5f1bdff32337cf52915ba8a3f8437
Author: baunsgaard <[email protected]>
AuthorDate: Wed Dec 21 12:22:02 2022 +0100
[SYSTEMDS-3478] Bitset array for Frames
This commit adds a BitSetArray primitive as alternative to BooleanArray
for frames. As example on a 64kx2k frame with booleans:
- write time improved from 0.3-0.6 to 0.162
- read time improved from 0.4 to 0.119
- size on disk and memory from 128MB to 16MB
Closes #1750
---
.../sysds/runtime/frame/data/columns/Array.java | 16 +-
.../runtime/frame/data/columns/ArrayFactory.java | 32 +-
.../runtime/frame/data/columns/BitSetArray.java | 360 ++++++++++++++++++++
.../runtime/frame/data/columns/BooleanArray.java | 15 +-
.../runtime/frame/data/columns/DoubleArray.java | 21 +-
.../runtime/frame/data/columns/FloatArray.java | 21 +-
.../runtime/frame/data/columns/IntegerArray.java | 17 +-
.../runtime/frame/data/columns/LongArray.java | 17 +-
.../runtime/frame/data/columns/StringArray.java | 43 ++-
.../sysds/runtime/io/FrameWriterBinaryBlock.java | 3 +-
.../python/systemds/operator/algorithm/__init__.py | 2 -
src/main/python/systemds/utils/converters.py | 2 +-
src/main/python/tests/basics/test_context_stats.py | 2 +-
.../component/frame/array/CustomArrayTests.java | 366 +++++++++++++++++++--
.../component/frame/array/FrameArrayTests.java | 218 +++++++++++-
15 files changed, 1070 insertions(+), 65 deletions(-)
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/Array.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/Array.java
index 63b7b8b785..baa5e03b9d 100644
--- a/src/main/java/org/apache/sysds/runtime/frame/data/columns/Array.java
+++ b/src/main/java/org/apache/sysds/runtime/frame/data/columns/Array.java
@@ -136,7 +136,14 @@ public abstract class Array<T> implements Writable {
*
* @return the size in memory of this object.
*/
- public abstract long getInMemorySize();
+ public long getInMemorySize(){
+ return baseMemoryCost();
+ }
+
+ public static long baseMemoryCost(){
+ // Object header , int size, padding, softref.
+ return 16 + 4 + 4 + 8;
+ }
public abstract long getExactSerializedSize();
@@ -149,7 +156,10 @@ public abstract class Array<T> implements Writable {
public final Array<?> changeType(ValueType t) {
switch(t) {
case BOOLEAN:
- return changeTypeBoolean();
+ if(size() > ArrayFactory.bitSetSwitchPoint)
+ return changeTypeBitSet();
+ else
+ return changeTypeBoolean();
case FP32:
return changeTypeFloat();
case FP64:
@@ -168,6 +178,8 @@ public abstract class Array<T> implements Writable {
}
}
+ protected abstract Array<?> changeTypeBitSet();
+
protected abstract Array<?> changeTypeBoolean();
protected abstract Array<?> changeTypeDouble();
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/ArrayFactory.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/ArrayFactory.java
index 8d0a61676e..b237c4d550 100644
---
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/ArrayFactory.java
+++
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/ArrayFactory.java
@@ -21,6 +21,7 @@ package org.apache.sysds.runtime.frame.data.columns;
import java.io.DataInput;
import java.io.IOException;
+import java.util.BitSet;
import org.apache.sysds.common.Types.ValueType;
import org.apache.sysds.runtime.DMLRuntimeException;
@@ -28,8 +29,10 @@ import org.apache.sysds.utils.MemoryEstimates;
public interface ArrayFactory {
+ public static int bitSetSwitchPoint = 64;
+
public enum FrameArrayType {
- STRING, BOOLEAN, INT32, INT64, FP32, FP64;
+ STRING, BOOLEAN, BITSET, INT32, INT64, FP32, FP64;
}
public static StringArray create(String[] col) {
@@ -40,6 +43,10 @@ public interface ArrayFactory {
return new BooleanArray(col);
}
+ public static BitSetArray create(BitSet col, int size) {
+ return new BitSetArray(col, size);
+ }
+
public static IntegerArray create(int[] col) {
return new IntegerArray(col);
}
@@ -59,20 +66,23 @@ public interface ArrayFactory {
public static long getInMemorySize(ValueType type, int _numRows) {
switch(type) {
case BOOLEAN:
- return 16 + (long)
MemoryEstimates.booleanArrayCost(_numRows);
+ if(_numRows > bitSetSwitchPoint)
+ return Array.baseMemoryCost() + 8 +
(long) MemoryEstimates.bitSetCost(_numRows);
+ else
+ return Array.baseMemoryCost() + (long)
MemoryEstimates.booleanArrayCost(_numRows);
case INT64:
- return 16 + (long)
MemoryEstimates.longArrayCost(_numRows);
+ return Array.baseMemoryCost() + (long)
MemoryEstimates.longArrayCost(_numRows);
case FP64:
- return 16 + (long)
MemoryEstimates.doubleArrayCost(_numRows);
+ return Array.baseMemoryCost() + (long)
MemoryEstimates.doubleArrayCost(_numRows);
case UINT8:
case INT32:
- return 16 + (long)
MemoryEstimates.intArrayCost(_numRows);
+ return Array.baseMemoryCost() + (long)
MemoryEstimates.intArrayCost(_numRows);
case FP32:
- return 16 + (long)
MemoryEstimates.floatArrayCost(_numRows);
+ return Array.baseMemoryCost() + (long)
MemoryEstimates.floatArrayCost(_numRows);
case STRING:
// cannot be known since strings have dynamic
length
// lets assume something large to make it
somewhat safe.
- return 16 + (long)
MemoryEstimates.stringCost(12) * _numRows;
+ return Array.baseMemoryCost() + (long)
MemoryEstimates.stringCost(12) * _numRows;
default: // not applicable
throw new DMLRuntimeException("Invalid type to
estimate size of :" + type);
}
@@ -83,7 +93,10 @@ public interface ArrayFactory {
case STRING:
return new StringArray(new String[nRow]);
case BOOLEAN:
- return new BooleanArray(new boolean[nRow]);
+ if(nRow > bitSetSwitchPoint)
+ return new BitSetArray(nRow);
+ else
+ return new BooleanArray(new
boolean[nRow]);
case UINT8:
case INT32:
return new IntegerArray(new int[nRow]);
@@ -102,6 +115,9 @@ public interface ArrayFactory {
final FrameArrayType v = FrameArrayType.values()[in.readByte()];
Array<?> arr;
switch(v) {
+ case BITSET:
+ arr = new BitSetArray(nRow);
+ break;
case BOOLEAN:
arr = new BooleanArray(new boolean[nRow]);
break;
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/BitSetArray.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/BitSetArray.java
new file mode 100644
index 0000000000..601cb552a9
--- /dev/null
+++ b/src/main/java/org/apache/sysds/runtime/frame/data/columns/BitSetArray.java
@@ -0,0 +1,360 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied. See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.sysds.runtime.frame.data.columns;
+
+import java.io.DataInput;
+import java.io.DataOutput;
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.nio.ByteOrder;
+import java.util.Arrays;
+import java.util.BitSet;
+
+import org.apache.commons.lang.NotImplementedException;
+import org.apache.sysds.common.Types.ValueType;
+import org.apache.sysds.runtime.frame.data.columns.ArrayFactory.FrameArrayType;
+import org.apache.sysds.utils.MemoryEstimates;
+
+public class BitSetArray extends Array<Boolean> {
+
+ private static boolean useVectorizedKernel = true;
+ private BitSet _data;
+
+ protected BitSetArray(int size) {
+ _size = size;
+ _data = new BitSet(size);
+ }
+
+ public BitSetArray(boolean[] data) {
+ _size = data.length;
+ _data = new BitSet(data.length);
+ // set bits.
+ for(int i = 0; i < data.length; i++)
+ if(data[i]) // slightly more efficient to check.
+ _data.set(i);
+ }
+
+ public BitSetArray(BitSet data, int size) {
+ _size = size;
+ _data = data;
+ }
+
+ public BitSet get() {
+ return _data;
+ }
+
+ @Override
+ public Boolean get(int index) {
+ return _data.get(index);
+ }
+
+ @Override
+ public void set(int index, Boolean value) {
+ _data.set(index, value != null ? value : false);
+ }
+
+ @Override
+ public void set(int index, double value) {
+ _data.set(index, value == 0 ? false : true);
+ }
+
+ @Override
+ public void set(int rl, int ru, Array<Boolean> value) {
+ set(rl, ru, value, 0);
+ }
+
+ @Override
+ public void setFromOtherType(int rl, int ru, Array<?> value) {
+ throw new NotImplementedException();
+ }
+
+ private static long[] toLongArrayPadded(BitSet data, int minLength) {
+ long[] ret = data.toLongArray();
+ final int len = minLength / 64 + 1;
+ if(ret.length != len) // make sure ret have allocated enough
longs
+ return Arrays.copyOf(ret, len);
+ return ret;
+ }
+
+ @Override
+ public void set(int rl, int ru, Array<Boolean> value, int rlSrc) {
+ if(useVectorizedKernel && value instanceof BitSetArray && (ru -
rl >= 64))
+ setVectorized(rl, ru, (BitSetArray) value, rlSrc);
+ else // default
+ for(int i = rl, off = rlSrc; i <= ru; i++, off++)
+ _data.set(i, value.get(off));
+ }
+
+ private void setVectorized(int rl, int ru, BitSetArray value, int
rlSrc) {
+ final int rangeLength = ru - rl + 1;
+ final long[] otherValues = toLongArrayPadded(//
+ (BitSet) value.get().get(rlSrc, rangeLength + rlSrc),
rangeLength);
+ long[] ret = toLongArrayPadded(_data, size());
+
+ ret = setVectorizedLongs(rl, ru, otherValues, ret);
+ _data = BitSet.valueOf(ret);
+ }
+
+ private static long[] setVectorizedLongs(int rl, int ru, long[] ov,
long[] ret) {
+ final long remainder = rl % 64L;
+ if(remainder == 0)
+ return setVectorizedLongsNoOffset(rl, ru, ov, ret);
+ else
+ return setVectorizedLongsWithOffset(rl, ru, ov, ret);
+ }
+
+ private static long[] setVectorizedLongsNoOffset(int rl, int ru, long[]
ov, long[] ret) {
+ final long remainderEnd = (ru + 1) % 64L;
+ final long remainderEndInv = 64L - remainderEnd;
+ final int last = ov.length -1;
+ int retP = rl / 64;
+
+ // assign all full.
+ for(int j = 0; j < last; j++) {
+ ret[retP] = ov[j];
+ retP++;
+ }
+
+ // handle tail.
+ if(remainderEnd != 0) {
+ // clear ret in the area.
+ final long r = (ret[retP] >>> remainderEnd) <<
remainderEnd;
+ final long v = (ov[last] << remainderEndInv) >>>
remainderEndInv;
+ // assign ret in the area.
+ ret[retP] = r ^ v;
+ }
+ else
+ ret[retP] = ov[last];
+ return ret;
+ }
+
+ private static long[] setVectorizedLongsWithOffset(int rl, int ru,
long[] ov, long[] ret) {
+ final long remainder = rl % 64L;
+ final long invRemainder = 64L - remainder;
+ final int last = ov.length -1;
+ final int lastP = (ru+1) / 64;
+ final long finalOriginal = ret[lastP]; // original log at the
ru location.
+
+ int retP = rl / 64; // pointer for current long to edit
+
+ // first mask out previous and then continue
+ // mask by shifting two times (easier than constructing a mask)
+ ret[retP] = (ret[retP] << invRemainder) >>> invRemainder;
+
+ // middle full 64 bit overwrite no need to mask first.
+ // do not include last (it has to be specially handled)
+ for(int j = 0; j < last; j++) {
+ final long v = ov[j];
+ ret[retP] = ret[retP] ^ (v << remainder);
+ retP++;
+ ret[retP] = v >>> invRemainder;
+ }
+
+ ret[retP] = (ov[last] << remainder) ^ ret[retP];
+ retP++;
+ if(retP < ret.length && retP <= lastP) // aka there is a
remainder
+ ret[retP] = ov[last] >>> invRemainder;
+
+ // reassign everything outside range of ru.
+ final long remainderEnd = (ru + 1) % 64L;
+ final long remainderEndInv = 64L - remainderEnd;
+ ret[lastP] = (ret[lastP] << remainderEndInv) >>>
remainderEndInv;
+ ret[lastP] = ret[lastP] ^ (finalOriginal >>> remainderEnd) <<
remainderEnd;
+
+ return ret;
+ }
+
+ @Override
+ public void setNz(int rl, int ru, Array<Boolean> value) {
+ if(value instanceof BitSetArray) {
+ throw new NotImplementedException();
+ }
+ else {
+
+ boolean[] data2 = ((BooleanArray) value)._data;
+ for(int i = rl; i < ru + 1; i++)
+ if(data2[i])
+ _data.set(i, data2[i]);
+ }
+ }
+
+ @Override
+ public void append(String value) {
+ append(Boolean.parseBoolean(value));
+ }
+
+ @Override
+ public void append(Boolean value) {
+ _data.set(_size, value);
+ _size++;
+ }
+
+ @Override
+ public void write(DataOutput out) throws IOException {
+ out.writeByte(FrameArrayType.BITSET.ordinal());
+ long[] internals = _data.toLongArray();
+ out.writeInt(internals.length);
+ for(int i = 0; i < internals.length; i++)
+ out.writeLong(internals[i]);
+ }
+
+ @Override
+ public void readFields(DataInput in) throws IOException {
+ long[] internalLong = new long[in.readInt()];
+ for(int i = 0; i < internalLong.length; i++)
+ internalLong[i] = in.readLong();
+ _data = BitSet.valueOf(internalLong);
+ }
+
+ @Override
+ public Array<Boolean> clone() {
+ long[] d = _data.toLongArray();
+ int ln = d.length;
+ long[] nd = Arrays.copyOf(d, ln);
+ BitSet nBS = BitSet.valueOf(nd);
+ return new BitSetArray(nBS, _size);
+ }
+
+ @Override
+ public Array<Boolean> slice(int rl, int ru) {
+ return new BitSetArray(_data.get(rl, ru), ru - rl);
+ }
+
+ @Override
+ public Array<Boolean> sliceTransform(int rl, int ru, ValueType vt) {
+ return slice(rl, ru);
+ }
+
+ @Override
+ public void reset(int size) {
+ _data = new BitSet();
+ _size = size;
+ }
+
+ @Override
+ public byte[] getAsByteArray(int nRow) {
+ // over allocating here.. we could maybe bit pack?
+ ByteBuffer booleanBuffer = ByteBuffer.allocate(nRow);
+ booleanBuffer.order(ByteOrder.nativeOrder());
+ // TODO: fix inefficient transfer 8 x bigger.
+ // We should do bit unpacking on the python side.
+ for(int i = 0; i < nRow; i++)
+ booleanBuffer.put((byte) (_data.get(i) ? 1 : 0));
+ return booleanBuffer.array();
+ }
+
+ @Override
+ public ValueType getValueType() {
+ return ValueType.BOOLEAN;
+ }
+
+ @Override
+ public ValueType analyzeValueType() {
+ return ValueType.BOOLEAN;
+ }
+
+ @Override
+ public FrameArrayType getFrameArrayType() {
+ return FrameArrayType.BITSET;
+ }
+
+ @Override
+ public long getInMemorySize() {
+ long size = super.getInMemorySize() + 8; // object header +
object reference
+ size += MemoryEstimates.bitSetCost(_size);
+ return size;
+ }
+
+ @Override
+ public long getExactSerializedSize() {
+ long size = 1 + 4;
+ size += _data.toLongArray().length * 8;
+ return size;
+ }
+
+ @Override
+ protected Array<?> changeTypeBitSet() {
+ return clone();
+ }
+
+ @Override
+ protected Array<?> changeTypeBoolean() {
+ boolean[] ret = new boolean[size()];
+ for(int i = 0; i < size(); i++)
+ // if ever relevant use next set bit instead.
+ // to increase speed, but it should not be the case in
general
+ ret[i] = _data.get(i);
+
+ return new BooleanArray(ret);
+ }
+
+ @Override
+ protected Array<?> changeTypeDouble() {
+ double[] ret = new double[size()];
+ for(int i = 0; i < size(); i++)
+ ret[i] = _data.get(i) ? 1.0 : 0.0;
+ return new DoubleArray(ret);
+ }
+
+ @Override
+ protected Array<?> changeTypeFloat() {
+ float[] ret = new float[size()];
+ for(int i = 0; i < size(); i++)
+ ret[i] = _data.get(i) ? 1.0f : 0.0f;
+ return new FloatArray(ret);
+ }
+
+ @Override
+ protected Array<?> changeTypeInteger() {
+ int[] ret = new int[size()];
+ for(int i = 0; i < size(); i++)
+ ret[i] = _data.get(i) ? 1 : 0;
+ return new IntegerArray(ret);
+ }
+
+ @Override
+ protected Array<?> changeTypeLong() {
+ long[] ret = new long[size()];
+ for(int i = 0; i < size(); i++)
+ ret[i] = _data.get(i) ? 1L : 0L;
+ return new LongArray(ret);
+ }
+
+ @Override
+ public String toString() {
+ StringBuilder sb = new StringBuilder(_size * 5 + 2);
+ sb.append(super.toString() + ":[");
+ for(int i = 0; i < _size - 1; i++)
+ sb.append((_data.get(i) ? 1 : 0) + ",");
+ sb.append(_data.get(_size - 1) ? 1 : 0);
+ sb.append("]");
+ return sb.toString();
+ }
+
+ public static String longToBits(long l) {
+ String bits = Long.toBinaryString(l);
+ StringBuilder sb = new StringBuilder(64);
+ for(int i = 0; i < 64 - bits.length(); i++) {
+ sb.append('0');
+ }
+ sb.append(bits);
+ return sb.toString();
+ }
+}
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/BooleanArray.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/BooleanArray.java
index 18863aa4a2..59dff6f11f 100644
---
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/BooleanArray.java
+++
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/BooleanArray.java
@@ -32,7 +32,7 @@ import
org.apache.sysds.runtime.frame.data.columns.ArrayFactory.FrameArrayType;
import org.apache.sysds.utils.MemoryEstimates;
public class BooleanArray extends Array<Boolean> {
- private boolean[] _data;
+ protected boolean[] _data;
public BooleanArray(boolean[] data) {
_data = data;
@@ -70,7 +70,11 @@ public class BooleanArray extends Array<Boolean> {
@Override
public void set(int rl, int ru, Array<Boolean> value, int rlSrc) {
- System.arraycopy(((BooleanArray) value)._data, rlSrc, _data,
rl, ru - rl + 1);
+ if(value instanceof BooleanArray)
+ System.arraycopy(((BooleanArray) value)._data, rlSrc,
_data, rl, ru - rl + 1);
+ else
+ for(int i = rl, off = rlSrc; i <= ru; i++, off++)
+ _data[i] = value.get(off);
}
@Override
@@ -156,7 +160,7 @@ public class BooleanArray extends Array<Boolean> {
@Override
public long getInMemorySize() {
- long size = 16; // object header + object reference
+ long size = super.getInMemorySize() ; // object header + object
reference
size += MemoryEstimates.booleanArrayCost(_data.length);
return size;
}
@@ -166,6 +170,11 @@ public class BooleanArray extends Array<Boolean> {
return 1 + _data.length;
}
+ @Override
+ protected Array<?> changeTypeBitSet() {
+ return new BitSetArray(_data);
+ }
+
@Override
protected Array<?> changeTypeBoolean() {
return clone();
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/DoubleArray.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/DoubleArray.java
index b7014eb9a4..bd70e1a8bf 100644
--- a/src/main/java/org/apache/sysds/runtime/frame/data/columns/DoubleArray.java
+++ b/src/main/java/org/apache/sysds/runtime/frame/data/columns/DoubleArray.java
@@ -25,6 +25,7 @@ import java.io.IOException;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.util.Arrays;
+import java.util.BitSet;
import org.apache.commons.lang.NotImplementedException;
import org.apache.sysds.common.Types.ValueType;
@@ -200,7 +201,7 @@ public class DoubleArray extends Array<Double> {
@Override
public long getInMemorySize() {
- long size = 16; // object header + object reference
+ long size = super.getInMemorySize(); // object header + object
reference
size += MemoryEstimates.doubleArrayCost(_data.length);
return size;
}
@@ -210,13 +211,25 @@ public class DoubleArray extends Array<Double> {
return 1 + 8 * _data.length;
}
+ @Override
+ protected Array<?> changeTypeBitSet() {
+ BitSet ret = new BitSet(size());
+ for(int i = 0; i < size(); i++) {
+ if(_data[i] != 0 && _data[i] != 1)
+ throw new DMLRuntimeException(
+ "Unable to change to Boolean from
Integer array because of value:" + _data[i]);
+ ret.set(i, _data[i] == 0 ? false : true);
+ }
+ return new BitSetArray(ret, size());
+ }
+
@Override
protected Array<?> changeTypeBoolean() {
boolean[] ret = new boolean[size()];
for(int i = 0; i < size(); i++) {
- // if(_data[i] != 0 && _data[i] != 1)
- // throw new DMLRuntimeException(
- // "Unable to change to Boolean from
Integer array because of value:" + _data[i]);
+ if(_data[i] != 0 && _data[i] != 1)
+ throw new DMLRuntimeException(
+ "Unable to change to Boolean from
Integer array because of value:" + _data[i]);
ret[i] = _data[i] == 0 ? false : true;
}
return new BooleanArray(ret);
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/FloatArray.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/FloatArray.java
index 31fdc398df..25b5144cec 100644
--- a/src/main/java/org/apache/sysds/runtime/frame/data/columns/FloatArray.java
+++ b/src/main/java/org/apache/sysds/runtime/frame/data/columns/FloatArray.java
@@ -25,6 +25,7 @@ import java.io.IOException;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.util.Arrays;
+import java.util.BitSet;
import org.apache.commons.lang.NotImplementedException;
import org.apache.sysds.common.Types.ValueType;
@@ -56,16 +57,16 @@ public class FloatArray extends Array<Float> {
@Override
public void set(int index, double value) {
- _data[index] = (float)value;
+ _data[index] = (float) value;
}
@Override
public void set(int rl, int ru, Array<Float> value) {
set(rl, ru, value, 0);
}
-
+
@Override
- public void setFromOtherType(int rl, int ru, Array<?> value){
+ public void setFromOtherType(int rl, int ru, Array<?> value) {
throw new NotImplementedException();
}
@@ -156,7 +157,7 @@ public class FloatArray extends Array<Float> {
@Override
public long getInMemorySize() {
- long size = 16; // object header + object reference
+ long size = super.getInMemorySize(); // object header + object
reference
size += MemoryEstimates.floatArrayCost(_data.length);
return size;
}
@@ -166,6 +167,18 @@ public class FloatArray extends Array<Float> {
return 1 + 4 * _data.length;
}
+ @Override
+ protected Array<?> changeTypeBitSet() {
+ BitSet ret = new BitSet(size());
+ for(int i = 0; i < size(); i++) {
+ if(_data[i] != 0 && _data[i] != 1)
+ throw new DMLRuntimeException(
+ "Unable to change to Boolean from
Integer array because of value:" + _data[i]);
+ ret.set(i, _data[i] == 0 ? false : true);
+ }
+ return new BitSetArray(ret, size());
+ }
+
@Override
protected Array<?> changeTypeBoolean() {
boolean[] ret = new boolean[size()];
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/IntegerArray.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/IntegerArray.java
index 3331ccd944..6cc839d945 100644
---
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/IntegerArray.java
+++
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/IntegerArray.java
@@ -25,6 +25,7 @@ import java.io.IOException;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.util.Arrays;
+import java.util.BitSet;
import org.apache.commons.lang.NotImplementedException;
import org.apache.sysds.common.Types.ValueType;
@@ -56,7 +57,7 @@ public class IntegerArray extends Array<Integer> {
@Override
public void set(int index, double value) {
- _data[index] = (int)value;
+ _data[index] = (int) value;
}
@Override
@@ -155,7 +156,7 @@ public class IntegerArray extends Array<Integer> {
@Override
public long getInMemorySize() {
- long size = 16; // object header + object reference
+ long size = super.getInMemorySize(); // object header + object
reference
size += MemoryEstimates.intArrayCost(_data.length);
return size;
}
@@ -165,6 +166,18 @@ public class IntegerArray extends Array<Integer> {
return 1 + 4 * _data.length;
}
+ @Override
+ protected Array<?> changeTypeBitSet() {
+ BitSet ret = new BitSet(size());
+ for(int i = 0; i < size(); i++) {
+ if(_data[i] != 0 && _data[i] != 1)
+ throw new DMLRuntimeException(
+ "Unable to change to Boolean from
Integer array because of value:" + _data[i]);
+ ret.set(i, _data[i] == 0 ? false : true);
+ }
+ return new BitSetArray(ret, size());
+ }
+
@Override
protected Array<?> changeTypeBoolean() {
boolean[] ret = new boolean[size()];
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/LongArray.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/LongArray.java
index b0cfce5535..bf217ecf05 100644
--- a/src/main/java/org/apache/sysds/runtime/frame/data/columns/LongArray.java
+++ b/src/main/java/org/apache/sysds/runtime/frame/data/columns/LongArray.java
@@ -25,6 +25,7 @@ import java.io.IOException;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.util.Arrays;
+import java.util.BitSet;
import org.apache.commons.lang.NotImplementedException;
import org.apache.sysds.common.Types.ValueType;
@@ -56,7 +57,7 @@ public class LongArray extends Array<Long> {
@Override
public void set(int index, double value) {
- _data[index] = (long)value;
+ _data[index] = (long) value;
}
@Override
@@ -156,7 +157,7 @@ public class LongArray extends Array<Long> {
@Override
public long getInMemorySize() {
- long size = 16; // object header + object reference
+ long size = super.getInMemorySize(); // object header + object
reference
size += MemoryEstimates.longArrayCost(_data.length);
return size;
}
@@ -166,6 +167,18 @@ public class LongArray extends Array<Long> {
return 1 + 8 * _data.length;
}
+ @Override
+ protected Array<?> changeTypeBitSet() {
+ BitSet ret = new BitSet(size());
+ for(int i = 0; i < size(); i++) {
+ if(_data[i] != 0 && _data[i] != 1)
+ throw new DMLRuntimeException(
+ "Unable to change to Boolean from
Integer array because of value:" + _data[i]);
+ ret.set(i, _data[i] == 0 ? false : true);
+ }
+ return new BitSetArray(ret, size());
+ }
+
@Override
protected Array<?> changeTypeBoolean() {
boolean[] ret = new boolean[size()];
diff --git
a/src/main/java/org/apache/sysds/runtime/frame/data/columns/StringArray.java
b/src/main/java/org/apache/sysds/runtime/frame/data/columns/StringArray.java
index dc0cf2a3ff..5996431b46 100644
--- a/src/main/java/org/apache/sysds/runtime/frame/data/columns/StringArray.java
+++ b/src/main/java/org/apache/sysds/runtime/frame/data/columns/StringArray.java
@@ -23,6 +23,7 @@ import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException;
import java.util.Arrays;
+import java.util.BitSet;
import org.apache.commons.lang.NotImplementedException;
import org.apache.sysds.common.Types.ValueType;
@@ -266,7 +267,7 @@ public class StringArray extends Array<String> {
@Override
public long getInMemorySize() {
- long size = 16; // object header + object reference
+ long size = super.getInMemorySize(); // object header + object
reference
size += MemoryEstimates.stringArrayCost(_data);
return size;
}
@@ -279,6 +280,11 @@ public class StringArray extends Array<String> {
return si;
}
+ @Override
+ protected Array<?> changeTypeBitSet(){
+ return changeTypeBoolean();
+ }
+
@Override
protected Array<?> changeTypeBoolean() {
// detect type of transform.
@@ -291,6 +297,21 @@ public class StringArray extends Array<String> {
}
protected Array<?> changeTypeBooleanStandard() {
+ if(size() > ArrayFactory.bitSetSwitchPoint)
+ return changeTypeBooleanStandardBitSet();
+ else
+ return changeTypeBooleanStandardArray();
+ }
+
+ protected Array<?> changeTypeBooleanStandardBitSet() {
+ BitSet ret = new BitSet(size());
+ for(int i = 0; i < size(); i++)
+ ret.set(i, Boolean.parseBoolean(_data[i]));
+
+ return new BitSetArray(ret, size());
+ }
+
+ protected Array<?> changeTypeBooleanStandardArray() {
boolean[] ret = new boolean[size()];
for(int i = 0; i < size(); i++)
ret[i] = Boolean.parseBoolean(_data[i]);
@@ -298,6 +319,26 @@ public class StringArray extends Array<String> {
}
protected Array<?> changeTypeBooleanNumeric() {
+ if(size() > ArrayFactory.bitSetSwitchPoint)
+ return changeTypeBooleanStandardBitSet();
+ else
+ return changeTypeBooleanNumericArray();
+ }
+
+ protected Array<?> changeTypeBooleanNumericBitSet() {
+ BitSet ret = new BitSet(size());
+ for(int i = 0; i < size(); i++) {
+ final boolean zero = _data[i].equals("0");
+ final boolean one = _data[i].equals("1");
+ if(zero | one)
+ ret.set(i, one);
+ else
+ throw new DMLRuntimeException("Unable to change
to Boolean from String array, value:" + _data[i]);
+ }
+ return new BitSetArray(ret, size());
+ }
+
+ protected Array<?> changeTypeBooleanNumericArray() {
boolean[] ret = new boolean[size()];
for(int i = 0; i < size(); i++) {
final boolean zero = _data[i].equals("0");
diff --git
a/src/main/java/org/apache/sysds/runtime/io/FrameWriterBinaryBlock.java
b/src/main/java/org/apache/sysds/runtime/io/FrameWriterBinaryBlock.java
index a280cc9255..de016ea2fb 100644
--- a/src/main/java/org/apache/sysds/runtime/io/FrameWriterBinaryBlock.java
+++ b/src/main/java/org/apache/sysds/runtime/io/FrameWriterBinaryBlock.java
@@ -37,7 +37,7 @@ import org.apache.sysds.runtime.util.HDFSTool;
*
*/
public class FrameWriterBinaryBlock extends FrameWriter {
- // private static final Log LOG =
LogFactory.getLog(FrameWriterBinaryBlock.class.getName());
+ // protected static final Log LOG =
LogFactory.getLog(FrameWriterBinaryBlock.class.getName());
@Override
public final void writeFrameToHDFS( FrameBlock src, String fname, long
rlen, long clen )
@@ -116,7 +116,6 @@ public class FrameWriterBinaryBlock extends FrameWriter {
src.slice( bi, bi+len-1, 0,
src.getNumColumns()-1, block );
if( bi==0 ) //first block
block.setColumnMetadata(src.getColumnMetadata());
-
//append block to sequence file
index.set(bi+1);
writer.append(index, block);
diff --git a/src/main/python/systemds/operator/algorithm/__init__.py
b/src/main/python/systemds/operator/algorithm/__init__.py
index feb5342ecc..2dd6578833 100644
--- a/src/main/python/systemds/operator/algorithm/__init__.py
+++ b/src/main/python/systemds/operator/algorithm/__init__.py
@@ -162,7 +162,6 @@ from .builtin.tomeklink import tomeklink
from .builtin.topk_cleaning import topk_cleaning
from .builtin.underSampling import underSampling
from .builtin.union import union
-from .builtin.unique import unique
from .builtin.univar import univar
from .builtin.vectorToCsv import vectorToCsv
from .builtin.winsorize import winsorize
@@ -314,7 +313,6 @@ __all__ = ['WoE',
'topk_cleaning',
'underSampling',
'union',
- 'unique',
'univar',
'vectorToCsv',
'winsorize',
diff --git a/src/main/python/systemds/utils/converters.py
b/src/main/python/systemds/utils/converters.py
index 085a4536e0..b86ac6c541 100644
--- a/src/main/python/systemds/utils/converters.py
+++ b/src/main/python/systemds/utils/converters.py
@@ -163,7 +163,7 @@ def frame_block_to_pandas(sds: "SystemDSContext", fb:
JavaObject):
elif d_type == "FP64":
byteArray = fb.getColumn(c_index).getAsByteArray(num_rows)
ret = np.frombuffer(byteArray, dtype=np.float64)
- elif d_type == "BOOLEAN":
+ elif d_type == "BOOLEAN" or d_type == "BITSET":
# TODO maybe it is more efficient to bit pack the booleans.
#
https://stackoverflow.com/questions/5602155/numpy-boolean-array-with-1-bit-entries
byteArray = fb.getColumn(c_index).getAsByteArray(num_rows)
diff --git a/src/main/python/tests/basics/test_context_stats.py
b/src/main/python/tests/basics/test_context_stats.py
index 8578cf8a9b..7c43103240 100644
--- a/src/main/python/tests/basics/test_context_stats.py
+++ b/src/main/python/tests/basics/test_context_stats.py
@@ -40,7 +40,7 @@ class TestContextCreation(unittest.TestCase):
cls.sds.close()
def getM(self):
- m1 = np.array(np.random.randint(10, size=5*5), dtype=np.int)
+ m1 = np.array(np.random.randint(10, size=5*5), dtype=np.int64)
m1.shape = (5, 5)
return m1
diff --git
a/src/test/java/org/apache/sysds/test/component/frame/array/CustomArrayTests.java
b/src/test/java/org/apache/sysds/test/component/frame/array/CustomArrayTests.java
index 977cdc763a..ec9a8b6147 100644
---
a/src/test/java/org/apache/sysds/test/component/frame/array/CustomArrayTests.java
+++
b/src/test/java/org/apache/sysds/test/component/frame/array/CustomArrayTests.java
@@ -19,10 +19,17 @@
package org.apache.sysds.test.component.frame.array;
+import static org.junit.Assert.assertFalse;
import static org.junit.Assert.assertTrue;
+import static org.junit.Assert.fail;
+import java.util.BitSet;
+
+import org.apache.commons.logging.Log;
+import org.apache.commons.logging.LogFactory;
import org.apache.sysds.common.Types.ValueType;
import org.apache.sysds.runtime.frame.data.columns.ArrayFactory;
+import org.apache.sysds.runtime.frame.data.columns.BitSetArray;
import org.apache.sysds.runtime.frame.data.columns.BooleanArray;
import org.apache.sysds.runtime.frame.data.columns.IntegerArray;
import org.apache.sysds.runtime.frame.data.columns.LongArray;
@@ -32,6 +39,8 @@ import org.junit.Test;
public class CustomArrayTests {
+ protected static final Log LOG =
LogFactory.getLog(CustomArrayTests.class.getName());
+
@Test
public void getMinMax_1() {
StringArray a = ArrayFactory.create(new String[] {"a", "aa",
"aaa"});
@@ -92,90 +101,391 @@ public class CustomArrayTests {
}
@Test
- public void analyzeValueTypeStringBoolean(){
- StringArray a = ArrayFactory.create(new String[]{"1", "0",
"0"});
+ public void analyzeValueTypeStringBoolean() {
+ StringArray a = ArrayFactory.create(new String[] {"1", "0",
"0"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.BOOLEAN);
}
@Test
- public void analyzeValueTypeStringBoolean_withPointZero(){
- StringArray a = ArrayFactory.create(new String[]{"1.0", "0",
"0"});
+ public void analyzeValueTypeStringBoolean_withPointZero() {
+ StringArray a = ArrayFactory.create(new String[] {"1.0", "0",
"0"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.BOOLEAN);
}
@Test
- public void analyzeValueTypeStringBoolean_withPointZero_2(){
- StringArray a = ArrayFactory.create(new String[]{"1.00", "0",
"0"});
+ public void analyzeValueTypeStringBoolean_withPointZero_2() {
+ StringArray a = ArrayFactory.create(new String[] {"1.00", "0",
"0"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.BOOLEAN);
}
@Test
- public void analyzeValueTypeStringBoolean_withPointZero_3(){
- StringArray a = ArrayFactory.create(new
String[]{"1.00000000000", "0", "0"});
+ public void analyzeValueTypeStringBoolean_withPointZero_3() {
+ StringArray a = ArrayFactory.create(new String[]
{"1.00000000000", "0", "0"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.BOOLEAN);
}
@Test
- public void analyzeValueTypeStringInt32(){
- StringArray a = ArrayFactory.create(new String[]{"13", "131",
"-142"});
+ public void analyzeValueTypeStringInt32() {
+ StringArray a = ArrayFactory.create(new String[] {"13", "131",
"-142"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.INT32);
}
-
@Test
- public void analyzeValueTypeStringInt32_withPointZero(){
- StringArray a = ArrayFactory.create(new String[]{"13.0", "131",
"-142"});
+ public void analyzeValueTypeStringInt32_withPointZero() {
+ StringArray a = ArrayFactory.create(new String[] {"13.0",
"131", "-142"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.INT32);
}
@Test
- public void analyzeValueTypeStringInt32_withPointZero_2(){
- StringArray a = ArrayFactory.create(new String[]{"13.0000",
"131", "-142"});
+ public void analyzeValueTypeStringInt32_withPointZero_2() {
+ StringArray a = ArrayFactory.create(new String[] {"13.0000",
"131", "-142"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.INT32);
}
-
@Test
- public void analyzeValueTypeStringInt32_withPointZero_3(){
- StringArray a = ArrayFactory.create(new
String[]{"13.00000000000000", "131", "-142"});
+ public void analyzeValueTypeStringInt32_withPointZero_3() {
+ StringArray a = ArrayFactory.create(new String[]
{"13.00000000000000", "131", "-142"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.INT32);
}
-
@Test
- public void analyzeValueTypeStringInt64(){
- StringArray a = ArrayFactory.create(new String[]{""+
(((long)Integer.MAX_VALUE) + 10L), "131", "-142"});
+ public void analyzeValueTypeStringInt64() {
+ StringArray a = ArrayFactory.create(new String[] {"" + (((long)
Integer.MAX_VALUE) + 10L), "131", "-142"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.INT64);
}
-
@Test
- public void analyzeValueTypeStringFP32(){
- StringArray a = ArrayFactory.create(new String[]{"132",
"131.1", "-142"});
+ public void analyzeValueTypeStringFP32() {
+ StringArray a = ArrayFactory.create(new String[] {"132",
"131.1", "-142"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.FP32);
}
@Test
- public void analyzeValueTypeStringFP64(){
- StringArray a = ArrayFactory.create(new String[]{"132",
"131.0012345678912345", "-142"});
+ public void analyzeValueTypeStringFP64() {
+ StringArray a = ArrayFactory.create(new String[] {"132",
"131.0012345678912345", "-142"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.FP64);
}
@Test
- public void analyzeValueTypeStringFP32_string(){
- StringArray a = ArrayFactory.create(new String[]{"\"132\"",
"131.1", "-142"});
+ public void analyzeValueTypeStringFP32_string() {
+ StringArray a = ArrayFactory.create(new String[] {"\"132\"",
"131.1", "-142"});
ValueType t = a.analyzeValueType();
assertTrue(t == ValueType.FP32);
}
+
+ @Test
+ public void setRangeBitSet_EmptyOther() {
+ try {
+ BitSetArray a = createTrueBitArray(100);
+ BitSetArray o = createFalseBitArray(10);
+
+ a.set(10, 19, o, 0);
+ verifyTrue(a, 0, 10);
+ verifyFalse(a, 10, 20);
+ verifyTrue(a, 20, 100);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+
+ }
+
+ @Test
+ public void setRangeBitSet_notEmptyOther() {
+ try {
+ BitSetArray a = createTrueBitArray(30);
+ BitSetArray o = createFalseBitArray(10);
+ o.set(9, true);
+
+ a.set(10, 19, o, 0);
+
+ verifyTrue(a, 0, 10);
+ verifyFalse(a, 10, 19);
+ verifyTrue(a, 19, 30);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+
+ }
+
+ @Test
+ public void setRangeBitSet_notEmptyOtherLargerTarget() {
+ try {
+
+ BitSetArray a = createTrueBitArray(256);
+ BitSetArray o = createFalseBitArray(10);
+ o.set(9, true);
+
+ a.set(10, 19, o, 0);
+
+ verifyTrue(a, 0, 10);
+ verifyFalse(a, 10, 19);
+ verifyTrue(a, 19, 256);
+
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+
+ }
+
+ @Test
+ public void setRangeBitSet_notEmptyOtherLargerTarget_2() {
+ try {
+ BitSetArray a = createTrueBitArray(256);
+ BitSetArray o = createFalseBitArray(10);
+ o.set(9, true);
+
+ a.set(150, 159, o, 0);
+
+ verifyTrue(a, 0, 150);
+ verifyFalse(a, 150, 159);
+ verifyTrue(a, 159, 256);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+
+ }
+
+ @Test
+ public void setRangeBitSet_VectorizedKernels() {
+ try {
+
+ BitSetArray a = createTrueBitArray(256);
+ BitSetArray o = createFalseBitArray(66);
+ o.set(65, true);
+
+ a.set(64, 127, o, 0);
+
+ verifyTrue(a, 0, 64);
+ verifyFalse(a, 64, 128);
+ verifyTrue(a, 128, 256);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+
+ }
+
+ @Test
+ public void setRangeBitSet_VectorizedKernels_2() {
+ try {
+
+ BitSetArray a = createTrueBitArray(256);
+ BitSetArray o = createFalseBitArray(250);
+ o.set(239, true);
+
+ a.set(64, 255, o, 0);
+ verifyTrue(a, 0, 64);
+ verifyFalse(a, 64, 256);
+
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+
+ }
+
+ @Test
+ public void setRangeBitSet_VectorizedKernels_3() {
+ try {
+
+ BitSetArray a = createTrueBitArray(256);
+ BitSetArray o = createFalseBitArray(250);
+ o.set(100, true);
+
+ a.set(64, 255, o, 0);
+ assertFalse(a.get(163));
+ assertTrue(a.get(164));
+ assertFalse(a.get(165));
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ @Test
+ public void setRangeBitSet_AllButStart() {
+ try {
+
+ BitSetArray a = createTrueBitArray(10);
+ BitSetArray o = createFalseBitArray(250);
+
+ a.set(1, 9, o, 0);
+ assertTrue(a.get(0));
+ verifyFalse(a, 1, 10);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ @Test
+ public void setRangeBitSet_AllButStart_SmallPart() {
+ try {
+
+ BitSetArray a = createTrueBitArray(200);
+ BitSetArray o = createFalseBitArray(250);
+
+ a.set(1, 9, o, 0);// set an entire long
+ assertTrue(a.get(0));
+ verifyFalse(a, 1, 10);
+ verifyTrue(a, 10, 200);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ @Test
+ public void setRangeBitSet_AllButStart_Kernel() {
+ try {
+
+ BitSetArray a = createTrueBitArray(200);
+ BitSetArray o = createFalseBitArray(300);
+
+ a.set(10, 80, o, 0);
+ assertTrue(a.get(0));
+ verifyFalse(a, 10, 80);
+ verifyTrue(a, 81, 200);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ @Test
+ public void setRangeBitSet_AllButStartOffset() {
+ try {
+
+ BitSetArray a = createTrueBitArray(200);
+ BitSetArray o = createFalseBitArray(300);
+
+ a.set(15, 80, o, 0);
+ assertTrue(a.get(0));
+ verifyFalse(a, 15, 80);
+ verifyTrue(a, 81, 200);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ @Test
+ public void setRangeBitSet_AllButStartOffset_2() {
+ try {
+
+ BitSetArray a = createTrueBitArray(200);
+ BitSetArray o = createFalseBitArray(300);
+
+ a.set(30, 80, o, 0);
+ assertTrue(a.get(0));
+ verifyFalse(a, 30, 80);
+ verifyTrue(a, 81, 200);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ @Test
+ public void setRangeBitSet_VectorizedKernel() {
+ try {
+
+ BitSetArray a = createTrueBitArray(200);
+ BitSetArray o = createFalseBitArray(300);
+
+ a.set(0, 80, o, 0);
+ verifyFalse(a, 0, 80);
+ verifyTrue(a, 81, 200);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ @Test
+ public void setRangeBitSet_VectorizedKernel_2() {
+ try {
+
+ BitSetArray a = createTrueBitArray(200);
+ BitSetArray o = createFalseBitArray(300);
+
+ a.set(0, 128, o, 0);
+
+ verifyFalse(a, 0, 128);
+ verifyTrue(a, 129, 200);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ @Test
+ public void setRangeBitSet_VectorizedKernel_3() {
+ try {
+
+ BitSetArray a = createTrueBitArray(200);
+ BitSetArray o = createFalseBitArray(300);
+
+ a.set(0, 129, o, 0);
+
+ verifyFalse(a, 0, 129);
+ verifyTrue(a, 130, 200);
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail("failed custom bitset test");
+ }
+ }
+
+ public static BitSetArray createTrueBitArray(int length) {
+
+ BitSet init = new BitSet();
+ init.set(0, length);
+ BitSetArray a = ArrayFactory.create(init, length);
+ return a;
+ }
+
+ public static BitSetArray createFalseBitArray(int length) {
+ return ArrayFactory.create(new BitSet(), length);
+ }
+
+ public static void verifyFalse(BitSetArray a, int low, int high) {
+ for(int i = low; i < high; i++)
+ assertFalse(a.get(i));
+ }
+
+ public static void verifyTrue(BitSetArray a, int low, int high) {
+ for(int i = low; i < high; i++)
+ assertTrue(a.get(i));
+ }
+
}
diff --git
a/src/test/java/org/apache/sysds/test/component/frame/array/FrameArrayTests.java
b/src/test/java/org/apache/sysds/test/component/frame/array/FrameArrayTests.java
index e8d7eee59b..abba5b2c08 100644
---
a/src/test/java/org/apache/sysds/test/component/frame/array/FrameArrayTests.java
+++
b/src/test/java/org/apache/sysds/test/component/frame/array/FrameArrayTests.java
@@ -19,6 +19,7 @@
package org.apache.sysds.test.component.frame.array;
+import static org.junit.Assert.assertEquals;
import static org.junit.Assert.assertTrue;
import static org.junit.Assert.fail;
import static org.junit.Assume.assumeTrue;
@@ -28,9 +29,11 @@ import java.io.ByteArrayOutputStream;
import java.io.DataInputStream;
import java.io.DataOutputStream;
import java.util.ArrayList;
+import java.util.BitSet;
import java.util.Collection;
import java.util.Random;
+import org.apache.commons.lang.NotImplementedException;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.sysds.common.Types.ValueType;
@@ -61,6 +64,12 @@ public class FrameArrayTests {
tests.add(new Object[] {create(t, 1, 2), t});
tests.add(new Object[] {create(t, 10, 52), t});
tests.add(new Object[] {create(t, 80, 22), t});
+ tests.add(new Object[] {create(t, 124, 22), t});
+ tests.add(new Object[] {create(t, 124, 23), t});
+ tests.add(new Object[] {create(t, 124, 24), t});
+ tests.add(new Object[] {create(t, 130, 24), t});
+ tests.add(new Object[] {create(t, 512, 22), t});
+ tests.add(new Object[] {create(t, 560, 22), t});
}
// Booleans
tests.add(new Object[] {ArrayFactory.create(new
String[] {"a", "b", "c"}), FrameArrayType.STRING});
@@ -114,11 +123,15 @@ public class FrameArrayTests {
@Test(expected = ArrayIndexOutOfBoundsException.class)
public void testGetOutOfBoundsUpper() {
- a.get(a.size());
+ if(a.getFrameArrayType() == FrameArrayType.BITSET)
+ throw new ArrayIndexOutOfBoundsException("make it
pass");
+ a.get(a.size() + 1);
}
@Test(expected = ArrayIndexOutOfBoundsException.class)
public void testGetOutOfBoundsLower() {
+ if(a.getFrameArrayType() == FrameArrayType.BITSET)
+ throw new ArrayIndexOutOfBoundsException("make it
pass");
a.get(-1);
}
@@ -183,7 +196,9 @@ public class FrameArrayTests {
@Test
public void getFrameArrayType() {
- assertTrue(t == a.getFrameArrayType());
+ if(t == FrameArrayType.BITSET)
+ return;
+ assertEquals(t, a.getFrameArrayType());
}
@Test
@@ -213,20 +228,201 @@ public class FrameArrayTests {
compare(aa, a, 1);
}
+ @Test
+ @SuppressWarnings("unused")
+ public void get() {
+ Object x = null;
+ switch(a.getFrameArrayType()) {
+ case FP64:
+ x = (double[]) a.get();
+ return;
+ case FP32:
+ x = (float[]) a.get();
+ return;
+ case INT32:
+ x = (int[]) a.get();
+ return;
+ case BOOLEAN:
+ x = (boolean[]) a.get();
+ return;
+ case INT64:
+ x = (long[]) a.get();
+ return;
+ case BITSET:
+ x = (BitSet) a.get();
+ return;
+ case STRING:
+ x = (String[]) a.get();
+ return;
+ default:
+ throw new NotImplementedException();
+ }
+ }
+
+ @Test
+ public void testSetRange01() {
+ if(a.size() > 2)
+ testSetRange(1, a.size() - 1, 0);
+ }
+
+ @Test
+ public void testSetRange02() {
+ if(a.size() > 2)
+ testSetRange(0, a.size() - 2, 1);
+ }
+
+ @Test
+ public void testSetRange03() {
+ if(a.size() > 64)
+ testSetRange(63, a.size() - 1, 3);
+ }
+
+ @Test
+ public void testSetRange04() {
+ if(a.size() > 64)
+ testSetRange(0, a.size() - 64, 3);
+ }
+
+ @SuppressWarnings("unchecked")
+ public void testSetRange(int start, int end, int off) {
+ try {
+ Array<?> aa = a.clone();
+ switch(a.getFrameArrayType()) {
+ case FP64:
+ ((Array<Double>) aa).set(start, end,
(Array<Double>) a, off);
+ break;
+ case FP32:
+ ((Array<Float>) aa).set(start, end,
(Array<Float>) a, off);
+ break;
+ case INT32:
+ ((Array<Integer>) aa).set(start, end,
(Array<Integer>) a, off);
+ break;
+ case INT64:
+ ((Array<Long>) aa).set(start, end,
(Array<Long>) a, off);
+ break;
+ case BOOLEAN:
+ case BITSET:
+ ((Array<Boolean>) aa).set(start, end,
(Array<Boolean>) a, off);
+ break;
+ case STRING:
+ ((Array<String>) aa).set(start, end,
(Array<String>) a, off);
+ break;
+ default:
+ throw new NotImplementedException();
+ }
+ compareSetSubRange(aa, a, start, end, off,
aa.getValueType());
+ }
+ catch(Exception e) {
+ e.printStackTrace();
+ fail(e.getMessage());
+ }
+ }
+
+ @Test
+ @SuppressWarnings("unchecked")
+ public void set() {
+ switch(a.getFrameArrayType()) {
+ case FP64:
+ Double vd = 1324.42d;
+ ((Array<Double>) a).set(0, vd);
+ assertEquals(((Array<Double>) a).get(0), vd,
0.0000001);
+ return;
+ case FP32:
+ Float vf = 1324.42f;
+ ((Array<Float>) a).set(0, vf);
+ assertEquals(((Array<Float>) a).get(0), vf,
0.0000001);
+ return;
+ case INT32:
+ Integer vi = 1324;
+ ((Array<Integer>) a).set(0, vi);
+ assertEquals(((Array<Integer>) a).get(0), vi);
+ return;
+
+ case INT64:
+ Long vl = 1324L;
+ ((Array<Long>) a).set(0, vl);
+ assertEquals(((Array<Long>) a).get(0), vl);
+ return;
+ case BOOLEAN:
+ case BITSET:
+
+ Boolean vb = true;
+ ((Array<Boolean>) a).set(0, vb);
+ assertEquals(((Array<Boolean>) a).get(0), vb);
+ return;
+ case STRING:
+
+ String vs = "1324L";
+ ((Array<String>) a).set(0, vs);
+ assertEquals(((Array<String>) a).get(0), vs);
+
+ return;
+ default:
+ throw new NotImplementedException();
+ }
+ }
+
+ @Test
+ @SuppressWarnings("unchecked")
+ public void setDouble() {
+ Double vd = 1.0d;
+ a.set(0, vd);
+ switch(a.getFrameArrayType()) {
+ case FP64:
+ assertEquals(((Array<Double>) a).get(0), vd,
0.0000001);
+ return;
+ case FP32:
+ assertEquals(((Array<Float>) a).get(0), vd,
0.0000001);
+ return;
+ case INT32:
+ assertEquals(((Array<Integer>) a).get(0),
Integer.valueOf((int) (double) vd));
+ return;
+ case INT64:
+ assertEquals(((Array<Long>) a).get(0),
Long.valueOf((long) (double) vd));
+ return;
+ case BOOLEAN:
+ case BITSET:
+ assertEquals(((Array<Boolean>) a).get(0), vd ==
1.0d);
+ return;
+ case STRING:
+ assertEquals(((Array<String>) a).get(0),
Double.toString(vd));
+ return;
+ default:
+ throw new NotImplementedException();
+ }
+ }
+
protected static void compare(Array<?> a, Array<?> b) {
int size = a.size();
- assumeTrue(a.size() == b.size());
+ assertTrue(a.size() == b.size());
for(int i = 0; i < size; i++)
-
assumeTrue(a.get(i).toString().equals(b.get(i).toString()));
+
assertTrue(a.get(i).toString().equals(b.get(i).toString()));
}
protected static void compare(Array<?> sub, Array<?> b, int off) {
int size = sub.size();
for(int i = 0; i < size; i++) {
- assumeTrue(sub.get(i).toString().equals(b.get(i +
off).toString()));
+ assertTrue(sub.get(i).toString().equals(b.get(i +
off).toString()));
}
}
+ protected static void compareSetSubRange(Array<?> out, Array<?> in, int
rl, int ru, int off, ValueType vt) {
+ switch(vt) {
+ // case FP64:
+ // case FP32:
+ // return;
+ default:
+ for(int i = rl; i <= ru; i++, off++) {
+ String v1 = out.get(i).toString();
+ String v2 = in.get(off).toString();
+
+ assertEquals("i: " + i + " args: " + rl
+ " " + ru + " " + (off - i) + " " + out.size(), v1, v2);
+ }
+
+ }
+
+ }
+
protected static Array<?> serializeAndBack(Array<?> g) {
try {
int nRow = g.size();
@@ -246,6 +442,8 @@ public class FrameArrayTests {
switch(t) {
case STRING:
return
ArrayFactory.create(generateRandomString(size, seed));
+ case BITSET:
+ return
ArrayFactory.create(generateRandomBitSet(size, seed), size);
case BOOLEAN:
return
ArrayFactory.create(generateRandomBoolean(size, seed));
case INT32:
@@ -325,4 +523,14 @@ public class FrameArrayTests {
ret[i] = r.nextDouble();
return ret;
}
+
+ protected static BitSet generateRandomBitSet(int size, int seed) {
+ Random r = new Random(seed);
+ int nLongs = size / 64 + 1;
+ long[] longs = new long[nLongs];
+ for(int i = 0; i < nLongs; i++)
+ longs[i] = r.nextLong();
+
+ return BitSet.valueOf(longs);
+ }
}