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authorReynold Xin <rxin@apache.org>2013-11-25 18:27:26 +0800
committerReynold Xin <rxin@apache.org>2013-11-25 18:27:26 +0800
commit466fd06475d8ed262c456421ed2dceba54229db1 (patch)
treef61f77c6f9488c27539c08b71035cb6483951ff2 /core
parent95c55df1c21c1b8a90962415861b27ef91d3b20e (diff)
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Incorporated ideas from pull request #200.
- Use Murmur Hash 3 finalization step to scramble the bits of HashCode instead of the simpler version in java.util.HashMap; the latter one had trouble with ranges of consecutive integers. Murmur Hash 3 is used by fastutil. - Don't check keys for equality when re-inserting due to growing the table; the keys will already be unique - Remember the grow threshold instead of recomputing it on each insert
Diffstat (limited to 'core')
-rw-r--r--core/src/main/scala/org/apache/spark/util/collection/OpenHashSet.scala107
1 files changed, 57 insertions, 50 deletions
diff --git a/core/src/main/scala/org/apache/spark/util/collection/OpenHashSet.scala b/core/src/main/scala/org/apache/spark/util/collection/OpenHashSet.scala
index 4592e4f939..40986e3731 100644
--- a/core/src/main/scala/org/apache/spark/util/collection/OpenHashSet.scala
+++ b/core/src/main/scala/org/apache/spark/util/collection/OpenHashSet.scala
@@ -79,6 +79,7 @@ class OpenHashSet[@specialized(Long, Int) T: ClassManifest](
protected var _capacity = nextPowerOf2(initialCapacity)
protected var _mask = _capacity - 1
protected var _size = 0
+ protected var _growThreshold = (loadFactor * _capacity).toInt
protected var _bitset = new BitSet(_capacity)
@@ -115,7 +116,29 @@ class OpenHashSet[@specialized(Long, Int) T: ClassManifest](
* @return The position where the key is placed, plus the highest order bit is set if the key
* exists previously.
*/
- def addWithoutResize(k: T): Int = putInto(_bitset, _data, k)
+ def addWithoutResize(k: T): Int = {
+ var pos = hashcode(hasher.hash(k)) & _mask
+ var i = 1
+ while (true) {
+ if (!_bitset.get(pos)) {
+ // This is a new key.
+ _data(pos) = k
+ _bitset.set(pos)
+ _size += 1
+ return pos | NONEXISTENCE_MASK
+ } else if (_data(pos) == k) {
+ // Found an existing key.
+ return pos
+ } else {
+ val delta = i
+ pos = (pos + delta) & _mask
+ i += 1
+ }
+ }
+ // Never reached here
+ assert(INVALID_POS != INVALID_POS)
+ INVALID_POS
+ }
/**
* Rehash the set if it is overloaded.
@@ -126,7 +149,7 @@ class OpenHashSet[@specialized(Long, Int) T: ClassManifest](
* to a new position (in the new data array).
*/
def rehashIfNeeded(k: T, allocateFunc: (Int) => Unit, moveFunc: (Int, Int) => Unit) {
- if (_size > loadFactor * _capacity) {
+ if (_size > _growThreshold) {
rehash(k, allocateFunc, moveFunc)
}
}
@@ -161,37 +184,6 @@ class OpenHashSet[@specialized(Long, Int) T: ClassManifest](
def nextPos(fromPos: Int): Int = _bitset.nextSetBit(fromPos)
/**
- * Put an entry into the set. Return the position where the key is placed. In addition, the
- * highest bit in the returned position is set if the key exists prior to this put.
- *
- * This function assumes the data array has at least one empty slot.
- */
- private def putInto(bitset: BitSet, data: Array[T], k: T): Int = {
- val mask = data.length - 1
- var pos = hashcode(hasher.hash(k)) & mask
- var i = 1
- while (true) {
- if (!bitset.get(pos)) {
- // This is a new key.
- data(pos) = k
- bitset.set(pos)
- _size += 1
- return pos | NONEXISTENCE_MASK
- } else if (data(pos) == k) {
- // Found an existing key.
- return pos
- } else {
- val delta = i
- pos = (pos + delta) & mask
- i += 1
- }
- }
- // Never reached here
- assert(INVALID_POS != INVALID_POS)
- INVALID_POS
- }
-
- /**
* Double the table's size and re-hash everything. We are not really using k, but it is declared
* so Scala compiler can specialize this method (which leads to calling the specialized version
* of putInto).
@@ -204,34 +196,49 @@ class OpenHashSet[@specialized(Long, Int) T: ClassManifest](
*/
private def rehash(k: T, allocateFunc: (Int) => Unit, moveFunc: (Int, Int) => Unit) {
val newCapacity = _capacity * 2
- require(newCapacity <= (1 << 29), "Can't make capacity bigger than 2^29 elements")
-
allocateFunc(newCapacity)
- val newData = new Array[T](newCapacity)
val newBitset = new BitSet(newCapacity)
- var pos = 0
- _size = 0
- while (pos < _capacity) {
- if (_bitset.get(pos)) {
- val newPos = putInto(newBitset, newData, _data(pos))
- moveFunc(pos, newPos & POSITION_MASK)
+ val newData = new Array[T](newCapacity)
+ val newMask = newCapacity - 1
+
+ var oldPos = 0
+ while (oldPos < capacity) {
+ if (_bitset.get(oldPos)) {
+ val key = _data(oldPos)
+ var newPos = hashcode(hasher.hash(key)) & newMask
+ var i = 1
+ var keepGoing = true
+ // No need to check for equality here when we insert so this has one less if branch than
+ // the similar code path in addWithoutResize.
+ while (keepGoing) {
+ if (!newBitset.get(newPos)) {
+ // Inserting the key at newPos
+ newData(newPos) = key
+ newBitset.set(newPos)
+ moveFunc(oldPos, newPos)
+ keepGoing = false
+ } else {
+ val delta = i
+ newPos = (newPos + delta) & newMask
+ i += 1
+ }
+ }
}
- pos += 1
+ oldPos += 1
}
+
_bitset = newBitset
_data = newData
_capacity = newCapacity
- _mask = newCapacity - 1
+ _mask = newMask
+ _growThreshold = (loadFactor * newCapacity).toInt
}
/**
- * Re-hash a value to deal better with hash functions that don't differ
- * in the lower bits, similar to java.util.HashMap
+ * Re-hash a value to deal better with hash functions that don't differ in the lower bits.
+ * We use the Murmur Hash 3 finalization step that's also used in fastutil.
*/
- private def hashcode(h: Int): Int = {
- val r = h ^ (h >>> 20) ^ (h >>> 12)
- r ^ (r >>> 7) ^ (r >>> 4)
- }
+ private def hashcode(h: Int): Int = it.unimi.dsi.fastutil.HashCommon.murmurHash3(h)
private def nextPowerOf2(n: Int): Int = {
val highBit = Integer.highestOneBit(n)