From 0aae0d7bfacae694dd39c2ef390a22ffdec68da8 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 12 May 2012 12:20:37 +0100
Subject: [PATCH 001/276] LambdaReducer is now default.

LambdaReducer has no need for seed now.
In order to define seed, one must use LambdaReducerWithSeed.
---
 .../collections/lazyness/LazyEvaluator.java   |  4 +--
 .../gpu/collections/lazyness/LazyPList.java   |  4 +--
 .../gpu/collections/lazyness/RandomList.java  |  4 +--
 .../gpu/collections/lazyness/Range.java       |  4 +--
 .../gpu/collections/lists/AbstractList.java   |  4 +--
 .../collections/matrices/AbstractMatrix.java  |  6 ++--
 .../properties/PartiallyReductionable.java    |  4 +--
 .../collections/properties/Reductionable.java |  4 +--
 .../properties/operations/NoSeedReducer.java  |  5 ----
 .../properties/operations/Reducer.java        |  6 ++--
 .../operations/ReducerWithSeed.java           |  5 ++++
 .../gpu/examples/MapReduceExample.java        |  4 +--
 src/aeminium/gpu/examples/MatrixExample.java  |  6 ++--
 src/aeminium/gpu/operations/Map.java          |  4 +--
 src/aeminium/gpu/operations/MapReduce.java    | 10 +++----
 .../gpu/operations/PartialReduce.java         | 26 ++++++++--------
 src/aeminium/gpu/operations/Reduce.java       | 18 +++++------
 .../functions/LambdaNoSeedReducer.java        | 30 -------------------
 .../operations/functions/LambdaReducer.java   | 26 +++++++++++++---
 .../functions/LambdaReducerWithSeed.java      | 12 ++++++++
 .../generator/ReduceTemplateSource.java       |  4 +--
 .../operations/mergers/MapToMapMerger.java    |  4 +--
 .../operations/mergers/MapToReduceMerger.java |  4 +--
 .../gpu/tests/operations/TestRange.java       |  6 ++--
 .../gpu/tests/operations/TestReduce.java      |  4 +--
 .../operations/mergers/TestMapToReduce.java   |  8 ++---
 26 files changed, 108 insertions(+), 108 deletions(-)
 delete mode 100644 src/aeminium/gpu/collections/properties/operations/NoSeedReducer.java
 create mode 100644 src/aeminium/gpu/collections/properties/operations/ReducerWithSeed.java
 delete mode 100644 src/aeminium/gpu/operations/functions/LambdaNoSeedReducer.java
 create mode 100644 src/aeminium/gpu/operations/functions/LambdaReducerWithSeed.java

diff --git a/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java b/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
index 1f70f78..6a2154f 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
@@ -4,7 +4,7 @@
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public interface LazyEvaluator<T> {
 	public Object evaluate();
@@ -12,7 +12,7 @@ public interface LazyEvaluator<T> {
 	public <O> boolean canMergeWithMap(LambdaMapper<T,O> mapFun);
 	public <O> PList<O> mergeWithMap(Map<T,O> mapOp);
 	
-	public boolean canMergeWithReduce(LambdaReducer<T> reduceFun);
+	public boolean canMergeWithReduce(LambdaReducerWithSeed<T> reduceFun);
 	public T mergeWithReducer(Reduce<T> reduceOp);
 
  }
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPList.java b/src/aeminium/gpu/collections/lazyness/LazyPList.java
index 714922b..d7a8b6f 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPList.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPList.java
@@ -6,7 +6,7 @@
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class LazyPList<T> extends AbstractList<T> implements PList<T> {
 
@@ -106,7 +106,7 @@ public <O> PList<O> map(LambdaMapper<T, O> mapFun) {
 
 
 	@Override
-	public T reduce(LambdaReducer<T> reducer) {
+	public T reduce(LambdaReducerWithSeed<T> reducer) {
 		if (!evaluated && evaluator.canMergeWithReduce(reducer)) {
 			Reduce<T> m = new Reduce<T>(reducer, this, this.getDevice());
 			return evaluator.mergeWithReducer(m);
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index 82d6a51..d76281f 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -12,7 +12,7 @@
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 import aeminium.gpu.operations.random.MersenneTwisterFast;
 import aeminium.gpu.operations.random.MersenneTwisterGPU;
 
@@ -56,7 +56,7 @@ public <O> PList<O> map(LambdaMapper<Float, O> mapper) {
 	}
 
 	@Override
-	public Float reduce(LambdaReducer<Float> reducer) {
+	public Float reduce(LambdaReducerWithSeed<Float> reducer) {
 		PList<Float> result = map(new FloatIdentityMapper());
 		Reduce<Float> reduceOperation = new Reduce<Float>(reducer, result, device);
 		return reduceOperation.getOutput();
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index 5ecbf2a..abbc9c6 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -12,7 +12,7 @@
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
@@ -48,7 +48,7 @@ public <O> PList<O> map(LambdaMapper<Integer, O> mapper) {
 	}
 	
 	@Override
-	public Integer reduce(LambdaReducer<Integer> reducer) {
+	public Integer reduce(LambdaReducerWithSeed<Integer> reducer) {
 		PList<Integer> result = map(new IntegerIdentityMapper());
 		Reduce<Integer> reduceOperation = new Reduce<Integer>(reducer, result, device);
 		return reduceOperation.getOutput();
diff --git a/src/aeminium/gpu/collections/lists/AbstractList.java b/src/aeminium/gpu/collections/lists/AbstractList.java
index 774dafd..2f8a803 100644
--- a/src/aeminium/gpu/collections/lists/AbstractList.java
+++ b/src/aeminium/gpu/collections/lists/AbstractList.java
@@ -9,7 +9,7 @@
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public abstract class AbstractList<T> implements PList<T>, Mappable<T>, Reductionable<T> {
 
@@ -58,7 +58,7 @@ public <O> PList<O> map(LambdaMapper<T, O> mapper) {
 	}
 	
 	@Override
-	public T reduce(LambdaReducer<T> reducer) {
+	public T reduce(LambdaReducerWithSeed<T> reducer) {
 		Reduce<T> reduceOperation = new Reduce<T>(reducer, this, device);
 		return reduceOperation.getOutput();
 	}
diff --git a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
index d21e9c5..b942ed5 100644
--- a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
@@ -6,8 +6,8 @@
 import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.PartialReduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaNoSeedReducer;
 import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public abstract class AbstractMatrix<T>  implements PMatrix<T> {
 
@@ -54,12 +54,12 @@ public <O> PMatrix<O> map(LambdaMapper<T, O> mapper) {
 	}
 	
 	@Override
-	public T reduce(LambdaReducer<T> reducer) {
+	public T reduce(LambdaReducerWithSeed<T> reducer) {
 		return elements().reduce(reducer);
 	}
 	
 	@Override
-	public PList<T> reduceLines(LambdaNoSeedReducer<T> lambdaReducer) {
+	public PList<T> reduceLines(LambdaReducer<T> lambdaReducer) {
 		PartialReduce<T> reduceOperation = new PartialReduce<T>(lambdaReducer, this.elements(), this.rows, device);
 		return reduceOperation.getOutput();
 	}
diff --git a/src/aeminium/gpu/collections/properties/PartiallyReductionable.java b/src/aeminium/gpu/collections/properties/PartiallyReductionable.java
index 7ec3400..3eb2ec0 100644
--- a/src/aeminium/gpu/collections/properties/PartiallyReductionable.java
+++ b/src/aeminium/gpu/collections/properties/PartiallyReductionable.java
@@ -1,8 +1,8 @@
 package aeminium.gpu.collections.properties;
 
 import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.operations.functions.LambdaNoSeedReducer;
+import aeminium.gpu.operations.functions.LambdaReducer;
 
 public interface PartiallyReductionable<T> extends Reductionable<T>{
-	public PList<T> reduceLines(LambdaNoSeedReducer<T> lambdaReducer);
+	public PList<T> reduceLines(LambdaReducer<T> lambdaReducer);
 }
diff --git a/src/aeminium/gpu/collections/properties/Reductionable.java b/src/aeminium/gpu/collections/properties/Reductionable.java
index b70ca17..24b14ec 100644
--- a/src/aeminium/gpu/collections/properties/Reductionable.java
+++ b/src/aeminium/gpu/collections/properties/Reductionable.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.collections.properties;
 
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public interface Reductionable<T> {
-	public T reduce(LambdaReducer<T> reducer);
+	public T reduce(LambdaReducerWithSeed<T> reducer);
 }
diff --git a/src/aeminium/gpu/collections/properties/operations/NoSeedReducer.java b/src/aeminium/gpu/collections/properties/operations/NoSeedReducer.java
deleted file mode 100644
index 9ce792b..0000000
--- a/src/aeminium/gpu/collections/properties/operations/NoSeedReducer.java
+++ /dev/null
@@ -1,5 +0,0 @@
-package aeminium.gpu.collections.properties.operations;
-
-public interface NoSeedReducer<I> {
-	public I combine(I input, I other);
-}
diff --git a/src/aeminium/gpu/collections/properties/operations/Reducer.java b/src/aeminium/gpu/collections/properties/operations/Reducer.java
index e06dac7..30d5bdd 100644
--- a/src/aeminium/gpu/collections/properties/operations/Reducer.java
+++ b/src/aeminium/gpu/collections/properties/operations/Reducer.java
@@ -1,5 +1,5 @@
 package aeminium.gpu.collections.properties.operations;
 
-public interface Reducer<I> extends NoSeedReducer<I>{
-	public I getSeed();
-}
\ No newline at end of file
+public interface Reducer<I> {
+	public I combine(I input, I other);
+}
diff --git a/src/aeminium/gpu/collections/properties/operations/ReducerWithSeed.java b/src/aeminium/gpu/collections/properties/operations/ReducerWithSeed.java
new file mode 100644
index 0000000..418ec96
--- /dev/null
+++ b/src/aeminium/gpu/collections/properties/operations/ReducerWithSeed.java
@@ -0,0 +1,5 @@
+package aeminium.gpu.collections.properties.operations;
+
+public interface ReducerWithSeed<I> extends Reducer<I>{
+	public I getSeed();
+}
\ No newline at end of file
diff --git a/src/aeminium/gpu/examples/MapReduceExample.java b/src/aeminium/gpu/examples/MapReduceExample.java
index 059647a..95d7080 100644
--- a/src/aeminium/gpu/examples/MapReduceExample.java
+++ b/src/aeminium/gpu/examples/MapReduceExample.java
@@ -3,7 +3,7 @@
 import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class MapReduceExample {
 	public static void main(String[] args) {
@@ -23,7 +23,7 @@ public String getSource() {
 			}
 			
 		});
-		int sum = input.reduce(new LambdaReducer<Integer>(){
+		int sum = input.reduce(new LambdaReducerWithSeed<Integer>(){
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
diff --git a/src/aeminium/gpu/examples/MatrixExample.java b/src/aeminium/gpu/examples/MatrixExample.java
index 06cf634..0eaafdb 100644
--- a/src/aeminium/gpu/examples/MatrixExample.java
+++ b/src/aeminium/gpu/examples/MatrixExample.java
@@ -4,7 +4,7 @@
 import aeminium.gpu.collections.matrices.IntMatrix;
 import aeminium.gpu.collections.matrices.PMatrix;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class MatrixExample {
 	public static void main(String[] args) {
@@ -32,7 +32,7 @@ public String getSource() {
 			}
 		});
 		
-		int i = m.reduce(new LambdaReducer<Integer>() {
+		int i = m.reduce(new LambdaReducerWithSeed<Integer>() {
 			
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
@@ -49,7 +49,7 @@ public Integer getSeed() {
 			}
 		});
 		
-		PList<Integer> li = m.reduceLines(new LambdaReducer<Integer>() {
+		PList<Integer> li = m.reduceLines(new LambdaReducerWithSeed<Integer>() {
 			
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index 38ede8f..be80fb9 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -11,7 +11,7 @@
 import aeminium.gpu.executables.Program;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 import aeminium.gpu.operations.generator.MapCodeGen;
 import aeminium.gpu.operations.mergers.MapToMapMerger;
 import aeminium.gpu.operations.mergers.MapToReduceMerger;
@@ -139,7 +139,7 @@ public <K> PList<K> mergeWithMap(Map<O, K> mapOp) {
 			}
 
 			@Override
-			public boolean canMergeWithReduce(LambdaReducer<O> reduceFun) {
+			public boolean canMergeWithReduce(LambdaReducerWithSeed<O> reduceFun) {
 				return true;
 			}
 
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index 1c7c727..90b5a69 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -10,7 +10,7 @@
 import aeminium.gpu.executables.Program;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 import aeminium.gpu.operations.generator.MapReduceCodeGen;
 import aeminium.gpu.operations.utils.ExtractTypes;
 
@@ -28,7 +28,7 @@ public class MapReduce<I,O> extends GenericProgram implements Program {
 	protected PList<I> input;
 	private O output;
 	protected LambdaMapper<I,O> mapFun;
-	protected LambdaReducer<O> reduceFun;
+	protected LambdaReducerWithSeed<O> reduceFun;
 	
 	protected CLBuffer<?> inbuffer;
 	private CLBuffer<O> outbuffer;
@@ -41,7 +41,7 @@ public class MapReduce<I,O> extends GenericProgram implements Program {
 	
 	// Constructors
 	
-	public MapReduce(LambdaMapper<I,O> mapper, LambdaReducer<O> reducer, PList<I> list, String other, GPUDevice dev) {
+	public MapReduce(LambdaMapper<I,O> mapper, LambdaReducerWithSeed<O> reducer, PList<I> list, String other, GPUDevice dev) {
 		this.device = dev;
 		this.input = list;
 		this.mapFun = mapper;
@@ -223,11 +223,11 @@ public void setOutput(O output) {
 		this.output = output;
 	}
 
-	public LambdaReducer<O> getReduceFun() {
+	public LambdaReducerWithSeed<O> getReduceFun() {
 		return reduceFun;
 	}
 
-	public void setReduceFun(LambdaReducer<O> reduceFun) {
+	public void setReduceFun(LambdaReducerWithSeed<O> reduceFun) {
 		this.reduceFun = reduceFun;
 	}
 	
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index 8fdcb9f..b277a08 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -8,8 +8,8 @@
 import aeminium.gpu.executables.GenericProgram;
 import aeminium.gpu.executables.Program;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
-import aeminium.gpu.operations.functions.LambdaNoSeedReducer;
 import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 import aeminium.gpu.operations.generator.ReduceCodeGen;
 import aeminium.gpu.operations.generator.ReduceTemplateSource;
 import aeminium.gpu.operations.utils.ExtractTypes;
@@ -27,7 +27,7 @@ public class PartialReduce<O> extends GenericProgram implements Program,
 	protected PList<O> input;
 	protected PList<O> output;
 	protected int outputSize;
-	protected LambdaNoSeedReducer<O> reduceFun;
+	protected LambdaReducer<O> reduceFun;
 
 	protected CLBuffer<?> inbuffer;
 	private CLBuffer<?> outbuffer;
@@ -36,12 +36,12 @@ public class PartialReduce<O> extends GenericProgram implements Program,
 
 	// Constructors
 
-	public PartialReduce(LambdaNoSeedReducer<O> reduceFun2, PList<O> list,
+	public PartialReduce(LambdaReducer<O> reduceFun2, PList<O> list,
 			int outputSize, GPUDevice dev) {
 		this(reduceFun2, list, outputSize, "", dev);
 	}
 
-	public PartialReduce(LambdaNoSeedReducer<O> reduceFun, PList<O> list,
+	public PartialReduce(LambdaReducer<O> reduceFun, PList<O> list,
 			int outputSize, String other, GPUDevice dev) {
 		this.device = dev;
 		this.input = list;
@@ -52,17 +52,17 @@ public PartialReduce(LambdaNoSeedReducer<O> reduceFun, PList<O> list,
 		if (list instanceof Range) {
 			gen.setRange(true);
 		}
-		if (reduceFun instanceof LambdaReducer) {
+		if (reduceFun instanceof LambdaReducerWithSeed) {
 			gen.setHasSeed(true);
 		}
 	}
 
 	// only for subclasses
-	protected PartialReduce(LambdaNoSeedReducer<O> reduceFun2, GPUDevice dev) {
+	protected PartialReduce(LambdaReducer<O> reduceFun2, GPUDevice dev) {
 		this(reduceFun2, "", dev);
 	}
 
-	protected PartialReduce(LambdaNoSeedReducer<O> reduceFun2, String other,
+	protected PartialReduce(LambdaReducer<O> reduceFun2, String other,
 			GPUDevice dev) {
 		this.device = dev;
 		this.reduceFun = reduceFun2;
@@ -78,8 +78,8 @@ protected boolean willRunOnGPU() {
 	@SuppressWarnings("unchecked")
 	public void cpuExecution() {
 		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
-		if (reduceFun instanceof LambdaReducer) {
-			LambdaReducer<O> red = (LambdaReducer<O>) reduceFun; 
+		if (reduceFun instanceof LambdaReducerWithSeed) {
+			LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun; 
 			O acc = red.getSeed();
 			for (int i = 0; i < input.size(); i++) {
 				acc = reduceFun.combine(acc, input.get(i));
@@ -154,8 +154,8 @@ public PList<O> getOutput() {
 	// Utils
 
 	public String getOpenCLSeed() {
-		if (reduceFun instanceof LambdaReducer) {
-			return ((LambdaReducer<O>)reduceFun).getSeedSource();
+		if (reduceFun instanceof LambdaReducerWithSeed) {
+			return ((LambdaReducerWithSeed<O>)reduceFun).getSeedSource();
 		} else {
 			return "return 0;";
 		}
@@ -179,11 +179,11 @@ public void setOutput(PList<O> output) {
 		this.output = output;
 	}
 
-	public LambdaNoSeedReducer<O> getReduceFun() {
+	public LambdaReducer<O> getReduceFun() {
 		return reduceFun;
 	}
 
-	public void setReduceFun(LambdaNoSeedReducer<O> reduceFun) {
+	public void setReduceFun(LambdaReducer<O> reduceFun) {
 		this.reduceFun = reduceFun;
 	}
 
diff --git a/src/aeminium/gpu/operations/Reduce.java b/src/aeminium/gpu/operations/Reduce.java
index 57b1272..e942c9b 100644
--- a/src/aeminium/gpu/operations/Reduce.java
+++ b/src/aeminium/gpu/operations/Reduce.java
@@ -6,7 +6,7 @@
 import aeminium.gpu.executables.GenericProgram;
 import aeminium.gpu.executables.Program;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 import aeminium.gpu.operations.generator.ReduceCodeGen;
 import aeminium.gpu.operations.generator.ReduceTemplateSource;
 import aeminium.gpu.operations.utils.ExtractTypes;
@@ -22,7 +22,7 @@ public class Reduce<O> extends GenericProgram implements Program, ReduceTemplate
 
 	protected PList<O> input;
 	private O output;
-	protected LambdaReducer<O> reduceFun;
+	protected LambdaReducerWithSeed<O> reduceFun;
 
 	protected CLBuffer<?> inbuffer;
 	private CLBuffer<?> outbuffer;
@@ -35,28 +35,28 @@ public class Reduce<O> extends GenericProgram implements Program, ReduceTemplate
 
 	// Constructors
 
-	public Reduce(LambdaReducer<O> reduceFun2, PList<O> list, GPUDevice dev) {
+	public Reduce(LambdaReducerWithSeed<O> reduceFun2, PList<O> list, GPUDevice dev) {
 		this(reduceFun2, list, "", dev);
 	}
 
-	public Reduce(LambdaReducer<O> reduceFun, PList<O> list, String other,
+	public Reduce(LambdaReducerWithSeed<O> reduceFun, PList<O> list, String other,
 			GPUDevice dev) {
 		this.device = dev;
 		this.input = list;
 		this.reduceFun = reduceFun;
 		this.setOtherSources(other);
 		gen = new ReduceCodeGen(this);
-		if (reduceFun instanceof LambdaReducer) {
+		if (reduceFun instanceof LambdaReducerWithSeed) {
 			gen.setHasSeed(true);
 		}
 	}
 
 	// only for subclasses
-	protected Reduce(LambdaReducer<O> reduceFun2, GPUDevice dev) {
+	protected Reduce(LambdaReducerWithSeed<O> reduceFun2, GPUDevice dev) {
 		this(reduceFun2, "", dev);
 	}
 
-	protected Reduce(LambdaReducer<O> reduceFun2, String other, GPUDevice dev) {
+	protected Reduce(LambdaReducerWithSeed<O> reduceFun2, String other, GPUDevice dev) {
 		this.device = dev;
 		this.reduceFun = reduceFun2;
 		this.setOtherSources(other);
@@ -243,11 +243,11 @@ public void setOutput(O output) {
 		this.output = output;
 	}
 
-	public LambdaReducer<O> getReduceFun() {
+	public LambdaReducerWithSeed<O> getReduceFun() {
 		return reduceFun;
 	}
 
-	public void setReduceFun(LambdaReducer<O> reduceFun) {
+	public void setReduceFun(LambdaReducerWithSeed<O> reduceFun) {
 		this.reduceFun = reduceFun;
 	}
 
diff --git a/src/aeminium/gpu/operations/functions/LambdaNoSeedReducer.java b/src/aeminium/gpu/operations/functions/LambdaNoSeedReducer.java
deleted file mode 100644
index 7787d26..0000000
--- a/src/aeminium/gpu/operations/functions/LambdaNoSeedReducer.java
+++ /dev/null
@@ -1,30 +0,0 @@
-package aeminium.gpu.operations.functions;
-
-
-import aeminium.gpu.collections.properties.operations.NoSeedReducer;
-import aeminium.gpu.operations.utils.UniqCounter;
-public abstract class LambdaNoSeedReducer<I> implements NoSeedReducer<I>, GPUFunction {
-	
-	private String id = null;
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
-	public String getSource() {
-		return null;
-	}
-	
-	public String getSourceComplexity() {
-		return null;
-	}
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
-	public String[] getParameters() {
-		return new String[] { "reduce_input_first", "reduce_input_second" };
-	}
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
-	public String getId() {
-		if (id == null)
-			id = UniqCounter.getNewId(); 
-		return id;
-	}
-}
diff --git a/src/aeminium/gpu/operations/functions/LambdaReducer.java b/src/aeminium/gpu/operations/functions/LambdaReducer.java
index a0b0bc5..c3552db 100644
--- a/src/aeminium/gpu/operations/functions/LambdaReducer.java
+++ b/src/aeminium/gpu/operations/functions/LambdaReducer.java
@@ -2,11 +2,29 @@
 
 
 import aeminium.gpu.collections.properties.operations.Reducer;
-
-public abstract class LambdaReducer<I> extends LambdaNoSeedReducer<I> implements Reducer<I>, GPUFunction {
+import aeminium.gpu.operations.utils.UniqCounter;
+public abstract class LambdaReducer<I> implements Reducer<I>, GPUFunction {
+	
+	private String id = null;
+	
+	/*  This method should be overridden by the Aeminium GPU Compiler */
+	public String getSource() {
+		return null;
+	}
+	
+	public String getSourceComplexity() {
+		return null;
+	}
+	
+	/*  This method should be overridden by the Aeminium GPU Compiler */
+	public String[] getParameters() {
+		return new String[] { "reduce_input_first", "reduce_input_second" };
+	}
 	
 	/*  This method should be overridden by the Aeminium GPU Compiler */
-	public String getSeedSource() {
-		return "return " + this.getSeed().toString() + ";";
+	public String getId() {
+		if (id == null)
+			id = UniqCounter.getNewId(); 
+		return id;
 	}
 }
diff --git a/src/aeminium/gpu/operations/functions/LambdaReducerWithSeed.java b/src/aeminium/gpu/operations/functions/LambdaReducerWithSeed.java
new file mode 100644
index 0000000..6aa1dde
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/LambdaReducerWithSeed.java
@@ -0,0 +1,12 @@
+package aeminium.gpu.operations.functions;
+
+
+import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
+
+public abstract class LambdaReducerWithSeed<I> extends LambdaReducer<I> implements ReducerWithSeed<I>, GPUFunction {
+	
+	/*  This method should be overridden by the Aeminium GPU Compiler */
+	public String getSeedSource() {
+		return "return " + this.getSeed().toString() + ";";
+	}
+}
diff --git a/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java b/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java
index e5a26cf..a9d4cc8 100644
--- a/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java
+++ b/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java
@@ -1,6 +1,6 @@
 package aeminium.gpu.operations.generator;
 
-import aeminium.gpu.operations.functions.LambdaNoSeedReducer;
+import aeminium.gpu.operations.functions.LambdaReducer;
 
 
 public interface ReduceTemplateSource<T> {
@@ -9,7 +9,7 @@ public interface ReduceTemplateSource<T> {
 
 	String getOutputType();
 
-	LambdaNoSeedReducer<T> getReduceFun();
+	LambdaReducer<T> getReduceFun();
 
 	String getOpenCLSeed();
 
diff --git a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
index 44f5b4a..39b47bf 100644
--- a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
@@ -6,7 +6,7 @@
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class MapToMapMerger<I, M, O> {
 	
@@ -73,7 +73,7 @@ public <O2> PList<O2> mergeWithMap(Map<O, O2> mapOp) {
 			}
 
 			@Override
-			public boolean canMergeWithReduce(LambdaReducer<O> reduceFun) {
+			public boolean canMergeWithReduce(LambdaReducerWithSeed<O> reduceFun) {
 				return true;
 			}
 
diff --git a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
index d749928..9d988b9 100644
--- a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
@@ -6,7 +6,7 @@
 import aeminium.gpu.operations.MapReduce;
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class MapToReduceMerger<I,O> {
 	
@@ -49,7 +49,7 @@ public <O2> PList<O2> mergeWithMap(Map<O, O2> mapOp) {
 			}
 
 			@Override
-			public boolean canMergeWithReduce(LambdaReducer<O> reduceFun) {
+			public boolean canMergeWithReduce(LambdaReducerWithSeed<O> reduceFun) {
 				return false;
 			}
 
diff --git a/src/aeminium/gpu/tests/operations/TestRange.java b/src/aeminium/gpu/tests/operations/TestRange.java
index f13f1f7..fd3a782 100644
--- a/src/aeminium/gpu/tests/operations/TestRange.java
+++ b/src/aeminium/gpu/tests/operations/TestRange.java
@@ -4,7 +4,7 @@
 import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class TestRange extends TestCase {
 	
@@ -32,7 +32,7 @@ public String getSource() {
 
 	public void testReduceRange() { 
 		PList<Integer> example = new Range(10);
-		Integer output = example.reduce(new LambdaReducer<Integer>() {
+		Integer output = example.reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
@@ -69,7 +69,7 @@ public String getSource() {
 			
 		});
 		
-		Integer output = example.reduce(new LambdaReducer<Integer>() {
+		Integer output = example.reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
diff --git a/src/aeminium/gpu/tests/operations/TestReduce.java b/src/aeminium/gpu/tests/operations/TestReduce.java
index d59c276..315d262 100644
--- a/src/aeminium/gpu/tests/operations/TestReduce.java
+++ b/src/aeminium/gpu/tests/operations/TestReduce.java
@@ -3,7 +3,7 @@
 import junit.framework.TestCase;
 import aeminium.gpu.collections.lists.IntList;
 import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class TestReduce extends TestCase {
 	
@@ -15,7 +15,7 @@ public void testSumReduce() {
 			example.add(1);
 		}
 		
-		Integer output = example.reduce(new LambdaReducer<Integer>() {
+		Integer output = example.reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
diff --git a/src/aeminium/gpu/tests/operations/mergers/TestMapToReduce.java b/src/aeminium/gpu/tests/operations/mergers/TestMapToReduce.java
index b26557e..fd5828f 100644
--- a/src/aeminium/gpu/tests/operations/mergers/TestMapToReduce.java
+++ b/src/aeminium/gpu/tests/operations/mergers/TestMapToReduce.java
@@ -4,7 +4,7 @@
 import aeminium.gpu.collections.lists.IntList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class TestMapToReduce extends TestCase {
 	
@@ -28,7 +28,7 @@ public String getSource() {
 				return "return 2 * input;";
 			}
 			
-		}).reduce(new LambdaReducer<Integer>() {
+		}).reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
@@ -79,7 +79,7 @@ public String getSource() {
 				return "return 3 * input;";
 			}
 			
-		}).reduce(new LambdaReducer<Integer>() {
+		}).reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
@@ -118,7 +118,7 @@ public String getSource() {
 				return "return 2.0 * input;";
 			}
 			
-		}).reduce(new LambdaReducer<Float>() {
+		}).reduce(new LambdaReducerWithSeed<Float>() {
 
 			@Override
 			public Float combine(Float input, Float other) {

From 188a5ea44799e004fba1ccbfe57ac572830f17f5 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 12 May 2012 12:32:50 +0100
Subject: [PATCH 002/276] Formatted Java files.

---
 src/aeminium/gpu/buffers/BufferHelper.java    |   2 +-
 .../gpu/buffers/CharBufferFactory.java        |  34 ++--
 .../gpu/buffers/DoubleBufferFactory.java      |  36 +++--
 .../gpu/buffers/FloatBufferFactory.java       |  20 ++-
 src/aeminium/gpu/buffers/IBufferFactory.java  |  14 +-
 .../gpu/buffers/IntBufferFactory.java         |  19 +--
 .../gpu/buffers/LongBufferFactory.java        |  21 +--
 src/aeminium/gpu/collections/PCollection.java |   7 +-
 .../factories/CollectionFactory.java          |  67 +++++---
 .../collections/lazyness/LazyEvaluator.java   |  12 +-
 .../gpu/collections/lazyness/LazyPList.java   |  37 ++---
 .../gpu/collections/lazyness/LazyPMatrix.java |   5 +-
 .../gpu/collections/lazyness/RandomList.java  |  21 ++-
 .../gpu/collections/lazyness/Range.java       |  25 +--
 .../gpu/collections/lists/AbstractList.java   |  19 +--
 .../gpu/collections/lists/BooleanList.java    |  47 +++---
 .../gpu/collections/lists/CharList.java       |  41 +++--
 .../gpu/collections/lists/DoubleList.java     |  39 +++--
 .../gpu/collections/lists/FloatList.java      |  34 ++--
 .../gpu/collections/lists/IntList.java        |  38 ++---
 .../gpu/collections/lists/LongList.java       |  33 ++--
 src/aeminium/gpu/collections/lists/PList.java |  22 +--
 .../collections/matrices/AbstractMatrix.java  |  19 +--
 .../collections/matrices/BooleanMatrix.java   |  17 +-
 .../gpu/collections/matrices/CharMatrix.java  |  17 +-
 .../collections/matrices/DoubleMatrix.java    |  17 +-
 .../gpu/collections/matrices/FloatMatrix.java |  17 +-
 .../gpu/collections/matrices/IntMatrix.java   |  17 +-
 .../gpu/collections/matrices/LongMatrix.java  |  17 +-
 .../gpu/collections/matrices/PMatrix.java     |  12 +-
 .../gpu/collections/properties/Mappable.java  |   2 +-
 .../properties/MappableToMatrix.java          |   2 +-
 .../properties/PartiallyReductionable.java    |   2 +-
 .../properties/operations/Mapper.java         |   2 +-
 .../operations/ReducerWithSeed.java           |   2 +-
 .../gpu/devices/BestContextDeviceFactory.java |   2 +-
 .../gpu/devices/FirstDeviceFactory.java       |   5 +-
 src/aeminium/gpu/devices/GPUDevice.java       |  42 +++--
 src/aeminium/gpu/examples/CompareSumSin.java  |  50 +++---
 .../gpu/examples/MapReduceExample.java        |  17 +-
 src/aeminium/gpu/examples/MatrixExample.java  |  44 +++---
 src/aeminium/gpu/examples/RandomExample.java  |   4 +-
 .../gpu/executables/GenericProgram.java       |  57 +++----
 src/aeminium/gpu/executables/Program.java     |  10 +-
 src/aeminium/gpu/operations/Map.java          |  89 ++++++-----
 src/aeminium/gpu/operations/MapReduce.java    | 146 +++++++++---------
 .../gpu/operations/PartialReduce.java         |   6 +-
 src/aeminium/gpu/operations/Reduce.java       |  15 +-
 .../operations/deciders/OpenCLDecider.java    |  54 ++++---
 .../gpu/operations/functions/GPUFunction.java |   1 +
 .../operations/functions/LambdaMapper.java    |  20 +--
 .../operations/functions/LambdaReducer.java   |  20 +--
 .../functions/LambdaReducerWithSeed.java      |   8 +-
 .../gpu/operations/generator/MapCodeGen.java  |  46 +++---
 .../generator/MapReduceCodeGen.java           |  37 ++---
 .../operations/generator/ReduceCodeGen.java   |  33 ++--
 .../generator/ReduceTemplateSource.java       |   1 -
 .../operations/mergers/MapToMapMerger.java    |  33 ++--
 .../operations/mergers/MapToReduceMerger.java |  17 +-
 .../operations/random/MersenneTwisterGPU.java |  40 +++--
 .../gpu/operations/utils/ExtractTypes.java    |   4 +-
 .../gpu/operations/utils/UniqCounter.java     |   4 +-
 src/aeminium/gpu/recorder/Configuration.java  |  18 +--
 src/aeminium/gpu/recorder/LoggerTimer.java    |   7 +-
 src/aeminium/gpu/recorder/RecordTracker.java  |  11 +-
 src/aeminium/gpu/recorder/Recorder.java       |  72 +++++----
 src/aeminium/gpu/templates/Template.java      |  36 +++--
 .../gpu/templates/TemplateWrapper.java        |   2 +-
 src/aeminium/gpu/tests/HelloWorldTest.java    |  10 +-
 .../tests/lists/TestAbstractListTemplate.java |  32 ++--
 .../gpu/tests/lists/TestCharList.java         |  14 +-
 .../gpu/tests/lists/TestDoubleList.java       |  12 +-
 .../gpu/tests/lists/TestFloatList.java        |  12 +-
 src/aeminium/gpu/tests/lists/TestIntList.java |  12 +-
 .../gpu/tests/lists/TestLongList.java         |  12 +-
 .../gpu/tests/operations/TestMap.java         | 102 ++++++------
 .../gpu/tests/operations/TestRange.java       |  58 +++----
 .../gpu/tests/operations/TestReduce.java      |  16 +-
 .../operations/mergers/TestMapToMap.java      |  29 ++--
 .../operations/mergers/TestMapToReduce.java   |  64 ++++----
 .../gpu/tests/templates/SimpleTemplate.java   |  22 +--
 src/aeminium/gpu/utils/Pair.java              |  46 +++---
 src/aeminium/gpu/utils/PathHelper.java        |   5 +-
 src/aeminium/gpu/utils/Statistics.java        |   6 +-
 src/aeminium/gpu/utils/TimeoutController.java | 106 +++++++------
 85 files changed, 1185 insertions(+), 1060 deletions(-)

diff --git a/src/aeminium/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/buffers/BufferHelper.java
index 125c2ef..32c76ec 100644
--- a/src/aeminium/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/buffers/BufferHelper.java
@@ -70,7 +70,7 @@ public static <T> CLBuffer<?> createInputBufferFor(CLContext context,
 			IBufferFactory f = getFactory(list);
 			return f.createInputBufferFor(context, list);
 		}
-		
+
 	}
 
 	public static <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
diff --git a/src/aeminium/gpu/buffers/CharBufferFactory.java b/src/aeminium/gpu/buffers/CharBufferFactory.java
index ca41902..d9353a0 100644
--- a/src/aeminium/gpu/buffers/CharBufferFactory.java
+++ b/src/aeminium/gpu/buffers/CharBufferFactory.java
@@ -15,39 +15,42 @@
 public class CharBufferFactory implements IBufferFactory {
 
 	public static byte[] encodeCharToBytes(char[] c) {
-	    byte[] b = new byte[c.length];
-	    for (int i = 0; i < c.length; i++)
-	      b[i] = (byte)(c[i] & 0x007F);
+		byte[] b = new byte[c.length];
+		for (int i = 0; i < c.length; i++)
+			b[i] = (byte) (c[i] & 0x007F);
 
-	    return b;
+		return b;
 	}
-	
+
 	public static char[] decodeBytesToChar(byte[] ascii) {
 		String tmp = new String(ascii);
 		return tmp.toCharArray();
 	}
-	
-	
+
 	@Override
 	public <T> CLBuffer<?> createInputBufferFor(CLContext context, PList<T> list) {
 		char[] ar = ((CharList) list).getArray();
 		byte[] car = encodeCharToBytes(ar);
-		return context.createByteBuffer(CLMem.Usage.Input, Pointer.pointerToBytes(car), true);
+		return context.createByteBuffer(CLMem.Usage.Input,
+				Pointer.pointerToBytes(car), true);
 	}
 
 	@Override
-	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context, PList<T> list) {
+	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
+			PList<T> list) {
 		char[] ar = ((CharList) list).getArray();
 		byte[] car = encodeCharToBytes(ar);
-		
-		Pointer<Byte> ptr = Pointer.allocateBytes(list.size()).order(context.getByteOrder());
+
+		Pointer<Byte> ptr = Pointer.allocateBytes(list.size()).order(
+				context.getByteOrder());
 		ptr.setBytes(car);
 		return context.createBuffer(CLMem.Usage.InputOutput, ptr, true);
 	}
-	
+
 	@Override
 	public CLBuffer<?> createOutputBufferFor(CLContext context, int size) {
-		Pointer<Byte> ptr = Pointer.allocateBytes(size).order(context.getByteOrder());
+		Pointer<Byte> ptr = Pointer.allocateBytes(size).order(
+				context.getByteOrder());
 		return context.createBuffer(CLMem.Usage.Output, ptr, true);
 	}
 
@@ -64,9 +67,10 @@ public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 		char[] content = decodeBytesToChar(pcontent);
 		return new CharList(content, size);
 	}
-	
+
 	@Override
-	public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q, CLEvent ev) {
+	public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
+			CLEvent ev) {
 		char[] content = decodeBytesToChar(outbuffer.read(q, ev).getBytes(1));
 		return content[0];
 	}
diff --git a/src/aeminium/gpu/buffers/DoubleBufferFactory.java b/src/aeminium/gpu/buffers/DoubleBufferFactory.java
index 9123b41..5f17d78 100644
--- a/src/aeminium/gpu/buffers/DoubleBufferFactory.java
+++ b/src/aeminium/gpu/buffers/DoubleBufferFactory.java
@@ -12,39 +12,43 @@
 import com.nativelibs4java.opencl.CLQueue;
 import com.nativelibs4java.opencl.LocalSize;
 
-public class DoubleBufferFactory implements IBufferFactory{
+public class DoubleBufferFactory implements IBufferFactory {
 
 	@Override
 	public <T> CLBuffer<?> createInputBufferFor(CLContext context, PList<T> list) {
-		return context.createDoubleBuffer(CLMem.Usage.Input, Pointer.pointerToDoubles(((DoubleList) list).getArray()), true);
+		return context.createDoubleBuffer(CLMem.Usage.Input,
+				Pointer.pointerToDoubles(((DoubleList) list).getArray()), true);
 	}
-	
+
 	@Override
-	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context, PList<T> list) {
-		return context.createDoubleBuffer(CLMem.Usage.InputOutput, Pointer.pointerToDoubles(((DoubleList) list).getArray()), true);
+	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
+			PList<T> list) {
+		return context.createDoubleBuffer(CLMem.Usage.InputOutput,
+				Pointer.pointerToDoubles(((DoubleList) list).getArray()), true);
 	}
-	
+
 	@Override
 	public CLBuffer<?> createOutputBufferFor(CLContext context, int size) {
-		Pointer<Double> ptr = Pointer.allocateDoubles(size).order(context.getByteOrder());
-		return context.createBuffer(CLMem.Usage.Output, ptr, true);	}
-	
+		Pointer<Double> ptr = Pointer.allocateDoubles(size).order(
+				context.getByteOrder());
+		return context.createBuffer(CLMem.Usage.Output, ptr, true);
+	}
+
 	@Override
 	public LocalSize createSharedBufferFor(CLContext context, String type,
 			int size) {
 		return new LocalSize(size * 8);
 	}
-	
-	
 
 	@Override
-	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q, CLEvent ev,
-			int size) {
-		return new DoubleList(outbuffer.read(q, ev).getDoubles(), size);	
+	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
+			CLEvent ev, int size) {
+		return new DoubleList(outbuffer.read(q, ev).getDoubles(), size);
 	}
-	
+
 	@Override
-	public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q, CLEvent ev) {
+	public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
+			CLEvent ev) {
 		return outbuffer.read(q, ev).getDoubles(1)[0];
 	}
 
diff --git a/src/aeminium/gpu/buffers/FloatBufferFactory.java b/src/aeminium/gpu/buffers/FloatBufferFactory.java
index ade8152..7d0149a 100644
--- a/src/aeminium/gpu/buffers/FloatBufferFactory.java
+++ b/src/aeminium/gpu/buffers/FloatBufferFactory.java
@@ -16,21 +16,25 @@ public class FloatBufferFactory implements IBufferFactory {
 
 	@Override
 	public <T> CLBuffer<?> createInputBufferFor(CLContext context, PList<T> list) {
-		return context.createFloatBuffer(CLMem.Usage.Input, Pointer.pointerToFloats(((FloatList) list).getArray()), true);
+		return context.createFloatBuffer(CLMem.Usage.Input,
+				Pointer.pointerToFloats(((FloatList) list).getArray()), true);
 
 	}
-	
+
 	@Override
-	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context, PList<T> list) {
-		return context.createFloatBuffer(CLMem.Usage.InputOutput, Pointer.pointerToFloats(((FloatList) list).getArray()), true);
+	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
+			PList<T> list) {
+		return context.createFloatBuffer(CLMem.Usage.InputOutput,
+				Pointer.pointerToFloats(((FloatList) list).getArray()), true);
 	}
 
 	@Override
 	public CLBuffer<?> createOutputBufferFor(CLContext context, int size) {
-		Pointer<Float> ptr = Pointer.allocateFloats(size).order(context.getByteOrder());
+		Pointer<Float> ptr = Pointer.allocateFloats(size).order(
+				context.getByteOrder());
 		return context.createBuffer(CLMem.Usage.Output, ptr, true);
 	}
-	
+
 	@Override
 	public LocalSize createSharedBufferFor(CLContext context, String type,
 			int size) {
@@ -38,8 +42,8 @@ public LocalSize createSharedBufferFor(CLContext context, String type,
 	}
 
 	@Override
-	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q, CLEvent ev,
-			int size) {
+	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
+			CLEvent ev, int size) {
 		return new FloatList(outbuffer.read(q, ev).getFloats(), size);
 	}
 
diff --git a/src/aeminium/gpu/buffers/IBufferFactory.java b/src/aeminium/gpu/buffers/IBufferFactory.java
index 19a2010..8aa17f0 100644
--- a/src/aeminium/gpu/buffers/IBufferFactory.java
+++ b/src/aeminium/gpu/buffers/IBufferFactory.java
@@ -9,18 +9,20 @@
 import com.nativelibs4java.opencl.LocalSize;
 
 public interface IBufferFactory {
-	
-	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context, PList<T> list);
-	
+
+	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
+			PList<T> list);
+
 	public <T> CLBuffer<?> createInputBufferFor(CLContext context, PList<T> list);
 
 	public CLBuffer<?> createOutputBufferFor(CLContext context, int size);
-	
-	public LocalSize createSharedBufferFor(CLContext context, String type, int size);
 
-	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q, CLEvent ev,
+	public LocalSize createSharedBufferFor(CLContext context, String type,
 			int size);
 
+	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
+			CLEvent ev, int size);
+
 	public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 			CLEvent ev);
 
diff --git a/src/aeminium/gpu/buffers/IntBufferFactory.java b/src/aeminium/gpu/buffers/IntBufferFactory.java
index 4a91e89..de077a9 100644
--- a/src/aeminium/gpu/buffers/IntBufferFactory.java
+++ b/src/aeminium/gpu/buffers/IntBufferFactory.java
@@ -12,26 +12,28 @@
 import com.nativelibs4java.opencl.CLQueue;
 import com.nativelibs4java.opencl.LocalSize;
 
-public class IntBufferFactory implements IBufferFactory{
+public class IntBufferFactory implements IBufferFactory {
 
 	@Override
 	public <T> CLBuffer<?> createInputBufferFor(CLContext context, PList<T> list) {
-		return context.createIntBuffer(CLMem.Usage.Input, Pointer.pointerToInts(((IntList) list).getArray()), true);
+		return context.createIntBuffer(CLMem.Usage.Input,
+				Pointer.pointerToInts(((IntList) list).getArray()), true);
 	}
-	
 
 	@Override
 	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
 			PList<T> list) {
-		return context.createIntBuffer(CLMem.Usage.InputOutput, Pointer.pointerToInts(((IntList) list).getArray()), true);
+		return context.createIntBuffer(CLMem.Usage.InputOutput,
+				Pointer.pointerToInts(((IntList) list).getArray()), true);
 	}
 
 	@Override
 	public CLBuffer<?> createOutputBufferFor(CLContext context, int size) {
-		Pointer<Integer> ptr = Pointer.allocateInts(size).order(context.getByteOrder());
+		Pointer<Integer> ptr = Pointer.allocateInts(size).order(
+				context.getByteOrder());
 		return context.createBuffer(CLMem.Usage.Output, ptr, true);
 	}
-	
+
 	@Override
 	public LocalSize createSharedBufferFor(CLContext context, String type,
 			int size) {
@@ -39,8 +41,8 @@ public LocalSize createSharedBufferFor(CLContext context, String type,
 	}
 
 	@Override
-	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q, CLEvent ev,
-			int size) {
+	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
+			CLEvent ev, int size) {
 		return new IntList(outbuffer.read(q, ev).getInts(), size);
 	}
 
@@ -50,7 +52,6 @@ public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 		return outbuffer.read(q, ev).getInts(1)[0];
 	}
 
-
 	@Override
 	public CLBuffer<?> createInputOutputBufferFor(CLContext context,
 			String outputType, int size) {
diff --git a/src/aeminium/gpu/buffers/LongBufferFactory.java b/src/aeminium/gpu/buffers/LongBufferFactory.java
index de46ecd..f057cd8 100644
--- a/src/aeminium/gpu/buffers/LongBufferFactory.java
+++ b/src/aeminium/gpu/buffers/LongBufferFactory.java
@@ -16,21 +16,24 @@ public class LongBufferFactory implements IBufferFactory {
 
 	@Override
 	public <T> CLBuffer<?> createInputBufferFor(CLContext context, PList<T> list) {
-		return context.createLongBuffer(CLMem.Usage.Input, Pointer.pointerToLongs(((LongList) list).getArray()), true);
+		return context.createLongBuffer(CLMem.Usage.Input,
+				Pointer.pointerToLongs(((LongList) list).getArray()), true);
 	}
-	
+
 	@Override
-	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context, PList<T> list) {
-		return context.createLongBuffer(CLMem.Usage.InputOutput, Pointer.pointerToLongs(((LongList) list).getArray()), true);
+	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
+			PList<T> list) {
+		return context.createLongBuffer(CLMem.Usage.InputOutput,
+				Pointer.pointerToLongs(((LongList) list).getArray()), true);
 	}
 
-
 	@Override
 	public CLBuffer<?> createOutputBufferFor(CLContext context, int size) {
-		Pointer<Long> ptr = Pointer.allocateLongs(size).order(context.getByteOrder());
+		Pointer<Long> ptr = Pointer.allocateLongs(size).order(
+				context.getByteOrder());
 		return context.createBuffer(CLMem.Usage.Output, ptr, true);
 	}
-	
+
 	@Override
 	public LocalSize createSharedBufferFor(CLContext context, String type,
 			int size) {
@@ -38,8 +41,8 @@ public LocalSize createSharedBufferFor(CLContext context, String type,
 	}
 
 	@Override
-	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q, CLEvent ev,
-			int size) {
+	public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
+			CLEvent ev, int size) {
 		return new LongList(outbuffer.read(q, ev).getLongs(), size);
 	}
 
diff --git a/src/aeminium/gpu/collections/PCollection.java b/src/aeminium/gpu/collections/PCollection.java
index 44b7dd0..b1241db 100644
--- a/src/aeminium/gpu/collections/PCollection.java
+++ b/src/aeminium/gpu/collections/PCollection.java
@@ -1,11 +1,10 @@
 package aeminium.gpu.collections;
 
-
-public interface PCollection<T>  {
+public interface PCollection<T> {
 
 	public int size();
-	
+
 	/* Type Methods */
 	public Class<?> getType();
-	
+
 }
diff --git a/src/aeminium/gpu/collections/factories/CollectionFactory.java b/src/aeminium/gpu/collections/factories/CollectionFactory.java
index 625d387..2ae909b 100644
--- a/src/aeminium/gpu/collections/factories/CollectionFactory.java
+++ b/src/aeminium/gpu/collections/factories/CollectionFactory.java
@@ -20,26 +20,37 @@
 
 public class CollectionFactory {
 	public static PList<?> listFromType(String outputType) {
-		if (outputType.equals("Integer")) return new IntList();
-		if (outputType.equals("Float")) return new FloatList();
-		if (outputType.equals("Double")) return new DoubleList();
-		if (outputType.equals("Long")) return new LongList();
-		if (outputType.equals("Character")) return new CharList();
-		if (outputType.equals("Boolean")) return new BooleanList();
+		if (outputType.equals("Integer"))
+			return new IntList();
+		if (outputType.equals("Float"))
+			return new FloatList();
+		if (outputType.equals("Double"))
+			return new DoubleList();
+		if (outputType.equals("Long"))
+			return new LongList();
+		if (outputType.equals("Character"))
+			return new CharList();
+		if (outputType.equals("Boolean"))
+			return new BooleanList();
 		return null;
 	}
-	
+
 	public static PMatrix<?> matrixFromType(String outputType, int m, int n) {
-		if (outputType.equals("Integer")) return new IntMatrix(m, n);
-		if (outputType.equals("Float")) return new FloatMatrix(m, n);
-		if (outputType.equals("Double")) return new DoubleMatrix(m, n);
-		if (outputType.equals("Long")) return new LongMatrix(m, n);
-		if (outputType.equals("Character")) return new CharMatrix(m, n);
-		if (outputType.equals("Boolean")) return new BooleanMatrix(m, n);
+		if (outputType.equals("Integer"))
+			return new IntMatrix(m, n);
+		if (outputType.equals("Float"))
+			return new FloatMatrix(m, n);
+		if (outputType.equals("Double"))
+			return new DoubleMatrix(m, n);
+		if (outputType.equals("Long"))
+			return new LongMatrix(m, n);
+		if (outputType.equals("Character"))
+			return new CharMatrix(m, n);
+		if (outputType.equals("Boolean"))
+			return new BooleanMatrix(m, n);
 		return null;
 	}
-	
-	
+
 	public static <T> PMatrix<T> matrixfromPList(PList<T> o, int cols) {
 		int rows = o.size() / cols;
 		if (o.size() % cols != 0) {
@@ -47,16 +58,28 @@ public static <T> PMatrix<T> matrixfromPList(PList<T> o, int cols) {
 		}
 		return CollectionFactory.matrixfromPList(o, rows, cols);
 	}
-	
+
 	@SuppressWarnings("unchecked")
 	public static <T> PMatrix<T> matrixfromPList(PList<T> o, int rows, int cols) {
 		if (o instanceof ConcreteCollection) {
-			if (o instanceof IntList) return (PMatrix<T>) new IntMatrix(((IntList) o).getArray(), rows, cols);
-			if (o instanceof FloatList) return (PMatrix<T>) new FloatMatrix(((FloatList) o).getArray(), rows, cols);
-			if (o instanceof DoubleList) return (PMatrix<T>) new DoubleMatrix(((DoubleList) o).getArray(), rows, cols);
-			if (o instanceof LongList) return (PMatrix<T>) new LongMatrix(((LongList) o).getArray(), rows, cols);
-			if (o instanceof CharList) return (PMatrix<T>) new CharMatrix(((CharList) o).getArray(), rows, cols);
-			if (o instanceof BooleanList) return (PMatrix<T>) new BooleanMatrix(((BooleanList) o).getArray(), rows, cols);
+			if (o instanceof IntList)
+				return (PMatrix<T>) new IntMatrix(((IntList) o).getArray(),
+						rows, cols);
+			if (o instanceof FloatList)
+				return (PMatrix<T>) new FloatMatrix(((FloatList) o).getArray(),
+						rows, cols);
+			if (o instanceof DoubleList)
+				return (PMatrix<T>) new DoubleMatrix(
+						((DoubleList) o).getArray(), rows, cols);
+			if (o instanceof LongList)
+				return (PMatrix<T>) new LongMatrix(((LongList) o).getArray(),
+						rows, cols);
+			if (o instanceof CharList)
+				return (PMatrix<T>) new CharMatrix(((CharList) o).getArray(),
+						rows, cols);
+			if (o instanceof BooleanList)
+				return (PMatrix<T>) new BooleanMatrix(
+						((BooleanList) o).getArray(), rows, cols);
 		}
 		if (o instanceof LazyCollection) {
 			return new LazyPMatrix<T>(o, rows, cols);
diff --git a/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java b/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
index 6a2154f..fffc140 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
@@ -8,11 +8,15 @@
 
 public interface LazyEvaluator<T> {
 	public Object evaluate();
+
 	public Class<?> getType();
-	public <O> boolean canMergeWithMap(LambdaMapper<T,O> mapFun);
-	public <O> PList<O> mergeWithMap(Map<T,O> mapOp);
-	
+
+	public <O> boolean canMergeWithMap(LambdaMapper<T, O> mapFun);
+
+	public <O> PList<O> mergeWithMap(Map<T, O> mapOp);
+
 	public boolean canMergeWithReduce(LambdaReducerWithSeed<T> reduceFun);
+
 	public T mergeWithReducer(Reduce<T> reduceOp);
 
- }
+}
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPList.java b/src/aeminium/gpu/collections/lazyness/LazyPList.java
index d7a8b6f..30ddf9c 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPList.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPList.java
@@ -15,14 +15,12 @@ public class LazyPList<T> extends AbstractList<T> implements PList<T> {
 	private LazyEvaluator<T> evaluator;
 	private int lazynessLevel = 1;
 
-
 	public LazyPList(LazyEvaluator<T> eval, int size) {
 		super();
 		this.size = size;
 		this.evaluator = eval;
 	}
-	
-	
+
 	@SuppressWarnings("unchecked")
 	public PList<T> evaluate() {
 		if (!evaluated) {
@@ -31,7 +29,7 @@ public PList<T> evaluate() {
 		}
 		return actual;
 	}
-	
+
 	@Override
 	public int size() {
 		if (evaluated) {
@@ -40,13 +38,13 @@ public int size() {
 			return size;
 		}
 	}
-	
+
 	@Override
 	public void add(int index, T e) {
 		evaluate();
 		actual.add(index, e);
 	}
-	
+
 	@Override
 	public void remove(T o) {
 		evaluate();
@@ -58,45 +56,45 @@ public T get(int index) {
 		evaluate();
 		return actual.get(index);
 	}
-	
+
 	@Override
 	public void set(int index, T e) {
 		evaluate();
 		actual.set(index, e);
 	}
-	
+
 	@Override
 	public T remove(int index) {
 		evaluate();
 		return actual.remove(index);
 	}
-	
+
 	@SuppressWarnings("unchecked")
 	@Override
 	public void clear() {
 		size = 0;
 		evaluated = true;
-		actual = (PList<T>) CollectionFactory.listFromType(getType().getSimpleName().toString());
+		actual = (PList<T>) CollectionFactory.listFromType(getType()
+				.getSimpleName().toString());
 	}
-	
+
 	@Override
 	public PList<T> subList(int fromIndex, int toIndex) {
 		evaluate();
-		return actual.subList(fromIndex,toIndex);
+		return actual.subList(fromIndex, toIndex);
 	}
-	
+
 	@Override
 	public Class<?> getType() {
 		return evaluator.getType();
 	}
 
-
 	@Override
 	public <O> PList<O> map(LambdaMapper<T, O> mapFun) {
 		if (!evaluated && evaluator.canMergeWithMap(mapFun)) {
-			Map<T,O> m = new Map<T,O>(mapFun, this, this.getDevice());
+			Map<T, O> m = new Map<T, O>(mapFun, this, this.getDevice());
 			LazyPList<O> r = (LazyPList<O>) evaluator.mergeWithMap(m);
-			r.setLazynessLevel(lazynessLevel+1);
+			r.setLazynessLevel(lazynessLevel + 1);
 			return r;
 		} else {
 			evaluate();
@@ -104,7 +102,6 @@ public <O> PList<O> map(LambdaMapper<T, O> mapFun) {
 		}
 	}
 
-
 	@Override
 	public T reduce(LambdaReducerWithSeed<T> reducer) {
 		if (!evaluated && evaluator.canMergeWithReduce(reducer)) {
@@ -115,15 +112,13 @@ public T reduce(LambdaReducerWithSeed<T> reducer) {
 			return actual.reduce(reducer);
 		}
 	}
-	
-	
+
 	public int getLazynessLevel() {
 		return lazynessLevel;
 	}
 
-
 	public void setLazynessLevel(int lazynessLevel) {
 		this.lazynessLevel = lazynessLevel;
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java b/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
index 863ba1c..3ce400a 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
@@ -6,16 +6,17 @@
 public class LazyPMatrix<T> extends AbstractMatrix<T> {
 
 	private PList<T> source;
+
 	public LazyPMatrix(PList<T> src, int cols, int rows) {
 		super(cols, rows);
 		source = src;
 	}
-	
+
 	@Override
 	public T get(int i, int j) {
 		return source.get(i * cols + j);
 	}
-	
+
 	@Override
 	public void set(int i, int j, T e) {
 		source.set(i * cols + j, e);
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index d76281f..f08dca4 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -21,18 +21,18 @@
 
 public class RandomList implements PList<Float>, LazyCollection {
 
-	protected class FloatIdentityMapper extends LambdaMapper<Float,Float> {
+	protected class FloatIdentityMapper extends LambdaMapper<Float, Float> {
 		@Override
 		public Float map(Float input) {
 			return input;
 		}
-		
+
 		@Override
 		public String getSource() {
 			return "return input;";
 		}
 	}
-	
+
 	protected int max;
 	protected int seed;
 	protected GPUDevice device;
@@ -48,7 +48,6 @@ public RandomList(int max, int seed) {
 		device = (new DefaultDeviceFactory()).getDevice();
 	}
 
-
 	@Override
 	public <O> PList<O> map(LambdaMapper<Float, O> mapper) {
 		Map<Float, O> mapOperation = new Map<Float, O>(mapper, this, device);
@@ -58,11 +57,11 @@ public <O> PList<O> map(LambdaMapper<Float, O> mapper) {
 	@Override
 	public Float reduce(LambdaReducerWithSeed<Float> reducer) {
 		PList<Float> result = map(new FloatIdentityMapper());
-		Reduce<Float> reduceOperation = new Reduce<Float>(reducer, result, device);
+		Reduce<Float> reduceOperation = new Reduce<Float>(reducer, result,
+				device);
 		return reduceOperation.getOutput();
 	}
 
-
 	@Override
 	public int size() {
 		return max;
@@ -117,7 +116,7 @@ public void clear() {
 
 	@Override
 	public PList<Float> subList(int fromIndex, int toIndex) {
-		assert(toIndex >= fromIndex);
+		assert (toIndex >= fromIndex);
 		return new RandomList(toIndex - fromIndex);
 	}
 
@@ -131,11 +130,10 @@ public PList<Float> evaluate() {
 		return this;
 	}
 
-
 	public int getSeed() {
 		return seed;
 	}
-	
+
 	@Override
 	public PMatrix<Float> groupBy(int cols) {
 		return CollectionFactory.matrixfromPList(this, cols);
@@ -147,11 +145,12 @@ public LazyGPUHelper getGPUHelper() {
 
 			@Override
 			public CLBuffer<?> getInputBuffer(CLContext ctx) {
-				MersenneTwisterGPU mt = new MersenneTwisterGPU(device, size(), getSeed());
+				MersenneTwisterGPU mt = new MersenneTwisterGPU(device, size(),
+						getSeed());
 				device.execute(mt);
 				return mt.getOutputBuffer();
 			}
-			
+
 		};
 	}
 }
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index abbc9c6..ea93d10 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -19,38 +19,39 @@
 import com.nativelibs4java.opencl.CLMem;
 
 public class Range implements PList<Integer>, LazyCollection {
-	
-	protected class IntegerIdentityMapper extends LambdaMapper<Integer,Integer> {
+
+	protected class IntegerIdentityMapper extends
+			LambdaMapper<Integer, Integer> {
 		@Override
 		public Integer map(Integer input) {
 			return input;
 		}
-		
+
 		@Override
 		public String getSource() {
 			return "return input;";
 		}
 	}
-	
-	
+
 	private int max;
 	protected GPUDevice device;
-	
+
 	public Range(int max) {
 		this.max = max;
 		device = (new DefaultDeviceFactory()).getDevice();
 	}
-	
+
 	@Override
 	public <O> PList<O> map(LambdaMapper<Integer, O> mapper) {
 		Map<Integer, O> mapOperation = new Map<Integer, O>(mapper, this, device);
 		return mapOperation.getOutput();
 	}
-	
+
 	@Override
 	public Integer reduce(LambdaReducerWithSeed<Integer> reducer) {
 		PList<Integer> result = map(new IntegerIdentityMapper());
-		Reduce<Integer> reduceOperation = new Reduce<Integer>(reducer, result, device);
+		Reduce<Integer> reduceOperation = new Reduce<Integer>(reducer, result,
+				device);
 		return reduceOperation.getOutput();
 	}
 
@@ -66,7 +67,7 @@ public int length() {
 
 	@Override
 	public boolean isEmpty() {
-		return (max > 0); 
+		return (max > 0);
 	}
 
 	@Override
@@ -76,7 +77,7 @@ public void add(Integer e) {
 
 	@Override
 	public void add(int index, Integer e) {
-		throw new ReadOnlyListException();		
+		throw new ReadOnlyListException();
 	}
 
 	@Override
@@ -133,7 +134,7 @@ public CLBuffer<?> getInputBuffer(CLContext ctx) {
 				Pointer<Integer> ptr = Pointer.allocateInts(1);
 				return ctx.createBuffer(CLMem.Usage.Input, ptr, false);
 			}
-			
+
 		};
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/AbstractList.java b/src/aeminium/gpu/collections/lists/AbstractList.java
index 2f8a803..1d8ef66 100644
--- a/src/aeminium/gpu/collections/lists/AbstractList.java
+++ b/src/aeminium/gpu/collections/lists/AbstractList.java
@@ -11,14 +11,15 @@
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
-public abstract class AbstractList<T> implements PList<T>, Mappable<T>, Reductionable<T> {
+public abstract class AbstractList<T> implements PList<T>, Mappable<T>,
+		Reductionable<T> {
 
 	protected static final int DEFAULT_SIZE = 10000;
 	protected static final int INCREMENT_SIZE = 1000;
-	
+
 	protected int size;
 	protected GPUDevice device;
-	
+
 	public AbstractList() {
 		device = (new DefaultDeviceFactory()).getDevice();
 	}
@@ -26,6 +27,7 @@ public AbstractList() {
 	public int size() {
 		return size;
 	}
+
 	public int length() {
 		return size;
 	}
@@ -37,7 +39,7 @@ public boolean isEmpty() {
 	public void add(T e) {
 		add(size, e);
 	}
-	
+
 	public PList<T> evaluate() {
 		return this;
 	}
@@ -49,22 +51,21 @@ public GPUDevice getDevice() {
 	public void setDevice(GPUDevice device) {
 		this.device = device;
 	}
-	
-	
+
 	@Override
 	public <O> PList<O> map(LambdaMapper<T, O> mapper) {
 		Map<T, O> mapOperation = new Map<T, O>(mapper, this, device);
 		return mapOperation.getOutput();
 	}
-	
+
 	@Override
 	public T reduce(LambdaReducerWithSeed<T> reducer) {
 		Reduce<T> reduceOperation = new Reduce<T>(reducer, this, device);
 		return reduceOperation.getOutput();
 	}
-	
+
 	public PMatrix<T> groupBy(int cols) {
 		return CollectionFactory.matrixfromPList(this, cols);
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index e0e0d0a..5dda27f 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -4,54 +4,54 @@
 
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class BooleanList extends AbstractList<Boolean> implements ConcreteCollection {
+public class BooleanList extends AbstractList<Boolean> implements
+		ConcreteCollection {
 
 	protected int[] box;
-	
-	
+
 	protected static int TRUE = 1;
-	protected static int FALSE = 0; 
-	
+	protected static int FALSE = 0;
+
 	public BooleanList() {
 		this(new int[DEFAULT_SIZE], 0);
 	}
-	
+
 	public BooleanList(int[] box, int size) {
 		super();
 		this.size = size;
 		this.box = box;
 	}
-	
+
 	public static int encode(Boolean b) {
 		return (b) ? TRUE : FALSE;
 	}
-	
+
 	public static Boolean decode(int i) {
 		return (i > 0) ? Boolean.TRUE : Boolean.FALSE;
 	}
-	
+
 	@Override
 	public void add(Boolean e) {
 		ensureOneMore();
 		box[size++] = encode(e);
 	}
-	
+
 	@Override
 	public void add(int index, Boolean e) {
-		System.arraycopy(box, index, box, index+1, size-index);
+		System.arraycopy(box, index, box, index + 1, size - index);
 		size++;
 		box[index] = encode(e);
 	}
 
 	@Override
 	public void remove(Boolean o) {
-		for(int i=0;i<size;i++) {
+		for (int i = 0; i < size; i++) {
 			if (box[i] == encode(o)) {
 				remove(i--);
 			}
 		}
 	}
-	
+
 	@Override
 	public void clear() {
 		size = 0;
@@ -75,43 +75,40 @@ public void set(int index, Boolean e) {
 	@Override
 	public Boolean remove(int index) {
 		int e = box[index];
-		System.arraycopy(box, index+1, box, index, size-index);
+		System.arraycopy(box, index + 1, box, index, size - index);
 		size--;
 		return decode(e);
 	}
-	
-	
 
 	@Override
 	public PList<Boolean> subList(int fromIndex, int toIndex) {
 		int newSize = toIndex - fromIndex;
-		int[] newList = new int[Math.max(DEFAULT_SIZE,newSize)];
+		int[] newList = new int[Math.max(DEFAULT_SIZE, newSize)];
 		System.arraycopy(box, fromIndex, newList, 0, newSize);
 		return new BooleanList(newList, newSize);
 	}
 
-	
 	@Override
 	public Class<?> getType() {
 		return Boolean.class;
 	}
-	
+
 	// Utilities
-	
+
 	public int[] getArray() {
 		return box;
 	}
-	
+
 	protected void ensureNMore(int n) {
 		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE; 
-			box = Arrays.copyOf(box, box.length + plus );
+			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
-	
+
 	protected void ensureOneMore() {
 		if (size == box.length) {
-			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE );
+			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index a4dfb01..7805d4b 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -4,36 +4,37 @@
 
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class CharList extends AbstractList<Character> implements ConcreteCollection {
+public class CharList extends AbstractList<Character> implements
+		ConcreteCollection {
 
 	protected char[] box;
-	
+
 	public CharList() {
 		this(new char[DEFAULT_SIZE], 0);
 	}
-	
+
 	public CharList(char[] box, int size) {
 		super();
 		this.size = size;
 		this.box = box;
 	}
-	
+
 	@Override
 	public void add(Character e) {
 		ensureOneMore();
 		box[size++] = e.charValue();
 	}
-	
+
 	@Override
 	public void add(int index, Character e) {
-		System.arraycopy(box, index, box, index+1, size-index);
+		System.arraycopy(box, index, box, index + 1, size - index);
 		size++;
 		box[index] = e.charValue();
 	}
 
 	@Override
 	public void remove(Character o) {
-		for(int i=0;i<size;i++) {
+		for (int i = 0; i < size; i++) {
 			if (box[i] == o.charValue()) {
 				remove(i--);
 			}
@@ -57,53 +58,51 @@ public void set(int index, Character e) {
 	@Override
 	public Character remove(int index) {
 		char e = box[index];
-		System.arraycopy(box, index+1, box, index, size-index);
+		System.arraycopy(box, index + 1, box, index, size - index);
 		size--;
 		return e;
 	}
-	
+
 	@Override
 	public void clear() {
 		size = 0;
 		box = new char[DEFAULT_SIZE];
 	}
-	
 
 	@Override
 	public PList<Character> subList(int fromIndex, int toIndex) {
 		int newSize = toIndex - fromIndex;
-		char[] newList = new char[Math.max(DEFAULT_SIZE,newSize)];
+		char[] newList = new char[Math.max(DEFAULT_SIZE, newSize)];
 		System.arraycopy(box, fromIndex, newList, 0, newSize);
 		return new CharList(newList, newSize);
 	}
 
-	
 	@Override
 	public Class<?> getType() {
 		return Character.class;
 	}
-	
+
 	@Override
 	public String toString() {
-		return new String(box,0,size);
+		return new String(box, 0, size);
 	}
-	
+
 	// Utilities
-	
+
 	public char[] getArray() {
 		return box;
 	}
-	
+
 	protected void ensureNMore(int n) {
 		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE; 
-			box = Arrays.copyOf(box, box.length + plus );
+			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
-	
+
 	protected void ensureOneMore() {
 		if (size == box.length) {
-			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE );
+			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 2d283c3..24718de 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -4,36 +4,37 @@
 
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class DoubleList extends AbstractList<Double> implements ConcreteCollection {
+public class DoubleList extends AbstractList<Double> implements
+		ConcreteCollection {
 
 	protected double[] box;
-	
+
 	public DoubleList() {
 		this(new double[DEFAULT_SIZE], 0);
 	}
-	
+
 	public DoubleList(double[] box, int size) {
 		super();
 		this.size = size;
 		this.box = box;
 	}
-	
+
 	@Override
 	public void add(Double e) {
 		ensureOneMore();
 		box[size++] = e.doubleValue();
 	}
-	
+
 	@Override
 	public void add(int index, Double e) {
-		System.arraycopy(box, index, box, index+1, size-index);
+		System.arraycopy(box, index, box, index + 1, size - index);
 		size++;
 		box[index] = e.doubleValue();
 	}
 
 	@Override
 	public void remove(Double o) {
-		for(int i=0;i<size;i++) {
+		for (int i = 0; i < size; i++) {
 			if (box[i] == o.doubleValue()) {
 				remove(i--);
 			}
@@ -57,50 +58,46 @@ public void set(int index, Double e) {
 	@Override
 	public Double remove(int index) {
 		double e = box[index];
-		System.arraycopy(box, index+1, box, index, size-index);
+		System.arraycopy(box, index + 1, box, index, size - index);
 		size--;
 		return e;
 	}
-	
+
 	@Override
 	public void clear() {
 		size = 0;
 		box = new double[DEFAULT_SIZE];
 	}
-	
-	
 
 	@Override
 	public PList<Double> subList(int fromIndex, int toIndex) {
 		int newSize = toIndex - fromIndex;
-		double[] newList = new double[Math.max(DEFAULT_SIZE,newSize)];
+		double[] newList = new double[Math.max(DEFAULT_SIZE, newSize)];
 		System.arraycopy(box, fromIndex, newList, 0, newSize);
 		return new DoubleList(newList, newSize);
 	}
 
-	
 	@Override
 	public Class<?> getType() {
 		return Double.class;
 	}
-	
-	
+
 	// Utilities
-	
+
 	public double[] getArray() {
 		return box;
 	}
-	
+
 	protected void ensureNMore(int n) {
 		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE; 
-			box = Arrays.copyOf(box, box.length + plus );
+			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
-	
+
 	protected void ensureOneMore() {
 		if (size == box.length) {
-			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE );
+			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index 41d7e33..0db83c8 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -4,36 +4,37 @@
 
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class FloatList extends AbstractList<Float> implements ConcreteCollection {
+public class FloatList extends AbstractList<Float> implements
+		ConcreteCollection {
 
 	protected float[] box;
-	
+
 	public FloatList() {
 		this(new float[DEFAULT_SIZE], 0);
 	}
-	
+
 	public FloatList(float[] box, int size) {
 		super();
 		this.size = size;
 		this.box = box;
 	}
-	
+
 	@Override
 	public void add(Float e) {
 		ensureOneMore();
 		box[size++] = e.floatValue();
 	}
-	
+
 	@Override
 	public void add(int index, Float e) {
-		System.arraycopy(box, index, box, index+1, size-index);
+		System.arraycopy(box, index, box, index + 1, size - index);
 		size++;
 		box[index] = e.floatValue();
 	}
 
 	@Override
 	public void remove(Float o) {
-		for(int i=0;i<size;i++) {
+		for (int i = 0; i < size; i++) {
 			if (box[i] == o.floatValue()) {
 				remove(i--);
 			}
@@ -57,11 +58,11 @@ public void set(int index, Float e) {
 	@Override
 	public Float remove(int index) {
 		float e = box[index];
-		System.arraycopy(box, index+1, box, index, size-index);
+		System.arraycopy(box, index + 1, box, index, size - index);
 		size--;
 		return e;
 	}
-	
+
 	@Override
 	public void clear() {
 		size = 0;
@@ -71,33 +72,32 @@ public void clear() {
 	@Override
 	public PList<Float> subList(int fromIndex, int toIndex) {
 		int newSize = toIndex - fromIndex;
-		float[] newList = new float[Math.max(DEFAULT_SIZE,newSize)];
+		float[] newList = new float[Math.max(DEFAULT_SIZE, newSize)];
 		System.arraycopy(box, fromIndex, newList, 0, newSize);
 		return new FloatList(newList, newSize);
 	}
 
-	
 	@Override
 	public Class<?> getType() {
 		return Float.class;
 	}
 
 	// Utilities
-	
+
 	public float[] getArray() {
 		return box;
 	}
-	
+
 	protected void ensureNMore(int n) {
 		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE; 
-			box = Arrays.copyOf(box, box.length + plus );
+			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
-	
+
 	protected void ensureOneMore() {
 		if (size == box.length) {
-			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE );
+			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 6debac5..7bf1c94 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -4,36 +4,37 @@
 
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class IntList extends AbstractList<Integer> implements ConcreteCollection {
+public class IntList extends AbstractList<Integer> implements
+		ConcreteCollection {
 
 	protected int[] box;
-	
+
 	public IntList() {
 		this(new int[DEFAULT_SIZE], 0);
 	}
-	
+
 	public IntList(int[] box, int size) {
 		super();
 		this.size = size;
 		this.box = box;
 	}
-	
+
 	@Override
 	public void add(Integer e) {
 		ensureOneMore();
 		box[size++] = e.intValue();
 	}
-	
+
 	@Override
 	public void add(int index, Integer e) {
-		System.arraycopy(box, index, box, index+1, size-index);
+		System.arraycopy(box, index, box, index + 1, size - index);
 		size++;
 		box[index] = e.intValue();
 	}
 
 	@Override
 	public void remove(Integer o) {
-		for(int i=0;i<size;i++) {
+		for (int i = 0; i < size; i++) {
 			if (box[i] == o.intValue()) {
 				remove(i--);
 			}
@@ -57,12 +58,11 @@ public void set(int index, Integer e) {
 	@Override
 	public Integer remove(int index) {
 		int e = box[index];
-		System.arraycopy(box, index+1, box, index, size-index);
+		System.arraycopy(box, index + 1, box, index, size - index);
 		size--;
 		return e;
 	}
-	
-	
+
 	@Override
 	public void clear() {
 		size = 0;
@@ -72,30 +72,30 @@ public void clear() {
 	@Override
 	public PList<Integer> subList(int fromIndex, int toIndex) {
 		int newSize = toIndex - fromIndex;
-		int[] newList = new int[Math.max(DEFAULT_SIZE,newSize)];
+		int[] newList = new int[Math.max(DEFAULT_SIZE, newSize)];
 		System.arraycopy(box, fromIndex, newList, 0, newSize);
 		return new IntList(newList, newSize);
 	}
-	
+
 	// Utilities
-	
+
 	public int[] getArray() {
 		return box;
 	}
-	
+
 	protected void ensureNMore(int n) {
 		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE; 
-			box = Arrays.copyOf(box, box.length + plus );
+			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
-	
+
 	protected void ensureOneMore() {
 		if (size == box.length) {
-			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE );
+			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
-	
+
 	public Class<?> getType() {
 		return Integer.class;
 	}
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index d1c336f..a7a12bc 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -7,39 +7,39 @@
 public class LongList extends AbstractList<Long> implements ConcreteCollection {
 
 	protected long[] box;
-	
+
 	public LongList() {
 		this(new long[DEFAULT_SIZE], 0);
 	}
-	
+
 	public LongList(long[] box, int size) {
 		super();
 		this.size = size;
 		this.box = box;
 	}
-	
+
 	@Override
 	public void add(Long e) {
 		ensureOneMore();
 		box[size++] = e.longValue();
 	}
-	
+
 	@Override
 	public void add(int index, Long e) {
-		System.arraycopy(box, index, box, index+1, size-index);
+		System.arraycopy(box, index, box, index + 1, size - index);
 		size++;
 		box[index] = e.longValue();
 	}
 
 	@Override
 	public void remove(Long o) {
-		for(int i=0;i<size;i++) {
+		for (int i = 0; i < size; i++) {
 			if (box[i] == o.longValue()) {
 				remove(i--);
 			}
 		}
 	}
-	
+
 	@Override
 	public void clear() {
 		size = 0;
@@ -63,7 +63,7 @@ public void set(int index, Long e) {
 	@Override
 	public Long remove(int index) {
 		long e = box[index];
-		System.arraycopy(box, index+1, box, index, size-index);
+		System.arraycopy(box, index + 1, box, index, size - index);
 		size--;
 		return e;
 	}
@@ -71,33 +71,32 @@ public Long remove(int index) {
 	@Override
 	public PList<Long> subList(int fromIndex, int toIndex) {
 		int newSize = toIndex - fromIndex;
-		long[] newList = new long[Math.max(DEFAULT_SIZE,newSize)];
+		long[] newList = new long[Math.max(DEFAULT_SIZE, newSize)];
 		System.arraycopy(box, fromIndex, newList, 0, newSize);
 		return new LongList(newList, newSize);
 	}
 
-	
 	@Override
 	public Class<?> getType() {
 		return Long.class;
 	}
-	
+
 	// Utilities
-	
+
 	public long[] getArray() {
 		return box;
 	}
-	
+
 	protected void ensureNMore(int n) {
 		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE; 
-			box = Arrays.copyOf(box, box.length + plus );
+			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
-	
+
 	protected void ensureOneMore() {
 		if (size == box.length) {
-			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE );
+			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/PList.java b/src/aeminium/gpu/collections/lists/PList.java
index c4ad20d..77c92b9 100644
--- a/src/aeminium/gpu/collections/lists/PList.java
+++ b/src/aeminium/gpu/collections/lists/PList.java
@@ -5,28 +5,32 @@
 import aeminium.gpu.collections.properties.Mappable;
 import aeminium.gpu.collections.properties.Reductionable;
 
-public interface PList<T> extends PCollection<T>, Mappable<T>, Reductionable<T>, Groupable<T> {
-	
+public interface PList<T> extends PCollection<T>, Mappable<T>,
+		Reductionable<T>, Groupable<T> {
+
 	/* Properties */
 	public int length();
-	
+
 	public boolean isEmpty();
-	
+
 	/* List Management Methods */
 	public void add(T e);
+
 	public void add(int index, T e);
-	
+
 	public void remove(T o);
+
 	public T remove(int index);
-	
+
 	public T get(int index);
+
 	public void set(int index, T e);
-	
+
 	public void clear();
-	
+
 	/* Extraction Methods */
 	public PList<T> subList(int fromIndex, int toIndex);
-	
+
 	/* Lazyness */
 	public PList<T> evaluate();
 
diff --git a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
index b942ed5..add5ce6 100644
--- a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
@@ -9,21 +9,21 @@
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
-public abstract class AbstractMatrix<T>  implements PMatrix<T> {
+public abstract class AbstractMatrix<T> implements PMatrix<T> {
 
 	protected int cols;
 	protected int rows;
-	
+
 	protected int size;
 	protected GPUDevice device;
-	
+
 	public AbstractMatrix(int cols, int rows) {
 		device = (new DefaultDeviceFactory()).getDevice();
 		this.cols = cols;
 		this.rows = rows;
 		this.size = cols * rows;
 	}
-	
+
 	public GPUDevice getDevice() {
 		return device;
 	}
@@ -31,7 +31,7 @@ public GPUDevice getDevice() {
 	public void setDevice(GPUDevice device) {
 		this.device = device;
 	}
-	
+
 	@Override
 	public int size() {
 		return size;
@@ -52,16 +52,17 @@ public <O> PMatrix<O> map(LambdaMapper<T, O> mapper) {
 		PList<O> o = elements().map(mapper).evaluate();
 		return CollectionFactory.matrixfromPList(o, rows, cols);
 	}
-	
+
 	@Override
 	public T reduce(LambdaReducerWithSeed<T> reducer) {
 		return elements().reduce(reducer);
 	}
-	
+
 	@Override
 	public PList<T> reduceLines(LambdaReducer<T> lambdaReducer) {
-		PartialReduce<T> reduceOperation = new PartialReduce<T>(lambdaReducer, this.elements(), this.rows, device);
+		PartialReduce<T> reduceOperation = new PartialReduce<T>(lambdaReducer,
+				this.elements(), this.rows, device);
 		return reduceOperation.getOutput();
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/collections/matrices/BooleanMatrix.java b/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
index 044a103..91796f4 100644
--- a/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
@@ -4,16 +4,17 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class BooleanMatrix extends AbstractMatrix<Boolean> implements ConcreteCollection {
+public class BooleanMatrix extends AbstractMatrix<Boolean> implements
+		ConcreteCollection {
 
 	protected int[] box;
-	
+
 	public BooleanMatrix(int m, int n) {
-		this(new int[m*n], m, n);
+		this(new int[m * n], m, n);
 	}
-	
+
 	public BooleanMatrix(int[] box, int m, int n) {
-		super(m,n);
+		super(m, n);
 		this.box = box;
 	}
 
@@ -31,10 +32,10 @@ public void set(int i, int j, Boolean e) {
 	public Class<?> getType() {
 		return Boolean.class;
 	}
-	
+
 	@Override
 	public PList<Boolean> elements() {
-		return new BooleanList(box,size);
+		return new BooleanList(box, size);
 	}
-		
+
 }
diff --git a/src/aeminium/gpu/collections/matrices/CharMatrix.java b/src/aeminium/gpu/collections/matrices/CharMatrix.java
index 391284a..37c06f9 100644
--- a/src/aeminium/gpu/collections/matrices/CharMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/CharMatrix.java
@@ -4,16 +4,17 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class CharMatrix extends AbstractMatrix<Character> implements ConcreteCollection {
+public class CharMatrix extends AbstractMatrix<Character> implements
+		ConcreteCollection {
 
 	protected char[] box;
-	
+
 	public CharMatrix(int m, int n) {
-		this(new char[m*n], m, n);
+		this(new char[m * n], m, n);
 	}
-	
+
 	public CharMatrix(char[] box, int m, int n) {
-		super(m,n);
+		super(m, n);
 		this.box = box;
 	}
 
@@ -31,10 +32,10 @@ public void set(int i, int j, Character e) {
 	public Class<?> getType() {
 		return Character.class;
 	}
-	
+
 	@Override
 	public PList<Character> elements() {
-		return new CharList(box,size);
+		return new CharList(box, size);
 	}
-		
+
 }
diff --git a/src/aeminium/gpu/collections/matrices/DoubleMatrix.java b/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
index 2d45ada..1694254 100644
--- a/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
@@ -4,16 +4,17 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class DoubleMatrix extends AbstractMatrix<Double> implements ConcreteCollection {
+public class DoubleMatrix extends AbstractMatrix<Double> implements
+		ConcreteCollection {
 
 	protected double[] box;
-	
+
 	public DoubleMatrix(int m, int n) {
-		this(new double[m*n], m, n);
+		this(new double[m * n], m, n);
 	}
-	
+
 	public DoubleMatrix(double[] box, int m, int n) {
-		super(m,n);
+		super(m, n);
 		this.box = box;
 	}
 
@@ -31,10 +32,10 @@ public void set(int i, int j, Double e) {
 	public Class<?> getType() {
 		return Double.class;
 	}
-	
+
 	@Override
 	public PList<Double> elements() {
-		return new DoubleList(box,size);
+		return new DoubleList(box, size);
 	}
-		
+
 }
diff --git a/src/aeminium/gpu/collections/matrices/FloatMatrix.java b/src/aeminium/gpu/collections/matrices/FloatMatrix.java
index 834dbf3..48841e9 100644
--- a/src/aeminium/gpu/collections/matrices/FloatMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/FloatMatrix.java
@@ -4,16 +4,17 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class FloatMatrix extends AbstractMatrix<Float> implements ConcreteCollection {
+public class FloatMatrix extends AbstractMatrix<Float> implements
+		ConcreteCollection {
 
 	protected float[] box;
-	
+
 	public FloatMatrix(int m, int n) {
-		this(new float[m*n], m, n);
+		this(new float[m * n], m, n);
 	}
-	
+
 	public FloatMatrix(float[] box, int m, int n) {
-		super(m,n);
+		super(m, n);
 		this.box = box;
 	}
 
@@ -31,10 +32,10 @@ public void set(int i, int j, Float e) {
 	public Class<?> getType() {
 		return Float.class;
 	}
-	
+
 	@Override
 	public PList<Float> elements() {
-		return new FloatList(box,size);
+		return new FloatList(box, size);
 	}
-		
+
 }
diff --git a/src/aeminium/gpu/collections/matrices/IntMatrix.java b/src/aeminium/gpu/collections/matrices/IntMatrix.java
index 5822359..bb5fc19 100644
--- a/src/aeminium/gpu/collections/matrices/IntMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/IntMatrix.java
@@ -4,16 +4,17 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class IntMatrix extends AbstractMatrix<Integer> implements ConcreteCollection {
+public class IntMatrix extends AbstractMatrix<Integer> implements
+		ConcreteCollection {
 
 	protected int[] box;
-	
+
 	public IntMatrix(int m, int n) {
-		this(new int[m*n], m, n);
+		this(new int[m * n], m, n);
 	}
-	
+
 	public IntMatrix(int[] box, int m, int n) {
-		super(m,n);
+		super(m, n);
 		this.box = box;
 	}
 
@@ -31,10 +32,10 @@ public void set(int i, int j, Integer e) {
 	public Class<?> getType() {
 		return Integer.class;
 	}
-	
+
 	@Override
 	public PList<Integer> elements() {
-		return new IntList(box,size);
+		return new IntList(box, size);
 	}
-		
+
 }
diff --git a/src/aeminium/gpu/collections/matrices/LongMatrix.java b/src/aeminium/gpu/collections/matrices/LongMatrix.java
index db76313..3ea3982 100644
--- a/src/aeminium/gpu/collections/matrices/LongMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/LongMatrix.java
@@ -4,16 +4,17 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
-public class LongMatrix extends AbstractMatrix<Long> implements ConcreteCollection {
+public class LongMatrix extends AbstractMatrix<Long> implements
+		ConcreteCollection {
 
 	protected long[] box;
-	
+
 	public LongMatrix(int m, int n) {
-		this(new long[m*n], m, n);
+		this(new long[m * n], m, n);
 	}
-	
+
 	public LongMatrix(long[] box, int m, int n) {
-		super(m,n);
+		super(m, n);
 		this.box = box;
 	}
 
@@ -31,10 +32,10 @@ public void set(int i, int j, Long e) {
 	public Class<?> getType() {
 		return Long.class;
 	}
-	
+
 	@Override
 	public PList<Long> elements() {
-		return new LongList(box,size);
+		return new LongList(box, size);
 	}
-		
+
 }
diff --git a/src/aeminium/gpu/collections/matrices/PMatrix.java b/src/aeminium/gpu/collections/matrices/PMatrix.java
index 85b9e57..e7bb8bd 100644
--- a/src/aeminium/gpu/collections/matrices/PMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/PMatrix.java
@@ -5,16 +5,20 @@
 import aeminium.gpu.collections.properties.MappableToMatrix;
 import aeminium.gpu.collections.properties.PartiallyReductionable;
 
-public interface PMatrix<T> extends PCollection<T>, MappableToMatrix<T>, PartiallyReductionable<T> {
-	
+public interface PMatrix<T> extends PCollection<T>, MappableToMatrix<T>,
+		PartiallyReductionable<T> {
+
 	/* Properties */
 	public int size();
+
 	public int rows();
+
 	public int cols();
-	
+
 	public T get(int i, int j);
+
 	public void set(int i, int j, T e);
-	
+
 	public PList<T> elements();
 
 }
diff --git a/src/aeminium/gpu/collections/properties/Mappable.java b/src/aeminium/gpu/collections/properties/Mappable.java
index 0d1f738..ee5f7d3 100644
--- a/src/aeminium/gpu/collections/properties/Mappable.java
+++ b/src/aeminium/gpu/collections/properties/Mappable.java
@@ -4,5 +4,5 @@
 import aeminium.gpu.operations.functions.LambdaMapper;
 
 public interface Mappable<I> {
-	public <O> PList<O> map(LambdaMapper<I,O> mapper);
+	public <O> PList<O> map(LambdaMapper<I, O> mapper);
 }
diff --git a/src/aeminium/gpu/collections/properties/MappableToMatrix.java b/src/aeminium/gpu/collections/properties/MappableToMatrix.java
index da17ad6..2902bd7 100644
--- a/src/aeminium/gpu/collections/properties/MappableToMatrix.java
+++ b/src/aeminium/gpu/collections/properties/MappableToMatrix.java
@@ -4,5 +4,5 @@
 import aeminium.gpu.operations.functions.LambdaMapper;
 
 public interface MappableToMatrix<I> {
-	public <O> PMatrix<O> map(LambdaMapper<I,O> mapper);
+	public <O> PMatrix<O> map(LambdaMapper<I, O> mapper);
 }
diff --git a/src/aeminium/gpu/collections/properties/PartiallyReductionable.java b/src/aeminium/gpu/collections/properties/PartiallyReductionable.java
index 3eb2ec0..e3098fb 100644
--- a/src/aeminium/gpu/collections/properties/PartiallyReductionable.java
+++ b/src/aeminium/gpu/collections/properties/PartiallyReductionable.java
@@ -3,6 +3,6 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaReducer;
 
-public interface PartiallyReductionable<T> extends Reductionable<T>{
+public interface PartiallyReductionable<T> extends Reductionable<T> {
 	public PList<T> reduceLines(LambdaReducer<T> lambdaReducer);
 }
diff --git a/src/aeminium/gpu/collections/properties/operations/Mapper.java b/src/aeminium/gpu/collections/properties/operations/Mapper.java
index 64c2dad..96394e9 100644
--- a/src/aeminium/gpu/collections/properties/operations/Mapper.java
+++ b/src/aeminium/gpu/collections/properties/operations/Mapper.java
@@ -1,5 +1,5 @@
 package aeminium.gpu.collections.properties.operations;
 
-public interface Mapper<I,O> {
+public interface Mapper<I, O> {
 	public O map(I input);
 }
\ No newline at end of file
diff --git a/src/aeminium/gpu/collections/properties/operations/ReducerWithSeed.java b/src/aeminium/gpu/collections/properties/operations/ReducerWithSeed.java
index 418ec96..e8404b4 100644
--- a/src/aeminium/gpu/collections/properties/operations/ReducerWithSeed.java
+++ b/src/aeminium/gpu/collections/properties/operations/ReducerWithSeed.java
@@ -1,5 +1,5 @@
 package aeminium.gpu.collections.properties.operations;
 
-public interface ReducerWithSeed<I> extends Reducer<I>{
+public interface ReducerWithSeed<I> extends Reducer<I> {
 	public I getSeed();
 }
\ No newline at end of file
diff --git a/src/aeminium/gpu/devices/BestContextDeviceFactory.java b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
index 6af60e3..5df2246 100644
--- a/src/aeminium/gpu/devices/BestContextDeviceFactory.java
+++ b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
@@ -10,7 +10,7 @@ public GPUDevice getDevice() {
 		if (JavaCL.listGPUPoweredPlatforms().length > 0) {
 			try {
 				return new GPUDevice(JavaCL.createBestContext());
-			} catch(CLException e) {
+			} catch (CLException e) {
 				return null;
 			}
 		} else {
diff --git a/src/aeminium/gpu/devices/FirstDeviceFactory.java b/src/aeminium/gpu/devices/FirstDeviceFactory.java
index a5e959e..5b2b678 100644
--- a/src/aeminium/gpu/devices/FirstDeviceFactory.java
+++ b/src/aeminium/gpu/devices/FirstDeviceFactory.java
@@ -15,11 +15,12 @@ public GPUDevice getDevice() {
 			for (CLDevice dev : plat.listCPUDevices(true)) {
 				// INFO: Uncomment to know which device is being used.
 				// System.out.println("O:" + dev.getName());
-				CLContext ctx = plat.createContext(new HashMap<ContextProperties,Object>(), dev);
+				CLContext ctx = plat.createContext(
+						new HashMap<ContextProperties, Object>(), dev);
 				return new GPUDevice(ctx);
 			}
 		}
 		return null;
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/devices/GPUDevice.java b/src/aeminium/gpu/devices/GPUDevice.java
index ce97b57..49787fb 100644
--- a/src/aeminium/gpu/devices/GPUDevice.java
+++ b/src/aeminium/gpu/devices/GPUDevice.java
@@ -12,14 +12,14 @@
 public class GPUDevice {
 	private CLContext context;
 	private CLQueue queue;
-	
+
 	public GPUDevice(CLContext ctx) {
 		this.context = ctx;
 		queue = context.createDefaultQueue();
 	}
-	
+
 	// Execute Programs
-	
+
 	public void compile(String kernel) {
 		CLProgram p;
 		try {
@@ -28,11 +28,11 @@ public void compile(String kernel) {
 		} catch (CLBuildException e) {
 			// GPU not available during offline compilation.
 		}
-		
+
 	}
-	
+
 	public void execute(Program p) {
-		if (p.getLogger() !=  null) {
+		if (p.getLogger() != null) {
 			executeWithLogger(p);
 			return;
 		}
@@ -42,32 +42,31 @@ public void execute(Program p) {
 		p.retrieveResults(context, queue);
 		p.release();
 	}
-	
+
 	private void executeWithLogger(Program p) {
-		ProgramLogger logger = p.getLogger();		
+		ProgramLogger logger = p.getLogger();
 		long startTime;
-		
+
 		startTime = System.nanoTime();
 		p.prepareSource(context);
 		logger.saveTime("kernel.compilation", System.nanoTime() - startTime);
-		
+
 		startTime = System.nanoTime();
 		p.prepareBuffers(context);
 		logger.saveTime("buffer.to", System.nanoTime() - startTime);
-		
+
 		startTime = System.nanoTime();
 		p.execute(context, queue);
 		p.waitExecution(context, queue);
 		logger.saveTime("kernel.execution", System.nanoTime() - startTime);
-		
+
 		startTime = System.nanoTime();
 		p.retrieveResults(context, queue);
 		logger.saveTime("buffer.from", System.nanoTime() - startTime);
-		
+
 		p.release();
-		
+
 	}
-	
 
 	public void release() {
 		if (queue != null) {
@@ -78,20 +77,19 @@ public void release() {
 			context.release();
 		}
 	}
-	
-	
+
 	// OpenCL data
-	
+
 	public CLDevice getDevice() {
 		return context.getDevices()[0];
 	}
-	
+
 	public CLDevice[] getAllDevices() {
 		return context.getDevices();
 	}
-	
+
 	// Getters/Setters
-	
+
 	public CLContext getContext() {
 		return context;
 	}
@@ -112,6 +110,4 @@ public void refreshQueue() {
 		queue = context.createDefaultProfilingQueue();
 	}
 
-	
-	
 }
diff --git a/src/aeminium/gpu/examples/CompareSumSin.java b/src/aeminium/gpu/examples/CompareSumSin.java
index 7abad5c..35291cb 100644
--- a/src/aeminium/gpu/examples/CompareSumSin.java
+++ b/src/aeminium/gpu/examples/CompareSumSin.java
@@ -6,16 +6,16 @@
 
 public class CompareSumSin {
 	public static void main(String[] args) {
-	    int size = 10;
-	    int inc = 10;
-	    while (size < 10000000) {
-	        System.out.println("Testing GPU vs GPU for N="+size);
-	        runForN(size);
-	        size += inc;
-	        if (size >= 10*inc) {
-	            inc *= 10;
-	        }
-	    }
+		int size = 10;
+		int inc = 10;
+		while (size < 10000000) {
+			System.out.println("Testing GPU vs GPU for N=" + size);
+			runForN(size);
+			size += inc;
+			if (size >= 10 * inc) {
+				inc *= 10;
+			}
+		}
 	}
 
 	private static void runForN(int N) {
@@ -24,7 +24,7 @@ private static void runForN(int N) {
 		for (int i = 0; i < N; i++) {
 			input.add((float) i);
 		}
-		
+
 		/* UNIT */
 		System.out.println("GPU op: unit");
 		output = input.map(new LambdaMapper<Float, Float>() {
@@ -33,17 +33,15 @@ private static void runForN(int N) {
 			public Float map(Float input) {
 				return input + 1;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return input + 1;";
 			}
-			
+
 		});
 		System.out.println("First el of sum: " + output.get(0));
-		
-		
-		
+
 		/* SIN */
 		System.out.println("GPU op: sin " + input.size());
 		output = input.map(new LambdaMapper<Float, Float>() {
@@ -52,16 +50,15 @@ public String getSource() {
 			public Float map(Float input) {
 				return (float) Math.sin(input);
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return sin(input);";
 			}
-			
+
 		});
 		System.out.println("First el of sin: " + output.get(0));
-		
-		
+
 		/* SIN and COS */
 		System.out.println("GPU op: sin+cos " + input.size());
 		output = input.map(new LambdaMapper<Float, Float>() {
@@ -70,16 +67,15 @@ public String getSource() {
 			public Float map(Float input) {
 				return (float) (Math.sin(input) + Math.cos(input));
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return sin(input) + cos(input);";
 			}
-			
+
 		});
 		System.out.println("First el of sin+cos: " + output.get(0));
-		
-		
+
 		/* Factorial */
 		System.out.println("GPU op: factorial " + input.size());
 		output = input.map(new LambdaMapper<Float, Float>() {
@@ -87,17 +83,17 @@ public String getSource() {
 			@Override
 			public Float map(Float input) {
 				int r = 1;
-				for (int i=1;i<=10000; i++) {
+				for (int i = 1; i <= 10000; i++) {
 					r *= i;
 				}
 				return (float) r;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "int r=1; for (int i=1;i<=10000; i++) r *= i; return r;";
 			}
-			
+
 		});
 		System.out.println("First el of factorial: " + output.get(0));
 	}
diff --git a/src/aeminium/gpu/examples/MapReduceExample.java b/src/aeminium/gpu/examples/MapReduceExample.java
index 95d7080..e5d5a38 100644
--- a/src/aeminium/gpu/examples/MapReduceExample.java
+++ b/src/aeminium/gpu/examples/MapReduceExample.java
@@ -8,7 +8,7 @@
 public class MapReduceExample {
 	public static void main(String[] args) {
 		int N = 1034;
-		
+
 		PList<Integer> input = new Range(N);
 		input = input.map(new LambdaMapper<Integer, Integer>() {
 
@@ -16,20 +16,20 @@ public static void main(String[] args) {
 			public Integer map(Integer input) {
 				return input + 1;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return input + 1;";
 			}
-			
+
 		});
-		int sum = input.reduce(new LambdaReducerWithSeed<Integer>(){
+		int sum = input.reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
 				return input + other;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
@@ -39,11 +39,10 @@ public String getSource() {
 			public Integer getSeed() {
 				return 0;
 			}
-			
+
 		});
-		
+
 		System.out.println("The sum of the first " + N + " numbers is " + sum);
-		
-		
+
 	}
 }
diff --git a/src/aeminium/gpu/examples/MatrixExample.java b/src/aeminium/gpu/examples/MatrixExample.java
index 0eaafdb..c679490 100644
--- a/src/aeminium/gpu/examples/MatrixExample.java
+++ b/src/aeminium/gpu/examples/MatrixExample.java
@@ -8,39 +8,39 @@
 
 public class MatrixExample {
 	public static void main(String[] args) {
-		
+
 		int m1 = 1000;
 		int m2 = 2000;
-		
-		PMatrix<Integer> m = new IntMatrix(m1,m2);
-		
-		for (int i=0;i<m1;i++) {
-			for (int j=0;j<m2;j++) {
-				m.set(i,j,0);
+
+		PMatrix<Integer> m = new IntMatrix(m1, m2);
+
+		for (int i = 0; i < m1; i++) {
+			for (int j = 0; j < m2; j++) {
+				m.set(i, j, 0);
 			}
 		}
-		
+
 		m = m.map(new LambdaMapper<Integer, Integer>() {
 
 			@Override
 			public Integer map(Integer input) {
-				return input+1;
+				return input + 1;
 			}
-			
+
 			public String getSource() {
 				return "return input+1;";
 			}
 		});
-		
+
 		int i = m.reduce(new LambdaReducerWithSeed<Integer>() {
-			
+
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
 			}
-			
+
 			@Override
 			public Integer combine(Integer input, Integer other) {
-				return input+other;
+				return input + other;
 			}
 
 			@Override
@@ -48,30 +48,30 @@ public Integer getSeed() {
 				return 0;
 			}
 		});
-		
+
 		PList<Integer> li = m.reduceLines(new LambdaReducerWithSeed<Integer>() {
-			
+
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
 			}
-			
+
 			@Override
 			public Integer combine(Integer input, Integer other) {
-				return input+other;
+				return input + other;
 			}
 
 			@Override
 			public Integer getSeed() {
 				return 0;
 			}
-			
+
 		});
 
-		for (int c=0; c<li.length(); c++) {
+		for (int c = 0; c < li.length(); c++) {
 			System.out.println("c:" + c + " -> " + li.get(c));
 		}
-		
+
 		System.out.println("Number of cells:" + i);
-		
+
 	}
 }
diff --git a/src/aeminium/gpu/examples/RandomExample.java b/src/aeminium/gpu/examples/RandomExample.java
index 716c469..99b2b7a 100644
--- a/src/aeminium/gpu/examples/RandomExample.java
+++ b/src/aeminium/gpu/examples/RandomExample.java
@@ -23,8 +23,8 @@ public String getSource() {
 
 		});
 
-		for (int i=0; i<20; i++)
+		for (int i = 0; i < 20; i++)
 			System.out.println("E(" + i + ") = " + input.get(i));
-		
+
 	}
 }
diff --git a/src/aeminium/gpu/executables/GenericProgram.java b/src/aeminium/gpu/executables/GenericProgram.java
index 5cb5123..6ef3d27 100644
--- a/src/aeminium/gpu/executables/GenericProgram.java
+++ b/src/aeminium/gpu/executables/GenericProgram.java
@@ -18,16 +18,17 @@ public abstract class GenericProgram implements Program {
 
 	protected String otherSources;
 	protected long startTime;
-	
-	
+
 	protected abstract boolean willRunOnGPU();
+
 	public abstract void cpuExecution();
+
 	public void gpuExecution() {
 		device.execute(this);
 	}
-	
+
 	public void execute() {
-		/* Do we have a GPU available?*/
+		/* Do we have a GPU available? */
 
 		if (device == null) {
 			if (System.getenv("DEBUG") != null) {
@@ -36,27 +37,27 @@ public void execute() {
 			cpuExecution();
 			return;
 		}
-		
+
 		if (System.getenv("BENCH") != null) {
 			boolean isGpu = willRunOnGPU();
 			long startT = System.nanoTime();
 			gpuExecution();
 			long gpuT = System.nanoTime() - startT;
-			
+
 			startT = System.nanoTime();
 			cpuExecution();
 			long cpuT = System.nanoTime() - startT;
 			System.out.println("> GPUreal: " + gpuT);
 			System.out.println("> CPUreal: " + cpuT);
-			
-			if ( isGpu == (gpuT < cpuT) ) {
+
+			if (isGpu == (gpuT < cpuT)) {
 				System.out.println("> GPUvsCPU: right");
 			} else {
 				System.out.println("> GPUvsCPU: wrong");
 			}
 			return;
 		}
-		
+
 		if (System.getenv("FORCE") != null) {
 			if (System.getenv("FORCE").equals("GPU")) {
 				gpuExecution();
@@ -66,7 +67,6 @@ public void execute() {
 			return;
 		}
 
-
 		/* Regular decision */
 		if (willRunOnGPU()) {
 			gpuExecution();
@@ -74,24 +74,25 @@ public void execute() {
 			cpuExecution();
 		}
 	}
-	
-	
-	
+
 	// Pipeline
-	
+
 	public void prepareSource(CLContext ctx) {
 		kernel = getOrCreateKernel(ctx);
 	}
+
 	abstract public void prepareBuffers(CLContext ctx);
+
 	abstract public void execute(CLContext ctx, CLQueue q);
+
 	abstract public void retrieveResults(CLContext ctx, CLQueue q);
-	
+
 	@Override
 	public void waitExecution(CLContext context, CLQueue queue) {
 		kernelCompletion.waitFor();
 		kernelCompletion = null;
 	}
-	
+
 	public void release() {
 		if (program != null) {
 			program.release();
@@ -104,14 +105,15 @@ public void release() {
 		}
 		System.gc();
 	}
-	
+
 	// CL Definitions
-	
+
 	public abstract String getSource();
+
 	public abstract String getKernelName();
-	
+
 	// Pipeline Helpers
-	
+
 	protected CLKernel getOrCreateKernel(CLContext ctx) {
 		return getOrCreateKernel(ctx, getKernelName());
 	}
@@ -120,7 +122,7 @@ protected CLKernel getOrCreateKernel(CLContext ctx, String kernelName) {
 		program = compileProgram(ctx);
 		return getKernel(program, kernelName);
 	}
-	
+
 	protected CLProgram compileProgram(CLContext ctx) {
 		try {
 			if (System.getenv("OPENCL") != null) {
@@ -134,7 +136,7 @@ protected CLProgram compileProgram(CLContext ctx) {
 			return null;
 		}
 	}
-	
+
 	protected CLKernel getKernel(CLProgram program, String kernelName) {
 		try {
 			return program.createKernel(kernelName);
@@ -144,18 +146,17 @@ protected CLKernel getKernel(CLProgram program, String kernelName) {
 			return null;
 		}
 	}
-	
-	
+
 	// Getters/Setters
-	
+
 	public void setDevice(GPUDevice dev) {
 		device = dev;
 	}
-	
+
 	public GPUDevice getDevice() {
 		return device;
 	}
-	
+
 	public void setOtherSources(String otherSources) {
 		this.otherSources = otherSources;
 	}
@@ -163,7 +164,7 @@ public void setOtherSources(String otherSources) {
 	public String getOtherSources() {
 		return otherSources;
 	}
-	
+
 	public ProgramLogger getLogger() {
 		return logger;
 	}
diff --git a/src/aeminium/gpu/executables/Program.java b/src/aeminium/gpu/executables/Program.java
index 4ee9104..859f011 100644
--- a/src/aeminium/gpu/executables/Program.java
+++ b/src/aeminium/gpu/executables/Program.java
@@ -4,15 +4,21 @@
 import com.nativelibs4java.opencl.CLQueue;
 
 public interface Program {
-	
+
 	/* GPU Pipeline */
 	public void prepareSource(CLContext ctx);
+
 	public void prepareBuffers(CLContext ctx);
+
 	public void execute(CLContext ctx, CLQueue q);
+
 	public void waitExecution(CLContext context, CLQueue queue);
+
 	public void retrieveResults(CLContext ctx, CLQueue q);
+
 	public void release();
-	
+
 	public void setLogger(ProgramLogger logger);
+
 	public ProgramLogger getLogger();
 }
diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index be80fb9..f39c46d 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -21,24 +21,25 @@
 import com.nativelibs4java.opencl.CLEvent;
 import com.nativelibs4java.opencl.CLQueue;
 
-public class Map<I,O> extends GenericProgram implements Program {
-	
+public class Map<I, O> extends GenericProgram implements Program {
+
 	protected PList<I> input;
 	private PList<O> output;
-	protected LambdaMapper<I,O> mapFun;
-	
+	protected LambdaMapper<I, O> mapFun;
+
 	protected CLBuffer<?> inbuffer;
 	private CLBuffer<?> outbuffer;
-	
+
 	private MapCodeGen gen;
-	
+
 	// Constructors
-	
+
 	public Map(LambdaMapper<I, O> mapFun2, PList<I> list, GPUDevice dev) {
 		this(mapFun2, list, "", dev);
 	}
-	
-	public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other, GPUDevice dev) {
+
+	public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other,
+			GPUDevice dev) {
 		this.device = dev;
 		this.input = list;
 		this.mapFun = mapFun;
@@ -48,59 +49,63 @@ public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other, GPUDevice dev
 			gen.setRange(true);
 		}
 	}
-	
+
 	protected boolean willRunOnGPU() {
-		return OpenCLDecider.useGPU(input.size(), input.size(), mapFun.getSource(), mapFun.getSourceComplexity());
+		return OpenCLDecider.useGPU(input.size(), input.size(),
+				mapFun.getSource(), mapFun.getSourceComplexity());
 	}
 
 	@SuppressWarnings("unchecked")
 	public void cpuExecution() {
 		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
-		for (int i=0; i< input.size(); i++ ) {
+		for (int i = 0; i < input.size(); i++) {
 			output.add(mapFun.map(input.get(i)));
 		}
 	}
-	
+
 	// Pipeline
-	
-	
+
 	@Override
 	public String getSource() {
 		return gen.getMapKernelSource();
 	}
-	
+
 	public String getMapOpenCLSource() {
 		return gen.getMapLambdaSource();
 	}
-	
+
 	public String getMapOpenCLName() {
 		return gen.getMapLambdaName();
 	}
-	
+
 	@Override
 	public void prepareBuffers(CLContext ctx) {
 		inbuffer = BufferHelper.createInputBufferFor(ctx, input);
-		outbuffer = BufferHelper.createOutputBufferFor(ctx, getOutputType(), input.size());
+		outbuffer = BufferHelper.createOutputBufferFor(ctx, getOutputType(),
+				input.size());
 	}
 
 	@Override
 	public void execute(CLContext ctx, CLQueue q) {
 		synchronized (kernel) {
-		    // setArgs will throw an exception at runtime if the types / sizes of the arguments are incorrect
+			// setArgs will throw an exception at runtime if the types / sizes
+			// of the arguments are incorrect
 			kernel.setArgs(inbuffer, outbuffer);
-		    
-		    // Ask for 1-dimensional execution of length dataSize, with auto choice of local workgroup size :
-		    kernelCompletion = kernel.enqueueNDRange(q, new int[] { input.size() }, new CLEvent[] {});
+
+			// Ask for 1-dimensional execution of length dataSize, with auto
+			// choice of local workgroup size :
+			kernelCompletion = kernel.enqueueNDRange(q,
+					new int[] { input.size() }, new CLEvent[] {});
 		}
 	}
 
 	@SuppressWarnings("unchecked")
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
-		output = (PList<O>) BufferHelper.extractFromBuffer(outbuffer, q, kernelCompletion, getOutputType(), input.size());
+		output = (PList<O>) BufferHelper.extractFromBuffer(outbuffer, q,
+				kernelCompletion, getOutputType(), input.size());
 	}
 
-	
 	@Override
 	public void release() {
 		super.release();
@@ -109,10 +114,10 @@ public void release() {
 	}
 
 	// Output
-	
+
 	public PList<O> getOutput() {
-		final Map<I,O> innerMap = this;
-		
+		final Map<I, O> innerMap = this;
+
 		// Lazy return
 		LazyEvaluator<O> operation = new LazyEvaluator<O>() {
 
@@ -134,7 +139,8 @@ public <K> boolean canMergeWithMap(LambdaMapper<O, K> mapFun) {
 
 			@Override
 			public <K> PList<K> mergeWithMap(Map<O, K> mapOp) {
-				MapToMapMerger<I,O,K> merger = new MapToMapMerger<I,O,K>(innerMap, mapOp, input);
+				MapToMapMerger<I, O, K> merger = new MapToMapMerger<I, O, K>(
+						innerMap, mapOp, input);
 				return merger.getOutput();
 			}
 
@@ -145,44 +151,45 @@ public boolean canMergeWithReduce(LambdaReducerWithSeed<O> reduceFun) {
 
 			@Override
 			public O mergeWithReducer(Reduce<O> reduceOp) {
-				MapToReduceMerger<I,O> merger = new MapToReduceMerger<I,O>(innerMap, reduceOp, input);
+				MapToReduceMerger<I, O> merger = new MapToReduceMerger<I, O>(
+						innerMap, reduceOp, input);
 				return merger.getOutput();
 			}
-			
+
 		};
 		return new LazyPList<O>(operation, input.size());
 	}
-	
-	
+
 	// Utils
-	
+
 	public String getInputType() {
 		return input.getType().getSimpleName().toString();
 	}
-	
+
 	public String getOutputType() {
 		Class<?> klass = mapFun.getClass();
 		try {
-			return klass.getMethod("map", input.getType()).getReturnType().getSimpleName().toString();
+			return klass.getMethod("map", input.getType()).getReturnType()
+					.getSimpleName().toString();
 		} catch (SecurityException e) {
 			e.printStackTrace();
 			return null;
 		} catch (NoSuchMethodException e) {
 			// Java sucks
 			// TODO: Compiler can give us this information.
-			System.out.println("AeminiumGPU Runtime does not support generic types on Lambdas.");
+			System.out
+					.println("AeminiumGPU Runtime does not support generic types on Lambdas.");
 			System.exit(0);
 			return null;
 		}
 	}
-	
+
 	public int getOutputSize() {
 		return input.size();
 	}
-	
 
 	// Getters and Setters
-	
+
 	public void setOutput(PList<O> output) {
 		this.output = output;
 	}
@@ -194,7 +201,7 @@ public LambdaMapper<I, O> getMapFun() {
 	public void setMapFun(LambdaMapper<I, O> mapFun) {
 		this.mapFun = mapFun;
 	}
-	
+
 	@Override
 	public String getKernelName() {
 		return gen.getMapKernelName();
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index 90b5a69..e6a34f6 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -20,28 +20,29 @@
 import com.nativelibs4java.opencl.CLMem;
 import com.nativelibs4java.opencl.CLQueue;
 
-public class MapReduce<I,O> extends GenericProgram implements Program {
-	
+public class MapReduce<I, O> extends GenericProgram implements Program {
+
 	static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
 
-	
 	protected PList<I> input;
 	private O output;
-	protected LambdaMapper<I,O> mapFun;
+	protected LambdaMapper<I, O> mapFun;
 	protected LambdaReducerWithSeed<O> reduceFun;
-	
+
 	protected CLBuffer<?> inbuffer;
 	private CLBuffer<O> outbuffer;
-	
+
 	private MapReduceCodeGen gen;
-	
+
 	private int blocks;
 	private int threads;
 	private int current_size;
-	
+
 	// Constructors
-	
-	public MapReduce(LambdaMapper<I,O> mapper, LambdaReducerWithSeed<O> reducer, PList<I> list, String other, GPUDevice dev) {
+
+	public MapReduce(LambdaMapper<I, O> mapper,
+			LambdaReducerWithSeed<O> reducer, PList<I> list, String other,
+			GPUDevice dev) {
 		this.device = dev;
 		this.input = list;
 		this.mapFun = mapper;
@@ -52,43 +53,51 @@ public MapReduce(LambdaMapper<I,O> mapper, LambdaReducerWithSeed<O> reducer, PLi
 			gen.setRange(true);
 		}
 	}
-	
+
 	private String mergeComplexities(String one, String two) {
-		if (one == null || one.length() == 0) return two;
-		if (two == null || two.length() == 0) return one;
+		if (one == null || one.length() == 0)
+			return two;
+		if (two == null || two.length() == 0)
+			return one;
 		return one + "+" + two;
 	}
-	
+
 	protected boolean willRunOnGPU() {
-		return OpenCLDecider.useGPU(input.size(), 1, mapFun.getSource() + reduceFun.getSource(),  mergeComplexities(mapFun.getSourceComplexity(), reduceFun.getSourceComplexity()));
+		return OpenCLDecider.useGPU(
+				input.size(),
+				1,
+				mapFun.getSource() + reduceFun.getSource(),
+				mergeComplexities(mapFun.getSourceComplexity(),
+						reduceFun.getSourceComplexity()));
 	}
-	
-	
+
 	public void cpuExecution() {
 		O accumulator = this.getReduceFun().getSeed();
 		for (int i = 0; i < input.size(); i++) {
-			accumulator = reduceFun.combine( mapFun.map(input.get(i)), accumulator);
+			accumulator = reduceFun.combine(mapFun.map(input.get(i)),
+					accumulator);
 		}
 		output = accumulator;
 	}
-	
+
 	// Pipeline
-	
+
 	@Override
 	public String getSource() {
 		return gen.getReduceKernelSource();
 	}
-	
+
 	public String getReduceOpenCLSource() {
 		return gen.getReduceLambdaSource();
 	}
-	
+
 	@Override
 	public void prepareBuffers(CLContext ctx) {
 		inferBestValues();
 		if (input instanceof Range) {
 			// Fake 1 byte data.
-			Pointer<Integer> ptr = Pointer.allocateInts(1).order(ctx.getByteOrder());
+			Pointer<Integer> ptr = Pointer.allocateInts(1).order(
+					ctx.getByteOrder());
 			inbuffer = ctx.createBuffer(CLMem.Usage.Input, ptr, false);
 		} else {
 			inbuffer = BufferHelper.createInputBufferFor(ctx, input);
@@ -112,15 +121,17 @@ public void execute(CLContext ctx, CLQueue q) {
 				blocksInCurrentDepth++;
 			}
 			int iOutput = depth & 1;
-			CLBuffer<?> currentInput = (depth == 0) ? inbuffer : tempBuffers[iOutput ^ 1];
+			CLBuffer<?> currentInput = (depth == 0) ? inbuffer
+					: tempBuffers[iOutput ^ 1];
 			outbuffer = (CLBuffer<O>) tempBuffers[iOutput];
 			if (outbuffer == null) {
-				tempBuffers[iOutput] = BufferHelper.createInputOutputBufferFor(ctx, getOutputType(), blocksInCurrentDepth);
+				tempBuffers[iOutput] = BufferHelper.createInputOutputBufferFor(
+						ctx, getOutputType(), blocksInCurrentDepth);
 				outbuffer = (CLBuffer<O>) tempBuffers[iOutput];
 			}
 			synchronized (kernel) {
-				kernel.setArgs(inbuffer, currentInput, outbuffer, (long) current_size,
-						(long) blocksInCurrentDepth,
+				kernel.setArgs(inbuffer, currentInput, outbuffer,
+						(long) current_size, (long) blocksInCurrentDepth,
 						(long) DEFAULT_MAX_REDUCTION_SIZE, (depth == 0) ? 1 : 0);
 				int workgroupSize = blocksInCurrentDepth;
 				if (workgroupSize == 1)
@@ -139,86 +150,83 @@ public void execute(CLContext ctx, CLQueue q) {
 	@SuppressWarnings("unchecked")
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
-		//TODO: remove prints
-		output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q, kernelCompletion, getOutputType());
+		// TODO: remove prints
+		output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q,
+				kernelCompletion, getOutputType());
 	}
 
-	
 	@Override
 	public void release() {
 		this.inbuffer.release();
-		//this.middlebuffer.release();
-		//this.outbuffer.release();
+		// this.middlebuffer.release();
+		// this.outbuffer.release();
 		super.release();
 	}
-	
+
 	// Helper Methods
 
 	private void inferBestValues() {
 		int max_threads = (int) device.getDevice().getMaxWorkGroupSize();
 		int max_blocks = 512;
 		int n = input.size();
-		
-		//threads = Math.min(nextPow2(n/2), max_threads);
-		//blocks = Math.min(nextPow2(n/2)/threads, max_blocks);
-		
-		threads = (n < max_threads*2) ? nextPow2((n + 1)/ 2) : max_threads;
-        blocks = (n + (threads * 2 - 1)) / (threads * 2);
-        blocks = (blocks > max_blocks) ? max_blocks : blocks;
-	}
-	
+
+		// threads = Math.min(nextPow2(n/2), max_threads);
+		// blocks = Math.min(nextPow2(n/2)/threads, max_blocks);
+
+		threads = (n < max_threads * 2) ? nextPow2((n + 1) / 2) : max_threads;
+		blocks = (n + (threads * 2 - 1)) / (threads * 2);
+		blocks = (blocks > max_blocks) ? max_blocks : blocks;
+	}
+
 	private int nextPow2(int i) {
-        int shifted = 0;
-        boolean lost = false;
-        for (;;) {
-            int next = i >> 1;
-            if (next == 0) {
-                if (lost)
-                    return 1 << (shifted + 1);
-                else
-                    return 1 << shifted;
-            }
-            lost = lost || (next << 1 != i);
-            shifted++;
-            i = next;
-        }
-	}
-	
+		int shifted = 0;
+		boolean lost = false;
+		for (;;) {
+			int next = i >> 1;
+			if (next == 0) {
+				if (lost)
+					return 1 << (shifted + 1);
+				else
+					return 1 << shifted;
+			}
+			lost = lost || (next << 1 != i);
+			shifted++;
+			i = next;
+		}
+	}
+
 	// Output
-	
+
 	public O getOutput() {
 		// No need for lazyness in reduces.
 		execute();
 		return output;
 	}
-	
-	
+
 	// Utils
-	
+
 	public String getOpenCLSeed() {
 		return reduceFun.getSeedSource();
 	}
 
-	
 	public String getInputType() {
 		return input.getType().getSimpleName().toString();
 	}
-	
+
 	public String getOutputType() {
 		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
 	}
-	
+
 	public int getOutputSize() {
 		return input.size();
 	}
-	
 
 	// Getters and Setters
-	
+
 	public void setOutput(PList<O> output) {
 		this.output = output.get(0);
 	}
-	
+
 	public void setOutput(O output) {
 		this.output = output;
 	}
@@ -230,7 +238,7 @@ public LambdaReducerWithSeed<O> getReduceFun() {
 	public void setReduceFun(LambdaReducerWithSeed<O> reduceFun) {
 		this.reduceFun = reduceFun;
 	}
-	
+
 	public LambdaMapper<I, O> getMapFun() {
 		return mapFun;
 	}
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index b277a08..c0920cc 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -79,7 +79,7 @@ protected boolean willRunOnGPU() {
 	public void cpuExecution() {
 		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
 		if (reduceFun instanceof LambdaReducerWithSeed) {
-			LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun; 
+			LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun;
 			O acc = red.getSeed();
 			for (int i = 0; i < input.size(); i++) {
 				acc = reduceFun.combine(acc, input.get(i));
@@ -98,7 +98,7 @@ public void cpuExecution() {
 				}
 			}
 		}
-		
+
 	}
 
 	// Pipeline
@@ -155,7 +155,7 @@ public PList<O> getOutput() {
 
 	public String getOpenCLSeed() {
 		if (reduceFun instanceof LambdaReducerWithSeed) {
-			return ((LambdaReducerWithSeed<O>)reduceFun).getSeedSource();
+			return ((LambdaReducerWithSeed<O>) reduceFun).getSeedSource();
 		} else {
 			return "return 0;";
 		}
diff --git a/src/aeminium/gpu/operations/Reduce.java b/src/aeminium/gpu/operations/Reduce.java
index e942c9b..8e8152c 100644
--- a/src/aeminium/gpu/operations/Reduce.java
+++ b/src/aeminium/gpu/operations/Reduce.java
@@ -16,7 +16,8 @@
 import com.nativelibs4java.opencl.CLEvent;
 import com.nativelibs4java.opencl.CLQueue;
 
-public class Reduce<O> extends GenericProgram implements Program, ReduceTemplateSource<O> {
+public class Reduce<O> extends GenericProgram implements Program,
+		ReduceTemplateSource<O> {
 
 	static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
 
@@ -35,12 +36,13 @@ public class Reduce<O> extends GenericProgram implements Program, ReduceTemplate
 
 	// Constructors
 
-	public Reduce(LambdaReducerWithSeed<O> reduceFun2, PList<O> list, GPUDevice dev) {
+	public Reduce(LambdaReducerWithSeed<O> reduceFun2, PList<O> list,
+			GPUDevice dev) {
 		this(reduceFun2, list, "", dev);
 	}
 
-	public Reduce(LambdaReducerWithSeed<O> reduceFun, PList<O> list, String other,
-			GPUDevice dev) {
+	public Reduce(LambdaReducerWithSeed<O> reduceFun, PList<O> list,
+			String other, GPUDevice dev) {
 		this.device = dev;
 		this.input = list;
 		this.reduceFun = reduceFun;
@@ -56,7 +58,8 @@ protected Reduce(LambdaReducerWithSeed<O> reduceFun2, GPUDevice dev) {
 		this(reduceFun2, "", dev);
 	}
 
-	protected Reduce(LambdaReducerWithSeed<O> reduceFun2, String other, GPUDevice dev) {
+	protected Reduce(LambdaReducerWithSeed<O> reduceFun2, String other,
+			GPUDevice dev) {
 		this.device = dev;
 		this.reduceFun = reduceFun2;
 		this.setOtherSources(other);
@@ -67,7 +70,7 @@ protected boolean willRunOnGPU() {
 		return OpenCLDecider.useGPU(input.size(), 1, reduceFun.getSource(),
 				reduceFun.getSourceComplexity());
 	}
-	
+
 	public void cpuExecution() {
 		output = this.getReduceFun().getSeed();
 		for (int i = 0; i < input.size(); i++) {
diff --git a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
index 664c925..ab2570b 100644
--- a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
+++ b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
@@ -6,7 +6,8 @@ public class OpenCLDecider {
 
 	private static final int LOOP_LIMIT = 20;
 
-	public static boolean useGPU(int size, int rsize, String code, String complexity) {		
+	public static boolean useGPU(int size, int rsize, String code,
+			String complexity) {
 		boolean b = decide(size, rsize, code, complexity);
 		if (System.getenv("BENCH") != null) {
 			if (b) {
@@ -18,11 +19,13 @@ public static boolean useGPU(int size, int rsize, String code, String complexity
 		return b;
 	}
 
-	public static boolean decide(int size, int rsize, String code, String complexity) {
+	public static boolean decide(int size, int rsize, String code,
+			String complexity) {
 		return OpenCLDecider.decide(size, rsize, code, complexity, false);
 	}
-	
-	public static boolean decide(int size, int rsize, String code, String complexity, boolean isRange) {
+
+	public static boolean decide(int size, int rsize, String code,
+			String complexity, boolean isRange) {
 		if (System.getProperties().containsKey("ForceGPU"))
 			return true;
 		if (System.getProperties().containsKey("ForceCPU"))
@@ -34,8 +37,10 @@ public static boolean decide(int size, int rsize, String code, String complexity
 		}
 
 		try {
-			long gpuTime = getGPUEstimation(size, rsize, code, complexity, isRange);
-			long cpuTime = getCPUEstimation(size, rsize, code, complexity, isRange);
+			long gpuTime = getGPUEstimation(size, rsize, code, complexity,
+					isRange);
+			long cpuTime = getCPUEstimation(size, rsize, code, complexity,
+					isRange);
 
 			if (System.getenv("BENCH") != null) {
 				System.out.println("> GPUexp: " + gpuTime);
@@ -61,15 +66,17 @@ public static long getCPUEstimation(int size, int rsize, String code,
 			try {
 				int times = Integer.parseInt(kv[0]);
 				String v = OpenCLDecider.sameOperationAs(kv[1]);
-				if (v.equals("fieldaccess")) continue;
-				if ((v.equals("mul") || v.equals("pow")) && times < LOOP_LIMIT) continue;
+				if (v.equals("fieldaccess"))
+					continue;
+				if ((v.equals("mul") || v.equals("pow")) && times < LOOP_LIMIT)
+					continue;
 				if (v.equals("sin") || v.equals("cos")) {
 					times *= 2.77;
 				} else {
 					times *= 0.6;
 				}
-				pTimeCPU += times *
-						(getInterpolatedValue("cpu.execution.", size, "." + v));
+				pTimeCPU += times
+						* (getInterpolatedValue("cpu.execution.", size, "." + v));
 			} catch (Exception e) {
 				System.out.println("Failed to get " + part + ":>" + e);
 				e.printStackTrace();
@@ -80,7 +87,8 @@ public static long getCPUEstimation(int size, int rsize, String code,
 	}
 
 	private static String sameOperationAs(String op) {
-		if (op.equals("div") || op.equals("plus")|| op.equals("minus") || op.equals("mod"))
+		if (op.equals("div") || op.equals("plus") || op.equals("minus")
+				|| op.equals("mod"))
 			return "mul";
 		if (op.equals("cos"))
 			return "sin";
@@ -97,9 +105,10 @@ public static long getGPUEstimation(int size, int rsize, String code,
 		if (rsize > 1) {
 			pTimeGPU += getInterpolatedValue("gpu.buffer.from.", rsize, "");
 		}
-		
+
 		// Using cache
-		// pTimeGPU += getInterpolatedValue("gpu.kernel.compilation.", size, ".plus");
+		// pTimeGPU += getInterpolatedValue("gpu.kernel.compilation.", size,
+		// ".plus");
 
 		String[] parts = complexity.split("\\+");
 		long mx = 0;
@@ -108,13 +117,18 @@ public static long getGPUEstimation(int size, int rsize, String code,
 			try {
 				int times = Integer.parseInt(kv[0]);
 				String v = OpenCLDecider.sameOperationAs(kv[1]);
-				if (v.equals("fieldaccess")) continue;
-				mx = Math.max(mx, times * (getInterpolatedValue("gpu.kernel.execution.",
-						size, "." + v)));
+				if (v.equals("fieldaccess"))
+					continue;
+				mx = Math
+						.max(mx,
+								times
+										* (getInterpolatedValue(
+												"gpu.kernel.execution.", size,
+												"." + v)));
 			} catch (Exception e) {
 				if (System.getenv("DEBUG") != null) {
 					System.out.println("Failed to get " + part);
-				}	
+				}
 			}
 		}
 		pTimeGPU += mx;
@@ -123,9 +137,9 @@ public static long getGPUEstimation(int size, int rsize, String code,
 
 	public static long getInterpolatedValue(String prefix, int size,
 			String sufix) {
-		
-		int sb = (int) Math.pow(10,Math.floor(Math.log10(size)));
-		int st = (int) Math.pow(10,Math.ceil(Math.log10(size)));
+
+		int sb = (int) Math.pow(10, Math.floor(Math.log10(size)));
+		int st = (int) Math.pow(10, Math.ceil(Math.log10(size)));
 
 		float cutPoint = size / ((float) st);
 		long bottom = 0;
diff --git a/src/aeminium/gpu/operations/functions/GPUFunction.java b/src/aeminium/gpu/operations/functions/GPUFunction.java
index c32590c..1271f72 100644
--- a/src/aeminium/gpu/operations/functions/GPUFunction.java
+++ b/src/aeminium/gpu/operations/functions/GPUFunction.java
@@ -2,5 +2,6 @@
 
 public interface GPUFunction {
 	public String getSource();
+
 	public String getSourceComplexity();
 }
diff --git a/src/aeminium/gpu/operations/functions/LambdaMapper.java b/src/aeminium/gpu/operations/functions/LambdaMapper.java
index 296afc5..745e5a9 100644
--- a/src/aeminium/gpu/operations/functions/LambdaMapper.java
+++ b/src/aeminium/gpu/operations/functions/LambdaMapper.java
@@ -3,28 +3,28 @@
 import aeminium.gpu.collections.properties.operations.Mapper;
 import aeminium.gpu.operations.utils.UniqCounter;
 
-public abstract class LambdaMapper<I,O> implements Mapper<I,O>, GPUFunction {
-	
+public abstract class LambdaMapper<I, O> implements Mapper<I, O>, GPUFunction {
+
 	private String id = null;
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String getSource() {
 		return null;
 	}
-	
+
 	public String getSourceComplexity() {
 		return null;
 	}
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String[] getParameters() {
 		return new String[] { "input" };
 	}
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String getId() {
 		if (id == null)
-			id = UniqCounter.getNewId(); 
+			id = UniqCounter.getNewId();
 		return id;
 	}
 }
diff --git a/src/aeminium/gpu/operations/functions/LambdaReducer.java b/src/aeminium/gpu/operations/functions/LambdaReducer.java
index c3552db..9d6f7b6 100644
--- a/src/aeminium/gpu/operations/functions/LambdaReducer.java
+++ b/src/aeminium/gpu/operations/functions/LambdaReducer.java
@@ -1,30 +1,30 @@
 package aeminium.gpu.operations.functions;
 
-
 import aeminium.gpu.collections.properties.operations.Reducer;
 import aeminium.gpu.operations.utils.UniqCounter;
+
 public abstract class LambdaReducer<I> implements Reducer<I>, GPUFunction {
-	
+
 	private String id = null;
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String getSource() {
 		return null;
 	}
-	
+
 	public String getSourceComplexity() {
 		return null;
 	}
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String[] getParameters() {
 		return new String[] { "reduce_input_first", "reduce_input_second" };
 	}
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String getId() {
 		if (id == null)
-			id = UniqCounter.getNewId(); 
+			id = UniqCounter.getNewId();
 		return id;
 	}
 }
diff --git a/src/aeminium/gpu/operations/functions/LambdaReducerWithSeed.java b/src/aeminium/gpu/operations/functions/LambdaReducerWithSeed.java
index 6aa1dde..7888490 100644
--- a/src/aeminium/gpu/operations/functions/LambdaReducerWithSeed.java
+++ b/src/aeminium/gpu/operations/functions/LambdaReducerWithSeed.java
@@ -1,11 +1,11 @@
 package aeminium.gpu.operations.functions;
 
-
 import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
 
-public abstract class LambdaReducerWithSeed<I> extends LambdaReducer<I> implements ReducerWithSeed<I>, GPUFunction {
-	
-	/*  This method should be overridden by the Aeminium GPU Compiler */
+public abstract class LambdaReducerWithSeed<I> extends LambdaReducer<I>
+		implements ReducerWithSeed<I>, GPUFunction {
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String getSeedSource() {
 		return "return " + this.getSeed().toString() + ";";
 	}
diff --git a/src/aeminium/gpu/operations/generator/MapCodeGen.java b/src/aeminium/gpu/operations/generator/MapCodeGen.java
index adb9fe1..7df0022 100644
--- a/src/aeminium/gpu/operations/generator/MapCodeGen.java
+++ b/src/aeminium/gpu/operations/generator/MapCodeGen.java
@@ -8,8 +8,8 @@
 import aeminium.gpu.templates.TemplateWrapper;
 
 @SuppressWarnings("rawtypes")
-public class MapCodeGen {	
-	
+public class MapCodeGen {
+
 	private String inputType;
 	private String outputType;
 	private String clSource;
@@ -26,53 +26,51 @@ public MapCodeGen(Map mapOp) {
 		parameters = mapOp.getMapFun().getParameters();
 		id = mapOp.getMapFun().getId();
 	}
-	
-	public MapCodeGen(String inputType, String outputType, 
-			String clSource, String[] pars, String id) {
+
+	public MapCodeGen(String inputType, String outputType, String clSource,
+			String[] pars, String id) {
 		this(inputType, outputType, clSource, pars, id, "");
 	}
-	
-	public MapCodeGen(String inputType, String outputType, 
-			String clSource, String[] pars, String id, String otherSources) {
+
+	public MapCodeGen(String inputType, String outputType, String clSource,
+			String[] pars, String id, String otherSources) {
 		this.inputType = BufferHelper.getCLTypeOf(inputType);
 		this.outputType = BufferHelper.getCLTypeOf(outputType);
-		this.clSource =  clSource;
+		this.clSource = clSource;
 		this.otherSources = otherSources;
 		this.parameters = pars;
 		this.id = id;
 	}
-	
+
 	public String getMapLambdaSource() {
-		HashMap<String,String> mapping = new HashMap<String,String>();
+		HashMap<String, String> mapping = new HashMap<String, String>();
 		mapping.put("input_type", inputType);
 		mapping.put("output_type", outputType);
 		mapping.put("map_lambda_name", getMapLambdaName());
 		mapping.put("map_lambda_par", parameters[0]);
 		mapping.put("source", clSource);
-		Template t = new Template(new TemplateWrapper("opencl/MapLambdaDef.clt"));
+		Template t = new Template(
+				new TemplateWrapper("opencl/MapLambdaDef.clt"));
 		return t.apply(mapping);
 	}
 
 	public String getMapKernelSource() {
-		HashMap<String,String> mapping = new HashMap<String,String>();
-		
+		HashMap<String, String> mapping = new HashMap<String, String>();
+
 		mapping.put("input_type", inputType);
-		mapping.put("output_type", outputType);		
+		mapping.put("output_type", outputType);
 		mapping.put("map_lambda_name", getMapLambdaName());
 		mapping.put("map_kernel_name", getMapKernelName());
-		
+
 		mapping.put("map_lambda_def", getMapLambdaSource());
 		mapping.put("other_sources", otherSources);
-		
-		
+
 		if (isRange) {
 			mapping.put("get_input", "map_global_id");
-		}
-		else {
+		} else {
 			mapping.put("get_input", "map_input[map_global_id]");
 		}
-		
-		
+
 		Template t = new Template(new TemplateWrapper("opencl/MapKernel.clt"));
 		return t.apply(mapping);
 	}
@@ -80,11 +78,11 @@ public String getMapKernelSource() {
 	public String getMapLambdaName() {
 		return "map_function_" + id;
 	}
-	
+
 	public String getMapKernelName() {
 		return "map_kernel_" + id;
 	}
-	
+
 	public boolean isRange() {
 		return isRange;
 	}
diff --git a/src/aeminium/gpu/operations/generator/MapReduceCodeGen.java b/src/aeminium/gpu/operations/generator/MapReduceCodeGen.java
index d99ec09..7995476 100644
--- a/src/aeminium/gpu/operations/generator/MapReduceCodeGen.java
+++ b/src/aeminium/gpu/operations/generator/MapReduceCodeGen.java
@@ -19,46 +19,44 @@ public MapReduceCodeGen(MapReduce op) {
 		id = op.getMapFun().getId() + "_" + op.getReduceFun().getId();
 		map_parameters = op.getMapFun().getParameters();
 	}
-	
+
 	public String getMapLambdaSource() {
-		HashMap<String,String> mapping = new HashMap<String,String>();
+		HashMap<String, String> mapping = new HashMap<String, String>();
 		mapping.put("input_type", BufferHelper.getCLTypeOf(op.getInputType()));
 		mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
 		mapping.put("map_lambda_name", getMapLambdaName());
 		mapping.put("map_lambda_par", map_parameters[0]);
 		mapping.put("source", op.getMapFun().getSource());
-		Template t = new Template(new TemplateWrapper("opencl/MapLambdaDef.clt"));
+		Template t = new Template(
+				new TemplateWrapper("opencl/MapLambdaDef.clt"));
 		return t.apply(mapping);
 	}
 
 	public String getReduceLambdaSource() {
 		HashMap<String, String> mapping = new HashMap<String, String>();
-		mapping.put("input_type",
-				BufferHelper.getCLTypeOf(op.getOutputType()));
-		mapping.put("output_type",
-				BufferHelper.getCLTypeOf(op.getOutputType()));
+		mapping.put("input_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+		mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
 		mapping.put("reduce_lambda_name", getReduceLambdaName());
 		mapping.put("reduce_lambda_par1", op.getReduceFun().getParameters()[0]);
 		mapping.put("reduce_lambda_par2", op.getReduceFun().getParameters()[1]);
 		mapping.put("source", op.getReduceFun().getSource());
-		Template t = new Template(new TemplateWrapper("opencl/ReduceLambdaDef.clt"));
+		Template t = new Template(new TemplateWrapper(
+				"opencl/ReduceLambdaDef.clt"));
 		return t.apply(mapping);
 	}
 
 	public String getReduceKernelSource() {
 		HashMap<String, String> mapping = new HashMap<String, String>();
 
-		mapping.put("input_type",
-				BufferHelper.getCLTypeOf(op.getInputType()));
-		mapping.put("output_type",
-				BufferHelper.getCLTypeOf(op.getOutputType()));
-		
+		mapping.put("input_type", BufferHelper.getCLTypeOf(op.getInputType()));
+		mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+
 		mapping.put("map_lambda_name", getMapLambdaName());
 		mapping.put("map_lambda_def", getMapLambdaSource());
-		
+
 		mapping.put("reduce_lambda_name", getReduceLambdaName());
 		mapping.put("reduce_lambda_def", getReduceLambdaSource());
-		
+
 		mapping.put("reduce_kernel_name", getReduceKernelName());
 		mapping.put("other_sources", op.getOtherSources());
 
@@ -67,14 +65,14 @@ public String getReduceKernelSource() {
 		} else {
 			mapping.put("get_input", "map_input[inputOffset]");
 		}
-		
-		
+
 		mapping.put("seed_source", op.getOpenCLSeed());
 
-		Template t = new Template(new TemplateWrapper("opencl/MapReduceKernel.clt"));
+		Template t = new Template(new TemplateWrapper(
+				"opencl/MapReduceKernel.clt"));
 		return t.apply(mapping);
 	}
-	
+
 	public String getMapLambdaName() {
 		return "map_function_" + op.getMapFun().getId();
 	}
@@ -95,5 +93,4 @@ public void setRange(boolean isRange) {
 		this.isRange = isRange;
 	}
 
-	
 }
diff --git a/src/aeminium/gpu/operations/generator/ReduceCodeGen.java b/src/aeminium/gpu/operations/generator/ReduceCodeGen.java
index dc04d02..850ffd5 100644
--- a/src/aeminium/gpu/operations/generator/ReduceCodeGen.java
+++ b/src/aeminium/gpu/operations/generator/ReduceCodeGen.java
@@ -8,7 +8,7 @@
 
 @SuppressWarnings("rawtypes")
 public class ReduceCodeGen {
-	
+
 	private String inputType;
 	private String outputType;
 	private String clSource;
@@ -18,18 +18,17 @@ public class ReduceCodeGen {
 	private String[] parameters;
 	private boolean isRange = false;
 	private boolean hasSeed = false;
-	
-	public ReduceCodeGen(String inputType, String outputType, 
-			String clSource, String seedSource, String[] pars, String id) {
+
+	public ReduceCodeGen(String inputType, String outputType, String clSource,
+			String seedSource, String[] pars, String id) {
 		this(inputType, outputType, clSource, seedSource, pars, id, "");
 	}
-	
-	public ReduceCodeGen(String inputType, String outputType, 
-			String clSource, String seedSource,
-			String[] pars, String id, String otherSources) {
+
+	public ReduceCodeGen(String inputType, String outputType, String clSource,
+			String seedSource, String[] pars, String id, String otherSources) {
 		this.inputType = BufferHelper.getCLTypeOf(inputType);
 		this.outputType = BufferHelper.getCLTypeOf(outputType);
-		this.clSource =  clSource;
+		this.clSource = clSource;
 		this.seedSource = seedSource;
 		this.otherSources = otherSources;
 		this.parameters = pars;
@@ -54,32 +53,33 @@ public String getReduceLambdaSource() {
 		mapping.put("reduce_lambda_par1", parameters[0]);
 		mapping.put("reduce_lambda_par2", parameters[1]);
 		mapping.put("source", clSource);
-		Template t = new Template(new TemplateWrapper("opencl/ReduceLambdaDef.clt"));
+		Template t = new Template(new TemplateWrapper(
+				"opencl/ReduceLambdaDef.clt"));
 		return t.apply(mapping);
 	}
 
 	public String getReduceKernelSource() {
 		HashMap<String, String> mapping = new HashMap<String, String>();
 		Template t;
-		
+
 		mapping.put("input_type", inputType);
 		mapping.put("output_type", outputType);
-		
+
 		mapping.put("reduce_lambda_name", getReduceLambdaName());
 		mapping.put("reduce_kernel_name", getReduceKernelName());
 		mapping.put("reduce_lambda_def", getReduceLambdaSource());
 		mapping.put("other_sources", otherSources);
-		
-		
+
 		if (isRange) {
 			mapping.put("get_input", "reduce_input[inputOffset]");
 		} else {
 			mapping.put("get_input", "inputOffset");
 		}
-		
+
 		if (hasSeed) {
 			mapping.put("seed_source", seedSource);
-			t = new Template(new TemplateWrapper("opencl/ReduceWithSeedKernel.clt"));
+			t = new Template(new TemplateWrapper(
+					"opencl/ReduceWithSeedKernel.clt"));
 		} else {
 			t = new Template(new TemplateWrapper("opencl/ReduceKernel.clt"));
 		}
@@ -107,5 +107,4 @@ public void setHasSeed(boolean b) {
 		hasSeed = b;
 	}
 
-	
 }
diff --git a/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java b/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java
index a9d4cc8..dbbbfa7 100644
--- a/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java
+++ b/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java
@@ -2,7 +2,6 @@
 
 import aeminium.gpu.operations.functions.LambdaReducer;
 
-
 public interface ReduceTemplateSource<T> {
 
 	String getInputType();
diff --git a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
index 39b47bf..f8a0322 100644
--- a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
@@ -9,12 +9,12 @@
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class MapToMapMerger<I, M, O> {
-	
-	private Map<I,M> first;
-	private Map<M,O> second;
+
+	private Map<I, M> first;
+	private Map<M, O> second;
 	private PList<I> current;
-	
-	public MapToMapMerger(Map<I,M> f, Map<M,O> s, PList<I> c) {
+
+	public MapToMapMerger(Map<I, M> f, Map<M, O> s, PList<I> c) {
 		first = f;
 		second = s;
 		current = c;
@@ -23,8 +23,8 @@ public MapToMapMerger(Map<I,M> f, Map<M,O> s, PList<I> c) {
 	public PList<O> getOutput() {
 		LazyEvaluator<O> eval = new LazyEvaluator<O>() {
 
-			private Map<I,O> fakeMap() {
-				LambdaMapper<I,O> fakeLambda = new LambdaMapper<I, O>() {
+			private Map<I, O> fakeMap() {
+				LambdaMapper<I, O> fakeLambda = new LambdaMapper<I, O>() {
 
 					@Override
 					public O map(I o) {
@@ -33,26 +33,29 @@ public O map(I o) {
 
 					@Override
 					public String getSource() {
-						return String.format("return %s(%s(input));", second.getMapOpenCLName(), first.getMapOpenCLName());
+						return String.format("return %s(%s(input));",
+								second.getMapOpenCLName(),
+								first.getMapOpenCLName());
 					}
 				};
-				
+
 				StringBuilder extraCode = new StringBuilder();
 				extraCode.append(first.getOtherSources());
 				extraCode.append(second.getOtherSources());
 				extraCode.append(first.getMapOpenCLSource());
 				extraCode.append(second.getMapOpenCLSource());
-				Map<I,O> op = new Map<I,O>(fakeLambda,current,extraCode.toString(), first.getDevice()) {
+				Map<I, O> op = new Map<I, O>(fakeLambda, current,
+						extraCode.toString(), first.getDevice()) {
 					public String getOutputType() {
 						return second.getOutputType();
 					}
 				};
 				return op;
 			}
-			
+
 			@Override
 			public PList<O> evaluate() {
-				Map<I,O> op = fakeMap();
+				Map<I, O> op = fakeMap();
 				return op.getOutput();
 			}
 
@@ -68,7 +71,8 @@ public <O2> boolean canMergeWithMap(LambdaMapper<O, O2> mapFun) {
 
 			@Override
 			public <O2> PList<O2> mergeWithMap(Map<O, O2> mapOp) {
-				MapToMapMerger<I,O,O2> merger = new MapToMapMerger<I,O,O2>(fakeMap(), mapOp, current);
+				MapToMapMerger<I, O, O2> merger = new MapToMapMerger<I, O, O2>(
+						fakeMap(), mapOp, current);
 				return merger.getOutput();
 			}
 
@@ -79,7 +83,8 @@ public boolean canMergeWithReduce(LambdaReducerWithSeed<O> reduceFun) {
 
 			@Override
 			public O mergeWithReducer(Reduce<O> reduceOp) {
-				MapToReduceMerger<I,O> merger = new MapToReduceMerger<I,O>(fakeMap(), reduceOp, current);
+				MapToReduceMerger<I, O> merger = new MapToReduceMerger<I, O>(
+						fakeMap(), reduceOp, current);
 				return merger.getOutput();
 			}
 		};
diff --git a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
index 9d988b9..7054b63 100644
--- a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
@@ -8,13 +8,13 @@
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
-public class MapToReduceMerger<I,O> {
-	
-	private Map<I,O> first;
+public class MapToReduceMerger<I, O> {
+
+	private Map<I, O> first;
 	private Reduce<O> second;
 	private PList<I> current;
-	
-	public MapToReduceMerger(Map<I,O> f, Reduce<O> s, PList<I> c) {
+
+	public MapToReduceMerger(Map<I, O> f, Reduce<O> s, PList<I> c) {
 		first = f;
 		second = s;
 		current = c;
@@ -23,13 +23,15 @@ public MapToReduceMerger(Map<I,O> f, Reduce<O> s, PList<I> c) {
 	@SuppressWarnings("unchecked")
 	public O getOutput() {
 		LazyEvaluator<O> eval = new LazyEvaluator<O>() {
-			
+
 			@Override
 			public O evaluate() {
 				StringBuilder extraCode = new StringBuilder();
 				extraCode.append(first.getOtherSources());
 				extraCode.append(second.getOtherSources());
-				MapReduce<I,O> op = new MapReduce<I,O>(first.getMapFun(), second.getReduceFun(), current, extraCode.toString(), first.getDevice());
+				MapReduce<I, O> op = new MapReduce<I, O>(first.getMapFun(),
+						second.getReduceFun(), current, extraCode.toString(),
+						first.getDevice());
 				return op.getOutput();
 			}
 
@@ -58,7 +60,6 @@ public O mergeWithReducer(Reduce<O> reduceOp) {
 				return null;
 			}
 
-
 		};
 		return (O) eval.evaluate();
 	}
diff --git a/src/aeminium/gpu/operations/random/MersenneTwisterGPU.java b/src/aeminium/gpu/operations/random/MersenneTwisterGPU.java
index 3dd5cad..067ab07 100644
--- a/src/aeminium/gpu/operations/random/MersenneTwisterGPU.java
+++ b/src/aeminium/gpu/operations/random/MersenneTwisterGPU.java
@@ -44,26 +44,34 @@ public MersenneTwisterGPU(GPUDevice dev, int size, int seed) {
 
 	@Override
 	public void prepareBuffers(CLContext ctx) {
-		Pointer<?> d = Pointer.allocateBytes(MT_RNG_COUNT * sizeof_mt_struct_stripped);
-	    d = d.order(ctx.getByteOrder());
-	    loadMTGPU(d,seed, PathHelper.openFileAsStream("data/MersenneTwister.dat"));
-	    parameters = ctx.createBuffer(CLMem.Usage.Input, d);
-	    output = ctx.createBuffer(Usage.Output, Pointer.allocateFloats(this.size));
+		Pointer<?> d = Pointer.allocateBytes(MT_RNG_COUNT
+				* sizeof_mt_struct_stripped);
+		d = d.order(ctx.getByteOrder());
+		loadMTGPU(d, seed,
+				PathHelper.openFileAsStream("data/MersenneTwister.dat"));
+		parameters = ctx.createBuffer(CLMem.Usage.Input, d);
+		output = ctx.createBuffer(Usage.Output,
+				Pointer.allocateFloats(this.size));
 	}
 
 	@Override
 	public void execute(CLContext ctx, CLQueue q) {
 		synchronized (kernel) {
-		    // setArgs will throw an exception at runtime if the types / sizes of the arguments are incorrect
+			// setArgs will throw an exception at runtime if the types / sizes
+			// of the arguments are incorrect
 			kernel.setArgs(output, parameters, N_PER_RNG);
 
-		    // Ask for 1-dimensional execution of length dataSize, with auto choice of local workgroup size :
-			kernelCompletion = kernel.enqueueNDRange(q, new int[] { MT_RNG_COUNT }, new CLEvent[] {});
+			// Ask for 1-dimensional execution of length dataSize, with auto
+			// choice of local workgroup size :
+			kernelCompletion = kernel.enqueueNDRange(q,
+					new int[] { MT_RNG_COUNT }, new CLEvent[] {});
 		}
 		boxmuller = getKernel(program, "BoxMuller");
 		synchronized (boxmuller) {
 			boxmuller.setArgs(output, N_PER_RNG);
-			kernelCompletion = boxmuller.enqueueNDRange(q, new int[] { MT_RNG_COUNT }, new CLEvent[] { kernelCompletion });
+			kernelCompletion = boxmuller.enqueueNDRange(q,
+					new int[] { MT_RNG_COUNT },
+					new CLEvent[] { kernelCompletion });
 		}
 
 	}
@@ -87,7 +95,9 @@ private void loadMTGPU(Pointer<?> p, int seed, InputStream fis) {
 			for (int i = 0; i < MT_RNG_COUNT; i++) {
 				fis.read(buffer);
 				p.setBytesAtOffset(c, buffer);
-				p.setIntAtOffset(c + buffer.length - 4, seed); // Replace last parameter by seed.
+				p.setIntAtOffset(c + buffer.length - 4, seed); // Replace last
+																// parameter by
+																// seed.
 				c += buffer.length;
 			}
 		} catch (IOException e) {
@@ -102,8 +112,9 @@ private void loadMTGPU(Pointer<?> p, int seed, InputStream fis) {
 
 	@Override
 	public String getSource() {
-		Template t = new Template(new TemplateWrapper("opencl/MersenneTwister.clt"));
-		HashMap<String,String> d = new HashMap<String,String>();
+		Template t = new Template(new TemplateWrapper(
+				"opencl/MersenneTwister.clt"));
+		HashMap<String, String> d = new HashMap<String, String>();
 		d.put("MT_RNG_COUNT", "" + MT_RNG_COUNT);
 		return t.apply(d);
 	}
@@ -117,23 +128,22 @@ public String getKernelName() {
 	private static int divUp(int a, int b) {
 		return ((a % b) != 0) ? (a / b + 1) : (a / b);
 	}
+
 	private static int alignUp(int a, int b) {
 		return ((a % b) != 0) ? (a - a % b + b) : a;
 	}
 
-
-
 	@Override
 	protected boolean willRunOnGPU() {
 		return true;
 	}
 
-
 	@Override
 	public void cpuExecution() {
 		// Will never be called
 		return;
 	}
+
 	public CLBuffer<?> getOutputBuffer() {
 		return outputFinal;
 	}
diff --git a/src/aeminium/gpu/operations/utils/ExtractTypes.java b/src/aeminium/gpu/operations/utils/ExtractTypes.java
index 75e0933..193ec6e 100644
--- a/src/aeminium/gpu/operations/utils/ExtractTypes.java
+++ b/src/aeminium/gpu/operations/utils/ExtractTypes.java
@@ -5,10 +5,10 @@
 public class ExtractTypes {
 	public static String extractReturnTypeOutOf(Object target, String methodName) {
 		Class<?> klass = target.getClass();
-		for (Method m: klass.getMethods()) {
+		for (Method m : klass.getMethods()) {
 			if (m.getName().equals(methodName)) {
 				String pname = m.getReturnType().getSimpleName().toString();
-				
+
 				// Ignore Object types.
 				if (!pname.equals("Object")) {
 					return pname;
diff --git a/src/aeminium/gpu/operations/utils/UniqCounter.java b/src/aeminium/gpu/operations/utils/UniqCounter.java
index 8258b5a..5da2128 100644
--- a/src/aeminium/gpu/operations/utils/UniqCounter.java
+++ b/src/aeminium/gpu/operations/utils/UniqCounter.java
@@ -1,9 +1,9 @@
 package aeminium.gpu.operations.utils;
 
 public class UniqCounter {
-	
+
 	static private int c = 0;
-	
+
 	public static String getNewId() {
 		return "" + c++;
 	}
diff --git a/src/aeminium/gpu/recorder/Configuration.java b/src/aeminium/gpu/recorder/Configuration.java
index 9def1c7..520369a 100644
--- a/src/aeminium/gpu/recorder/Configuration.java
+++ b/src/aeminium/gpu/recorder/Configuration.java
@@ -11,25 +11,25 @@ public class Configuration {
 
 	protected static final Properties properties;
 	protected static String filename;
-	
+
 	static {
 		filename = System.getenv("AEMINIUMGPU_CONFIG");
-		if ( filename == null ) {
-			filename = System.getProperty("user.home") + System.getProperty("file.separator") + ".aeminiumgpurc";
+		if (filename == null) {
+			filename = System.getProperty("user.home")
+					+ System.getProperty("file.separator") + ".aeminiumgpurc";
 		}
 		File file = new File(filename);
 		properties = new Properties();
-		if ( file.exists()  && file.canRead()) {
+		if (file.exists() && file.canRead()) {
 			FileReader freader;
 			try {
 				freader = new FileReader(file);
 				properties.load(freader);
 				freader.close();
-			}  catch (IOException e) {
-			} 
+			} catch (IOException e) {
+			}
 		}
 	}
-	
 
 	public static String get(String key) {
 		return properties.getProperty(key);
@@ -39,7 +39,7 @@ public static void set(String key, String value) {
 		properties.setProperty(key, value);
 		save();
 	}
-	
+
 	public static void append(String key, String value) {
 		String val = get(key);
 		if (val == null) {
@@ -50,7 +50,7 @@ public static void append(String key, String value) {
 		properties.setProperty(key, val + value);
 		save();
 	}
-	
+
 	private static void save() {
 		File file = new File(filename);
 		try {
diff --git a/src/aeminium/gpu/recorder/LoggerTimer.java b/src/aeminium/gpu/recorder/LoggerTimer.java
index 6d2028c..ab551fe 100644
--- a/src/aeminium/gpu/recorder/LoggerTimer.java
+++ b/src/aeminium/gpu/recorder/LoggerTimer.java
@@ -7,14 +7,15 @@ public class LoggerTimer implements ProgramLogger {
 	int size;
 	String exprname;
 	String pref;
-	
-	public LoggerTimer(String pref, int bufferSize, int arraySize, String exprname, RecordTracker tracker) {
+
+	public LoggerTimer(String pref, int bufferSize, int arraySize,
+			String exprname, RecordTracker tracker) {
 		this.tracker = tracker;
 		this.size = arraySize;
 		this.exprname = exprname;
 		this.pref = pref + "."; /* CPU or GPU */
 	}
-		
+
 	@Override
 	public void saveTime(String name, long time) {
 		if (name.contains("buffer")) {
diff --git a/src/aeminium/gpu/recorder/RecordTracker.java b/src/aeminium/gpu/recorder/RecordTracker.java
index 3fd476e..4adfbe1 100644
--- a/src/aeminium/gpu/recorder/RecordTracker.java
+++ b/src/aeminium/gpu/recorder/RecordTracker.java
@@ -8,14 +8,14 @@
 public class RecordTracker {
 
 	HashMap<String, ArrayList<Long>> store = new HashMap<String, ArrayList<Long>>();
-	
+
 	public void store(String key, long val) {
 		if (!store.containsKey(key)) {
 			store.put(key, new ArrayList<Long>());
 		}
 		store.get(key).add(val);
 	}
-	
+
 	public void makeAverages() {
 		for (String name : store.keySet()) {
 			long[] data = new long[store.get(name).size()];
@@ -33,17 +33,18 @@ public void makeAverages() {
 			}
 			average /= store.get(name).size();
 			Configuration.set(name, average + "");
-			
+
 			long stddev = (long) Statistics.standard_deviation(data);
 			Configuration.set(name + ".stddev", stddev + "");
 		}
 	}
-	
+
 	public void makeMaximum() {
 		for (String name : store.keySet()) {
 			long max = 0;
 			for (Long t : store.get(name)) {
-				if (t > max) max = t; 
+				if (t > max)
+					max = t;
 			}
 			Configuration.set(name, max + "");
 		}
diff --git a/src/aeminium/gpu/recorder/Recorder.java b/src/aeminium/gpu/recorder/Recorder.java
index 6c963ae..d4f4fdc 100644
--- a/src/aeminium/gpu/recorder/Recorder.java
+++ b/src/aeminium/gpu/recorder/Recorder.java
@@ -12,127 +12,139 @@
 import aeminium.gpu.utils.TimeoutController.TimeoutException;
 
 public class Recorder {
-	
+
 	int times = 10;
-	public int[] sizes = new int[] {
-			10, 100, 1000, 10000, 100000, 1000000, 10000000
-	};
-	
+	public int[] sizes = new int[] { 10, 100, 1000, 10000, 100000, 1000000,
+			10000000 };
+
 	GPUDevice dev = new DefaultDeviceFactory().getDevice();
 	RecordTracker tracker = new RecordTracker();
-	
+
 	public static void main(String[] args) {
 		Recorder b = new Recorder();
 		b.run();
 	}
-	
+
 	public void run() {
-		executeExprMultipleSizes("min", new LambdaMapper<Float,Float>() {
+		executeExprMultipleSizes("min", new LambdaMapper<Float, Float>() {
 			@Override
 			public Float map(Float input) {
 				return (float) Math.min(input, 0);
 			}
+
 			public String getSource() {
 				return "return (float) min((float)input, (float)0);";
 			}
 		});
-		executeExprMultipleSizes("unit", new LambdaMapper<Float,Float>() {
+		executeExprMultipleSizes("unit", new LambdaMapper<Float, Float>() {
 			@Override
 			public Float map(Float input) {
 				return input;
 			}
+
 			public String getSource() {
 				return "return input;";
 			}
 		});
-		executeExprMultipleSizes("mul", new LambdaMapper<Float,Float>() {
+		executeExprMultipleSizes("mul", new LambdaMapper<Float, Float>() {
 			@Override
 			public Float map(Float input) {
-				return input*input;
+				return input * input;
 			}
+
 			public String getSource() {
 				return "return input*input;";
 			}
 		});
-		executeExprMultipleSizes("eq", new LambdaMapper<Float,Float>() {
+		executeExprMultipleSizes("eq", new LambdaMapper<Float, Float>() {
 			@Override
 			public Float map(Float input) {
-				return (input==1f) ? 1f : 2f;
+				return (input == 1f) ? 1f : 2f;
 			}
+
 			public String getSource() {
 				return "return (input==1.0) ? 1.0 : 2.0;";
 			}
 		});
-		executeExprMultipleSizes("sin", new LambdaMapper<Float,Float>() {
+		executeExprMultipleSizes("sin", new LambdaMapper<Float, Float>() {
 			@Override
 			public Float map(Float input) {
 				return (float) Math.sin(input);
 			}
+
 			public String getSource() {
 				return "return sin(input);";
 			}
 		});
-		executeExprMultipleSizes("pow", new LambdaMapper<Float,Float>() {
+		executeExprMultipleSizes("pow", new LambdaMapper<Float, Float>() {
 			@Override
 			public Float map(Float input) {
-				return (float) Math.pow(input,4);
+				return (float) Math.pow(input, 4);
 			}
+
 			public String getSource() {
 				return "return pow(input,4);";
 			}
 		});
-		executeExprMultipleSizes("log", new LambdaMapper<Float,Float>() {
+		executeExprMultipleSizes("log", new LambdaMapper<Float, Float>() {
 			@Override
 			public Float map(Float input) {
 				return (float) Math.log(input);
 			}
+
 			public String getSource() {
 				return "return log(input);";
 			}
 		});
-		executeExprMultipleSizes("floor", new LambdaMapper<Float,Float>() {
+		executeExprMultipleSizes("floor", new LambdaMapper<Float, Float>() {
 			@Override
 			public Float map(Float input) {
 				return (float) Math.floor(input);
 			}
+
 			public String getSource() {
 				return "return floor(input);";
 			}
 		});
 		finish();
 	}
-	
+
 	private void finish() {
 		tracker.makeAverages();
 	}
 
-	public void executeExprMultipleSizes(String name, LambdaMapper<Float,Float> expr) {
+	public void executeExprMultipleSizes(String name,
+			LambdaMapper<Float, Float> expr) {
 		PList<Float> input;
 		for (int size : sizes) {
 			input = generateRandomFloatList(size);
 			executeExprMultipleTimes(name, expr, input);
 		}
 	}
-	
-	
-	public void executeExprMultipleTimes(String name, LambdaMapper<Float,Float> expr, PList<Float> input) {
+
+	public void executeExprMultipleTimes(String name,
+			LambdaMapper<Float, Float> expr, PList<Float> input) {
 		System.out.println("Op:" + name + ", Size:" + input.size());
-		LoggerTimer loggerGPU = new LoggerTimer("gpu",times, input.size(), name, tracker);
-		LoggerTimer loggerCPU = new LoggerTimer("cpu",times, input.size(), name, tracker);
+		LoggerTimer loggerGPU = new LoggerTimer("gpu", times, input.size(),
+				name, tracker);
+		LoggerTimer loggerCPU = new LoggerTimer("cpu", times, input.size(),
+				name, tracker);
 		for (int i = 0; i < times; i++) {
 			executeExpr(name, expr, input, loggerGPU, loggerCPU);
 			System.gc();
 		}
 	}
-	
-	public void executeExpr(String name, final LambdaMapper<Float,Float> expr, final PList<Float> input, LoggerTimer loggerGPU, final LoggerTimer loggerCPU) {
+
+	public void executeExpr(String name, final LambdaMapper<Float, Float> expr,
+			final PList<Float> input, LoggerTimer loggerGPU,
+			final LoggerTimer loggerCPU) {
 		// Record GPU Times
 		long t = System.nanoTime();
 		Map<Float, Float> op = new Map<Float, Float>(expr, input, dev);
 		op.setLogger(loggerGPU);
 		dev.execute(op);
 		final long gpuTime = System.nanoTime() - t;
-		
+
 		// Record CPU Times
 		Runnable cpu = new Runnable() {
 			@Override
@@ -148,9 +160,9 @@ public void run() {
 		} catch (TimeoutException e) {
 			loggerCPU.saveTime("execution", 2 * gpuTime);
 		}
-			
+
 	}
-	
+
 	private static PList<Float> generateRandomFloatList(int size) {
 		Random r = new Random(123412341234L);
 		PList<Float> t = new FloatList();
diff --git a/src/aeminium/gpu/templates/Template.java b/src/aeminium/gpu/templates/Template.java
index 92c6a27..0346f0e 100644
--- a/src/aeminium/gpu/templates/Template.java
+++ b/src/aeminium/gpu/templates/Template.java
@@ -9,42 +9,43 @@
 
 public class Template {
 	private String source;
-	
+
 	public Template(TemplateWrapper t) {
 		readStream(t.toString(), t.getReader());
 	}
-	
+
 	public Template(File f) {
 		readStream(f);
 	}
-	
+
 	public Template(String source) {
 		this.source = source;
 	}
-	
+
 	public void readStream(File f) {
 		try {
-			readStream(f.getAbsolutePath(), new BufferedReader(new FileReader(f.getAbsoluteFile())));
+			readStream(f.getAbsolutePath(),
+					new BufferedReader(new FileReader(f.getAbsoluteFile())));
 		} catch (FileNotFoundException e) {
 			e.printStackTrace();
 			System.exit(1);
 		}
 	}
-	
+
 	public void readStream(String fname, BufferedReader in) {
 		try {
 			StringBuilder builder = new StringBuilder();
-		    String str;
-		    while ((str = in.readLine()) != null) {
-		    	builder.append(str + "\n");
-		    }
-		    in.close();
-		    source = builder.toString();
+			String str;
+			while ((str = in.readLine()) != null) {
+				builder.append(str + "\n");
+			}
+			in.close();
+			source = builder.toString();
 		} catch (IOException e) {
 			System.out.println("Failed loading template " + fname);
 		}
 	}
-	
+
 	public String apply(HashMap<String, String> mapping) {
 		if (source == null) {
 			System.out.println("No source given to template.");
@@ -53,12 +54,13 @@ public String apply(HashMap<String, String> mapping) {
 		String newSource = source;
 		for (String key : mapping.keySet()) {
 			if (mapping.get(key) == null) {
-				mapping.put(key,"");
+				mapping.put(key, "");
 			}
-			newSource = newSource.replace((CharSequence) "{{" + key + "}}", mapping.get(key));
+			newSource = newSource.replace((CharSequence) "{{" + key + "}}",
+					mapping.get(key));
 		}
-		
+
 		return newSource;
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/templates/TemplateWrapper.java b/src/aeminium/gpu/templates/TemplateWrapper.java
index 819001c..17b7997 100644
--- a/src/aeminium/gpu/templates/TemplateWrapper.java
+++ b/src/aeminium/gpu/templates/TemplateWrapper.java
@@ -9,7 +9,7 @@ public class TemplateWrapper {
 
 	public TemplateWrapper(String file) {
 		fname = "templates/" + file;
-		
+
 	}
 
 	public BufferedReader getReader() {
diff --git a/src/aeminium/gpu/tests/HelloWorldTest.java b/src/aeminium/gpu/tests/HelloWorldTest.java
index 6d1e47e..f05f236 100644
--- a/src/aeminium/gpu/tests/HelloWorldTest.java
+++ b/src/aeminium/gpu/tests/HelloWorldTest.java
@@ -5,14 +5,14 @@
 import aeminium.gpu.collections.lists.PList;
 
 public class HelloWorldTest extends TestCase {
-	
+
 	protected float FLOAT_PRECISION = 0.00001f;
-	
-	public void testMap() { 
+
+	public void testMap() {
 		PList<Float> example = new FloatList();
 		Float f = new Float(1.1);
 		example.add(f);
-		assertEquals(1.1,example.get(0).floatValue(), FLOAT_PRECISION);
+		assertEquals(1.1, example.get(0).floatValue(), FLOAT_PRECISION);
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/tests/lists/TestAbstractListTemplate.java b/src/aeminium/gpu/tests/lists/TestAbstractListTemplate.java
index 73e9f47..e4f40d0 100644
--- a/src/aeminium/gpu/tests/lists/TestAbstractListTemplate.java
+++ b/src/aeminium/gpu/tests/lists/TestAbstractListTemplate.java
@@ -4,55 +4,55 @@
 import junit.framework.TestCase;
 
 public abstract class TestAbstractListTemplate<T> extends TestCase {
-	
+
 	protected int MAX_SIZE = 10000000;
-	
+
 	abstract PList<T> getEmptyList();
 
 	abstract T getSomeValue();
+
 	abstract T getSomeOtherValue();
+
 	abstract PList<T> createBigList(int size, int delta);
-	
+
 	public void testGeneralFloatListOperations() {
-		
+
 		T f1 = getSomeValue();
 		T f2 = getSomeOtherValue();
-		
+
 		PList<T> fl = getEmptyList();
 		assertEquals(true, fl.isEmpty());
-		
+
 		fl.add(getSomeValue());
 		assertEquals(1, fl.size());
 		assertEquals(1, fl.length());
 		assertEquals(false, fl.isEmpty());
-		
+
 		fl.add(f2);
 		assertEquals(2, fl.size());
 		assertEquals(false, fl.isEmpty());
-		
-		assertEquals(f2,fl.get(1));
+
+		assertEquals(f2, fl.get(1));
 		assertEquals(f1, fl.get(0));
-		
+
 		fl.set(0, f2);
 		assertEquals(f2, fl.get(0));
 
 		fl.set(2, f2);
 		assertEquals(3, fl.size());
-		
+
 		fl.remove(0);
 		assertEquals(2, fl.size());
 		assertEquals(false, fl.isEmpty());
-		
+
 		fl.remove(f2);
 		assertEquals(0, fl.size());
 		assertEquals(true, fl.isEmpty());
 	}
-	
+
 	public void testLimits() {
-		PList<T> fl = createBigList(MAX_SIZE,50);
+		PList<T> fl = createBigList(MAX_SIZE, 50);
 		assertEquals(MAX_SIZE + 50, fl.size());
 	}
 
-	
-	
 }
diff --git a/src/aeminium/gpu/tests/lists/TestCharList.java b/src/aeminium/gpu/tests/lists/TestCharList.java
index f751618..bfa531c 100644
--- a/src/aeminium/gpu/tests/lists/TestCharList.java
+++ b/src/aeminium/gpu/tests/lists/TestCharList.java
@@ -4,21 +4,21 @@
 import aeminium.gpu.collections.lists.PList;
 
 public class TestCharList extends TestAbstractListTemplate<Character> {
-	
+
 	public void testToString() {
 		String s = "Hello World!";
 		CharList cs = new CharList();
-		for(char c : s.toCharArray()) {
+		for (char c : s.toCharArray()) {
 			cs.add(c);
 		}
 		assertEquals(s, cs.toString());
 	}
-	
+
 	@Override
 	PList<Character> getEmptyList() {
 		return new CharList();
 	}
-	
+
 	protected Character getSomeValue() {
 		return 'c';
 	}
@@ -30,10 +30,10 @@ Character getSomeOtherValue() {
 
 	@Override
 	PList<Character> createBigList(int size, int delta) {
-		char[] memory = new char[size-delta];
+		char[] memory = new char[size - delta];
 		char b = 'd';
-		CharList fl = new CharList(memory,size-delta);
-		for (int i = size-delta; i < size+delta; i++) {
+		CharList fl = new CharList(memory, size - delta);
+		for (int i = size - delta; i < size + delta; i++) {
 			fl.add(b);
 		}
 		return fl;
diff --git a/src/aeminium/gpu/tests/lists/TestDoubleList.java b/src/aeminium/gpu/tests/lists/TestDoubleList.java
index 6370c42..141921c 100644
--- a/src/aeminium/gpu/tests/lists/TestDoubleList.java
+++ b/src/aeminium/gpu/tests/lists/TestDoubleList.java
@@ -4,12 +4,12 @@
 import aeminium.gpu.collections.lists.PList;
 
 public class TestDoubleList extends TestAbstractListTemplate<Double> {
-	
+
 	@Override
 	PList<Double> getEmptyList() {
 		return new DoubleList();
 	}
-	
+
 	protected Double getSomeValue() {
 		return 1.000001;
 	}
@@ -21,11 +21,11 @@ Double getSomeOtherValue() {
 
 	@Override
 	PList<Double> createBigList(int size, int delta) {
-		double[] memory = new double[size-delta];
+		double[] memory = new double[size - delta];
 		double b = 2.000005;
-		DoubleList fl = new DoubleList(memory,size-delta);
-		for (int i = size-delta; i < size+delta; i++) {
-			fl.add(i+b);
+		DoubleList fl = new DoubleList(memory, size - delta);
+		for (int i = size - delta; i < size + delta; i++) {
+			fl.add(i + b);
 		}
 		return fl;
 	}
diff --git a/src/aeminium/gpu/tests/lists/TestFloatList.java b/src/aeminium/gpu/tests/lists/TestFloatList.java
index edd5a68..c4cc403 100644
--- a/src/aeminium/gpu/tests/lists/TestFloatList.java
+++ b/src/aeminium/gpu/tests/lists/TestFloatList.java
@@ -4,12 +4,12 @@
 import aeminium.gpu.collections.lists.PList;
 
 public class TestFloatList extends TestAbstractListTemplate<Float> {
-	
+
 	@Override
 	PList<Float> getEmptyList() {
 		return new FloatList();
 	}
-	
+
 	protected Float getSomeValue() {
 		return 1.1f;
 	}
@@ -21,11 +21,11 @@ Float getSomeOtherValue() {
 
 	@Override
 	PList<Float> createBigList(int size, int delta) {
-		float[] memory = new float[size-delta];
+		float[] memory = new float[size - delta];
 		float b = 0.5f;
-		FloatList fl = new FloatList(memory,size-delta);
-		for (int i = size-delta; i < size+delta; i++) {
-			fl.add(i+b);
+		FloatList fl = new FloatList(memory, size - delta);
+		for (int i = size - delta; i < size + delta; i++) {
+			fl.add(i + b);
 		}
 		return fl;
 	}
diff --git a/src/aeminium/gpu/tests/lists/TestIntList.java b/src/aeminium/gpu/tests/lists/TestIntList.java
index d51bab9..8124f65 100644
--- a/src/aeminium/gpu/tests/lists/TestIntList.java
+++ b/src/aeminium/gpu/tests/lists/TestIntList.java
@@ -4,12 +4,12 @@
 import aeminium.gpu.collections.lists.PList;
 
 public class TestIntList extends TestAbstractListTemplate<Integer> {
-	
+
 	@Override
 	PList<Integer> getEmptyList() {
 		return new IntList();
 	}
-	
+
 	protected Integer getSomeValue() {
 		return 2;
 	}
@@ -21,11 +21,11 @@ Integer getSomeOtherValue() {
 
 	@Override
 	PList<Integer> createBigList(int size, int delta) {
-		int[] memory = new int[size-delta];
+		int[] memory = new int[size - delta];
 		int b = 3;
-		IntList fl = new IntList(memory,size-delta);
-		for (int i = size-delta; i < size+delta; i++) {
-			fl.add(i+b);
+		IntList fl = new IntList(memory, size - delta);
+		for (int i = size - delta; i < size + delta; i++) {
+			fl.add(i + b);
 		}
 		return fl;
 	}
diff --git a/src/aeminium/gpu/tests/lists/TestLongList.java b/src/aeminium/gpu/tests/lists/TestLongList.java
index 532016a..c469145 100644
--- a/src/aeminium/gpu/tests/lists/TestLongList.java
+++ b/src/aeminium/gpu/tests/lists/TestLongList.java
@@ -4,12 +4,12 @@
 import aeminium.gpu.collections.lists.PList;
 
 public class TestLongList extends TestAbstractListTemplate<Long> {
-	
+
 	@Override
 	PList<Long> getEmptyList() {
 		return new LongList();
 	}
-	
+
 	protected Long getSomeValue() {
 		return 222L;
 	}
@@ -21,11 +21,11 @@ Long getSomeOtherValue() {
 
 	@Override
 	PList<Long> createBigList(int size, int delta) {
-		long[] memory = new long[size-delta];
+		long[] memory = new long[size - delta];
 		long b = 111111L;
-		LongList fl = new LongList(memory,size-delta);
-		for (int i = size-delta; i < size+delta; i++) {
-			fl.add(i+b);
+		LongList fl = new LongList(memory, size - delta);
+		for (int i = size - delta; i < size + delta; i++) {
+			fl.add(i + b);
 		}
 		return fl;
 	}
diff --git a/src/aeminium/gpu/tests/operations/TestMap.java b/src/aeminium/gpu/tests/operations/TestMap.java
index 77a9f0e..fe5549a 100644
--- a/src/aeminium/gpu/tests/operations/TestMap.java
+++ b/src/aeminium/gpu/tests/operations/TestMap.java
@@ -9,41 +9,43 @@
 import aeminium.gpu.operations.functions.LambdaMapper;
 
 public class TestMap extends TestCase {
-	
+
 	private static int TEST_SIZE = 10000;
 	private static int SMALL_TEST_SIZE = 10;
-	
-	public void performTestMapIntToInt(int size) { 
+
+	public void performTestMapIntToInt(int size) {
 		PList<Integer> example = new IntList();
 		for (int i = 0; i < size; i++) {
 			example.add(i);
 		}
-		PList<Integer> output = example.map(new LambdaMapper<Integer, Integer>() {
+		PList<Integer> output = example
+				.map(new LambdaMapper<Integer, Integer>() {
 
-			@Override
-			public Integer map(Integer input) {
-				return 2 * input;
-			}
-			
-			public String getSource() {
-				return "return 2 * input;";
-			}
-			
-		});
+					@Override
+					public Integer map(Integer input) {
+						return 2 * input;
+					}
+
+					public String getSource() {
+						return "return 2 * input;";
+					}
+
+				});
 
 		for (int i = 0; i < size; i++) {
-			assertEquals(2 * i,output.get(i).intValue());
+			assertEquals(2 * i, output.get(i).intValue());
 		}
 	}
+
 	public void testMapIntToInt() {
 		performTestMapIntToInt(TEST_SIZE);
 	}
-	
+
 	public void testSmallMapIntToInt() {
 		performTestMapIntToInt(SMALL_TEST_SIZE);
 	}
-	
-	public void testMapIntToFloat() { 
+
+	public void testMapIntToFloat() {
 		PList<Integer> example = new IntList();
 		for (int i = 0; i < TEST_SIZE; i++) {
 			example.add(i);
@@ -52,45 +54,45 @@ public void testMapIntToFloat() {
 
 			@Override
 			public Float map(Integer input) {
-				return ((float)input)/2;
+				return ((float) input) / 2;
 			}
-			
+
 			public String getSource() {
 				return "return ((float)input)/2;";
 			}
-			
+
 		});
 		for (int i = 0; i < TEST_SIZE; i++) {
-			assertEquals(((float)i)/2,output.get(i).floatValue());
+			assertEquals(((float) i) / 2, output.get(i).floatValue());
 		}
 	}
-	
-	public void testMapFloatToFloat() { 
+
+	public void testMapFloatToFloat() {
 		PList<Float> example = new FloatList();
 		for (int i = 0; i < TEST_SIZE; i++) {
-			example.add(new Float(i)/2);
+			example.add(new Float(i) / 2);
 		}
 		PList<Float> output = example.map(new LambdaMapper<Float, Float>() {
 
 			@Override
 			public Float map(Float input) {
-				return 2 * (float)input;
+				return 2 * (float) input;
 			}
-			
+
 			public String getSource() {
 				return "return 2 * input;";
 			}
-			
+
 		});
 		for (int i = 0; i < TEST_SIZE; i++) {
-			assertEquals((float) i,output.get(i).floatValue());
+			assertEquals((float) i, output.get(i).floatValue());
 		}
 	}
-	
-	public void testMapDoubleToFloat() { 
+
+	public void testMapDoubleToFloat() {
 		PList<Double> example = new DoubleList();
 		for (int i = 0; i < TEST_SIZE; i++) {
-			example.add(new Double(i)/2);
+			example.add(new Double(i) / 2);
 		}
 		PList<Float> output = example.map(new LambdaMapper<Double, Float>() {
 
@@ -98,38 +100,38 @@ public void testMapDoubleToFloat() {
 			public Float map(Double input) {
 				return (float) (2 * input);
 			}
-			
+
 			public String getSource() {
 				return "return ((float) 2 * input);";
 			}
-			
+
 		});
 		for (int i = 0; i < TEST_SIZE; i++) {
-			assertEquals((float) i,output.get(i).floatValue());
+			assertEquals((float) i, output.get(i).floatValue());
 		}
 	}
-	
-	public void testMapCharToChar() { 
+
+	public void testMapCharToChar() {
 		PList<Character> example = new CharList();
 		for (int i = 0; i < TEST_SIZE; i++) {
 			example.add('h');
 		}
-		PList<Character> output = example.map(new LambdaMapper<Character, Character>() {
+		PList<Character> output = example
+				.map(new LambdaMapper<Character, Character>() {
 
-			@Override
-			public Character map(Character ch) {
-				return 'f';
-			}
-			
-			public String getSource() {
-				return "return 'f';";
-			}
-			
-		});
+					@Override
+					public Character map(Character ch) {
+						return 'f';
+					}
+
+					public String getSource() {
+						return "return 'f';";
+					}
+
+				});
 		for (int i = 0; i < TEST_SIZE; i++) {
 			assertTrue(output.get(i).compareTo('f') == 0);
 		}
 	}
-	
-	
+
 }
diff --git a/src/aeminium/gpu/tests/operations/TestRange.java b/src/aeminium/gpu/tests/operations/TestRange.java
index fd3a782..a157719 100644
--- a/src/aeminium/gpu/tests/operations/TestRange.java
+++ b/src/aeminium/gpu/tests/operations/TestRange.java
@@ -7,30 +7,31 @@
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class TestRange extends TestCase {
-	
+
 	private static int TEST_SIZE = 10000;
-	
-	public void testMapRange() { 
+
+	public void testMapRange() {
 		PList<Integer> example = new Range(TEST_SIZE);
-		PList<Integer> output = example.map(new LambdaMapper<Integer, Integer>() {
+		PList<Integer> output = example
+				.map(new LambdaMapper<Integer, Integer>() {
 
-			@Override
-			public Integer map(Integer input) {
-				return 2 * input;
-			}
-			
-			public String getSource() {
-				return "return 2 * input;";
-			}
-			
-		});
+					@Override
+					public Integer map(Integer input) {
+						return 2 * input;
+					}
+
+					public String getSource() {
+						return "return 2 * input;";
+					}
+
+				});
 
 		for (int i = 0; i < TEST_SIZE; i++) {
-			assertEquals(2 * i,output.get(i).intValue());
+			assertEquals(2 * i, output.get(i).intValue());
 		}
 	}
 
-	public void testReduceRange() { 
+	public void testReduceRange() {
 		PList<Integer> example = new Range(10);
 		Integer output = example.reduce(new LambdaReducerWithSeed<Integer>() {
 
@@ -43,18 +44,18 @@ public Integer combine(Integer input, Integer other) {
 			public Integer getSeed() {
 				return 0;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
 			}
-			
+
 		});
 
-		assertEquals(new Integer(45),output);
+		assertEquals(new Integer(45), output);
 	}
-	
-	public void testMapReduceRange() { 
+
+	public void testMapReduceRange() {
 		PList<Integer> example = new Range(10);
 		example = example.map(new LambdaMapper<Integer, Integer>() {
 
@@ -62,20 +63,20 @@ public void testMapReduceRange() {
 			public Integer map(Integer input) {
 				return 3 * input;
 			}
-			
+
 			public String getSource() {
 				return "return 3 * input;";
 			}
-			
+
 		});
-		
+
 		Integer output = example.reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
 				return input + other;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
@@ -85,11 +86,10 @@ public String getSource() {
 			public Integer getSeed() {
 				return 0;
 			}
-			
+
 		});
 
-		assertEquals(new Integer(3 * 45),output);
+		assertEquals(new Integer(3 * 45), output);
 	}
-		
-	
+
 }
diff --git a/src/aeminium/gpu/tests/operations/TestReduce.java b/src/aeminium/gpu/tests/operations/TestReduce.java
index 315d262..39f2c7e 100644
--- a/src/aeminium/gpu/tests/operations/TestReduce.java
+++ b/src/aeminium/gpu/tests/operations/TestReduce.java
@@ -6,22 +6,22 @@
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class TestReduce extends TestCase {
-	
+
 	private static int TEST_SIZE = 1025;
-	
-	public void testSumReduce() { 
+
+	public void testSumReduce() {
 		PList<Integer> example = new IntList();
 		for (int i = 0; i < TEST_SIZE; i++) {
 			example.add(1);
 		}
-		
+
 		Integer output = example.reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
 			public Integer combine(Integer input, Integer other) {
 				return input + other;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
@@ -31,9 +31,9 @@ public String getSource() {
 			public Integer getSeed() {
 				return 0;
 			}
-			
+
 		});
-		assertEquals(TEST_SIZE,output.intValue());
+		assertEquals(TEST_SIZE, output.intValue());
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/tests/operations/mergers/TestMapToMap.java b/src/aeminium/gpu/tests/operations/mergers/TestMapToMap.java
index 2ca609c..d1d811a 100644
--- a/src/aeminium/gpu/tests/operations/mergers/TestMapToMap.java
+++ b/src/aeminium/gpu/tests/operations/mergers/TestMapToMap.java
@@ -7,11 +7,11 @@
 import aeminium.gpu.operations.functions.LambdaMapper;
 
 public class TestMapToMap extends TestCase {
-	
+
 	private static int TEST_SIZE = 10;
 	private static int MERGES = 10;
-	
-	public void testMapIntToInt() { 
+
+	public void testMapIntToInt() {
 		PList<Integer> example = new IntList();
 		for (int i = 0; i < TEST_SIZE; i++) {
 			example.add(i);
@@ -25,47 +25,46 @@ public void testMapIntToInt() {
 				public Integer map(Integer input) {
 					return 2 * input;
 				}
-				
+
 				public String getSource() {
 					return "return 2 * input;";
 				}
-				
+
 			});
 			m *= 2;
 		}
-		
+
 		assertTrue(output instanceof LazyPList<?>);
 		assertEquals(MERGES, ((LazyPList<Integer>) output).getLazynessLevel());
-		
+
 		for (int i = 0; i < TEST_SIZE; i++) {
-			assertEquals(m * i,output.get(i).intValue());
+			assertEquals(m * i, output.get(i).intValue());
 		}
 	}
-	
-	
+
 	public void testClearAfterMap() {
 		PList<Integer> example = new IntList();
 		for (int i = 0; i < TEST_SIZE; i++) {
 			example.add(1);
 		}
-		
-		PList<Float> output = example.map(new LambdaMapper<Integer,Float>() {
+
+		PList<Float> output = example.map(new LambdaMapper<Integer, Float>() {
 
 			@Override
 			public Float map(Integer input) {
 				fail();
 				return 2.0f * input;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return 2.0 * input;";
 			}
-			
+
 		});
 		output.clear();
 		output.add(1f);
 		assertEquals(1, output.size());
-		
+
 	}
 }
diff --git a/src/aeminium/gpu/tests/operations/mergers/TestMapToReduce.java b/src/aeminium/gpu/tests/operations/mergers/TestMapToReduce.java
index fd5828f..d45c29b 100644
--- a/src/aeminium/gpu/tests/operations/mergers/TestMapToReduce.java
+++ b/src/aeminium/gpu/tests/operations/mergers/TestMapToReduce.java
@@ -7,27 +7,27 @@
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class TestMapToReduce extends TestCase {
-	
+
 	private static int TEST_SIZE = 32;
-	
-	public void testMapToReduce() { 
+
+	public void testMapToReduce() {
 		PList<Integer> example = new IntList();
 		for (int i = 0; i < TEST_SIZE; i++) {
 			example.add(1);
 		}
-		
-		Integer output = example.map(new LambdaMapper<Integer,Integer>() {
+
+		Integer output = example.map(new LambdaMapper<Integer, Integer>() {
 
 			@Override
 			public Integer map(Integer input) {
 				return 2 * input;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return 2 * input;";
 			}
-			
+
 		}).reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
@@ -39,46 +39,46 @@ public Integer combine(Integer input, Integer other) {
 			public Integer getSeed() {
 				return 0;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
 			}
-			
+
 		});
-		assertEquals(2 * TEST_SIZE,output.intValue());
+		assertEquals(2 * TEST_SIZE, output.intValue());
 	}
-	
-	public void testMapToMapToReduce() { 
+
+	public void testMapToMapToReduce() {
 		PList<Integer> example = new IntList();
 		for (int i = 0; i < TEST_SIZE; i++) {
 			example.add(1);
 		}
-		
-		Integer output = example.map(new LambdaMapper<Integer,Integer>() {
+
+		Integer output = example.map(new LambdaMapper<Integer, Integer>() {
 
 			@Override
 			public Integer map(Integer input) {
 				return 2 * input;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return 2 * input;";
 			}
-			
-		}).map(new LambdaMapper<Integer,Integer>() {
+
+		}).map(new LambdaMapper<Integer, Integer>() {
 
 			@Override
 			public Integer map(Integer input) {
 				return 3 * input;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return 3 * input;";
 			}
-			
+
 		}).reduce(new LambdaReducerWithSeed<Integer>() {
 
 			@Override
@@ -90,34 +90,34 @@ public Integer combine(Integer input, Integer other) {
 			public Integer getSeed() {
 				return 0;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
 			}
-			
+
 		});
-		assertEquals(2 * 3 * TEST_SIZE,output.intValue());
+		assertEquals(2 * 3 * TEST_SIZE, output.intValue());
 	}
-	
-	public void testMapToReduceWithDifferentTypes() { 
+
+	public void testMapToReduceWithDifferentTypes() {
 		PList<Integer> example = new IntList();
 		for (int i = 0; i < TEST_SIZE; i++) {
 			example.add(1);
 		}
-		
-		Float output = example.map(new LambdaMapper<Integer,Float>() {
+
+		Float output = example.map(new LambdaMapper<Integer, Float>() {
 
 			@Override
 			public Float map(Integer input) {
 				return 2.0f * input;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return 2.0 * input;";
 			}
-			
+
 		}).reduce(new LambdaReducerWithSeed<Float>() {
 
 			@Override
@@ -129,14 +129,14 @@ public Float combine(Float input, Float other) {
 			public Float getSeed() {
 				return 0f;
 			}
-			
+
 			@Override
 			public String getSource() {
 				return "return reduce_input_first + reduce_input_second;";
 			}
-			
+
 		});
-		assertEquals((float) (2.0 * TEST_SIZE),output.floatValue());
+		assertEquals((float) (2.0 * TEST_SIZE), output.floatValue());
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/tests/templates/SimpleTemplate.java b/src/aeminium/gpu/tests/templates/SimpleTemplate.java
index 209dfb4..0742430 100644
--- a/src/aeminium/gpu/tests/templates/SimpleTemplate.java
+++ b/src/aeminium/gpu/tests/templates/SimpleTemplate.java
@@ -10,40 +10,40 @@
 import aeminium.gpu.templates.Template;
 
 public class SimpleTemplate extends TestCase {
-	
 
-	
 	public void testTemplateApplication() {
 		Template t = new Template("Hello {{name}}!\n {{end}}");
 		HashMap<String, String> mapping = new HashMap<String, String>();
 		mapping.put("name", "Joaquim");
 		mapping.put("end", "Bye");
-		assertEquals("Hello Joaquim!\n Bye",t.apply(mapping));
+		assertEquals("Hello Joaquim!\n Bye", t.apply(mapping));
 	}
-	
+
 	public void testTwice() {
 		Template t = new Template("Hello {{name}}!\n {{end}} {{name}}!");
 		HashMap<String, String> mapping = new HashMap<String, String>();
 		mapping.put("name", "Joaquim");
 		mapping.put("end", "Bye");
-		assertEquals("Hello Joaquim!\n Bye Joaquim!",t.apply(mapping));
+		assertEquals("Hello Joaquim!\n Bye Joaquim!", t.apply(mapping));
 	}
-	
+
 	public void testFromFile() {
 		File f = null;
 		try {
 			f = File.createTempFile("hello", "txt");
-			BufferedWriter b = new BufferedWriter(new FileWriter(f.getAbsolutePath()));
+			BufferedWriter b = new BufferedWriter(new FileWriter(
+					f.getAbsolutePath()));
 			b.write("Hello {{name}}! How are you {{when}}? Bye {{name}}!");
 			b.close();
 		} catch (IOException e) {
 		}
-		
+
 		Template t = new Template(f);
 		HashMap<String, String> mapping = new HashMap<String, String>();
 		mapping.put("name", "Joaquim");
 		mapping.put("when", "today");
-		assertEquals("Hello Joaquim! How are you today? Bye Joaquim!\n",t.apply(mapping));
-	} 
-	
+		assertEquals("Hello Joaquim! How are you today? Bye Joaquim!\n",
+				t.apply(mapping));
+	}
+
 }
diff --git a/src/aeminium/gpu/utils/Pair.java b/src/aeminium/gpu/utils/Pair.java
index 088d44b..264e572 100644
--- a/src/aeminium/gpu/utils/Pair.java
+++ b/src/aeminium/gpu/utils/Pair.java
@@ -2,21 +2,23 @@
 
 // Source: http://stackoverflow.com/questions/779414/java-generics-pairstring-string-stored-in-hashmap-not-retrieving-key-value-pr
 
-
-public class Pair<TYPEA, TYPEB> implements Comparable< Pair<TYPEA, TYPEB> > {
+public class Pair<TYPEA, TYPEB> implements Comparable<Pair<TYPEA, TYPEB>> {
 	protected final TYPEA Key_;
 	protected final TYPEB Value_;
 
 	public Pair(TYPEA key, TYPEB value) {
-		Key_   = key;
+		Key_ = key;
 		Value_ = value;
 	}
+
 	public TYPEA getKey() {
 		return Key_;
 	}
+
 	public TYPEB getValue() {
 		return Value_;
 	}
+
 	public String toString() {
 		System.out.println("in toString()");
 		StringBuffer buff = new StringBuffer();
@@ -24,35 +26,39 @@ public String toString() {
 		buff.append(Key_);
 		buff.append("\tValue: ");
 		buff.append(Value_);
-		return(buff.toString() );
+		return (buff.toString());
 	}
-	public int compareTo( Pair<TYPEA, TYPEB> p1 ) { 
+
+	public int compareTo(Pair<TYPEA, TYPEB> p1) {
 		System.out.println("in compareTo()");
-		if ( null != p1 ) { 
-			if ( p1.equals(this) ) { 
-				return 0; 
-			} else if ( p1.hashCode() > this.hashCode() ) { 
+		if (null != p1) {
+			if (p1.equals(this)) {
+				return 0;
+			} else if (p1.hashCode() > this.hashCode()) {
 				return 1;
-			} else if ( p1.hashCode() < this.hashCode() ) { 
-				return -1;  
+			} else if (p1.hashCode() < this.hashCode()) {
+				return -1;
 			}
 		}
-		return(-1);
+		return (-1);
 	}
+
 	@Override
-	public boolean equals(Object o) { 
+	public boolean equals(Object o) {
 		System.out.println("in equals()");
-		if (o instanceof Pair) { 
+		if (o instanceof Pair) {
 			Pair<?, ?> p1 = (Pair<?, ?>) o;
-			if ( p1.Key_.equals( this.Key_ ) && p1.Value_.equals( this.Value_ ) ) { 
-				return(true);
+			if (p1.Key_.equals(this.Key_) && p1.Value_.equals(this.Value_)) {
+				return (true);
 			}
 		}
-		return(false);
+		return (false);
 	}
-	public int hashCode() { 
+
+	public int hashCode() {
 		int hashCode = Key_.hashCode() + (31 * Value_.hashCode());
-		System.out.println("in hashCode() [" + Integer.toString(hashCode) + "]");
-		return(hashCode);
+		System.out
+				.println("in hashCode() [" + Integer.toString(hashCode) + "]");
+		return (hashCode);
 	}
 }
\ No newline at end of file
diff --git a/src/aeminium/gpu/utils/PathHelper.java b/src/aeminium/gpu/utils/PathHelper.java
index c0099f4..f8db1b8 100644
--- a/src/aeminium/gpu/utils/PathHelper.java
+++ b/src/aeminium/gpu/utils/PathHelper.java
@@ -9,7 +9,6 @@
 
 public class PathHelper {
 
-
 	public static InputStream openFileAsStream(String fname) {
 		// First try inside the Jar
 		InputStream is = PathHelper.class.getResourceAsStream("/" + fname);
@@ -32,8 +31,8 @@ public static InputStream openFileAsStream(String fname) {
 		return null;
 	}
 
-
 	public static BufferedReader openFile(String fname) {
-		return new BufferedReader(new InputStreamReader(openFileAsStream(fname)));
+		return new BufferedReader(
+				new InputStreamReader(openFileAsStream(fname)));
 	}
 }
diff --git a/src/aeminium/gpu/utils/Statistics.java b/src/aeminium/gpu/utils/Statistics.java
index 341194d..529b560 100644
--- a/src/aeminium/gpu/utils/Statistics.java
+++ b/src/aeminium/gpu/utils/Statistics.java
@@ -2,7 +2,8 @@
 
 public class Statistics {
 	/**
-	 * @param population an array, the population
+	 * @param population
+	 *            an array, the population
 	 * @return the variance
 	 */
 	public static double variance(long[] population) {
@@ -22,7 +23,8 @@ public static double variance(long[] population) {
 	}
 
 	/**
-	 * @param population an array, the population
+	 * @param population
+	 *            an array, the population
 	 * @return the standard deviation
 	 */
 	public static double standard_deviation(long[] population) {
diff --git a/src/aeminium/gpu/utils/TimeoutController.java b/src/aeminium/gpu/utils/TimeoutController.java
index 5637f49..0efe4ac 100644
--- a/src/aeminium/gpu/utils/TimeoutController.java
+++ b/src/aeminium/gpu/utils/TimeoutController.java
@@ -1,4 +1,5 @@
 package aeminium.gpu.utils;
+
 /*
  * $Header: /home/jerenkrantz/tmp/commons/commons-convert/cvs/home/cvs/jakarta-commons//httpclient/src/java/org/apache/commons/httpclient/util/TimeoutController.java,v 1.6 2004/04/18 23:51:38 jsdever Exp $
  * $Revision: 480424 $
@@ -29,11 +30,11 @@
  *
  */
 
-
 /**
  * <p>
  * Executes a task with a specified timeout.
  * </p>
+ * 
  * @author Ortwin Glueck
  * @author <a href="mailto:mbowler@GargoyleSoftware.com">Mike Bowler</a>
  * @version $Revision: 480424 $
@@ -41,58 +42,69 @@
  */
 public final class TimeoutController {
 
-    /**
-     * Do not instantiate objects of this class. Methods are static.
-     */
-    private TimeoutController() {
-    }
+	/**
+	 * Do not instantiate objects of this class. Methods are static.
+	 */
+	private TimeoutController() {
+	}
 
-    /**
-     * Executes <code>task</code>. Waits for <code>timeout</code>
-     * milliseconds for the task to end and returns. If the task does not return
-     * in time, the thread is interrupted and an Exception is thrown.
-     * The caller should override the Thread.interrupt() method to something that
-     * quickly makes the thread die or use Thread.isInterrupted().
-     * @param task The thread to execute
-     * @param timeout The timeout in milliseconds. 0 means to wait forever.
-     * @throws TimeoutException if the timeout passes and the thread does not return.
-     */
-    public static void execute(Thread task, long timeout) throws TimeoutException {
-        task.start();
-        try {
-            task.join(timeout);
-        } catch (InterruptedException e) {
-            /* if somebody interrupts us he knows what he is doing */
-        }
-        if (task.isAlive()) {
-            task.interrupt();
-            throw new TimeoutException();
-        }
-    }
+	/**
+	 * Executes <code>task</code>. Waits for <code>timeout</code> milliseconds
+	 * for the task to end and returns. If the task does not return in time, the
+	 * thread is interrupted and an Exception is thrown. The caller should
+	 * override the Thread.interrupt() method to something that quickly makes
+	 * the thread die or use Thread.isInterrupted().
+	 * 
+	 * @param task
+	 *            The thread to execute
+	 * @param timeout
+	 *            The timeout in milliseconds. 0 means to wait forever.
+	 * @throws TimeoutException
+	 *             if the timeout passes and the thread does not return.
+	 */
+	public static void execute(Thread task, long timeout)
+			throws TimeoutException {
+		task.start();
+		try {
+			task.join(timeout);
+		} catch (InterruptedException e) {
+			/* if somebody interrupts us he knows what he is doing */
+		}
+		if (task.isAlive()) {
+			task.interrupt();
+			throw new TimeoutException();
+		}
+	}
 
-    /**
-     * Executes <code>task</code> in a new deamon Thread and waits for the timeout.
-     * @param task The task to execute
-     * @param timeout The timeout in milliseconds. 0 means to wait forever.
-     * @throws TimeoutException if the timeout passes and the thread does not return.
-     */
-    public static void execute(Runnable task, long timeout) throws TimeoutException {
-        Thread t = new Thread(task, "Timeout guard");
-        t.setDaemon(true);
-        execute(t, timeout);
-    }
+	/**
+	 * Executes <code>task</code> in a new deamon Thread and waits for the
+	 * timeout.
+	 * 
+	 * @param task
+	 *            The task to execute
+	 * @param timeout
+	 *            The timeout in milliseconds. 0 means to wait forever.
+	 * @throws TimeoutException
+	 *             if the timeout passes and the thread does not return.
+	 */
+	public static void execute(Runnable task, long timeout)
+			throws TimeoutException {
+		Thread t = new Thread(task, "Timeout guard");
+		t.setDaemon(true);
+		execute(t, timeout);
+	}
 
-    /**
-     * Signals that the task timed out.
-     */
-    public static class TimeoutException extends Exception {
-        /**
+	/**
+	 * Signals that the task timed out.
+	 */
+	public static class TimeoutException extends Exception {
+		/**
 		 * 
 		 */
 		private static final long serialVersionUID = 1L;
 
 		/** Create an instance */
-        public TimeoutException() {
-        }
-    }
+		public TimeoutException() {
+		}
+	}
 }

From a2b1923b0d7dbd231aea1fe29a6cfc1343a4b821 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 23 Oct 2012 23:37:58 +0100
Subject: [PATCH 003/276] Added Readme to the project.

---
 Readme.txt | 51 +++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 51 insertions(+)
 create mode 100644 Readme.txt

diff --git a/Readme.txt b/Readme.txt
new file mode 100644
index 0000000..9cb1adb
--- /dev/null
+++ b/Readme.txt
@@ -0,0 +1,51 @@
+AeminiumGPU
+
+A runtime library that exposes a Parallel Collection API with operations that can run
+either on the GPU or the CPU. The GPU execution uses the JavaCL bindings, which allow
+for the execution of the generated OpenCL Code.
+
+The OpenCL Code is generated by the AeminiumGPUCompiler project, and programs should
+be executed from that project.
+
+http://github.com/AEminium/AeminiumGPUCompiler
+
+
+This is part of the Æminium Project (http://aeminium.dei.uc.pt)
+
+Author:
+Alcides Fonseca <amaf@dei.uc.pt>
+
+
+How to execute:
+
+1) Clone (or download) the project.
+2) Make sure you have a OpenCL driver and compatible graphics card. 
+	If not, the code will execute on the CPU.
+3) ant record
+	This command will run the micro-benchmark for understanding what are the benefits
+	of the GPU in your machine.
+4) ant test 
+	This command will run the test suite to ensure everything works.
+5) ant run
+	This command will run the MainClass defined in the build.xml
+	
+All commands that execute something will automatically compile everything required.
+
+
+Source Code Organization:
+
+src/aeminium/gpu/
+	buffers: Classes that handle the copy to and from the GPU memory.
+	collections: Lists and Matrices for most basic types.
+	devices: Representation of CPU or GPU Devices.
+	examples: Some examples written for the GPU.
+	executables: Interfaces for GPU-ready Programs.
+	operations: Classes that define GPU and CPU operations (Map, Reduce, etc...)
+	recorder: For recording micro-benchmarks.
+	templates: OpenCL Kernel templates Loading.
+	tests: For unit tests.
+	utils: Miscellaneous common utilities.
+templates/
+	opencl: OpenCL Kernel Templates
+
+

From 9cf6cddf0d2aae1b766dfe676d8d3ebf7625d0ad Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 6 Dec 2014 16:14:56 +0000
Subject: [PATCH 004/276] Updated JavaCL to Snapshot-1.0

---
 .classpath                                   |   2 +-
 lib/javacl-1.0-20140629.155754-80-shaded.jar | Bin 0 -> 2274632 bytes
 lib/javacl-1.0.0-RC2-shaded.jar              | Bin 1291491 -> 0 bytes
 3 files changed, 1 insertion(+), 1 deletion(-)
 create mode 100644 lib/javacl-1.0-20140629.155754-80-shaded.jar
 delete mode 100644 lib/javacl-1.0.0-RC2-shaded.jar

diff --git a/.classpath b/.classpath
index 4f2f360..c4af85b 100644
--- a/.classpath
+++ b/.classpath
@@ -2,7 +2,7 @@
 <classpath>
 	<classpathentry kind="src" path="src"/>
 	<classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER/org.eclipse.jdt.internal.debug.ui.launcher.StandardVMType/JavaSE-1.6"/>
-	<classpathentry kind="lib" path="lib/javacl-1.0.0-RC2-shaded.jar"/>
 	<classpathentry kind="lib" path="lib/junit-4.10.jar"/>
+	<classpathentry kind="lib" path="lib/javacl-1.0-20140629.155754-80-shaded.jar"/>
 	<classpathentry kind="output" path="bin"/>
 </classpath>
diff --git a/lib/javacl-1.0-20140629.155754-80-shaded.jar b/lib/javacl-1.0-20140629.155754-80-shaded.jar
new file mode 100644
index 0000000000000000000000000000000000000000..a5c76c026a783452c7f5dcf0f7f5af3e41162665
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From 79c78912d45122cd6c0e35653d885c9f4c9ed9fc Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 6 Dec 2014 16:19:36 +0000
Subject: [PATCH 005/276] JavaCL included in the runtime jar.

---
 build.xml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/build.xml b/build.xml
index 5bb67c0..c264b72 100644
--- a/build.xml
+++ b/build.xml
@@ -39,7 +39,8 @@
 		<fileset dir="." includes="data/*" />
             <manifest>  
                 <attribute name="Main-Class" value="${main-class}"/>  
-            </manifest>  
+            </manifest>
+			<zipgroupfileset dir="${lib.dir}" includes="**/*.jar" />
         </jar>  
     </target>  
    

From f74189e3b417f808a1e0faa4df1c287056447d8e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Fri, 2 Jan 2015 21:02:02 +0000
Subject: [PATCH 006/276]  This is a combination of 16 commits. CPU and GPU
 backends now splitted.

---
 .classpath                                    |   1 +
 build.xml                                     |  20 +-
 lib/AeminiumRuntime.jar                       | Bin 0 -> 307294 bytes
 .../gpu/backends/cpu/CPUGenericKernel.java    |  16 ++
 src/aeminium/gpu/backends/cpu/CPUKernel.java  |   7 +
 src/aeminium/gpu/backends/cpu/CPUMap.java     |  92 +++++++
 .../gpu/backends/cpu/CPUPartialReduce.java    |  74 ++++++
 src/aeminium/gpu/backends/cpu/CPUReduce.java  |  95 +++++++
 .../cpu}/MersenneTwisterFast.java             |   2 +-
 .../gpu/GPUGenericKernel.java}                | 128 +++------
 .../gpu/GPUKernel.java}                       |  18 +-
 src/aeminium/gpu/backends/gpu/GPUMap.java     | 138 ++++++++++
 .../gpu/backends/gpu/GPUPartialReduce.java    | 142 ++++++++++
 src/aeminium/gpu/backends/gpu/GPUReduce.java  | 251 ++++++++++++++++++
 .../gpu}/MersenneTwisterGPU.java              |  17 +-
 .../gpu}/buffers/BufferHelper.java            |  24 +-
 .../gpu}/buffers/CharBufferFactory.java       |   2 +-
 .../gpu}/buffers/DoubleBufferFactory.java     |   2 +-
 .../gpu}/buffers/FloatBufferFactory.java      |   2 +-
 .../gpu}/buffers/IBufferFactory.java          |   2 +-
 .../gpu}/buffers/IntBufferFactory.java        |   2 +-
 .../gpu}/buffers/LongBufferFactory.java       |   2 +-
 .../gpu/generators/GenericReduceCodeGen.java  |  14 +
 .../gpu/generators}/MapCodeGen.java           |   8 +-
 .../gpu/generators}/MapReduceCodeGen.java     |  16 +-
 .../gpu/generators}/ReduceCodeGen.java        |  20 +-
 .../gpu/generators}/ReduceTemplateSource.java |   2 +-
 .../gpu/collections/lazyness/LazyPList.java   |   6 +
 .../gpu/collections/lazyness/RandomList.java  |  32 ++-
 .../gpu/collections/lazyness/Range.java       |  31 ++-
 .../gpu/collections/lists/AbstractList.java   |  23 +-
 .../gpu/collections/lists/BooleanList.java    |  13 +
 .../gpu/collections/lists/CharList.java       |  14 +
 .../gpu/collections/lists/DoubleList.java     |  14 +
 .../gpu/collections/lists/FloatList.java      |  14 +
 .../gpu/collections/lists/IntList.java        |  14 +
 .../gpu/collections/lists/LongList.java       |  14 +-
 src/aeminium/gpu/collections/lists/PList.java |   4 +-
 src/aeminium/gpu/devices/CPUDevice.java       |  62 +++++
 src/aeminium/gpu/devices/GPUDevice.java       |  29 +-
 src/aeminium/gpu/examples/MapExample.java     |  30 +++
 src/aeminium/gpu/examples/ReduceExample.java  |  36 +++
 src/aeminium/gpu/operations/Map.java          | 154 ++++-------
 src/aeminium/gpu/operations/MapReduce.java    | 200 +++-----------
 .../gpu/operations/PartialReduce.java         | 152 +++--------
 src/aeminium/gpu/operations/Reduce.java       | 233 +++-------------
 .../operations/contracts/BackendProgram.java  |   7 +
 .../operations/contracts/GenericProgram.java  |  81 ++++++
 .../gpu/operations/contracts/Program.java     |   6 +
 .../contracts}/ProgramLogger.java             |   2 +-
 .../operations/deciders/OpenCLDecider.java    |  40 ++-
 .../operations/functions/LambdaMapper.java    |   2 +-
 .../operations/functions/LambdaReducer.java   |   2 +-
 .../operations/mergers/MapToMapMerger.java    |  18 +-
 .../operations/mergers/MapToReduceMerger.java |   4 +-
 .../gpu/operations/utils/ExtractTypes.java    |  22 --
 src/aeminium/gpu/recorder/LoggerTimer.java    |   2 +-
 src/aeminium/gpu/recorder/Recorder.java       |   6 +-
 .../gpu/tests/lists/TestDoubleList.java       |   1 +
 .../gpu/tests/operations/TestMap.java         |   2 +-
 src/aeminium/gpu/utils/ExtractTypes.java      |  39 +++
 src/aeminium/gpu/utils/HardwareReport.java    | 102 +++++++
 .../{operations => }/utils/UniqCounter.java   |   2 +-
 63 files changed, 1728 insertions(+), 782 deletions(-)
 create mode 100644 lib/AeminiumRuntime.jar
 create mode 100644 src/aeminium/gpu/backends/cpu/CPUGenericKernel.java
 create mode 100644 src/aeminium/gpu/backends/cpu/CPUKernel.java
 create mode 100644 src/aeminium/gpu/backends/cpu/CPUMap.java
 create mode 100644 src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
 create mode 100644 src/aeminium/gpu/backends/cpu/CPUReduce.java
 rename src/aeminium/gpu/{operations/random => backends/cpu}/MersenneTwisterFast.java (99%)
 rename src/aeminium/gpu/{executables/GenericProgram.java => backends/gpu/GPUGenericKernel.java} (60%)
 rename src/aeminium/gpu/{executables/Program.java => backends/gpu/GPUKernel.java} (68%)
 create mode 100644 src/aeminium/gpu/backends/gpu/GPUMap.java
 create mode 100644 src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
 create mode 100644 src/aeminium/gpu/backends/gpu/GPUReduce.java
 rename src/aeminium/gpu/{operations/random => backends/gpu}/MersenneTwisterGPU.java (90%)
 rename src/aeminium/gpu/{ => backends/gpu}/buffers/BufferHelper.java (86%)
 rename src/aeminium/gpu/{ => backends/gpu}/buffers/CharBufferFactory.java (98%)
 rename src/aeminium/gpu/{ => backends/gpu}/buffers/DoubleBufferFactory.java (97%)
 rename src/aeminium/gpu/{ => backends/gpu}/buffers/FloatBufferFactory.java (97%)
 rename src/aeminium/gpu/{ => backends/gpu}/buffers/IBufferFactory.java (95%)
 rename src/aeminium/gpu/{ => backends/gpu}/buffers/IntBufferFactory.java (97%)
 rename src/aeminium/gpu/{ => backends/gpu}/buffers/LongBufferFactory.java (97%)
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/GenericReduceCodeGen.java
 rename src/aeminium/gpu/{operations/generator => backends/gpu/generators}/MapCodeGen.java (93%)
 rename src/aeminium/gpu/{operations/generator => backends/gpu/generators}/MapReduceCodeGen.java (89%)
 rename src/aeminium/gpu/{operations/generator => backends/gpu/generators}/ReduceCodeGen.java (91%)
 rename src/aeminium/gpu/{operations/generator => backends/gpu/generators}/ReduceTemplateSource.java (84%)
 create mode 100644 src/aeminium/gpu/devices/CPUDevice.java
 create mode 100644 src/aeminium/gpu/examples/MapExample.java
 create mode 100644 src/aeminium/gpu/examples/ReduceExample.java
 create mode 100644 src/aeminium/gpu/operations/contracts/BackendProgram.java
 create mode 100644 src/aeminium/gpu/operations/contracts/GenericProgram.java
 create mode 100644 src/aeminium/gpu/operations/contracts/Program.java
 rename src/aeminium/gpu/{executables => operations/contracts}/ProgramLogger.java (65%)
 delete mode 100644 src/aeminium/gpu/operations/utils/ExtractTypes.java
 create mode 100644 src/aeminium/gpu/utils/ExtractTypes.java
 create mode 100644 src/aeminium/gpu/utils/HardwareReport.java
 rename src/aeminium/gpu/{operations => }/utils/UniqCounter.java (75%)

diff --git a/.classpath b/.classpath
index c4af85b..7406f0f 100644
--- a/.classpath
+++ b/.classpath
@@ -4,5 +4,6 @@
 	<classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER/org.eclipse.jdt.internal.debug.ui.launcher.StandardVMType/JavaSE-1.6"/>
 	<classpathentry kind="lib" path="lib/junit-4.10.jar"/>
 	<classpathentry kind="lib" path="lib/javacl-1.0-20140629.155754-80-shaded.jar"/>
+	<classpathentry kind="lib" path="lib/AeminiumRuntime.jar"/>
 	<classpathentry kind="output" path="bin"/>
 </classpath>
diff --git a/build.xml b/build.xml
index c264b72..24a22d0 100644
--- a/build.xml
+++ b/build.xml
@@ -9,7 +9,8 @@
     <property name="templates.dir"     value="templates"/>
 	<property name="verbose" value="false" />
    
-    <property name="main-class"  value="aeminium.gpu.examples.RandomExample"/>
+    <property name="main-class"  value="aeminium.gpu.examples.ReduceExample"/>
+	<property name="info-class"  value="aeminium.gpu.utils.HardwareReport"/>
 	<property name="bench-class"  value="aeminium.gpu.recorder.Recorder"/>
      <property name="lib.dir"     value="lib"/>
    
@@ -43,6 +44,13 @@
 			<zipgroupfileset dir="${lib.dir}" includes="**/*.jar" />
         </jar>  
     </target>  
+	
+	<target name="fetchruntime">
+		<exec executable="ant" dir="../AeminiumRuntime/">
+			<arg value="jar" />
+		</exec>
+		<copy file="../AeminiumRuntime/dist/AeminiumRuntime.jar" todir="${lib.dir}" />
+	</target>
    
     <target name="run" depends="jar">  
         <java fork="true" classname="${main-class}">
@@ -53,6 +61,16 @@
                 <path location="${jar.dir}/${ant.project.name}.jar"/>  
             </classpath>  
         </java>  
+    </target>
+    <target name="info" depends="jar">  
+        <java fork="true" classname="${info-class}">
+        	<jvmarg value="-Xms512m" />
+			<jvmarg value="-Xmx1536m" />
+            <classpath>  
+                <path refid="classpath"/>  
+                <path location="${jar.dir}/${ant.project.name}.jar"/>  
+            </classpath>  
+        </java>  
     </target>  
    
 	<target name="record" depends="jar">  
diff --git a/lib/AeminiumRuntime.jar b/lib/AeminiumRuntime.jar
new file mode 100644
index 0000000000000000000000000000000000000000..b964c506e32cc73abe425783a9d92cfee1ef3d04
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HcmV?d00001

diff --git a/src/aeminium/gpu/backends/cpu/CPUGenericKernel.java b/src/aeminium/gpu/backends/cpu/CPUGenericKernel.java
new file mode 100644
index 0000000..cc2770a
--- /dev/null
+++ b/src/aeminium/gpu/backends/cpu/CPUGenericKernel.java
@@ -0,0 +1,16 @@
+package aeminium.gpu.backends.cpu;
+
+public abstract class CPUGenericKernel implements CPUKernel {
+
+	protected int start;
+	protected int end;
+	protected int size;
+	
+	@Override
+	public void setLimits(int start, int end) {
+		this.start = start;
+		this.end = end;
+		this.size = end - size;
+	}
+	
+}
diff --git a/src/aeminium/gpu/backends/cpu/CPUKernel.java b/src/aeminium/gpu/backends/cpu/CPUKernel.java
new file mode 100644
index 0000000..269d968
--- /dev/null
+++ b/src/aeminium/gpu/backends/cpu/CPUKernel.java
@@ -0,0 +1,7 @@
+package aeminium.gpu.backends.cpu;
+
+import aeminium.gpu.operations.contracts.BackendProgram;
+
+public interface CPUKernel extends BackendProgram {
+
+}
diff --git a/src/aeminium/gpu/backends/cpu/CPUMap.java b/src/aeminium/gpu/backends/cpu/CPUMap.java
new file mode 100644
index 0000000..7146b6e
--- /dev/null
+++ b/src/aeminium/gpu/backends/cpu/CPUMap.java
@@ -0,0 +1,92 @@
+package aeminium.gpu.backends.cpu;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.utils.ExtractTypes;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+import aeminium.runtime.helpers.loops.ForBody;
+import aeminium.runtime.helpers.loops.ForTask;
+
+public class CPUMap<I,O> extends CPUGenericKernel {
+
+	protected Task task;
+	
+	protected PList<I> input;
+	protected PList<O> output;
+	protected LambdaMapper<I, O> mapFun;
+	
+	protected String outputType;
+	
+	
+	public CPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
+		this(input, mapFun, ExtractTypes.getMapOutputType(mapFun, input));
+	}
+	
+	public CPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String ot) {
+		this.input = input;
+		this.mapFun = mapFun;
+		this.outputType = ot;
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void execute() {
+		output = (PList<O>) CollectionFactory.listFromType(outputType);
+		final int start = this.start;
+		task = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, input.size()), new ForBody<Integer>() {
+
+			@Override
+			public void iterate(Integer i, aeminium.runtime.Runtime rt,
+					Task current) {
+				output.set(i - start, mapFun.map(input.get(i)));
+			}
+			
+		}, Runtime.NO_HINTS);
+		CPUDevice.submit(task);
+	}
+
+	@Override
+	public void waitForExecution() {
+		CPUDevice.waitFor(task);
+	}
+	
+	public PList<O> getOutput() {
+		return output;
+	}
+	
+	public PList<I> getInput() {
+		return input;
+	}
+
+
+	public void setInput(PList<I> input) {
+		this.input = input;
+	}
+
+
+	public LambdaMapper<I, O> getMapFun() {
+		return mapFun;
+	}
+
+
+	public void setMapFun(LambdaMapper<I, O> mapFun) {
+		this.mapFun = mapFun;
+	}
+
+
+	public void setOutput(PList<O> output) {
+		this.output = output;
+	}
+
+	public String getOutputType() {
+		return outputType;
+	}
+
+	public void setOutputType(String outputType) {
+		this.outputType = outputType;
+	}
+
+}
diff --git a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
new file mode 100644
index 0000000..f4299ad
--- /dev/null
+++ b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
@@ -0,0 +1,74 @@
+package aeminium.gpu.backends.cpu;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.utils.ExtractTypes;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+import aeminium.runtime.helpers.loops.ForBody;
+import aeminium.runtime.helpers.loops.ForTask;
+
+public class CPUPartialReduce<O> extends CPUGenericKernel {
+	protected PList<O> input;
+	protected PList<O> output;
+	protected LambdaReducer<O> reduceFun;
+	
+	protected Task cTask;
+	
+	protected int outputSize;
+
+	public CPUPartialReduce(PList<O> input,
+			LambdaReducer<O> reduceFun, int outputSize) {
+		this.input = input;
+		this.reduceFun = reduceFun;
+		this.outputSize = outputSize;
+	}
+	
+	@SuppressWarnings("unchecked")
+	@Override
+	public void execute() {
+		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
+		cTask = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, end), new ForBody<Integer>() {
+
+			@Override
+			public void iterate(Integer line, aeminium.runtime.Runtime rt,
+					Task current) {
+				int stride = input.size() / end;
+				O acc;
+				if (reduceFun instanceof LambdaReducerWithSeed) {
+					LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun;
+					acc = red.getSeed();
+					for (int i = line * stride; i < (line+1) * stride; i++) {
+						acc = reduceFun.combine(acc, input.get(i));
+					}
+				} else {
+					acc = input.get(0);
+					for (int i = line * stride; i < (line+1) * stride; i++) {
+						acc = reduceFun.combine(acc, input.get(i));
+					}
+				}
+				output.set(line - start, acc);
+			}
+			
+		}, Runtime.NO_HINTS);
+		CPUDevice.submit(cTask);
+	}
+	
+	@Override
+	public void waitForExecution() {
+		CPUDevice.waitFor(cTask);
+	}
+	
+	public String getOutputType() {
+		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+	}
+	
+	public PList<O> getOutput() {
+		return output;
+	}
+
+	
+}
diff --git a/src/aeminium/gpu/backends/cpu/CPUReduce.java b/src/aeminium/gpu/backends/cpu/CPUReduce.java
new file mode 100644
index 0000000..a90dc2b
--- /dev/null
+++ b/src/aeminium/gpu/backends/cpu/CPUReduce.java
@@ -0,0 +1,95 @@
+package aeminium.gpu.backends.cpu;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.runtime.Body;
+import aeminium.runtime.Hints;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+
+public class CPUReduce<I, O> extends CPUGenericKernel {
+	protected PList<I> input;
+	protected O output;
+	protected LambdaMapper<I, O> mapFun;
+	protected LambdaReducerWithSeed<O> reduceFun;
+	
+	protected Task cTask;
+	protected ReducerBody cBody;
+	
+	public CPUReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
+		this(input, new LambdaMapper<I, O>() {
+			@SuppressWarnings("unchecked")
+			@Override
+			public O map(I input) {
+				return (O) input;
+			}
+		}, reduceFun);
+	}
+	
+	public CPUReduce(PList<I> input, LambdaMapper<I,O> mapper, LambdaReducerWithSeed<O> reduceFun) {
+		this.input = input;
+		this.reduceFun = reduceFun;
+		this.mapFun = mapper;
+	}
+	
+	@Override
+	public void execute() {
+		cBody = cpuParallelReducer(start, end);
+		cTask = CPUDevice.submit(cBody);
+	}
+	
+	@Override
+	public void waitForExecution() {
+		CPUDevice.waitFor(cTask);
+	}
+	
+	
+	public class ReducerBody implements Body {
+		public LambdaReducerWithSeed<O> reduceFun;
+		public O output;
+		public int start;
+		public int end;
+		
+		public ReducerBody(LambdaReducerWithSeed<O> reduceFun, int start, int end) {
+			this.start = start;
+			this.end = end;
+			this.reduceFun = reduceFun;
+			this.output = reduceFun.getSeed();
+		}
+		
+		@Override
+		public void execute(Runtime rt, Task current) throws Exception {
+			if ((end - start) > 4 && rt.parallelize(current)) {
+				int s = start + (end - start)/2;
+				ReducerBody b1 = cpuParallelReducer(start, s);
+				Task t1 = rt.createNonBlockingTask(b1, Hints.RECURSION);
+				rt.schedule(t1, Runtime.NO_PARENT, Runtime.NO_DEPS);
+				ReducerBody b2 = cpuParallelReducer(s, end);
+				Task t2 = rt.createNonBlockingTask(b2, Hints.RECURSION);
+				rt.schedule(t2, Runtime.NO_PARENT, Runtime.NO_DEPS);
+				t1.getResult();
+				t2.getResult();
+				output = reduceFun.combine(b1.output, b2.output);
+			} else {
+				for (int i=start; i < end; i++) {
+					output = reduceFun.combine(mapFun.map(input.get(i)), output);
+				}
+			}
+		}
+	}
+	
+	public ReducerBody cpuParallelReducer(final int start, final int end) {
+		return new ReducerBody(reduceFun, start, end);
+	}
+
+	public O getOutput() {
+		return cBody.output;
+	}
+
+	public void setOutput(O output) {
+		this.output = output;
+	}
+
+}
diff --git a/src/aeminium/gpu/operations/random/MersenneTwisterFast.java b/src/aeminium/gpu/backends/cpu/MersenneTwisterFast.java
similarity index 99%
rename from src/aeminium/gpu/operations/random/MersenneTwisterFast.java
rename to src/aeminium/gpu/backends/cpu/MersenneTwisterFast.java
index 9632cef..b420911 100644
--- a/src/aeminium/gpu/operations/random/MersenneTwisterFast.java
+++ b/src/aeminium/gpu/backends/cpu/MersenneTwisterFast.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.operations.random;
+package aeminium.gpu.backends.cpu;
 
 import java.io.*;
 import java.util.*;
diff --git a/src/aeminium/gpu/executables/GenericProgram.java b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
similarity index 60%
rename from src/aeminium/gpu/executables/GenericProgram.java
rename to src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
index 6ef3d27..cd6f568 100644
--- a/src/aeminium/gpu/executables/GenericProgram.java
+++ b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.executables;
+package aeminium.gpu.backends.gpu;
 
 import aeminium.gpu.devices.GPUDevice;
 
@@ -9,89 +9,57 @@
 import com.nativelibs4java.opencl.CLProgram;
 import com.nativelibs4java.opencl.CLQueue;
 
-public abstract class GenericProgram implements Program {
+public abstract class GPUGenericKernel implements GPUKernel {
 	protected GPUDevice device;
 	protected CLProgram program;
 	protected CLKernel kernel;
 	protected CLEvent kernelCompletion;
-	protected ProgramLogger logger = null;
-
+	
 	protected String otherSources;
-	protected long startTime;
 
-	protected abstract boolean willRunOnGPU();
 
-	public abstract void cpuExecution();
-
-	public void gpuExecution() {
-		device.execute(this);
+	protected long startTime;
+	
+	protected int start;
+	protected int end;
+	protected int size;
+	
+	@Override
+	public void setLimits(int start, int end) {
+		this.start = start;
+		this.end = end;
+		this.size = end - size;
 	}
-
+	
+	@Override
 	public void execute() {
-		/* Do we have a GPU available? */
-
-		if (device == null) {
-			if (System.getenv("DEBUG") != null) {
-				System.out.println("No GPU device available.");
-			}
-			cpuExecution();
-			return;
-		}
-
-		if (System.getenv("BENCH") != null) {
-			boolean isGpu = willRunOnGPU();
-			long startT = System.nanoTime();
-			gpuExecution();
-			long gpuT = System.nanoTime() - startT;
-
-			startT = System.nanoTime();
-			cpuExecution();
-			long cpuT = System.nanoTime() - startT;
-			System.out.println("> GPUreal: " + gpuT);
-			System.out.println("> CPUreal: " + cpuT);
-
-			if (isGpu == (gpuT < cpuT)) {
-				System.out.println("> GPUvsCPU: right");
-			} else {
-				System.out.println("> GPUvsCPU: wrong");
-			}
-			return;
-		}
-
-		if (System.getenv("FORCE") != null) {
-			if (System.getenv("FORCE").equals("GPU")) {
-				gpuExecution();
-			} else {
-				cpuExecution();
-			}
-			return;
-		}
-
-		/* Regular decision */
-		if (willRunOnGPU()) {
-			gpuExecution();
-		} else {
-			cpuExecution();
-		}
+		device.startExecution(this);
 	}
-
-	// Pipeline
-
+	
+	@Override
+	public void waitForExecution() {
+		device.awaitExecution(this);
+	}
+	
+	@Override
 	public void prepareSource(CLContext ctx) {
 		kernel = getOrCreateKernel(ctx);
 	}
-
 	abstract public void prepareBuffers(CLContext ctx);
 
 	abstract public void execute(CLContext ctx, CLQueue q);
 
 	abstract public void retrieveResults(CLContext ctx, CLQueue q);
-
+	
 	@Override
 	public void waitExecution(CLContext context, CLQueue queue) {
 		kernelCompletion.waitFor();
 		kernelCompletion = null;
 	}
+	
+	// CL Definitions
+	public abstract String getSource();
+	public abstract String getKernelName();
 
 	public void release() {
 		if (program != null) {
@@ -105,15 +73,8 @@ public void release() {
 		}
 		System.gc();
 	}
-
-	// CL Definitions
-
-	public abstract String getSource();
-
-	public abstract String getKernelName();
-
+	
 	// Pipeline Helpers
-
 	protected CLKernel getOrCreateKernel(CLContext ctx) {
 		return getOrCreateKernel(ctx, getKernelName());
 	}
@@ -122,7 +83,7 @@ protected CLKernel getOrCreateKernel(CLContext ctx, String kernelName) {
 		program = compileProgram(ctx);
 		return getKernel(program, kernelName);
 	}
-
+	
 	protected CLProgram compileProgram(CLContext ctx) {
 		try {
 			if (System.getenv("OPENCL") != null) {
@@ -146,31 +107,16 @@ protected CLKernel getKernel(CLProgram program, String kernelName) {
 			return null;
 		}
 	}
-
-	// Getters/Setters
-
-	public void setDevice(GPUDevice dev) {
-		device = dev;
-	}
-
-	public GPUDevice getDevice() {
-		return device;
-	}
-
-	public void setOtherSources(String otherSources) {
-		this.otherSources = otherSources;
-	}
-
+	
 	public String getOtherSources() {
 		return otherSources;
 	}
 
-	public ProgramLogger getLogger() {
-		return logger;
+	public void setOtherSources(String otherSources) {
+		this.otherSources = otherSources;
 	}
-
-	public void setLogger(ProgramLogger logger) {
-		this.logger = logger;
+	
+	public void setDevice(GPUDevice dev) {
+		this.device = dev;
 	}
-
 }
diff --git a/src/aeminium/gpu/executables/Program.java b/src/aeminium/gpu/backends/gpu/GPUKernel.java
similarity index 68%
rename from src/aeminium/gpu/executables/Program.java
rename to src/aeminium/gpu/backends/gpu/GPUKernel.java
index 859f011..1208326 100644
--- a/src/aeminium/gpu/executables/Program.java
+++ b/src/aeminium/gpu/backends/gpu/GPUKernel.java
@@ -1,24 +1,16 @@
-package aeminium.gpu.executables;
+package aeminium.gpu.backends.gpu;
+
+import aeminium.gpu.operations.contracts.BackendProgram;
 
 import com.nativelibs4java.opencl.CLContext;
 import com.nativelibs4java.opencl.CLQueue;
 
-public interface Program {
-
-	/* GPU Pipeline */
+public interface GPUKernel extends BackendProgram {
+	
 	public void prepareSource(CLContext ctx);
-
 	public void prepareBuffers(CLContext ctx);
-
 	public void execute(CLContext ctx, CLQueue q);
-
 	public void waitExecution(CLContext context, CLQueue queue);
-
 	public void retrieveResults(CLContext ctx, CLQueue q);
-
 	public void release();
-
-	public void setLogger(ProgramLogger logger);
-
-	public ProgramLogger getLogger();
 }
diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
new file mode 100644
index 0000000..18e1a73
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -0,0 +1,138 @@
+package aeminium.gpu.backends.gpu;
+
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.generators.MapCodeGen;
+import aeminium.gpu.collections.lazyness.Range;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.utils.ExtractTypes;
+
+import com.nativelibs4java.opencl.CLBuffer;
+import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLEvent;
+import com.nativelibs4java.opencl.CLQueue;
+
+public class GPUMap<I,O> extends GPUGenericKernel {
+	
+	protected PList<I> input;
+	protected PList<O> output;
+	protected LambdaMapper<I, O> mapFun;
+	
+	protected String outputType;
+	
+	protected CLBuffer<?> inbuffer;
+	private CLBuffer<?> outbuffer;
+	
+	private MapCodeGen gen;
+	
+	public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
+		this(input, mapFun, ExtractTypes.getMapOutputType(mapFun, input));
+	}
+	public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String ot) {
+		this.input = input;
+		this.mapFun = mapFun;
+		this.outputType = ot;
+		gen = new MapCodeGen(this);
+		if (input instanceof Range) {
+			gen.setRange(true);
+		}
+	}
+	
+	@Override
+	public String getKernelName() {
+		return gen.getMapKernelName();
+	}
+	
+	@Override
+	public String getSource() {
+		return gen.getMapKernelSource();
+	}
+
+	@Override
+	public void prepareBuffers(CLContext ctx) {
+		inbuffer = BufferHelper.createInputBufferFor(ctx, input, end);
+		outbuffer = BufferHelper.createOutputBufferFor(ctx, outputType,
+				end);
+	}
+
+	@Override
+	public void execute(CLContext ctx, CLQueue q) {
+		synchronized (kernel) {
+			// setArgs will throw an exception at runtime if the types / sizes
+			// of the arguments are incorrect
+			kernel.setArgs(inbuffer, outbuffer);
+
+			// Ask for 1-dimensional execution of length dataSize, with auto
+			// choice of local workgroup size :
+			kernelCompletion = kernel.enqueueNDRange(q,
+					new int[] { end }, new CLEvent[] {});
+		}
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void retrieveResults(CLContext ctx, CLQueue q) {
+		output = (PList<O>) BufferHelper.extractFromBuffer(outbuffer, q,
+				kernelCompletion, outputType, end);
+	}
+	
+	@Override
+	public void release() {
+		super.release();
+		this.inbuffer.release();
+		this.outbuffer.release();
+	}
+	
+	public String getMapOpenCLSource() {
+		return gen.getMapLambdaSource();
+	}
+
+	public String getMapOpenCLName() {
+		return gen.getMapLambdaName();
+	}
+	
+	
+	// Utils
+	
+	public String getInputType() {
+		return input.getType().getSimpleName().toString();
+	}
+	
+	public void setOutputType(String ot) {
+		outputType = ot;
+	}
+	
+	public String getOutputType() {
+		return outputType;
+	}
+
+	public PList<O> getOutput() {
+		return output;
+	}
+	
+	public PList<I> getInput() {
+		return input;
+	}
+
+
+	public void setInput(PList<I> input) {
+		this.input = input;
+	}
+
+
+	public LambdaMapper<I, O> getMapFun() {
+		return mapFun;
+	}
+
+
+	public void setMapFun(LambdaMapper<I, O> mapFun) {
+		this.mapFun = mapFun;
+	}
+
+
+	public void setOutput(PList<O> output) {
+		this.output = output;
+	}
+
+	
+}
diff --git a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
new file mode 100644
index 0000000..59be4cd
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
@@ -0,0 +1,142 @@
+package aeminium.gpu.backends.gpu;
+
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.generators.ReduceCodeGen;
+import aeminium.gpu.backends.gpu.generators.ReduceTemplateSource;
+import aeminium.gpu.collections.lazyness.Range;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.utils.ExtractTypes;
+
+import com.nativelibs4java.opencl.CLBuffer;
+import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLEvent;
+import com.nativelibs4java.opencl.CLQueue;
+
+public class GPUPartialReduce<O> extends GPUGenericKernel implements ReduceTemplateSource<O> {
+	
+	static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
+	
+	protected PList<O> input;
+	protected PList<O> output;
+	protected LambdaReducer<O> reduceFun;
+	protected int outputSize;
+	
+	protected CLBuffer<?> inbuffer;
+	private CLBuffer<?> outbuffer;
+
+	private ReduceCodeGen gen;
+	
+	public GPUPartialReduce(PList<O> input, LambdaReducer<O> reduceFun, int outputSize) {
+		this.input = input;
+		this.reduceFun = reduceFun;
+		this.outputSize = outputSize;
+		gen = new ReduceCodeGen(this);
+		if (reduceFun instanceof LambdaReducerWithSeed) {
+			gen.setHasSeed(true);
+		}
+		if (input instanceof Range) {
+			gen.setRange(true);
+		}
+	}
+	@Override
+	public String getKernelName() {
+		return gen.getReduceKernelName();
+	}
+	
+	@Override
+	public String getSource() {
+		return gen.getReduceKernelSource();
+	}
+
+	public String getReduceOpenCLSource() {
+		return gen.getReduceLambdaSource();
+	}
+
+	@Override
+	public void prepareBuffers(CLContext ctx) {
+		inbuffer = BufferHelper.createInputBufferFor(ctx, input, input.size());
+		outbuffer = BufferHelper.createInputOutputBufferFor(ctx,
+				getOutputType(), outputSize);
+	}
+
+	@Override
+	public void execute(CLContext ctx, CLQueue q) {
+		synchronized (kernel) {
+			kernel.setArgs(inbuffer, outbuffer, (long) input.size(),
+					(long) end, (long) (input.size() / outputSize));
+			kernelCompletion = kernel.enqueueNDRange(q,
+					new int[] { end }, null, new CLEvent[] {});
+		}
+	}
+
+	@SuppressWarnings("unchecked")
+	public void debugBuffers(CLContext ctx, CLQueue q) {
+		PList<O> li;
+
+		System.out.println("i:");
+		li = (PList<O>) BufferHelper.extractFromBuffer(inbuffer, q,
+				kernelCompletion, getOutputType(), input.size());
+		for (int i = 0; i < 35; i++) {
+			System.out.print(li.get(i) + ",");
+		}
+		System.out.println("___");
+
+		System.out.println("o:");
+		li = (PList<O>) BufferHelper.extractFromBuffer(outbuffer, q,
+				kernelCompletion, getOutputType(), input.size());
+		for (int i = 0; i < 35; i++) {
+			System.out.print(li.get(i) + ",");
+		}
+		System.out.println("___");
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void retrieveResults(CLContext ctx, CLQueue q) {
+		output = (PList<O>) BufferHelper.extractFromBuffer(outbuffer, q,
+				kernelCompletion, getOutputType(), end);
+	}
+
+	@Override
+	public void release() {
+		this.inbuffer.release();
+		this.outbuffer.release();
+		super.release();
+	}
+	
+	public PList<O> getOutput() {
+		return output;
+	}
+
+	// Helper Methods	
+
+	public String getOpenCLSeed() {
+		if (reduceFun instanceof LambdaReducerWithSeed) {
+			return ((LambdaReducerWithSeed<O>) reduceFun).getSeedSource();
+		} else {
+			return "return 0;";
+		}
+	}
+	
+	public LambdaReducer<O> getReduceFun() {
+		return reduceFun;
+	}
+
+	public void setReduceFun(LambdaReducerWithSeed<O> reduceFun) {
+		this.reduceFun = reduceFun;
+	}
+
+	public String getInputType() {
+		return input.getType().getSimpleName().toString();
+	}
+
+	public String getOutputType() {
+		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+	}
+
+	public int getOutputSize() {
+		return input.size();
+	}
+}
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
new file mode 100644
index 0000000..110fb7c
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -0,0 +1,251 @@
+package aeminium.gpu.backends.gpu;
+
+import org.bridj.Pointer;
+
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.generators.GenericReduceCodeGen;
+import aeminium.gpu.backends.gpu.generators.MapReduceCodeGen;
+import aeminium.gpu.backends.gpu.generators.ReduceCodeGen;
+import aeminium.gpu.backends.gpu.generators.ReduceTemplateSource;
+import aeminium.gpu.collections.lazyness.Range;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.utils.ExtractTypes;
+
+import com.nativelibs4java.opencl.CLBuffer;
+import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLEvent;
+import com.nativelibs4java.opencl.CLMem;
+import com.nativelibs4java.opencl.CLQueue;
+
+public class GPUReduce<I, O> extends GPUGenericKernel implements ReduceTemplateSource<O> {
+	
+	static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
+	
+	protected PList<I> input;
+	protected O output;
+	protected LambdaMapper<I, O> mapFun;
+	protected LambdaReducerWithSeed<O> reduceFun;
+	
+	protected CLBuffer<?> inbuffer;
+	protected CLBuffer<?> outbuffer;
+
+	private GenericReduceCodeGen gen;
+
+	private int blocks;
+	private int threads;
+	private int current_size;
+	
+	
+	public GPUReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
+		this.input = input;
+		this.mapFun = null;
+		this.reduceFun = reduceFun;
+		
+		gen = new ReduceCodeGen(this);
+		if (reduceFun instanceof LambdaReducerWithSeed) {
+			gen.setHasSeed(true);
+		}
+	}
+	
+	public GPUReduce(PList<I> input,  LambdaMapper<I, O> mapFun, LambdaReducerWithSeed<O> reduceFun) {
+		this.input = input;
+		this.mapFun = mapFun;
+		this.reduceFun = reduceFun;
+		
+		gen = new MapReduceCodeGen(this);
+		if (reduceFun instanceof LambdaReducerWithSeed) {
+			gen.setHasSeed(true);
+		}
+		if (input instanceof Range) {
+			gen.setRange(true);
+		}
+	}
+
+	@Override
+	public String getKernelName() {
+		return gen.getReduceKernelName();
+	}
+	
+	@Override
+	public String getSource() {
+		return gen.getReduceKernelSource();
+	}
+
+	public String getReduceOpenCLSource() {
+		return gen.getReduceLambdaSource();
+	}
+
+	@Override
+	public void prepareBuffers(CLContext ctx) {
+		inferBestValues();
+		if (gen instanceof MapReduceCodeGen) {
+			if (input instanceof Range) {
+				// Fake 1 byte data.
+				Pointer<Integer> ptr = Pointer.allocateInts(1).order(
+						ctx.getByteOrder());
+				inbuffer = ctx.createBuffer(CLMem.Usage.Input, ptr, false);
+			} else {
+				inbuffer = BufferHelper.createInputBufferFor(ctx, input, end);
+			}	
+		} else {
+			inbuffer = BufferHelper.createInputOutputBufferFor(ctx, input, end);
+		}
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void execute(CLContext ctx, CLQueue q) {
+
+		CLBuffer<?>[] tempBuffers = new CLBuffer<?>[2];
+		int depth = 0;
+		CLEvent[] eventsArr = new CLEvent[1];
+		int[] blockCountArr = new int[1];
+		current_size = end;
+
+		while (current_size > 1) {
+			int blocksInCurrentDepth = current_size
+					/ DEFAULT_MAX_REDUCTION_SIZE;
+			if (current_size > blocksInCurrentDepth
+					* DEFAULT_MAX_REDUCTION_SIZE) {
+				blocksInCurrentDepth++;
+			}
+			int iOutput = depth & 1;
+			CLBuffer<?> currentInput = (depth == 0) ? inbuffer
+					: tempBuffers[iOutput ^ 1];
+			outbuffer = (CLBuffer<O>) tempBuffers[iOutput];
+			if (outbuffer == null) {
+				tempBuffers[iOutput] = BufferHelper.createInputOutputBufferFor(
+						ctx, getOutputType(), blocksInCurrentDepth);
+				outbuffer = tempBuffers[iOutput];
+			}
+			synchronized (kernel) {
+				if (gen instanceof MapReduceCodeGen) {
+					kernel.setArgs(inbuffer, currentInput, outbuffer,
+							(long) current_size, (long) blocksInCurrentDepth,
+							(long) DEFAULT_MAX_REDUCTION_SIZE, (depth == 0) ? 1 : 0);
+				} else {
+					kernel.setArgs(currentInput, outbuffer, (long) current_size,
+						(long) blocksInCurrentDepth,
+						(long) DEFAULT_MAX_REDUCTION_SIZE);
+				}
+				int workgroupSize = blocksInCurrentDepth;
+				if (workgroupSize == 1)
+					workgroupSize = 2;
+				blockCountArr[0] = workgroupSize;
+				eventsArr[0] = kernel.enqueueNDRange(q, blockCountArr, null,
+						eventsArr);
+			}
+			
+			// debugBuffers(ctx, q, "in", currentInput, current_size);
+			// debugBuffers(ctx, q, "out", outbuffer, blocksInCurrentDepth);
+			
+			current_size = blocksInCurrentDepth;
+			depth++;
+		}
+
+		kernelCompletion = eventsArr[eventsArr.length - 1];
+
+	}
+
+	@SuppressWarnings("unchecked")
+	public void debugBuffers(CLContext ctx, CLQueue q, String bufname, CLBuffer<?> buf, int size) {
+		PList<O> li;
+
+		System.out.println("buf:" + bufname);
+		li = (PList<O>) BufferHelper.extractFromBuffer(buf, q,
+				kernelCompletion, getOutputType(), end);
+		for (int i = 0; i < size; i++) {
+			System.out.print(li.get(i) + ",");
+		}
+		System.out.println("___");
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void retrieveResults(CLContext ctx, CLQueue q) {
+		output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q,
+				kernelCompletion, getOutputType());
+	}
+
+	@Override
+	public void release() {
+		this.inbuffer.release();
+		// this.outbuffer.release();
+		super.release();
+	}
+	
+	public O getOutput() {
+		return output;
+	}
+
+	// Helper Methods
+
+	private void inferBestValues() {
+		int max_threads = 16;
+		int max_blocks = (int) device.getDevice().getMaxWorkGroupSize()
+				/ max_threads;
+		int n = input.size();
+
+		if (n < max_threads) {
+			threads = n;
+			blocks = 1;
+		} else {
+			threads = max_threads;
+			blocks = (n * 2 - 1) / (threads * 2);
+			blocks = (blocks > max_blocks) ? max_blocks : blocks;
+		}
+	}
+
+	static int getNextPowerOfTwo(int i) {
+		int shifted = 0;
+		boolean lost = false;
+		for (;;) {
+			int next = i >> 1;
+			if (next == 0) {
+				if (lost)
+					return 1 << (shifted + 1);
+				else
+					return 1 << shifted;
+			}
+			lost = lost || (next << 1 != i);
+			shifted++;
+			i = next;
+		}
+	}
+	
+
+	public LambdaReducerWithSeed<O> getReduceFun() {
+		return reduceFun;
+	}
+
+	public void setReduceFun(LambdaReducerWithSeed<O> reduceFun) {
+		this.reduceFun = reduceFun;
+	}
+	
+	public String getOpenCLSeed() {
+		return reduceFun.getSeedSource();
+	}
+
+	public String getInputType() {
+		return input.getType().getSimpleName().toString();
+	}
+
+	public String getOutputType() {
+		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+	}
+
+	public int getOutputSize() {
+		return input.size();
+	}
+
+	public LambdaMapper<I, O> getMapFun() {
+		return mapFun;
+	}
+
+	public void setMapFun(LambdaMapper<I, O> mapFun) {
+		this.mapFun = mapFun;
+	}
+
+}
diff --git a/src/aeminium/gpu/operations/random/MersenneTwisterGPU.java b/src/aeminium/gpu/backends/gpu/MersenneTwisterGPU.java
similarity index 90%
rename from src/aeminium/gpu/operations/random/MersenneTwisterGPU.java
rename to src/aeminium/gpu/backends/gpu/MersenneTwisterGPU.java
index 067ab07..e83ed8e 100644
--- a/src/aeminium/gpu/operations/random/MersenneTwisterGPU.java
+++ b/src/aeminium/gpu/backends/gpu/MersenneTwisterGPU.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.operations.random;
+package aeminium.gpu.backends.gpu;
 
 import java.io.IOException;
 import java.io.InputStream;
@@ -7,7 +7,6 @@
 import org.bridj.Pointer;
 
 import aeminium.gpu.devices.GPUDevice;
-import aeminium.gpu.executables.GenericProgram;
 import aeminium.gpu.templates.Template;
 import aeminium.gpu.templates.TemplateWrapper;
 import aeminium.gpu.utils.PathHelper;
@@ -20,7 +19,7 @@
 import com.nativelibs4java.opencl.CLMem.Usage;
 import com.nativelibs4java.opencl.CLQueue;
 
-public class MersenneTwisterGPU extends GenericProgram {
+public class MersenneTwisterGPU extends GPUGenericKernel {
 
 	private int PATH_N = 24000;
 	private int MT_RNG_COUNT = 4096;
@@ -95,7 +94,7 @@ private void loadMTGPU(Pointer<?> p, int seed, InputStream fis) {
 			for (int i = 0; i < MT_RNG_COUNT; i++) {
 				fis.read(buffer);
 				p.setBytesAtOffset(c, buffer);
-				p.setIntAtOffset(c + buffer.length - 4, seed); // Replace last
+				p.setIntAtIndex(c + buffer.length - 4, seed); // Replace last
 																// parameter by
 																// seed.
 				c += buffer.length;
@@ -133,16 +132,6 @@ private static int alignUp(int a, int b) {
 		return ((a % b) != 0) ? (a - a % b + b) : a;
 	}
 
-	@Override
-	protected boolean willRunOnGPU() {
-		return true;
-	}
-
-	@Override
-	public void cpuExecution() {
-		// Will never be called
-		return;
-	}
 
 	public CLBuffer<?> getOutputBuffer() {
 		return outputFinal;
diff --git a/src/aeminium/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
similarity index 86%
rename from src/aeminium/gpu/buffers/BufferHelper.java
rename to src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 32c76ec..c157446 100644
--- a/src/aeminium/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.buffers;
+package aeminium.gpu.backends.gpu.buffers;
 
 import java.util.HashMap;
 
@@ -62,7 +62,7 @@ private static <T> IBufferFactory getFactory(String type) {
 	}
 
 	public static <T> CLBuffer<?> createInputBufferFor(CLContext context,
-			PList<T> list) {
+			PList<T> list, int size) {
 		if (list instanceof LazyCollection) {
 			LazyCollection linput = (LazyCollection) list;
 			return linput.getGPUHelper().getInputBuffer(context);
@@ -75,8 +75,24 @@ public static <T> CLBuffer<?> createInputBufferFor(CLContext context,
 
 	public static <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
 			PList<T> list) {
-		IBufferFactory f = getFactory(list);
-		return f.createInputOutputBufferFor(context, list);
+		if (list instanceof LazyCollection) {
+			LazyCollection linput = (LazyCollection) list;
+			return linput.getGPUHelper().getInputBuffer(context);
+		} else {
+			IBufferFactory f = getFactory(list);
+			return f.createInputBufferFor(context, list);
+		}
+	}
+	
+	public static <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
+			PList<T> list, int size) {
+		if (list instanceof LazyCollection) {
+			LazyCollection linput = (LazyCollection) list;
+			return linput.getGPUHelper().getInputBuffer(context);
+		} else {
+			IBufferFactory f = getFactory(list);
+			return f.createInputBufferFor(context, list);
+		}
 	}
 
 	public static <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
diff --git a/src/aeminium/gpu/buffers/CharBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/CharBufferFactory.java
similarity index 98%
rename from src/aeminium/gpu/buffers/CharBufferFactory.java
rename to src/aeminium/gpu/backends/gpu/buffers/CharBufferFactory.java
index d9353a0..2fc0171 100644
--- a/src/aeminium/gpu/buffers/CharBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/CharBufferFactory.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.buffers;
+package aeminium.gpu.backends.gpu.buffers;
 
 import org.bridj.Pointer;
 
diff --git a/src/aeminium/gpu/buffers/DoubleBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/DoubleBufferFactory.java
similarity index 97%
rename from src/aeminium/gpu/buffers/DoubleBufferFactory.java
rename to src/aeminium/gpu/backends/gpu/buffers/DoubleBufferFactory.java
index 5f17d78..402a20b 100644
--- a/src/aeminium/gpu/buffers/DoubleBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/DoubleBufferFactory.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.buffers;
+package aeminium.gpu.backends.gpu.buffers;
 
 import org.bridj.Pointer;
 
diff --git a/src/aeminium/gpu/buffers/FloatBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/FloatBufferFactory.java
similarity index 97%
rename from src/aeminium/gpu/buffers/FloatBufferFactory.java
rename to src/aeminium/gpu/backends/gpu/buffers/FloatBufferFactory.java
index 7d0149a..74e075f 100644
--- a/src/aeminium/gpu/buffers/FloatBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/FloatBufferFactory.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.buffers;
+package aeminium.gpu.backends.gpu.buffers;
 
 import org.bridj.Pointer;
 
diff --git a/src/aeminium/gpu/buffers/IBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/IBufferFactory.java
similarity index 95%
rename from src/aeminium/gpu/buffers/IBufferFactory.java
rename to src/aeminium/gpu/backends/gpu/buffers/IBufferFactory.java
index 8aa17f0..a600e03 100644
--- a/src/aeminium/gpu/buffers/IBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/IBufferFactory.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.buffers;
+package aeminium.gpu.backends.gpu.buffers;
 
 import aeminium.gpu.collections.lists.PList;
 
diff --git a/src/aeminium/gpu/buffers/IntBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
similarity index 97%
rename from src/aeminium/gpu/buffers/IntBufferFactory.java
rename to src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
index de077a9..e31b306 100644
--- a/src/aeminium/gpu/buffers/IntBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.buffers;
+package aeminium.gpu.backends.gpu.buffers;
 
 import org.bridj.Pointer;
 
diff --git a/src/aeminium/gpu/buffers/LongBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/LongBufferFactory.java
similarity index 97%
rename from src/aeminium/gpu/buffers/LongBufferFactory.java
rename to src/aeminium/gpu/backends/gpu/buffers/LongBufferFactory.java
index f057cd8..b2b6230 100644
--- a/src/aeminium/gpu/buffers/LongBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/LongBufferFactory.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.buffers;
+package aeminium.gpu.backends.gpu.buffers;
 
 import org.bridj.Pointer;
 
diff --git a/src/aeminium/gpu/backends/gpu/generators/GenericReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/GenericReduceCodeGen.java
new file mode 100644
index 0000000..bee1fe5
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/GenericReduceCodeGen.java
@@ -0,0 +1,14 @@
+package aeminium.gpu.backends.gpu.generators;
+
+public interface GenericReduceCodeGen {
+	public String getMapLambdaSource();
+	public String getReduceLambdaSource();
+	public String getReduceKernelSource();
+	public String getReduceKernelName();
+	public String getMapLambdaName();
+	
+	public void setHasSeed(boolean b);
+	public boolean isRange();
+	public void setRange(boolean isRange);
+	
+}
diff --git a/src/aeminium/gpu/operations/generator/MapCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
similarity index 93%
rename from src/aeminium/gpu/operations/generator/MapCodeGen.java
rename to src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
index 7df0022..926e124 100644
--- a/src/aeminium/gpu/operations/generator/MapCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
@@ -1,9 +1,9 @@
-package aeminium.gpu.operations.generator;
+package aeminium.gpu.backends.gpu.generators;
 
 import java.util.HashMap;
 
-import aeminium.gpu.buffers.BufferHelper;
-import aeminium.gpu.operations.Map;
+import aeminium.gpu.backends.gpu.GPUMap;
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.templates.Template;
 import aeminium.gpu.templates.TemplateWrapper;
 
@@ -18,7 +18,7 @@ public class MapCodeGen {
 	private String[] parameters;
 	private boolean isRange = false;
 
-	public MapCodeGen(Map mapOp) {
+	public MapCodeGen(GPUMap mapOp) {
 		inputType = BufferHelper.getCLTypeOf(mapOp.getInputType());
 		outputType = BufferHelper.getCLTypeOf(mapOp.getOutputType());
 		clSource = mapOp.getMapFun().getSource();
diff --git a/src/aeminium/gpu/operations/generator/MapReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
similarity index 89%
rename from src/aeminium/gpu/operations/generator/MapReduceCodeGen.java
rename to src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
index 7995476..3cb7775 100644
--- a/src/aeminium/gpu/operations/generator/MapReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
@@ -1,20 +1,20 @@
-package aeminium.gpu.operations.generator;
+package aeminium.gpu.backends.gpu.generators;
 
 import java.util.HashMap;
 
-import aeminium.gpu.buffers.BufferHelper;
-import aeminium.gpu.operations.MapReduce;
+import aeminium.gpu.backends.gpu.GPUReduce;
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.templates.Template;
 import aeminium.gpu.templates.TemplateWrapper;
 
 @SuppressWarnings("rawtypes")
-public class MapReduceCodeGen {
-	private MapReduce op;
+public class MapReduceCodeGen implements GenericReduceCodeGen {
+	private GPUReduce op;
 	private String id;
 	private String[] map_parameters;
 	private boolean isRange = false;
 
-	public MapReduceCodeGen(MapReduce op) {
+	public MapReduceCodeGen(GPUReduce op) {
 		this.op = op;
 		id = op.getMapFun().getId() + "_" + op.getReduceFun().getId();
 		map_parameters = op.getMapFun().getParameters();
@@ -93,4 +93,8 @@ public void setRange(boolean isRange) {
 		this.isRange = isRange;
 	}
 
+	@Override
+	public void setHasSeed(boolean b) {		
+	}
+
 }
diff --git a/src/aeminium/gpu/operations/generator/ReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
similarity index 91%
rename from src/aeminium/gpu/operations/generator/ReduceCodeGen.java
rename to src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
index 850ffd5..447854a 100644
--- a/src/aeminium/gpu/operations/generator/ReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
@@ -1,13 +1,13 @@
-package aeminium.gpu.operations.generator;
+package aeminium.gpu.backends.gpu.generators;
 
 import java.util.HashMap;
 
-import aeminium.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.templates.Template;
 import aeminium.gpu.templates.TemplateWrapper;
 
 @SuppressWarnings("rawtypes")
-public class ReduceCodeGen {
+public class ReduceCodeGen implements GenericReduceCodeGen {
 
 	private String inputType;
 	private String outputType;
@@ -71,9 +71,9 @@ public String getReduceKernelSource() {
 		mapping.put("other_sources", otherSources);
 
 		if (isRange) {
-			mapping.put("get_input", "reduce_input[inputOffset]");
-		} else {
 			mapping.put("get_input", "inputOffset");
+		} else {
+			mapping.put("get_input", "reduce_input[inputOffset]");
 		}
 
 		if (hasSeed) {
@@ -107,4 +107,14 @@ public void setHasSeed(boolean b) {
 		hasSeed = b;
 	}
 
+	@Override
+	public String getMapLambdaSource() {
+		return null;
+	}
+
+	@Override
+	public String getMapLambdaName() {
+		return null;
+	}
+
 }
diff --git a/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java b/src/aeminium/gpu/backends/gpu/generators/ReduceTemplateSource.java
similarity index 84%
rename from src/aeminium/gpu/operations/generator/ReduceTemplateSource.java
rename to src/aeminium/gpu/backends/gpu/generators/ReduceTemplateSource.java
index dbbbfa7..a09ab46 100644
--- a/src/aeminium/gpu/operations/generator/ReduceTemplateSource.java
+++ b/src/aeminium/gpu/backends/gpu/generators/ReduceTemplateSource.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.operations.generator;
+package aeminium.gpu.backends.gpu.generators;
 
 import aeminium.gpu.operations.functions.LambdaReducer;
 
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPList.java b/src/aeminium/gpu/collections/lazyness/LazyPList.java
index 30ddf9c..86fbc24 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPList.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPList.java
@@ -121,4 +121,10 @@ public void setLazynessLevel(int lazynessLevel) {
 		this.lazynessLevel = lazynessLevel;
 	}
 
+	@Override
+	public PList<T> extend(PList<T> extra) {
+		evaluate();
+		return actual.extend(extra);
+	}
+
 }
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index f08dca4..6b1d396 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -1,7 +1,10 @@
 package aeminium.gpu.collections.lazyness;
 
+import java.util.Iterator;
 import java.util.Random;
 
+import aeminium.gpu.backends.cpu.MersenneTwisterFast;
+import aeminium.gpu.backends.gpu.MersenneTwisterGPU;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.matrices.PMatrix;
@@ -13,8 +16,6 @@
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.operations.random.MersenneTwisterFast;
-import aeminium.gpu.operations.random.MersenneTwisterGPU;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
@@ -147,10 +148,35 @@ public LazyGPUHelper getGPUHelper() {
 			public CLBuffer<?> getInputBuffer(CLContext ctx) {
 				MersenneTwisterGPU mt = new MersenneTwisterGPU(device, size(),
 						getSeed());
-				device.execute(mt);
+				device.startExecution(mt);
+				device.awaitExecution(mt);
 				return mt.getOutputBuffer();
 			}
 
 		};
 	}
+
+	@Override
+	public Iterator<Float> iterator() {
+		return new Iterator<Float>() {
+			
+			private int counter = 0;
+
+			@Override
+			public boolean hasNext() {
+				return counter < size();
+			}
+
+			@Override
+			public Float next() {
+				return get(counter++);
+			}
+			
+		};
+	}
+
+	@Override
+	public PList<Float> extend(PList<Float> extra) {
+		throw new ReadOnlyListException();
+	}
 }
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index ea93d10..437a566 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -1,5 +1,7 @@
 package aeminium.gpu.collections.lazyness;
 
+import java.util.Iterator;
+
 import org.bridj.Pointer;
 
 import aeminium.gpu.collections.factories.CollectionFactory;
@@ -10,7 +12,6 @@
 import aeminium.gpu.devices.DefaultDeviceFactory;
 import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.Map;
-import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
@@ -50,9 +51,10 @@ public <O> PList<O> map(LambdaMapper<Integer, O> mapper) {
 	@Override
 	public Integer reduce(LambdaReducerWithSeed<Integer> reducer) {
 		PList<Integer> result = map(new IntegerIdentityMapper());
-		Reduce<Integer> reduceOperation = new Reduce<Integer>(reducer, result,
+		return result.reduce(reducer);
+		/*Reduce<Integer> reduceOperation = new MapReduce<Integer>(reducer, this,
 				device);
-		return reduceOperation.getOutput();
+		return reduceOperation.getOutput();*/
 	}
 
 	@Override
@@ -137,5 +139,28 @@ public CLBuffer<?> getInputBuffer(CLContext ctx) {
 
 		};
 	}
+	
+	@Override
+	public Iterator<Integer> iterator() {
+		return new Iterator<Integer>() {
+			
+			private int counter = 0;
 
+			@Override
+			public boolean hasNext() {
+				return counter < size();
+			}
+
+			@Override
+			public Integer next() {
+				return counter++;
+			}
+			
+		};
+	}
+
+	@Override
+	public PList<Integer> extend(PList<Integer> extra) {
+		throw new ReadOnlyListException();
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/AbstractList.java b/src/aeminium/gpu/collections/lists/AbstractList.java
index 1d8ef66..956bcd0 100644
--- a/src/aeminium/gpu/collections/lists/AbstractList.java
+++ b/src/aeminium/gpu/collections/lists/AbstractList.java
@@ -1,5 +1,7 @@
 package aeminium.gpu.collections.lists;
 
+import java.util.Iterator;
+
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.matrices.PMatrix;
 import aeminium.gpu.collections.properties.Mappable;
@@ -12,7 +14,7 @@
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public abstract class AbstractList<T> implements PList<T>, Mappable<T>,
-		Reductionable<T> {
+		Reductionable<T>, Iterable<T> {
 
 	protected static final int DEFAULT_SIZE = 10000;
 	protected static final int INCREMENT_SIZE = 1000;
@@ -67,5 +69,24 @@ public T reduce(LambdaReducerWithSeed<T> reducer) {
 	public PMatrix<T> groupBy(int cols) {
 		return CollectionFactory.matrixfromPList(this, cols);
 	}
+	
+	@Override
+	public Iterator<T> iterator() {
+		return new Iterator<T>() {
+			
+			private int counter = 0;
+
+			@Override
+			public boolean hasNext() {
+				return counter < size();
+			}
+
+			@Override
+			public T next() {
+				return get(counter++);
+			}
+			
+		};
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index 5dda27f..73fbc1d 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -112,4 +112,17 @@ protected void ensureOneMore() {
 		}
 	}
 
+	@Override
+	public PList<Boolean> extend(PList<Boolean> extra) {
+		if (extra instanceof BooleanList) {
+			BooleanList other = (BooleanList) extra;
+			ensureNMore(other.size());
+			System.arraycopy(other.box, 0, box, size, extra.size());
+		} else {
+			for (Boolean b : extra) {
+				this.add(b);
+			}
+		}
+		return null;
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index 7805d4b..0f5592a 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -105,5 +105,19 @@ protected void ensureOneMore() {
 			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
+	
+	@Override
+	public PList<Character> extend(PList<Character> extra) {
+		if (extra instanceof CharList) {
+			CharList other = (CharList) extra;
+			ensureNMore(other.size());
+			System.arraycopy(other.box, 0, box, size, extra.size());
+		} else {
+			for (Character b : extra) {
+				this.add(b);
+			}
+		}
+		return null;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 24718de..2494b79 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -100,5 +100,19 @@ protected void ensureOneMore() {
 			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
+	
+	@Override
+	public PList<Double> extend(PList<Double> extra) {
+		if (extra instanceof DoubleList) {
+			DoubleList other = (DoubleList) extra;
+			ensureNMore(other.size());
+			System.arraycopy(other.box, 0, box, size, extra.size());
+		} else {
+			for (Double b : extra) {
+				this.add(b);
+			}
+		}
+		return null;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index 0db83c8..03d4f2a 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -100,5 +100,19 @@ protected void ensureOneMore() {
 			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
+	
+	@Override
+	public PList<Float> extend(PList<Float> extra) {
+		if (extra instanceof FloatList) {
+			FloatList other = (FloatList) extra;
+			ensureNMore(other.size());
+			System.arraycopy(other.box, 0, box, size, extra.size());
+		} else {
+			for (Float b : extra) {
+				this.add(b);
+			}
+		}
+		return null;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 7bf1c94..31b9584 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -100,4 +100,18 @@ public Class<?> getType() {
 		return Integer.class;
 	}
 
+	@Override
+	public PList<Integer> extend(PList<Integer> extra) {
+		if (extra instanceof IntList) {
+			IntList other = (IntList) extra;
+			ensureNMore(other.size());
+			System.arraycopy(other.box, 0, box, size, extra.size());
+		} else {
+			for (Integer b : extra) {
+				this.add(b);
+			}
+		}
+		return null;
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index a7a12bc..a569d09 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -6,7 +6,7 @@
 
 public class LongList extends AbstractList<Long> implements ConcreteCollection {
 
-	protected long[] box;
+	public long[] box;
 
 	public LongList() {
 		this(new long[DEFAULT_SIZE], 0);
@@ -100,4 +100,16 @@ protected void ensureOneMore() {
 		}
 	}
 
+	@Override
+	public PList<Long> extend(PList<Long> extra) {
+		if (extra instanceof LongList) {
+			LongList other = (LongList) extra;
+			ensureNMore(extra.size());
+			System.arraycopy(other.box, 0, box, size, other.size());
+			size += extra.size();
+		} else {
+			for (int i=0; i<extra.size(); i++) this.add(extra.get(i));
+		}
+		return this;
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/PList.java b/src/aeminium/gpu/collections/lists/PList.java
index 77c92b9..60bbd4a 100644
--- a/src/aeminium/gpu/collections/lists/PList.java
+++ b/src/aeminium/gpu/collections/lists/PList.java
@@ -6,7 +6,7 @@
 import aeminium.gpu.collections.properties.Reductionable;
 
 public interface PList<T> extends PCollection<T>, Mappable<T>,
-		Reductionable<T>, Groupable<T> {
+		Reductionable<T>, Groupable<T>, Iterable<T> {
 
 	/* Properties */
 	public int length();
@@ -33,5 +33,7 @@ public interface PList<T> extends PCollection<T>, Mappable<T>,
 
 	/* Lazyness */
 	public PList<T> evaluate();
+	
+	public PList<T> extend(PList<T> extra);
 
 }
diff --git a/src/aeminium/gpu/devices/CPUDevice.java b/src/aeminium/gpu/devices/CPUDevice.java
new file mode 100644
index 0000000..3438c04
--- /dev/null
+++ b/src/aeminium/gpu/devices/CPUDevice.java
@@ -0,0 +1,62 @@
+package aeminium.gpu.devices;
+
+import java.util.Arrays;
+
+import aeminium.runtime.Body;
+import aeminium.runtime.Hints;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+import aeminium.runtime.implementations.Factory;
+
+public class CPUDevice {
+	public static int rtcalls = 0;
+	public final static Runtime rt = Factory.getRuntime();
+	
+	public static void init() {
+		if (rtcalls++ == 0)
+			rt.init();
+	}
+
+	public static void shutdown() {
+		rtcalls--;
+		if (rtcalls < 1) {
+			rt.shutdown();
+			rtcalls = 0;
+		}
+	}	
+	
+	public static Task submit(Body b) {
+		init();
+		Task t = rt.createNonBlockingTask(b, Hints.LOOPS);
+		CPUDevice.rt.schedule(t, Runtime.NO_PARENT, Runtime.NO_DEPS);
+		return t;
+	}
+	
+	public static Task submit(Body b, Task... dep) {
+		if (rtcalls == 0) init();
+		Task t = rt.createNonBlockingTask(b, Hints.LOOPS);
+		CPUDevice.rt.schedule(t, Runtime.NO_PARENT, Arrays.asList(dep));
+		return t;
+	}
+	
+	public static Task submit(Task t) {
+		if (rtcalls == 0) init();
+		CPUDevice.rt.schedule(t, Runtime.NO_PARENT, Runtime.NO_DEPS);
+		return t;
+	}
+	
+	public static Task submit(Task t, Task... dep) {
+		if (rtcalls == 0) init();
+		CPUDevice.rt.schedule(t, Runtime.NO_PARENT, Arrays.asList(dep));
+		return t;
+	}
+	
+	public static int getParallelism() {
+		return java.lang.Runtime.getRuntime().availableProcessors();
+	}
+	
+	public static void waitFor(Task t) {
+		rt.waitToEmpty();
+		shutdown();
+	}
+}
diff --git a/src/aeminium/gpu/devices/GPUDevice.java b/src/aeminium/gpu/devices/GPUDevice.java
index 49787fb..b8fe0e9 100644
--- a/src/aeminium/gpu/devices/GPUDevice.java
+++ b/src/aeminium/gpu/devices/GPUDevice.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.devices;
 
-import aeminium.gpu.executables.Program;
-import aeminium.gpu.executables.ProgramLogger;
+import aeminium.gpu.backends.gpu.GPUKernel;
+import aeminium.gpu.operations.contracts.ProgramLogger;
 
 import com.nativelibs4java.opencl.CLBuildException;
 import com.nativelibs4java.opencl.CLContext;
@@ -12,6 +12,7 @@
 public class GPUDevice {
 	private CLContext context;
 	private CLQueue queue;
+	private ProgramLogger logger;
 
 	public GPUDevice(CLContext ctx) {
 		this.context = ctx;
@@ -31,20 +32,26 @@ public void compile(String kernel) {
 
 	}
 
-	public void execute(Program p) {
-		if (p.getLogger() != null) {
-			executeWithLogger(p);
+	public void startExecution(GPUKernel p) {
+		if (this.getLogger() != null) {
+			startExecutionWithLogger(p);
 			return;
 		}
 		p.prepareSource(context);
 		p.prepareBuffers(context);
 		p.execute(context, queue);
+	}
+	
+	public void awaitExecution(GPUKernel p) {
+		if (this.getLogger() != null) {
+			return;
+		}
 		p.retrieveResults(context, queue);
 		p.release();
 	}
 
-	private void executeWithLogger(Program p) {
-		ProgramLogger logger = p.getLogger();
+	private void startExecutionWithLogger(GPUKernel p) {
+		ProgramLogger logger = this.getLogger();
 		long startTime;
 
 		startTime = System.nanoTime();
@@ -109,5 +116,13 @@ public void setQueue(CLQueue queue) {
 	public void refreshQueue() {
 		queue = context.createDefaultProfilingQueue();
 	}
+	
+	public ProgramLogger getLogger() {
+		return logger;
+	}
+
+	public void setLogger(ProgramLogger logger) {
+		this.logger = logger;
+	}
 
 }
diff --git a/src/aeminium/gpu/examples/MapExample.java b/src/aeminium/gpu/examples/MapExample.java
new file mode 100644
index 0000000..5962d08
--- /dev/null
+++ b/src/aeminium/gpu/examples/MapExample.java
@@ -0,0 +1,30 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaMapper;
+
+public class MapExample {
+	public static void main(String[] args) {
+		int N = 1034;
+
+		PList<Integer> input = new IntList();
+		for (int i=0; i<N; i++)
+			input.add(i);
+		input = input.map(new LambdaMapper<Integer, Integer>() {
+
+			@Override
+			public Integer map(Integer input) {
+				return input + 1;
+			}
+
+			@Override
+			public String getSource() {
+				return "return input + 1;";
+			}
+
+		});
+		System.out.println("The first value is " + input.get(0));
+
+	}
+}
diff --git a/src/aeminium/gpu/examples/ReduceExample.java b/src/aeminium/gpu/examples/ReduceExample.java
new file mode 100644
index 0000000..54cbfc0
--- /dev/null
+++ b/src/aeminium/gpu/examples/ReduceExample.java
@@ -0,0 +1,36 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+public class ReduceExample {
+	public static void main(String[] args) {
+		int N = 1034;
+
+		PList<Integer> input = new IntList();
+		for (int i=0; i<N; i++)
+			input.add(i+1);
+		
+		int sum = input.reduce(new LambdaReducerWithSeed<Integer>() {
+
+			@Override
+			public Integer combine(Integer input, Integer other) {
+				return Math.max(input, other);
+			}
+
+			@Override
+			public String getSource() {
+				return "return max(reduce_input_first, reduce_input_second);";
+			}
+
+			@Override
+			public Integer getSeed() {
+				return 0;
+			}
+
+		});
+		System.out.println("The max value is " + sum + ", and should be " + N);
+
+	}
+}
diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index f39c46d..a80971f 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -1,36 +1,31 @@
 package aeminium.gpu.operations;
 
-import aeminium.gpu.buffers.BufferHelper;
-import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.backends.cpu.CPUMap;
+import aeminium.gpu.backends.gpu.GPUMap;
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.collections.lazyness.LazyEvaluator;
 import aeminium.gpu.collections.lazyness.LazyPList;
-import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
-import aeminium.gpu.executables.GenericProgram;
-import aeminium.gpu.executables.Program;
+import aeminium.gpu.operations.contracts.GenericProgram;
+import aeminium.gpu.operations.contracts.Program;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.operations.generator.MapCodeGen;
 import aeminium.gpu.operations.mergers.MapToMapMerger;
 import aeminium.gpu.operations.mergers.MapToReduceMerger;
-
-import com.nativelibs4java.opencl.CLBuffer;
-import com.nativelibs4java.opencl.CLContext;
-import com.nativelibs4java.opencl.CLEvent;
-import com.nativelibs4java.opencl.CLQueue;
+import aeminium.gpu.utils.ExtractTypes;
 
 public class Map<I, O> extends GenericProgram implements Program {
 
 	protected PList<I> input;
 	private PList<O> output;
 	protected LambdaMapper<I, O> mapFun;
-
-	protected CLBuffer<?> inbuffer;
-	private CLBuffer<?> outbuffer;
-
-	private MapCodeGen gen;
+	
+	
+	protected GPUMap<I, O> gpuOp;
+	protected CPUMap<I, O> cpuOp;
+	
 
 	// Constructors
 
@@ -43,74 +38,63 @@ public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other,
 		this.device = dev;
 		this.input = list;
 		this.mapFun = mapFun;
-		this.setOtherSources(other);
-		gen = new MapCodeGen(this);
-		if (list instanceof Range) {
-			gen.setRange(true);
-		}
+		
+		cpuOp = new CPUMap<I, O>(input, mapFun);
+		gpuOp = new GPUMap<I, O>(input, mapFun);
+		gpuOp.setOtherSources(other);
+		gpuOp.setDevice(dev);
 	}
 
-	protected boolean willRunOnGPU() {
-		return OpenCLDecider.useGPU(input.size(), input.size(),
-				mapFun.getSource(), mapFun.getSourceComplexity());
-	}
 
-	@SuppressWarnings("unchecked")
-	public void cpuExecution() {
-		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
-		for (int i = 0; i < input.size(); i++) {
-			output.add(mapFun.map(input.get(i)));
-		}
-	}
-
-	// Pipeline
-
-	@Override
-	public String getSource() {
-		return gen.getMapKernelSource();
-	}
-
-	public String getMapOpenCLSource() {
-		return gen.getMapLambdaSource();
+	public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other,
+			GPUDevice dev, String outputType) {
+		this.device = dev;
+		this.input = list;
+		this.mapFun = mapFun;
+		
+		cpuOp = new CPUMap<I, O>(input, mapFun, outputType);
+		gpuOp = new GPUMap<I, O>(input, mapFun, outputType);
+		gpuOp.setOtherSources(other);
+		gpuOp.setDevice(dev);
 	}
 
-	public String getMapOpenCLName() {
-		return gen.getMapLambdaName();
+	protected int getParallelUnits() {
+		return input.size();
 	}
-
+	
 	@Override
-	public void prepareBuffers(CLContext ctx) {
-		inbuffer = BufferHelper.createInputBufferFor(ctx, input);
-		outbuffer = BufferHelper.createOutputBufferFor(ctx, getOutputType(),
-				input.size());
+	protected int getBalanceSplitPoint() {
+		return OpenCLDecider.getSplitPoint(input.size(), input.size(), input.size(),
+				mapFun.getSource(), mapFun.getSourceComplexity());
 	}
+	
 
 	@Override
-	public void execute(CLContext ctx, CLQueue q) {
-		synchronized (kernel) {
-			// setArgs will throw an exception at runtime if the types / sizes
-			// of the arguments are incorrect
-			kernel.setArgs(inbuffer, outbuffer);
-
-			// Ask for 1-dimensional execution of length dataSize, with auto
-			// choice of local workgroup size :
-			kernelCompletion = kernel.enqueueNDRange(q,
-					new int[] { input.size() }, new CLEvent[] {});
-		}
+	public void cpuExecution(int start, int end) {
+		cpuOp.setLimits(start, end);
+		cpuOp.execute();
 	}
 
-	@SuppressWarnings("unchecked")
 	@Override
-	public void retrieveResults(CLContext ctx, CLQueue q) {
-		output = (PList<O>) BufferHelper.extractFromBuffer(outbuffer, q,
-				kernelCompletion, getOutputType(), input.size());
+	public void gpuExecution(int start, int end) {
+		gpuOp.setLimits(start, end);
+		gpuOp.execute();
 	}
 
 	@Override
-	public void release() {
-		super.release();
-		this.inbuffer.release();
-		this.outbuffer.release();
+	protected void mergeResults(boolean hasGPU, boolean hasCPU) {
+		if (!hasGPU) {
+			cpuOp.waitForExecution();
+			output = cpuOp.getOutput();
+		} else if (!hasCPU) {
+			gpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+		} else {
+			gpuOp.waitForExecution();
+			cpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+			output.extend(cpuOp.getOutput());
+		}
 	}
 
 	// Output
@@ -129,7 +113,7 @@ public PList<O> evaluate() {
 
 			@Override
 			public Class<?> getType() {
-				return BufferHelper.getClassOf(getOutputType());
+				return BufferHelper.getClassOf(ExtractTypes.getMapOutputType(mapFun, input));
 			}
 
 			@Override
@@ -160,29 +144,6 @@ public O mergeWithReducer(Reduce<O> reduceOp) {
 		return new LazyPList<O>(operation, input.size());
 	}
 
-	// Utils
-
-	public String getInputType() {
-		return input.getType().getSimpleName().toString();
-	}
-
-	public String getOutputType() {
-		Class<?> klass = mapFun.getClass();
-		try {
-			return klass.getMethod("map", input.getType()).getReturnType()
-					.getSimpleName().toString();
-		} catch (SecurityException e) {
-			e.printStackTrace();
-			return null;
-		} catch (NoSuchMethodException e) {
-			// Java sucks
-			// TODO: Compiler can give us this information.
-			System.out
-					.println("AeminiumGPU Runtime does not support generic types on Lambdas.");
-			System.exit(0);
-			return null;
-		}
-	}
 
 	public int getOutputSize() {
 		return input.size();
@@ -202,8 +163,11 @@ public void setMapFun(LambdaMapper<I, O> mapFun) {
 		this.mapFun = mapFun;
 	}
 
-	@Override
-	public String getKernelName() {
-		return gen.getMapKernelName();
+	public GPUMap<I, O> getGPUMap() {
+		return gpuOp;
 	}
+	
+	
+
+
 }
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index e6a34f6..d36ecb2 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -1,42 +1,25 @@
 package aeminium.gpu.operations;
 
-import org.bridj.Pointer;
-
-import aeminium.gpu.buffers.BufferHelper;
-import aeminium.gpu.collections.lazyness.Range;
+import aeminium.gpu.backends.cpu.CPUReduce;
+import aeminium.gpu.backends.gpu.GPUReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
-import aeminium.gpu.executables.GenericProgram;
-import aeminium.gpu.executables.Program;
+import aeminium.gpu.operations.contracts.GenericProgram;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.operations.generator.MapReduceCodeGen;
-import aeminium.gpu.operations.utils.ExtractTypes;
-
-import com.nativelibs4java.opencl.CLBuffer;
-import com.nativelibs4java.opencl.CLContext;
-import com.nativelibs4java.opencl.CLEvent;
-import com.nativelibs4java.opencl.CLMem;
-import com.nativelibs4java.opencl.CLQueue;
-
-public class MapReduce<I, O> extends GenericProgram implements Program {
+import aeminium.gpu.utils.ExtractTypes;
 
-	static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
+public class MapReduce<I, O> extends GenericProgram {
 
 	protected PList<I> input;
 	private O output;
 	protected LambdaMapper<I, O> mapFun;
 	protected LambdaReducerWithSeed<O> reduceFun;
-
-	protected CLBuffer<?> inbuffer;
-	private CLBuffer<O> outbuffer;
-
-	private MapReduceCodeGen gen;
-
-	private int blocks;
-	private int threads;
-	private int current_size;
+	
+	protected GPUReduce<I, O> gpuOp;
+	protected CPUReduce<I, O> cpuOp;
+	
 
 	// Constructors
 
@@ -47,11 +30,11 @@ public MapReduce(LambdaMapper<I, O> mapper,
 		this.input = list;
 		this.mapFun = mapper;
 		this.reduceFun = reducer;
-		this.setOtherSources(other);
-		gen = new MapReduceCodeGen(this);
-		if (list instanceof Range) {
-			gen.setRange(true);
-		}
+		
+		cpuOp = new CPUReduce<I, O>(input, mapFun, reduceFun);
+		gpuOp = new GPUReduce<I, O>(input, mapFun, reduceFun);
+		gpuOp.setOtherSources(other);
+		gpuOp.setDevice(dev);
 	}
 
 	private String mergeComplexities(String one, String two) {
@@ -61,140 +44,48 @@ private String mergeComplexities(String one, String two) {
 			return one;
 		return one + "+" + two;
 	}
+	
+	@Override
+	public int getParallelUnits() {
+		return this.input.size();
+	}
 
-	protected boolean willRunOnGPU() {
-		return OpenCLDecider.useGPU(
-				input.size(),
+	@Override
+	protected int getBalanceSplitPoint() {
+		return OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(),
 				1,
 				mapFun.getSource() + reduceFun.getSource(),
 				mergeComplexities(mapFun.getSourceComplexity(),
 						reduceFun.getSourceComplexity()));
 	}
 
-	public void cpuExecution() {
-		O accumulator = this.getReduceFun().getSeed();
-		for (int i = 0; i < input.size(); i++) {
-			accumulator = reduceFun.combine(mapFun.map(input.get(i)),
-					accumulator);
-		}
-		output = accumulator;
+	public void cpuExecution(int start, int end) {
+		cpuOp.setLimits(start, end);
+		cpuOp.execute();
 	}
 
-	// Pipeline
-
 	@Override
-	public String getSource() {
-		return gen.getReduceKernelSource();
-	}
-
-	public String getReduceOpenCLSource() {
-		return gen.getReduceLambdaSource();
+	public void gpuExecution(int start, int end) {
+		gpuOp.setLimits(start, end);
+		gpuOp.execute();
 	}
-
+	
 	@Override
-	public void prepareBuffers(CLContext ctx) {
-		inferBestValues();
-		if (input instanceof Range) {
-			// Fake 1 byte data.
-			Pointer<Integer> ptr = Pointer.allocateInts(1).order(
-					ctx.getByteOrder());
-			inbuffer = ctx.createBuffer(CLMem.Usage.Input, ptr, false);
+	protected void mergeResults(boolean hasGPU, boolean hasCPU) {
+		if (!hasGPU) {
+			cpuOp.waitForExecution();
+			output = cpuOp.getOutput();
+		} else if (!hasCPU) {
+			gpuOp.waitForExecution();
+			output = gpuOp.getOutput();
 		} else {
-			inbuffer = BufferHelper.createInputBufferFor(ctx, input);
+			gpuOp.waitForExecution();
+			cpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+			output = reduceFun.combine(output, cpuOp.getOutput());
 		}
 	}
-
-	@SuppressWarnings("unchecked")
-	@Override
-	public void execute(CLContext ctx, CLQueue q) {
-		CLBuffer<?>[] tempBuffers = new CLBuffer<?>[2];
-		int depth = 0;
-		CLEvent[] eventsArr = new CLEvent[1];
-		int[] blockCountArr = new int[1];
-		current_size = input.length();
-
-		while (current_size > 1) {
-			int blocksInCurrentDepth = current_size
-					/ DEFAULT_MAX_REDUCTION_SIZE;
-			if (current_size > blocksInCurrentDepth
-					* DEFAULT_MAX_REDUCTION_SIZE) {
-				blocksInCurrentDepth++;
-			}
-			int iOutput = depth & 1;
-			CLBuffer<?> currentInput = (depth == 0) ? inbuffer
-					: tempBuffers[iOutput ^ 1];
-			outbuffer = (CLBuffer<O>) tempBuffers[iOutput];
-			if (outbuffer == null) {
-				tempBuffers[iOutput] = BufferHelper.createInputOutputBufferFor(
-						ctx, getOutputType(), blocksInCurrentDepth);
-				outbuffer = (CLBuffer<O>) tempBuffers[iOutput];
-			}
-			synchronized (kernel) {
-				kernel.setArgs(inbuffer, currentInput, outbuffer,
-						(long) current_size, (long) blocksInCurrentDepth,
-						(long) DEFAULT_MAX_REDUCTION_SIZE, (depth == 0) ? 1 : 0);
-				int workgroupSize = blocksInCurrentDepth;
-				if (workgroupSize == 1)
-					workgroupSize = 2;
-				blockCountArr[0] = workgroupSize;
-				eventsArr[0] = kernel.enqueueNDRange(q, blockCountArr, null,
-						eventsArr);
-			}
-			current_size = blocksInCurrentDepth;
-			depth++;
-		}
-
-		kernelCompletion = eventsArr[eventsArr.length - 1];
-	}
-
-	@SuppressWarnings("unchecked")
-	@Override
-	public void retrieveResults(CLContext ctx, CLQueue q) {
-		// TODO: remove prints
-		output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q,
-				kernelCompletion, getOutputType());
-	}
-
-	@Override
-	public void release() {
-		this.inbuffer.release();
-		// this.middlebuffer.release();
-		// this.outbuffer.release();
-		super.release();
-	}
-
-	// Helper Methods
-
-	private void inferBestValues() {
-		int max_threads = (int) device.getDevice().getMaxWorkGroupSize();
-		int max_blocks = 512;
-		int n = input.size();
-
-		// threads = Math.min(nextPow2(n/2), max_threads);
-		// blocks = Math.min(nextPow2(n/2)/threads, max_blocks);
-
-		threads = (n < max_threads * 2) ? nextPow2((n + 1) / 2) : max_threads;
-		blocks = (n + (threads * 2 - 1)) / (threads * 2);
-		blocks = (blocks > max_blocks) ? max_blocks : blocks;
-	}
-
-	private int nextPow2(int i) {
-		int shifted = 0;
-		boolean lost = false;
-		for (;;) {
-			int next = i >> 1;
-			if (next == 0) {
-				if (lost)
-					return 1 << (shifted + 1);
-				else
-					return 1 << shifted;
-			}
-			lost = lost || (next << 1 != i);
-			shifted++;
-			i = next;
-		}
-	}
-
+	
 	// Output
 
 	public O getOutput() {
@@ -205,10 +96,6 @@ public O getOutput() {
 
 	// Utils
 
-	public String getOpenCLSeed() {
-		return reduceFun.getSeedSource();
-	}
-
 	public String getInputType() {
 		return input.getType().getSimpleName().toString();
 	}
@@ -247,9 +134,4 @@ public void setMapFun(LambdaMapper<I, O> mapFun) {
 		this.mapFun = mapFun;
 	}
 
-	@Override
-	public String getKernelName() {
-		return gen.getReduceKernelName();
-	}
-
 }
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index c0920cc..f2ff784 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -1,39 +1,26 @@
 package aeminium.gpu.operations;
 
-import aeminium.gpu.buffers.BufferHelper;
-import aeminium.gpu.collections.factories.CollectionFactory;
-import aeminium.gpu.collections.lazyness.Range;
+import aeminium.gpu.backends.cpu.CPUPartialReduce;
+import aeminium.gpu.backends.gpu.GPUPartialReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
-import aeminium.gpu.executables.GenericProgram;
-import aeminium.gpu.executables.Program;
+import aeminium.gpu.operations.contracts.GenericProgram;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.operations.generator.ReduceCodeGen;
-import aeminium.gpu.operations.generator.ReduceTemplateSource;
-import aeminium.gpu.operations.utils.ExtractTypes;
+import aeminium.gpu.utils.ExtractTypes;
 
-import com.nativelibs4java.opencl.CLBuffer;
-import com.nativelibs4java.opencl.CLContext;
-import com.nativelibs4java.opencl.CLEvent;
-import com.nativelibs4java.opencl.CLQueue;
+public class PartialReduce<O> extends GenericProgram {
 
-public class PartialReduce<O> extends GenericProgram implements Program,
-		ReduceTemplateSource<O> {
-
-	static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
 
 	protected PList<O> input;
 	protected PList<O> output;
 	protected int outputSize;
 	protected LambdaReducer<O> reduceFun;
-
-	protected CLBuffer<?> inbuffer;
-	private CLBuffer<?> outbuffer;
-
-	private ReduceCodeGen gen;
-
+	
+	protected GPUPartialReduce<O> gpuOp;
+	protected CPUPartialReduce<O> cpuOp;
+	
 	// Constructors
 
 	public PartialReduce(LambdaReducer<O> reduceFun2, PList<O> list,
@@ -47,102 +34,52 @@ public PartialReduce(LambdaReducer<O> reduceFun, PList<O> list,
 		this.input = list;
 		this.outputSize = outputSize;
 		this.reduceFun = reduceFun;
-		this.setOtherSources(other);
-		gen = new ReduceCodeGen(this);
-		if (list instanceof Range) {
-			gen.setRange(true);
-		}
-		if (reduceFun instanceof LambdaReducerWithSeed) {
-			gen.setHasSeed(true);
-		}
-	}
-
-	// only for subclasses
-	protected PartialReduce(LambdaReducer<O> reduceFun2, GPUDevice dev) {
-		this(reduceFun2, "", dev);
+		
+		cpuOp = new CPUPartialReduce<O>(input, reduceFun, outputSize);
+		gpuOp = new GPUPartialReduce<O>(input, reduceFun, outputSize);
+		gpuOp.setOtherSources(other);
+		gpuOp.setDevice(dev);
 	}
-
-	protected PartialReduce(LambdaReducer<O> reduceFun2, String other,
-			GPUDevice dev) {
-		this.device = dev;
-		this.reduceFun = reduceFun2;
-		this.setOtherSources(other);
-		gen = new ReduceCodeGen(this);
-	}
-
-	protected boolean willRunOnGPU() {
-		return OpenCLDecider.useGPU(input.size(), outputSize,
-				reduceFun.getSource(), reduceFun.getSourceComplexity());
-	}
-
-	@SuppressWarnings("unchecked")
-	public void cpuExecution() {
-		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
-		if (reduceFun instanceof LambdaReducerWithSeed) {
-			LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun;
-			O acc = red.getSeed();
-			for (int i = 0; i < input.size(); i++) {
-				acc = reduceFun.combine(acc, input.get(i));
-				if ((i + 1) % outputSize == 0) {
-					output.add(acc);
-					acc = red.getSeed();
-				}
-			}
-		} else {
-			O acc = input.get(0);
-			for (int i = 1; i < input.size(); i++) {
-				acc = reduceFun.combine(acc, input.get(i));
-				if ((i + 1) % outputSize == 0) {
-					output.add(acc);
-					acc = input.get(i++);
-				}
-			}
-		}
-
-	}
-
-	// Pipeline
-
+	
 	@Override
-	public String getSource() {
-		return gen.getReduceKernelSource();
-	}
-
-	public String getReduceOpenCLSource() {
-		return gen.getReduceLambdaSource();
+	public int getParallelUnits() {
+		return this.outputSize;
 	}
 
 	@Override
-	public void prepareBuffers(CLContext ctx) {
-		inbuffer = BufferHelper.createInputBufferFor(ctx, input);
-		outbuffer = BufferHelper.createInputOutputBufferFor(ctx,
-				getOutputType(), outputSize);
+	protected int getBalanceSplitPoint() {
+		return OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(), outputSize,
+				reduceFun.getSource(), reduceFun.getSourceComplexity());
 	}
-
-	@Override
-	public void execute(CLContext ctx, CLQueue q) {
-		synchronized (kernel) {
-			kernel.setArgs(inbuffer, outbuffer, (long) input.size(),
-					(long) outputSize, (long) (input.size() / outputSize));
-			kernelCompletion = kernel.enqueueNDRange(q,
-					new int[] { outputSize }, null, new CLEvent[] {});
-		}
+	
+	public void cpuExecution(int start, int end) {
+		cpuOp.setLimits(start, end);
+		cpuOp.execute();
 	}
 
-	@SuppressWarnings("unchecked")
 	@Override
-	public void retrieveResults(CLContext ctx, CLQueue q) {
-		output = (PList<O>) BufferHelper.extractFromBuffer(outbuffer, q,
-				kernelCompletion, getOutputType(), outputSize);
+	public void gpuExecution(int start, int end) {
+		gpuOp.setLimits(start, end);
+		gpuOp.execute();
 	}
-
+	
 	@Override
-	public void release() {
-		this.inbuffer.release();
-		this.outbuffer.release();
-		super.release();
+	protected void mergeResults(boolean hasGPU, boolean hasCPU) {
+		if (!hasGPU) {
+			cpuOp.waitForExecution();
+			output = cpuOp.getOutput();
+		} else if (!hasCPU) {
+			gpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+		} else {
+			gpuOp.waitForExecution();
+			cpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+			output.extend(cpuOp.getOutput());
+		}
 	}
 
+	
 	// Output
 
 	public PList<O> getOutput() {
@@ -187,9 +124,4 @@ public void setReduceFun(LambdaReducer<O> reduceFun) {
 		this.reduceFun = reduceFun;
 	}
 
-	@Override
-	public String getKernelName() {
-		return gen.getReduceKernelName();
-	}
-
 }
diff --git a/src/aeminium/gpu/operations/Reduce.java b/src/aeminium/gpu/operations/Reduce.java
index 8e8152c..7f01d5f 100644
--- a/src/aeminium/gpu/operations/Reduce.java
+++ b/src/aeminium/gpu/operations/Reduce.java
@@ -1,38 +1,22 @@
 package aeminium.gpu.operations;
 
-import aeminium.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.cpu.CPUReduce;
+import aeminium.gpu.backends.gpu.GPUReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
-import aeminium.gpu.executables.GenericProgram;
-import aeminium.gpu.executables.Program;
+import aeminium.gpu.operations.contracts.GenericProgram;
+import aeminium.gpu.operations.contracts.Program;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.operations.generator.ReduceCodeGen;
-import aeminium.gpu.operations.generator.ReduceTemplateSource;
-import aeminium.gpu.operations.utils.ExtractTypes;
 
-import com.nativelibs4java.opencl.CLBuffer;
-import com.nativelibs4java.opencl.CLContext;
-import com.nativelibs4java.opencl.CLEvent;
-import com.nativelibs4java.opencl.CLQueue;
-
-public class Reduce<O> extends GenericProgram implements Program,
-		ReduceTemplateSource<O> {
-
-	static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
+public class Reduce<O> extends GenericProgram implements Program {
 
 	protected PList<O> input;
 	private O output;
 	protected LambdaReducerWithSeed<O> reduceFun;
-
-	protected CLBuffer<?> inbuffer;
-	private CLBuffer<?> outbuffer;
-
-	private ReduceCodeGen gen;
-
-	private int blocks;
-	private int threads;
-	private int current_size;
+	
+	protected GPUReduce<O, O> gpuOp;
+	protected CPUReduce<O, O> cpuOp;
 
 	// Constructors
 
@@ -46,11 +30,11 @@ public Reduce(LambdaReducerWithSeed<O> reduceFun, PList<O> list,
 		this.device = dev;
 		this.input = list;
 		this.reduceFun = reduceFun;
-		this.setOtherSources(other);
-		gen = new ReduceCodeGen(this);
-		if (reduceFun instanceof LambdaReducerWithSeed) {
-			gen.setHasSeed(true);
-		}
+		
+		cpuOp = new CPUReduce<O, O>(input, reduceFun);
+		gpuOp = new GPUReduce<O, O>(input, reduceFun);
+		gpuOp.setOtherSources(other);
+		gpuOp.setDevice(dev);
 	}
 
 	// only for subclasses
@@ -60,182 +44,55 @@ protected Reduce(LambdaReducerWithSeed<O> reduceFun2, GPUDevice dev) {
 
 	protected Reduce(LambdaReducerWithSeed<O> reduceFun2, String other,
 			GPUDevice dev) {
-		this.device = dev;
-		this.reduceFun = reduceFun2;
-		this.setOtherSources(other);
-		gen = new ReduceCodeGen(this);
+		this(reduceFun2, null, other, dev);
 	}
 
-	protected boolean willRunOnGPU() {
-		return OpenCLDecider.useGPU(input.size(), 1, reduceFun.getSource(),
-				reduceFun.getSourceComplexity());
-	}
-
-	public void cpuExecution() {
-		output = this.getReduceFun().getSeed();
-		for (int i = 0; i < input.size(); i++) {
-			output = reduceFun.combine(input.get(i), output);
-		}
-	}
-
-	// Pipeline
-
+	
+	
 	@Override
-	public String getSource() {
-		return gen.getReduceKernelSource();
+	public int getParallelUnits() {
+		return this.input.size();
 	}
-
-	public String getReduceOpenCLSource() {
-		return gen.getReduceLambdaSource();
-	}
-
+	
 	@Override
-	public void prepareBuffers(CLContext ctx) {
-		inferBestValues();
-		inbuffer = BufferHelper.createInputOutputBufferFor(ctx, input);
+	protected int getBalanceSplitPoint() {
+		return OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(), 1,
+				reduceFun.getSource(), reduceFun.getSourceComplexity());
 	}
 
-	@SuppressWarnings("unchecked")
-	@Override
-	public void execute(CLContext ctx, CLQueue q) {
-
-		CLBuffer<?>[] tempBuffers = new CLBuffer<?>[2];
-		int depth = 0;
-		CLEvent[] eventsArr = new CLEvent[1];
-		int[] blockCountArr = new int[1];
-		current_size = input.length();
-
-		while (current_size > 1) {
-			int blocksInCurrentDepth = current_size
-					/ DEFAULT_MAX_REDUCTION_SIZE;
-			if (current_size > blocksInCurrentDepth
-					* DEFAULT_MAX_REDUCTION_SIZE) {
-				blocksInCurrentDepth++;
-			}
-			int iOutput = depth & 1;
-			CLBuffer<?> currentInput = (depth == 0) ? inbuffer
-					: tempBuffers[iOutput ^ 1];
-			outbuffer = (CLBuffer<O>) tempBuffers[iOutput];
-			if (outbuffer == null) {
-				tempBuffers[iOutput] = BufferHelper.createInputOutputBufferFor(
-						ctx, getOutputType(), blocksInCurrentDepth);
-				outbuffer = tempBuffers[iOutput];
-			}
-			synchronized (kernel) {
-				kernel.setArgs(currentInput, outbuffer, (long) current_size,
-						(long) blocksInCurrentDepth,
-						(long) DEFAULT_MAX_REDUCTION_SIZE);
-				int workgroupSize = blocksInCurrentDepth;
-				if (workgroupSize == 1)
-					workgroupSize = 2;
-				blockCountArr[0] = workgroupSize;
-				eventsArr[0] = kernel.enqueueNDRange(q, blockCountArr, null,
-						eventsArr);
-			}
-			current_size = blocksInCurrentDepth;
-			depth++;
-		}
-
-		kernelCompletion = eventsArr[eventsArr.length - 1];
-
+	public void cpuExecution(int start, int end) {
+		cpuOp.setLimits(start, end);
+		cpuOp.execute();
 	}
 
-	@SuppressWarnings("unchecked")
-	public void debugBuffers(CLContext ctx, CLQueue q) {
-		PList<O> li;
-
-		System.out.println("i:");
-		li = (PList<O>) BufferHelper.extractFromBuffer(inbuffer, q,
-				kernelCompletion, getOutputType(), input.size());
-		for (int i = 0; i < 35; i++) {
-			System.out.print(li.get(i) + ",");
-		}
-		System.out.println("___");
-
-		System.out.println("o:");
-		li = (PList<O>) BufferHelper.extractFromBuffer(outbuffer, q,
-				kernelCompletion, getOutputType(), input.size());
-		for (int i = 0; i < 35; i++) {
-			System.out.print(li.get(i) + ",");
-		}
-		System.out.println("___");
-	}
-
-	@SuppressWarnings("unchecked")
 	@Override
-	public void retrieveResults(CLContext ctx, CLQueue q) {
-		output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q,
-				kernelCompletion, getOutputType());
+	public void gpuExecution(int start, int end) {
+		gpuOp.setLimits(start, end);
+		gpuOp.execute();
 	}
 
 	@Override
-	public void release() {
-		this.inbuffer.release();
-		// this.outbuffer.release();
-		super.release();
-	}
-
-	// Helper Methods
-
-	private void inferBestValues() {
-		int max_threads = 16;
-		int max_blocks = (int) device.getDevice().getMaxWorkGroupSize()
-				/ max_threads;
-		int n = input.size();
-
-		if (n < max_threads) {
-			threads = n;
-			blocks = 1;
+	protected void mergeResults(boolean hasGPU, boolean hasCPU) {
+		if (!hasGPU) {
+			cpuOp.waitForExecution();
+			output = cpuOp.getOutput();
+		} else if (!hasCPU) {
+			gpuOp.waitForExecution();
+			output = gpuOp.getOutput();
 		} else {
-			threads = max_threads;
-			blocks = (n * 2 - 1) / (threads * 2);
-			blocks = (blocks > max_blocks) ? max_blocks : blocks;
-		}
-	}
-
-	static int getNextPowerOfTwo(int i) {
-		int shifted = 0;
-		boolean lost = false;
-		for (;;) {
-			int next = i >> 1;
-			if (next == 0) {
-				if (lost)
-					return 1 << (shifted + 1);
-				else
-					return 1 << shifted;
-			}
-			lost = lost || (next << 1 != i);
-			shifted++;
-			i = next;
+			gpuOp.waitForExecution();
+			cpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+			output = reduceFun.combine(output, cpuOp.getOutput());
 		}
 	}
 
 	// Output
-
 	public O getOutput() {
-		// No need for lazyness in reduces.
-		execute();
+		execute(); // No need for lazyness in reduces.
 		return output;
 	}
-
-	// Utils
-
-	public String getOpenCLSeed() {
-		return reduceFun.getSeedSource();
-	}
-
-	public String getInputType() {
-		return input.getType().getSimpleName().toString();
-	}
-
-	public String getOutputType() {
-		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
-	}
-
-	public int getOutputSize() {
-		return input.size();
-	}
-
+	
 	// Getters and Setters
 
 	public void setOutput(PList<O> output) {
@@ -253,10 +110,8 @@ public LambdaReducerWithSeed<O> getReduceFun() {
 	public void setReduceFun(LambdaReducerWithSeed<O> reduceFun) {
 		this.reduceFun = reduceFun;
 	}
-
-	@Override
-	public String getKernelName() {
-		return gen.getReduceKernelName();
+	
+	public GPUReduce<O, O> getGPUReduce() {
+		return gpuOp;
 	}
-
 }
diff --git a/src/aeminium/gpu/operations/contracts/BackendProgram.java b/src/aeminium/gpu/operations/contracts/BackendProgram.java
new file mode 100644
index 0000000..de7478c
--- /dev/null
+++ b/src/aeminium/gpu/operations/contracts/BackendProgram.java
@@ -0,0 +1,7 @@
+package aeminium.gpu.operations.contracts;
+
+public interface BackendProgram {
+	public void setLimits(int start, int end);
+	public void execute();
+	public void waitForExecution();
+}
diff --git a/src/aeminium/gpu/operations/contracts/GenericProgram.java b/src/aeminium/gpu/operations/contracts/GenericProgram.java
new file mode 100644
index 0000000..68f507a
--- /dev/null
+++ b/src/aeminium/gpu/operations/contracts/GenericProgram.java
@@ -0,0 +1,81 @@
+package aeminium.gpu.operations.contracts;
+
+import aeminium.gpu.devices.GPUDevice;
+
+public abstract class GenericProgram implements Program {
+	protected GPUDevice device;
+	protected long startTime;
+	protected int splitPoint = 0;
+
+	
+	protected abstract int getParallelUnits();
+	protected abstract int getBalanceSplitPoint();
+	protected abstract void mergeResults(boolean hasGPU, boolean hasCPU);
+	
+	public abstract void cpuExecution(int start, int end);
+	public abstract void gpuExecution(int start, int end);
+
+	public void execute() {
+		
+		int units = getParallelUnits();
+		int split = 0;
+		
+		/* Do we have a GPU available? */
+
+		if (device == null) {
+			if (System.getenv("DEBUG") != null) {
+				System.out.println("No GPU device available.");
+			}
+			cpuExecution(0, units);
+			mergeResults(false, true); // No GPU, has CPU
+			return;
+		}
+
+		split = getBalanceSplitPoint();
+		if (System.getenv("BENCH") != null) {
+			System.out.println("> Split: " + split);
+			boolean isGpu = ( split < (units-split) );
+			long startT = System.nanoTime();
+			gpuExecution(0, units);
+			long gpuT = System.nanoTime() - startT;
+
+			startT = System.nanoTime();
+			cpuExecution(0, units);
+			long cpuT = System.nanoTime() - startT;
+			System.out.println("> GPUreal: " + gpuT);
+			System.out.println("> CPUreal: " + cpuT);
+
+			if (isGpu == (gpuT < cpuT)) {
+				System.out.println("> GPUvsCPU: right");
+			} else {
+				System.out.println("> GPUvsCPU: wrong");
+			}
+			mergeResults(true, true);
+			return;
+		}
+
+		if (System.getenv("FORCE") != null) {
+			if (System.getenv("FORCE").equals("GPU")) {
+				split = units;
+			} else {
+				split = 0;
+			}
+		}
+		boolean hasGPU = split > 0;
+		boolean hasCPU = split < units;
+		
+		if (hasGPU) gpuExecution(0, split);
+		if (hasCPU) cpuExecution(split, units);
+		mergeResults(hasGPU, hasCPU);
+	}
+
+	// Getters/Setters
+
+	public void setDevice(GPUDevice dev) {
+		device = dev;
+	}
+
+	public GPUDevice getDevice() {
+		return device;
+	}
+}
diff --git a/src/aeminium/gpu/operations/contracts/Program.java b/src/aeminium/gpu/operations/contracts/Program.java
new file mode 100644
index 0000000..ae94ed4
--- /dev/null
+++ b/src/aeminium/gpu/operations/contracts/Program.java
@@ -0,0 +1,6 @@
+package aeminium.gpu.operations.contracts;
+
+
+public interface Program {	
+	public void execute();
+}
diff --git a/src/aeminium/gpu/executables/ProgramLogger.java b/src/aeminium/gpu/operations/contracts/ProgramLogger.java
similarity index 65%
rename from src/aeminium/gpu/executables/ProgramLogger.java
rename to src/aeminium/gpu/operations/contracts/ProgramLogger.java
index 5ec499e..7c72d66 100644
--- a/src/aeminium/gpu/executables/ProgramLogger.java
+++ b/src/aeminium/gpu/operations/contracts/ProgramLogger.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.executables;
+package aeminium.gpu.operations.contracts;
 
 public interface ProgramLogger {
 	public void saveTime(String name, long time);
diff --git a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
index ab2570b..aea08ba 100644
--- a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
+++ b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
@@ -1,39 +1,29 @@
 package aeminium.gpu.operations.deciders;
 
+import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.recorder.Configuration;
 
 public class OpenCLDecider {
 
 	private static final int LOOP_LIMIT = 20;
 
-	public static boolean useGPU(int size, int rsize, String code,
+	public static int getSplitPoint(int units, int size, int rsize, String code,
 			String complexity) {
-		boolean b = decide(size, rsize, code, complexity);
-		if (System.getenv("BENCH") != null) {
-			if (b) {
-				System.out.println("> GPUchoice");
-			} else {
-				System.out.println("> CPUchoice");
-			}
-		}
-		return b;
-	}
-
-	public static boolean decide(int size, int rsize, String code,
-			String complexity) {
-		return OpenCLDecider.decide(size, rsize, code, complexity, false);
+		return OpenCLDecider.decide(units, size, rsize, code, complexity, false);
 	}
 
-	public static boolean decide(int size, int rsize, String code,
+	public static int decide(int units, int size, int rsize, String code,
 			String complexity, boolean isRange) {
 		if (System.getProperties().containsKey("ForceGPU"))
-			return true;
+			return 0;
 		if (System.getProperties().containsKey("ForceCPU"))
-			return false;
+			return units;
 
+		int tasks_per_cpu_core = units / (10 * CPUDevice.getParallelism());
+		int defaultSplit = units - (tasks_per_cpu_core * CPUDevice.getParallelism());
+		
 		if (complexity == null || complexity.length() == 0) {
-			// FIXME: best option for base case.
-			return size > 10000;
+			return defaultSplit;
 		}
 
 		try {
@@ -46,14 +36,18 @@ public static boolean decide(int size, int rsize, String code,
 				System.out.println("> GPUexp: " + gpuTime);
 				System.out.println("> CPUexp: " + cpuTime);
 			}
-			return gpuTime < cpuTime;
-
+			
+			if (cpuTime < gpuTime) {
+				return 0;
+			} else {
+				return defaultSplit;
+			}
 		} catch (Exception e) {
 			if (System.getenv("DEBUG") != null) {
 				System.out.println("Failed to to consider GPU vs CPU.");
 				e.printStackTrace();
 			}
-			return true;
+			return 0;
 		}
 	}
 
diff --git a/src/aeminium/gpu/operations/functions/LambdaMapper.java b/src/aeminium/gpu/operations/functions/LambdaMapper.java
index 745e5a9..a19b859 100644
--- a/src/aeminium/gpu/operations/functions/LambdaMapper.java
+++ b/src/aeminium/gpu/operations/functions/LambdaMapper.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.operations.functions;
 
 import aeminium.gpu.collections.properties.operations.Mapper;
-import aeminium.gpu.operations.utils.UniqCounter;
+import aeminium.gpu.utils.UniqCounter;
 
 public abstract class LambdaMapper<I, O> implements Mapper<I, O>, GPUFunction {
 
diff --git a/src/aeminium/gpu/operations/functions/LambdaReducer.java b/src/aeminium/gpu/operations/functions/LambdaReducer.java
index 9d6f7b6..44bba96 100644
--- a/src/aeminium/gpu/operations/functions/LambdaReducer.java
+++ b/src/aeminium/gpu/operations/functions/LambdaReducer.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.operations.functions;
 
 import aeminium.gpu.collections.properties.operations.Reducer;
-import aeminium.gpu.operations.utils.UniqCounter;
+import aeminium.gpu.utils.UniqCounter;
 
 public abstract class LambdaReducer<I> implements Reducer<I>, GPUFunction {
 
diff --git a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
index f8a0322..fd4caee 100644
--- a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
@@ -34,22 +34,18 @@ public O map(I o) {
 					@Override
 					public String getSource() {
 						return String.format("return %s(%s(input));",
-								second.getMapOpenCLName(),
-								first.getMapOpenCLName());
+								second.getGPUMap().getMapOpenCLName(),
+								first.getGPUMap().getMapOpenCLName());
 					}
 				};
 
 				StringBuilder extraCode = new StringBuilder();
-				extraCode.append(first.getOtherSources());
-				extraCode.append(second.getOtherSources());
-				extraCode.append(first.getMapOpenCLSource());
-				extraCode.append(second.getMapOpenCLSource());
+				extraCode.append(first.getGPUMap().getOtherSources());
+				extraCode.append(second.getGPUMap().getOtherSources());
+				extraCode.append(first.getGPUMap().getMapOpenCLSource());
+				extraCode.append(second.getGPUMap().getMapOpenCLSource());
 				Map<I, O> op = new Map<I, O>(fakeLambda, current,
-						extraCode.toString(), first.getDevice()) {
-					public String getOutputType() {
-						return second.getOutputType();
-					}
-				};
+						extraCode.toString(), first.getDevice(), second.getGPUMap().getOutputType());
 				return op;
 			}
 
diff --git a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
index 7054b63..b29998f 100644
--- a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
@@ -27,8 +27,8 @@ public O getOutput() {
 			@Override
 			public O evaluate() {
 				StringBuilder extraCode = new StringBuilder();
-				extraCode.append(first.getOtherSources());
-				extraCode.append(second.getOtherSources());
+				extraCode.append(first.getGPUMap().getOtherSources());
+				extraCode.append(second.getGPUReduce().getOtherSources());
 				MapReduce<I, O> op = new MapReduce<I, O>(first.getMapFun(),
 						second.getReduceFun(), current, extraCode.toString(),
 						first.getDevice());
diff --git a/src/aeminium/gpu/operations/utils/ExtractTypes.java b/src/aeminium/gpu/operations/utils/ExtractTypes.java
deleted file mode 100644
index 193ec6e..0000000
--- a/src/aeminium/gpu/operations/utils/ExtractTypes.java
+++ /dev/null
@@ -1,22 +0,0 @@
-package aeminium.gpu.operations.utils;
-
-import java.lang.reflect.Method;
-
-public class ExtractTypes {
-	public static String extractReturnTypeOutOf(Object target, String methodName) {
-		Class<?> klass = target.getClass();
-		for (Method m : klass.getMethods()) {
-			if (m.getName().equals(methodName)) {
-				String pname = m.getReturnType().getSimpleName().toString();
-
-				// Ignore Object types.
-				if (!pname.equals("Object")) {
-					return pname;
-				}
-			}
-		}
-		System.out.println("AeminiumGPU doesn't support Generic Lambdas.");
-		System.exit(0);
-		return null;
-	}
-}
diff --git a/src/aeminium/gpu/recorder/LoggerTimer.java b/src/aeminium/gpu/recorder/LoggerTimer.java
index ab551fe..6bd589e 100644
--- a/src/aeminium/gpu/recorder/LoggerTimer.java
+++ b/src/aeminium/gpu/recorder/LoggerTimer.java
@@ -1,6 +1,6 @@
 package aeminium.gpu.recorder;
 
-import aeminium.gpu.executables.ProgramLogger;
+import aeminium.gpu.operations.contracts.ProgramLogger;
 
 public class LoggerTimer implements ProgramLogger {
 	RecordTracker tracker;
diff --git a/src/aeminium/gpu/recorder/Recorder.java b/src/aeminium/gpu/recorder/Recorder.java
index d4f4fdc..c1c5e61 100644
--- a/src/aeminium/gpu/recorder/Recorder.java
+++ b/src/aeminium/gpu/recorder/Recorder.java
@@ -141,8 +141,8 @@ public void executeExpr(String name, final LambdaMapper<Float, Float> expr,
 		// Record GPU Times
 		long t = System.nanoTime();
 		Map<Float, Float> op = new Map<Float, Float>(expr, input, dev);
-		op.setLogger(loggerGPU);
-		dev.execute(op);
+		dev.setLogger(loggerGPU);
+		op.gpuExecution(0, input.size());
 		final long gpuTime = System.nanoTime() - t;
 
 		// Record CPU Times
@@ -151,7 +151,7 @@ public void executeExpr(String name, final LambdaMapper<Float, Float> expr,
 			public void run() {
 				Map<Float, Float> op = new Map<Float, Float>(expr, input, dev);
 				long t = System.nanoTime();
-				op.cpuExecution();
+				op.cpuExecution(0, input.size());
 				loggerCPU.saveTime("execution", System.nanoTime() - t);
 			}
 		};
diff --git a/src/aeminium/gpu/tests/lists/TestDoubleList.java b/src/aeminium/gpu/tests/lists/TestDoubleList.java
index 141921c..f3f2192 100644
--- a/src/aeminium/gpu/tests/lists/TestDoubleList.java
+++ b/src/aeminium/gpu/tests/lists/TestDoubleList.java
@@ -1,3 +1,4 @@
+
 package aeminium.gpu.tests.lists;
 
 import aeminium.gpu.collections.lists.DoubleList;
diff --git a/src/aeminium/gpu/tests/operations/TestMap.java b/src/aeminium/gpu/tests/operations/TestMap.java
index fe5549a..6c9492e 100644
--- a/src/aeminium/gpu/tests/operations/TestMap.java
+++ b/src/aeminium/gpu/tests/operations/TestMap.java
@@ -32,7 +32,7 @@ public String getSource() {
 
 				});
 
-		for (int i = 0; i < size; i++) {
+		for (int i=0; i<size; i++) {
 			assertEquals(2 * i, output.get(i).intValue());
 		}
 	}
diff --git a/src/aeminium/gpu/utils/ExtractTypes.java b/src/aeminium/gpu/utils/ExtractTypes.java
new file mode 100644
index 0000000..9a35f2c
--- /dev/null
+++ b/src/aeminium/gpu/utils/ExtractTypes.java
@@ -0,0 +1,39 @@
+package aeminium.gpu.utils;
+
+import java.lang.reflect.Method;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaMapper;
+
+public class ExtractTypes {
+	public static String extractReturnTypeOutOf(Object target, String methodName) {
+		Class<?> klass = target.getClass();
+		for (Method m : klass.getMethods()) {
+			if (m.getName().equals(methodName)) {
+				String pname = m.getReturnType().getSimpleName().toString();
+
+				// Ignore Object types.
+				if (!pname.equals("Object")) {
+					return pname;
+				}
+			}
+		}
+		System.out.println("AeminiumGPU doesn't support Generic Lambdas.");
+		return null;
+	}
+	
+	public static String getMapOutputType(LambdaMapper<?,?> mapFun, PList<?> input) {
+		Class<?> klass = mapFun.getClass();
+		try {
+			return klass.getMethod("map", input.getType()).getReturnType()
+					.getSimpleName().toString();
+		} catch (SecurityException e) {
+			e.printStackTrace();
+			return null;
+		} catch (NoSuchMethodException e) {
+			System.out.println("AeminiumGPU Runtime does not support generic types on Lambdas.");
+			System.out.println(mapFun.getSource());
+			return null;
+		}
+	}
+}
diff --git a/src/aeminium/gpu/utils/HardwareReport.java b/src/aeminium/gpu/utils/HardwareReport.java
new file mode 100644
index 0000000..67e3aaf
--- /dev/null
+++ b/src/aeminium/gpu/utils/HardwareReport.java
@@ -0,0 +1,102 @@
+package aeminium.gpu.utils;
+
+import java.lang.reflect.InvocationTargetException;
+import java.lang.reflect.Method;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+
+import com.nativelibs4java.opencl.CLDevice;
+import com.nativelibs4java.opencl.CLPlatform;
+import com.nativelibs4java.opencl.InfoName;
+import com.nativelibs4java.opencl.JavaCL;
+
+public class HardwareReport {
+	public static void main(String[] args) {
+		for (CLPlatform platform : JavaCL.listPlatforms()) {
+			System.out.println("============= " + platform.toString()
+					+ " ============");
+			getHardwareReportComponent(platform);
+		}
+	}
+
+	public static void getHardwareReportComponent(CLPlatform platform) {
+		List<Map<String, Object>> list = listInfos(platform);
+		if (!list.isEmpty()) {
+			Set<String> keys = list.get(0).keySet();
+			for (Map<String, Object> device : list) {
+				Object value = device.get("CL_DEVICE_NAME");
+				System.out.println("device: " + value);
+				for (String key : keys) {
+					value = device.get(key);
+					if (value  instanceof Object[]) {
+						System.out.print(key + ": ");
+						for (Object o : (Object[]) value) {
+							System.out.print(o + ", ");
+						}
+						System.out.println();
+					} else {
+						System.out.println(key + ": " + value);
+					}
+				}
+			}
+		}
+	}
+
+	public static Map<String, Method> infoMethods(Class<?> c) {
+		Map<String, Method> mets = new TreeMap<String, Method>();
+		for (Method met : c.getMethods()) {
+			InfoName name = met.getAnnotation(InfoName.class);
+			if (name == null) {
+				continue;
+			}
+			mets.put(name.value(), met);
+		}
+		return mets;
+	}
+
+	public static List<Map<String, Object>> listInfos(CLPlatform platform) {
+		List<Map<String, Object>> ret = new ArrayList<Map<String, Object>>();
+		Map<String, Method> platMets = infoMethods(CLPlatform.class);
+		Map<String, Method> devMets = infoMethods(CLDevice.class);
+		Map<String, Object> platInfos = new TreeMap<String, Object>();
+		for (Map.Entry<String, Method> platMet : platMets.entrySet()) {
+			try {
+				platInfos.put(platMet.getKey(),
+						platMet.getValue().invoke(platform));
+			} catch (InvocationTargetException ex) {
+				if (ex.getCause() instanceof UnsupportedOperationException)
+					platInfos.put(platMet.getKey(), "n/a");
+				else {
+					platInfos.put(platMet.getKey(), "n/a");	
+				}
+			} catch (IllegalAccessException ex) {
+				ex.printStackTrace();
+				System.exit(1);
+			}
+		}
+		for (CLDevice device : platform.listAllDevices(false)) {
+			Map<String, Object> devInfos = new TreeMap<String, Object>(
+					platInfos);
+			for (Map.Entry<String, Method> devMet : devMets.entrySet()) {
+				try {
+					devInfos.put(devMet.getKey(),
+							devMet.getValue().invoke(device));
+				} catch (InvocationTargetException ex) {
+					if (ex.getCause() instanceof UnsupportedOperationException)
+						devInfos.put(devMet.getKey(), "n/a");
+					else {
+						devInfos.put(devMet.getKey(), "n/a");
+					}
+				} catch (IllegalAccessException ex) {
+					ex.printStackTrace();
+					System.exit(1);
+				}
+			}
+			ret.add(devInfos);
+		}
+		return ret;
+	}
+}
diff --git a/src/aeminium/gpu/operations/utils/UniqCounter.java b/src/aeminium/gpu/utils/UniqCounter.java
similarity index 75%
rename from src/aeminium/gpu/operations/utils/UniqCounter.java
rename to src/aeminium/gpu/utils/UniqCounter.java
index 5da2128..95158c0 100644
--- a/src/aeminium/gpu/operations/utils/UniqCounter.java
+++ b/src/aeminium/gpu/utils/UniqCounter.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.operations.utils;
+package aeminium.gpu.utils;
 
 public class UniqCounter {
 

From 2a3b653df86f525051a1351967833b4d901ce373 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 3 Jan 2015 15:19:05 +0000
Subject: [PATCH 007/276] Added MapToMapExample.

---
 build.xml                                     |  2 +-
 .../gpu/examples/MapToMapExample.java         | 45 +++++++++++++++++++
 2 files changed, 46 insertions(+), 1 deletion(-)
 create mode 100644 src/aeminium/gpu/examples/MapToMapExample.java

diff --git a/build.xml b/build.xml
index 24a22d0..7638b63 100644
--- a/build.xml
+++ b/build.xml
@@ -9,7 +9,7 @@
     <property name="templates.dir"     value="templates"/>
 	<property name="verbose" value="false" />
    
-    <property name="main-class"  value="aeminium.gpu.examples.ReduceExample"/>
+    <property name="main-class"  value="aeminium.gpu.examples.MapToMapExample"/>
 	<property name="info-class"  value="aeminium.gpu.utils.HardwareReport"/>
 	<property name="bench-class"  value="aeminium.gpu.recorder.Recorder"/>
      <property name="lib.dir"     value="lib"/>
diff --git a/src/aeminium/gpu/examples/MapToMapExample.java b/src/aeminium/gpu/examples/MapToMapExample.java
new file mode 100644
index 0000000..1de7106
--- /dev/null
+++ b/src/aeminium/gpu/examples/MapToMapExample.java
@@ -0,0 +1,45 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaMapper;
+
+public class MapToMapExample {
+	public static void main(String[] args) {
+		int N = 1034;
+
+		PList<Integer> input = new IntList();
+		for (int i=0; i<N; i++)
+			input.add(i);
+		input = input.map(new LambdaMapper<Integer, Integer>() {
+
+			@Override
+			public Integer map(Integer input) {
+				return input + 1;
+			}
+
+			@Override
+			public String getSource() {
+				return "return input + 1;";
+			}
+
+		});
+		
+		input = input.map(new LambdaMapper<Integer, Integer>() {
+
+			@Override
+			public Integer map(Integer input) {
+				return input * 2;
+			}
+
+			@Override
+			public String getSource() {
+				return "return input * 2;";
+			}
+
+		});
+		
+		System.out.println("The first value is " + input.get(0));
+
+	}
+}

From 46fbbf892cb92944f16d4534ee742192528b779b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 3 Jan 2015 15:28:00 +0000
Subject: [PATCH 008/276] OutputType now being passed via lambda.

---
 src/aeminium/gpu/backends/cpu/CPUMap.java           |  7 +------
 src/aeminium/gpu/backends/gpu/GPUMap.java           |  7 ++-----
 src/aeminium/gpu/operations/Map.java                | 13 -------------
 .../gpu/operations/functions/LambdaMapper.java      |  6 ++++++
 .../gpu/operations/mergers/MapToMapMerger.java      |  6 +++++-
 5 files changed, 14 insertions(+), 25 deletions(-)

diff --git a/src/aeminium/gpu/backends/cpu/CPUMap.java b/src/aeminium/gpu/backends/cpu/CPUMap.java
index 7146b6e..bdc1b59 100644
--- a/src/aeminium/gpu/backends/cpu/CPUMap.java
+++ b/src/aeminium/gpu/backends/cpu/CPUMap.java
@@ -4,7 +4,6 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.utils.ExtractTypes;
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
 import aeminium.runtime.helpers.loops.ForBody;
@@ -22,13 +21,9 @@ public class CPUMap<I,O> extends CPUGenericKernel {
 	
 	
 	public CPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
-		this(input, mapFun, ExtractTypes.getMapOutputType(mapFun, input));
-	}
-	
-	public CPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String ot) {
 		this.input = input;
 		this.mapFun = mapFun;
-		this.outputType = ot;
+		outputType = mapFun.getOutputType();
 	}
 
 	@SuppressWarnings("unchecked")
diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index 18e1a73..55593dd 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -5,7 +5,6 @@
 import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.utils.ExtractTypes;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
@@ -26,12 +25,10 @@ public class GPUMap<I,O> extends GPUGenericKernel {
 	private MapCodeGen gen;
 	
 	public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
-		this(input, mapFun, ExtractTypes.getMapOutputType(mapFun, input));
-	}
-	public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String ot) {
 		this.input = input;
 		this.mapFun = mapFun;
-		this.outputType = ot;
+		outputType = mapFun.getOutputType();
+		
 		gen = new MapCodeGen(this);
 		if (input instanceof Range) {
 			gen.setRange(true);
diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index a80971f..3b93ca1 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -45,19 +45,6 @@ public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other,
 		gpuOp.setDevice(dev);
 	}
 
-
-	public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other,
-			GPUDevice dev, String outputType) {
-		this.device = dev;
-		this.input = list;
-		this.mapFun = mapFun;
-		
-		cpuOp = new CPUMap<I, O>(input, mapFun, outputType);
-		gpuOp = new GPUMap<I, O>(input, mapFun, outputType);
-		gpuOp.setOtherSources(other);
-		gpuOp.setDevice(dev);
-	}
-
 	protected int getParallelUnits() {
 		return input.size();
 	}
diff --git a/src/aeminium/gpu/operations/functions/LambdaMapper.java b/src/aeminium/gpu/operations/functions/LambdaMapper.java
index a19b859..6bd69b0 100644
--- a/src/aeminium/gpu/operations/functions/LambdaMapper.java
+++ b/src/aeminium/gpu/operations/functions/LambdaMapper.java
@@ -1,6 +1,7 @@
 package aeminium.gpu.operations.functions;
 
 import aeminium.gpu.collections.properties.operations.Mapper;
+import aeminium.gpu.utils.ExtractTypes;
 import aeminium.gpu.utils.UniqCounter;
 
 public abstract class LambdaMapper<I, O> implements Mapper<I, O>, GPUFunction {
@@ -27,4 +28,9 @@ public String getId() {
 			id = UniqCounter.getNewId();
 		return id;
 	}
+	
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getOutputType() {
+		return ExtractTypes.extractReturnTypeOutOf(this, "map");
+	}
 }
diff --git a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
index fd4caee..799eeb6 100644
--- a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
@@ -37,6 +37,10 @@ public String getSource() {
 								second.getGPUMap().getMapOpenCLName(),
 								first.getGPUMap().getMapOpenCLName());
 					}
+					
+					public String getOutputType() {
+						return second.getMapFun().getOutputType();
+					}
 				};
 
 				StringBuilder extraCode = new StringBuilder();
@@ -45,7 +49,7 @@ public String getSource() {
 				extraCode.append(first.getGPUMap().getMapOpenCLSource());
 				extraCode.append(second.getGPUMap().getMapOpenCLSource());
 				Map<I, O> op = new Map<I, O>(fakeLambda, current,
-						extraCode.toString(), first.getDevice(), second.getGPUMap().getOutputType());
+						extraCode.toString(), first.getDevice());
 				return op;
 			}
 

From 4be81d27c844d94ef4b1fb113db63e839266a538 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 3 Jan 2015 15:29:25 +0000
Subject: [PATCH 009/276] Map now includes Other Sources in constructor.

---
 src/aeminium/gpu/backends/gpu/GPUMap.java | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index 55593dd..b4ba8ee 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -24,10 +24,11 @@ public class GPUMap<I,O> extends GPUGenericKernel {
 	
 	private MapCodeGen gen;
 	
-	public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
+	public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String otherSources) {
 		this.input = input;
 		this.mapFun = mapFun;
 		outputType = mapFun.getOutputType();
+		this.setOtherSources(otherSources);
 		
 		gen = new MapCodeGen(this);
 		if (input instanceof Range) {

From a3df79e9a8311db7d33d92b603bfaca8c333cb67 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 3 Jan 2015 15:35:24 +0000
Subject: [PATCH 010/276] Fixed map type inference

---
 src/aeminium/gpu/backends/gpu/GPUMap.java               | 3 ++-
 src/aeminium/gpu/operations/Map.java                    | 3 +--
 src/aeminium/gpu/operations/functions/LambdaMapper.java | 3 +--
 3 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index b4ba8ee..5da56b6 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -5,6 +5,7 @@
 import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.utils.ExtractTypes;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
@@ -27,7 +28,7 @@ public class GPUMap<I,O> extends GPUGenericKernel {
 	public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String otherSources) {
 		this.input = input;
 		this.mapFun = mapFun;
-		outputType = mapFun.getOutputType();
+		outputType = mapFun.getOutputType() != null ? mapFun.getOutputType() : ExtractTypes.getMapOutputType(mapFun, input);
 		this.setOtherSources(otherSources);
 		
 		gen = new MapCodeGen(this);
diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index 3b93ca1..d0b88cc 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -40,8 +40,7 @@ public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other,
 		this.mapFun = mapFun;
 		
 		cpuOp = new CPUMap<I, O>(input, mapFun);
-		gpuOp = new GPUMap<I, O>(input, mapFun);
-		gpuOp.setOtherSources(other);
+		gpuOp = new GPUMap<I, O>(input, mapFun, other);
 		gpuOp.setDevice(dev);
 	}
 
diff --git a/src/aeminium/gpu/operations/functions/LambdaMapper.java b/src/aeminium/gpu/operations/functions/LambdaMapper.java
index 6bd69b0..602c5f6 100644
--- a/src/aeminium/gpu/operations/functions/LambdaMapper.java
+++ b/src/aeminium/gpu/operations/functions/LambdaMapper.java
@@ -1,7 +1,6 @@
 package aeminium.gpu.operations.functions;
 
 import aeminium.gpu.collections.properties.operations.Mapper;
-import aeminium.gpu.utils.ExtractTypes;
 import aeminium.gpu.utils.UniqCounter;
 
 public abstract class LambdaMapper<I, O> implements Mapper<I, O>, GPUFunction {
@@ -31,6 +30,6 @@ public String getId() {
 	
 	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String getOutputType() {
-		return ExtractTypes.extractReturnTypeOutOf(this, "map");
+		return null;
 	}
 }

From 635c3352e364cf7c2c98c47708fbbc48aa454639 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 3 Jan 2015 15:43:14 +0000
Subject: [PATCH 011/276] Improved type inference.

---
 .../operations/mergers/MapToMapMerger.java    |  3 ++-
 src/aeminium/gpu/utils/ExtractTypes.java      | 19 ++++++++++++++++---
 2 files changed, 18 insertions(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
index 799eeb6..1c8e13e 100644
--- a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
@@ -7,6 +7,7 @@
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.utils.ExtractTypes;
 
 public class MapToMapMerger<I, M, O> {
 
@@ -39,7 +40,7 @@ public String getSource() {
 					}
 					
 					public String getOutputType() {
-						return second.getMapFun().getOutputType();
+						return ExtractTypes.getMapOutputType(first.getMapFun(), second.getMapFun(), current);
 					}
 				};
 
diff --git a/src/aeminium/gpu/utils/ExtractTypes.java b/src/aeminium/gpu/utils/ExtractTypes.java
index 9a35f2c..6174ba5 100644
--- a/src/aeminium/gpu/utils/ExtractTypes.java
+++ b/src/aeminium/gpu/utils/ExtractTypes.java
@@ -22,11 +22,11 @@ public static String extractReturnTypeOutOf(Object target, String methodName) {
 		return null;
 	}
 	
-	public static String getMapOutputType(LambdaMapper<?,?> mapFun, PList<?> input) {
+	
+	public static Class<?> getMapOutputClass(LambdaMapper<?,?> mapFun, Class<?> inputType) {
 		Class<?> klass = mapFun.getClass();
 		try {
-			return klass.getMethod("map", input.getType()).getReturnType()
-					.getSimpleName().toString();
+			return klass.getMethod("map", inputType).getReturnType();
 		} catch (SecurityException e) {
 			e.printStackTrace();
 			return null;
@@ -36,4 +36,17 @@ public static String getMapOutputType(LambdaMapper<?,?> mapFun, PList<?> input)
 			return null;
 		}
 	}
+	
+	public static String getMapOutputType(LambdaMapper<?,?> mapFun, PList<?> input) {
+		Class<?> type = getMapOutputClass(mapFun, input.getType());
+		if (type == null) return null;
+		return type.getSimpleName().toString();
+	}
+	
+	public static String getMapOutputType(LambdaMapper<?,?> mapFun, LambdaMapper<?,?> mapFun2, PList<?> input) {
+		Class<?> ft = getMapOutputClass(mapFun, input.getType());
+		Class<?> st = getMapOutputClass(mapFun2, ft);
+		if (st == null) return null;
+		return st.getSimpleName().toString();
+	}
 }

From 4d828dc093728955f9a18e2b34c34581b16ec1ea Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 3 Jan 2015 15:47:14 +0000
Subject: [PATCH 012/276] MapToMap improved.

---
 .../gpu/examples/MapToMapExample.java         | 36 +++++++------------
 1 file changed, 12 insertions(+), 24 deletions(-)

diff --git a/src/aeminium/gpu/examples/MapToMapExample.java b/src/aeminium/gpu/examples/MapToMapExample.java
index 1de7106..803c4bd 100644
--- a/src/aeminium/gpu/examples/MapToMapExample.java
+++ b/src/aeminium/gpu/examples/MapToMapExample.java
@@ -10,34 +10,22 @@ public static void main(String[] args) {
 
 		PList<Integer> input = new IntList();
 		for (int i=0; i<N; i++)
-			input.add(i);
-		input = input.map(new LambdaMapper<Integer, Integer>() {
-
-			@Override
-			public Integer map(Integer input) {
-				return input + 1;
-			}
-
-			@Override
-			public String getSource() {
-				return "return input + 1;";
-			}
-
-		});
+			input.add(i+1);
 		
-		input = input.map(new LambdaMapper<Integer, Integer>() {
+		for (int i = 0; i < 3; i++) {
+			input = input.map(new LambdaMapper<Integer, Integer>() {
 
-			@Override
-			public Integer map(Integer input) {
-				return input * 2;
-			}
+				@Override
+				public Integer map(Integer input) {
+					return 2 * input;
+				}
 
-			@Override
-			public String getSource() {
-				return "return input * 2;";
-			}
+				public String getSource() {
+					return "return 2 * input;";
+				}
 
-		});
+			});
+		}
 		
 		System.out.println("The first value is " + input.get(0));
 

From e76d30fd85eb84fb2affffe3603ed2fe2b5f8e87 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sun, 4 Jan 2015 17:59:40 +0000
Subject: [PATCH 013/276] Fixed Random Example

---
 src/aeminium/gpu/examples/RandomExample.java | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/src/aeminium/gpu/examples/RandomExample.java b/src/aeminium/gpu/examples/RandomExample.java
index 99b2b7a..f0abf4f 100644
--- a/src/aeminium/gpu/examples/RandomExample.java
+++ b/src/aeminium/gpu/examples/RandomExample.java
@@ -20,6 +20,11 @@ public Float map(Float input) {
 			public String getSource() {
 				return "return input;";
 			}
+			
+			@Override
+			public String getOutputType() {
+				return "Float";
+			}
 
 		});
 

From 12ca4adf666ddb9f7608fa71d5a6c941527a41aa Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sun, 4 Jan 2015 18:09:32 +0000
Subject: [PATCH 014/276] Fixed Partial Reduces.

---
 .../gpu/backends/cpu/CPUPartialReduce.java    |  4 +-
 .../tests/operations/TestPartialReduce.java   | 50 +++++++++++++++++++
 2 files changed, 52 insertions(+), 2 deletions(-)
 create mode 100644 src/aeminium/gpu/tests/operations/TestPartialReduce.java

diff --git a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
index f4299ad..216a779 100644
--- a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
@@ -45,8 +45,8 @@ public void iterate(Integer line, aeminium.runtime.Runtime rt,
 						acc = reduceFun.combine(acc, input.get(i));
 					}
 				} else {
-					acc = input.get(0);
-					for (int i = line * stride; i < (line+1) * stride; i++) {
+					acc = input.get(line * stride);
+					for (int i = line * stride+1; i < (line+1) * stride; i++) {
 						acc = reduceFun.combine(acc, input.get(i));
 					}
 				}
diff --git a/src/aeminium/gpu/tests/operations/TestPartialReduce.java b/src/aeminium/gpu/tests/operations/TestPartialReduce.java
new file mode 100644
index 0000000..ba436e9
--- /dev/null
+++ b/src/aeminium/gpu/tests/operations/TestPartialReduce.java
@@ -0,0 +1,50 @@
+package aeminium.gpu.tests.operations;
+
+import junit.framework.TestCase;
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+public class TestPartialReduce extends TestCase {
+
+	private static int TEST_SIZE = 4*6*12;
+
+	public void testSumReduce() {
+		PList<Integer> example = new IntList();
+		for (int i = 0; i < TEST_SIZE; i++) {
+			example.add(1);
+		}
+
+		Integer output = example.groupBy(512).reduceLines(new LambdaReducer<Integer>(){
+			@Override
+			public Integer combine(Integer input, Integer other) {
+				return input + other;
+			}
+
+			@Override
+			public String getSource() {
+				return "return reduce_input_first + reduce_input_second;";
+			}
+		})  .reduce(new LambdaReducerWithSeed<Integer>() {
+
+			@Override
+			public Integer combine(Integer input, Integer other) {
+				return input + other;
+			}
+
+			@Override
+			public String getSource() {
+				return "return reduce_input_first + reduce_input_second;";
+			}
+
+			@Override
+			public Integer getSeed() {
+				return 0;
+			}
+
+		});
+		assertEquals(TEST_SIZE, output.intValue());
+	}
+
+}

From 506bd944da5b16fde57398270aacbccc707be712 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sun, 4 Jan 2015 19:42:46 +0000
Subject: [PATCH 015/276] Fixed Random Lists

---
 .../gpu/backends/cpu/CPUPartialReduce.java    |  19 +-
 .../gpu/backends/cpu/MersenneTwister.java     | 799 ++++++++++++++++++
 .../gpu/backends/cpu/MersenneTwisterFast.java |   2 +-
 .../gpu/collections/lazyness/RandomList.java  |   6 +-
 .../gpu/collections/lists/BooleanList.java    |   4 +-
 .../gpu/collections/lists/CharList.java       |   4 +-
 .../gpu/collections/lists/DoubleList.java     |   4 +-
 .../gpu/collections/lists/FloatList.java      |   4 +-
 .../gpu/collections/lists/IntList.java        |   4 +-
 .../gpu/collections/lists/LongList.java       |   4 +-
 src/aeminium/gpu/devices/CPUDevice.java       |  32 +-
 src/aeminium/gpu/examples/Pi.java             |  76 ++
 .../gpu/operations/PartialReduce.java         |   8 +-
 13 files changed, 946 insertions(+), 20 deletions(-)
 create mode 100644 src/aeminium/gpu/backends/cpu/MersenneTwister.java
 create mode 100644 src/aeminium/gpu/examples/Pi.java

diff --git a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
index 216a779..c212f48 100644
--- a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
@@ -31,26 +31,35 @@ public CPUPartialReduce(PList<O> input,
 	@Override
 	public void execute() {
 		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
+		if (end > start) {
+			output.set(end-1, input.get(0));
+		}
 		cTask = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, end), new ForBody<Integer>() {
 
 			@Override
 			public void iterate(Integer line, aeminium.runtime.Runtime rt,
 					Task current) {
-				int stride = input.size() / end;
 				O acc;
 				if (reduceFun instanceof LambdaReducerWithSeed) {
 					LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun;
 					acc = red.getSeed();
-					for (int i = line * stride; i < (line+1) * stride; i++) {
+					for (int i = line * outputSize; i < (line+1) * outputSize; i++) {
 						acc = reduceFun.combine(acc, input.get(i));
 					}
 				} else {
-					acc = input.get(line * stride);
-					for (int i = line * stride+1; i < (line+1) * stride; i++) {
+					acc = input.get(line * outputSize);
+					for (int i = line * outputSize + 1; i < (line+1) * outputSize; i++) {
 						acc = reduceFun.combine(acc, input.get(i));
 					}
 				}
-				output.set(line - start, acc);
+				//System.out.println("start" + start);
+				//System.out.println("end" + end);
+				//System.out.println("steps" + steps);
+				
+				if (line-start > output.length()) System.out.println("line" + (line-start) + ", " + output.length());
+				//System.out.println("output" + (line-start)/((float)outputSize));
+				//System.out.println("steps" + steps);
+				output.set(line-start, acc);
 			}
 			
 		}, Runtime.NO_HINTS);
diff --git a/src/aeminium/gpu/backends/cpu/MersenneTwister.java b/src/aeminium/gpu/backends/cpu/MersenneTwister.java
new file mode 100644
index 0000000..79568cc
--- /dev/null
+++ b/src/aeminium/gpu/backends/cpu/MersenneTwister.java
@@ -0,0 +1,799 @@
+package aeminium.gpu.backends.cpu;
+
+import java.io.*;
+
+/** 
+ * <h3>MersenneTwister and MersenneTwisterFast</h3>
+ * <p><b>Version 20</b>, based on version MT199937(99/10/29)
+ * of the Mersenne Twister algorithm found at 
+ * <a href="http://www.math.keio.ac.jp/matumoto/emt.html">
+ * The Mersenne Twister Home Page</a>, with the initialization
+ * improved using the new 2002/1/26 initialization algorithm
+ * By Sean Luke, October 2004.
+ * 
+ * <p><b>MersenneTwister</b> is a drop-in subclass replacement
+ * for java.util.Random.  It is properly synchronized and
+ * can be used in a multithreaded environment.  On modern VMs such
+ * as HotSpot, it is approximately 1/3 slower than java.util.Random.
+ *
+ * <p><b>MersenneTwisterFast</b> is not a subclass of java.util.Random.  It has
+ * the same public methods as Random does, however, and it is
+ * algorithmically identical to MersenneTwister.  MersenneTwisterFast
+ * has hard-code inlined all of its methods directly, and made all of them
+ * final (well, the ones of consequence anyway).  Further, these
+ * methods are <i>not</i> synchronized, so the same MersenneTwisterFast
+ * instance cannot be shared by multiple threads.  But all this helps
+ * MersenneTwisterFast achieve well over twice the speed of MersenneTwister.
+ * java.util.Random is about 1/3 slower than MersenneTwisterFast.
+ *
+ * <h3>About the Mersenne Twister</h3>
+ * <p>This is a Java version of the C-program for MT19937: Integer version.
+ * The MT19937 algorithm was created by Makoto Matsumoto and Takuji Nishimura,
+ * who ask: "When you use this, send an email to: matumoto@math.keio.ac.jp
+ * with an appropriate reference to your work".  Indicate that this
+ * is a translation of their algorithm into Java.
+ *
+ * <p><b>Reference. </b>
+ * Makato Matsumoto and Takuji Nishimura,
+ * "Mersenne Twister: A 623-Dimensionally Equidistributed Uniform
+ * Pseudo-Random Number Generator",
+ * <i>ACM Transactions on Modeling and. Computer Simulation,</i>
+ * Vol. 8, No. 1, January 1998, pp 3--30.
+ *
+ * <h3>About this Version</h3>
+ *
+ * <p><b>Changes since V19:</b> nextFloat(boolean, boolean) now returns float,
+ * not double.
+ *
+ * <p><b>Changes since V18:</b> Removed old final declarations, which used to
+ * potentially speed up the code, but no longer.
+ *
+ * <p><b>Changes since V17:</b> Removed vestigial references to &= 0xffffffff
+ * which stemmed from the original C code.  The C code could not guarantee that
+ * ints were 32 bit, hence the masks.  The vestigial references in the Java
+ * code were likely optimized out anyway.
+ *
+ * <p><b>Changes since V16:</b> Added nextDouble(includeZero, includeOne) and
+ * nextFloat(includeZero, includeOne) to allow for half-open, fully-closed, and
+ * fully-open intervals.
+ *
+ * <p><b>Changes Since V15:</b> Added serialVersionUID to quiet compiler warnings
+ * from Sun's overly verbose compilers as of JDK 1.5.
+ *
+ * <p><b>Changes Since V14:</b> made strictfp, with StrictMath.log and StrictMath.sqrt
+ * in nextGaussian instead of Math.log and Math.sqrt.  This is largely just to be safe,
+ * as it presently makes no difference in the speed, correctness, or results of the
+ * algorithm.
+ *
+ * <p><b>Changes Since V13:</b> clone() method CloneNotSupportedException removed.  
+ *
+ * <p><b>Changes Since V12:</b> clone() method added.  
+ *
+ * <p><b>Changes Since V11:</b> stateEquals(...) method added.  MersenneTwisterFast
+ * is equal to other MersenneTwisterFasts with identical state; likewise
+ * MersenneTwister is equal to other MersenneTwister with identical state.
+ * This isn't equals(...) because that requires a contract of immutability
+ * to compare by value.
+ *
+ * <p><b>Changes Since V10:</b> A documentation error suggested that
+ * setSeed(int[]) required an int[] array 624 long.  In fact, the array
+ * can be any non-zero length.  The new version also checks for this fact.
+ *
+ * <p><b>Changes Since V9:</b> readState(stream) and writeState(stream)
+ * provided.
+ *
+ * <p><b>Changes Since V8:</b> setSeed(int) was only using the first 28 bits
+ * of the seed; it should have been 32 bits.  For small-number seeds the
+ * behavior is identical.
+ *
+ * <p><b>Changes Since V7:</b> A documentation error in MersenneTwisterFast
+ * (but not MersenneTwister) stated that nextDouble selects uniformly from
+ * the full-open interval [0,1].  It does not.  nextDouble's contract is
+ * identical across MersenneTwisterFast, MersenneTwister, and java.util.Random,
+ * namely, selection in the half-open interval [0,1).  That is, 1.0 should
+ * not be returned.  A similar contract exists in nextFloat.
+ *
+ * <p><b>Changes Since V6:</b> License has changed from LGPL to BSD.
+ * New timing information to compare against
+ * java.util.Random.  Recent versions of HotSpot have helped Random increase
+ * in speed to the point where it is faster than MersenneTwister but slower
+ * than MersenneTwisterFast (which should be the case, as it's a less complex
+ * algorithm but is synchronized).
+ * 
+ * <p><b>Changes Since V5:</b> New empty constructor made to work the same
+ * as java.util.Random -- namely, it seeds based on the current time in
+ * milliseconds.
+ *
+ * <p><b>Changes Since V4:</b> New initialization algorithms.  See
+ * (see <a href="http://www.math.keio.ac.jp/matumoto/MT2002/emt19937ar.html"</a>
+ * http://www.math.keio.ac.jp/matumoto/MT2002/emt19937ar.html</a>)
+ *
+ * <p>The MersenneTwister code is based on standard MT19937 C/C++ 
+ * code by Takuji Nishimura,
+ * with suggestions from Topher Cooper and Marc Rieffel, July 1997.
+ * The code was originally translated into Java by Michael Lecuyer,
+ * January 1999, and the original code is Copyright (c) 1999 by Michael Lecuyer.
+ *
+ * <h3>Java notes</h3>
+ * 
+ * <p>This implementation implements the bug fixes made
+ * in Java 1.2's version of Random, which means it can be used with
+ * earlier versions of Java.  See 
+ * <a href="http://www.javasoft.com/products/jdk/1.2/docs/api/java/util/Random.html">
+ * the JDK 1.2 java.util.Random documentation</a> for further documentation
+ * on the random-number generation contracts made.  Additionally, there's
+ * an undocumented bug in the JDK java.util.Random.nextBytes() method,
+ * which this code fixes.
+ *
+ * <p> Just like java.util.Random, this
+ * generator accepts a long seed but doesn't use all of it.  java.util.Random
+ * uses 48 bits.  The Mersenne Twister instead uses 32 bits (int size).
+ * So it's best if your seed does not exceed the int range.
+ *
+ * <p>MersenneTwister can be used reliably 
+ * on JDK version 1.1.5 or above.  Earlier Java versions have serious bugs in
+ * java.util.Random; only MersenneTwisterFast (and not MersenneTwister nor
+ * java.util.Random) should be used with them.
+ *
+ * <h3>License</h3>
+ *
+ * Copyright (c) 2003 by Sean Luke. <br>
+ * Portions copyright (c) 1993 by Michael Lecuyer. <br>
+ * All rights reserved. <br>
+ *
+ * <p>Redistribution and use in source and binary forms, with or without 
+ * modification, are permitted provided that the following conditions are met:
+ * <ul>
+ * <li> Redistributions of source code must retain the above copyright notice, 
+ * this list of conditions and the following disclaimer.
+ * <li> Redistributions in binary form must reproduce the above copyright notice, 
+ * this list of conditions and the following disclaimer in the documentation 
+ * and/or other materials provided with the distribution.
+ * <li> Neither the name of the copyright owners, their employers, nor the 
+ * names of its contributors may be used to endorse or promote products 
+ * derived from this software without specific prior written permission.
+ * </ul>
+ * <p>THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" 
+ * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE 
+ * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE 
+ * DISCLAIMED.  IN NO EVENT SHALL THE COPYRIGHT OWNERS OR CONTRIBUTORS BE 
+ * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR 
+ * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF 
+ * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS 
+ * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN 
+ * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) 
+ * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE 
+ * POSSIBILITY OF SUCH DAMAGE.
+ *
+ @version 20
+*/
+
+public strictfp class MersenneTwister extends java.util.Random implements Serializable, Cloneable
+    {
+    // Serialization
+    private static final long serialVersionUID = -4035832775130174188L;  // locked as of Version 15
+
+    // Period parameters
+    private static final int N = 624;
+    private static final int M = 397;
+    private static final int MATRIX_A = 0x9908b0df;   //    private static final * constant vector a
+    private static final int UPPER_MASK = 0x80000000; // most significant w-r bits
+    private static final int LOWER_MASK = 0x7fffffff; // least significant r bits
+
+    // Tempering parameters
+    private static final int TEMPERING_MASK_B = 0x9d2c5680;
+    private static final int TEMPERING_MASK_C = 0xefc60000;
+    
+    private int mt[]; // the array for the state vector
+    private int mti; // mti==N+1 means mt[N] is not initialized
+    private int mag01[];
+    
+    // a good initial seed (of int size, though stored in a long)
+    //private static final long GOOD_SEED = 4357;
+
+    /* implemented here because there's a bug in Random's implementation
+       of the Gaussian code (divide by zero, and log(0), ugh!), yet its
+       gaussian variables are private so we can't access them here.  :-( */
+
+    private double __nextNextGaussian;
+    private boolean __haveNextNextGaussian;
+
+    /* We're overriding all internal data, to my knowledge, so this should be okay */
+    public Object clone()
+        {
+        try
+            {
+            MersenneTwister f = (MersenneTwister)(super.clone());
+            f.mt = (int[])(mt.clone());
+            f.mag01 = (int[])(mag01.clone());
+            return f;
+            }
+        catch (CloneNotSupportedException e) { throw new InternalError(); } // should never happen
+        }
+
+    public boolean stateEquals(Object o)
+        {
+        if (o==this) return true;
+        if (o == null || !(o instanceof MersenneTwister))
+            return false;
+        MersenneTwister other = (MersenneTwister) o;
+        if (mti != other.mti) return false;
+        for(int x=0;x<mag01.length;x++)
+            if (mag01[x] != other.mag01[x]) return false;
+        for(int x=0;x<mt.length;x++)
+            if (mt[x] != other.mt[x]) return false;
+        return true;
+        }
+
+    /** Reads the entire state of the MersenneTwister RNG from the stream */
+    public void readState(DataInputStream stream) throws IOException
+        {
+        int len = mt.length;
+        for(int x=0;x<len;x++) mt[x] = stream.readInt();
+        
+        len = mag01.length;
+        for(int x=0;x<len;x++) mag01[x] = stream.readInt();
+        
+        mti = stream.readInt();
+        __nextNextGaussian = stream.readDouble();
+        __haveNextNextGaussian = stream.readBoolean();
+        }
+        
+    /** Writes the entire state of the MersenneTwister RNG to the stream */
+    public void writeState(DataOutputStream stream) throws IOException
+        {
+        int len = mt.length;
+        for(int x=0;x<len;x++) stream.writeInt(mt[x]);
+        
+        len = mag01.length;
+        for(int x=0;x<len;x++) stream.writeInt(mag01[x]);
+        
+        stream.writeInt(mti);
+        stream.writeDouble(__nextNextGaussian);
+        stream.writeBoolean(__haveNextNextGaussian);
+        }
+
+
+    /**
+     * Constructor using the default seed.
+     */
+    public MersenneTwister()
+        {
+        this(System.currentTimeMillis());
+        }
+    
+    /**
+     * Constructor using a given seed.  Though you pass this seed in
+     * as a long, it's best to make sure it's actually an integer.
+     */
+    public MersenneTwister(long seed)
+        {
+        super(seed);    /* just in case */
+        setSeed(seed);
+        }
+    
+    /**
+     * Constructor using an array of integers as seed.
+     * Your array must have a non-zero length.  Only the first 624 integers
+     * in the array are used; if the array is shorter than this then
+     * integers are repeatedly used in a wrap-around fashion.
+     */
+    public MersenneTwister(int[] array)
+        {
+        super(System.currentTimeMillis());    /* pick something at random just in case */
+        setSeed(array);
+        }
+
+    /**
+     * Initalize the pseudo random number generator.  Don't
+     * pass in a long that's bigger than an int (Mersenne Twister
+     * only uses the first 32 bits for its seed).   
+     */
+
+    synchronized public void setSeed(long seed)
+        {
+        // it's always good style to call super
+        super.setSeed(seed);
+
+        // Due to a bug in java.util.Random clear up to 1.2, we're
+        // doing our own Gaussian variable.
+        __haveNextNextGaussian = false;
+
+        mt = new int[N];
+        
+        mag01 = new int[2];
+        mag01[0] = 0x0;
+        mag01[1] = MATRIX_A;
+
+        mt[0]= (int)(seed & 0xffffffff);
+        mt[0] = (int) seed;
+        for (mti=1; mti<N; mti++) 
+            {
+            mt[mti] = 
+                (1812433253 * (mt[mti-1] ^ (mt[mti-1] >>> 30)) + mti); 
+            /* See Knuth TAOCP Vol2. 3rd Ed. P.106 for multiplier. */
+            /* In the previous versions, MSBs of the seed affect   */
+            /* only MSBs of the array mt[].                        */
+            /* 2002/01/09 modified by Makoto Matsumoto             */
+            // mt[mti] &= 0xffffffff;
+            /* for >32 bit machines */
+            }
+        }
+
+
+    /**
+     * Sets the seed of the MersenneTwister using an array of integers.
+     * Your array must have a non-zero length.  Only the first 624 integers
+     * in the array are used; if the array is shorter than this then
+     * integers are repeatedly used in a wrap-around fashion.
+     */
+
+    synchronized public void setSeed(int[] array)
+        {
+        if (array.length == 0)
+            throw new IllegalArgumentException("Array length must be greater than zero");
+        int i, j, k;
+        setSeed(19650218);
+        i=1; j=0;
+        k = (N>array.length ? N : array.length);
+        for (; k!=0; k--) 
+            {
+            mt[i] = (mt[i] ^ ((mt[i-1] ^ (mt[i-1] >>> 30)) * 1664525)) + array[j] + j; /* non linear */
+            // mt[i] &= 0xffffffff; /* for WORDSIZE > 32 machines */
+            i++;
+            j++;
+            if (i>=N) { mt[0] = mt[N-1]; i=1; }
+            if (j>=array.length) j=0;
+            }
+        for (k=N-1; k!=0; k--) 
+            {
+            mt[i] = (mt[i] ^ ((mt[i-1] ^ (mt[i-1] >>> 30)) * 1566083941)) - i; /* non linear */
+            // mt[i] &= 0xffffffff; /* for WORDSIZE > 32 machines */
+            i++;
+            if (i>=N) 
+                {
+                mt[0] = mt[N-1]; i=1; 
+                }
+            }
+        mt[0] = 0x80000000; /* MSB is 1; assuring non-zero initial array */ 
+        }
+
+
+
+    /**
+     * Returns an integer with <i>bits</i> bits filled with a random number.
+     */
+    synchronized protected int next(int bits)
+        {
+        int y;
+        
+        if (mti >= N)   // generate N words at one time
+            {
+            int kk;
+            final int[] mt = this.mt; // locals are slightly faster 
+            final int[] mag01 = this.mag01; // locals are slightly faster 
+            
+            for (kk = 0; kk < N - M; kk++)
+                {
+                y = (mt[kk] & UPPER_MASK) | (mt[kk+1] & LOWER_MASK);
+                mt[kk] = mt[kk+M] ^ (y >>> 1) ^ mag01[y & 0x1];
+                }
+            for (; kk < N-1; kk++)
+                {
+                y = (mt[kk] & UPPER_MASK) | (mt[kk+1] & LOWER_MASK);
+                mt[kk] = mt[kk+(M-N)] ^ (y >>> 1) ^ mag01[y & 0x1];
+                }
+            y = (mt[N-1] & UPPER_MASK) | (mt[0] & LOWER_MASK);
+            mt[N-1] = mt[M-1] ^ (y >>> 1) ^ mag01[y & 0x1];
+
+            mti = 0;
+            }
+  
+        y = mt[mti++];
+        y ^= y >>> 11;                          // TEMPERING_SHIFT_U(y)
+        y ^= (y << 7) & TEMPERING_MASK_B;       // TEMPERING_SHIFT_S(y)
+        y ^= (y << 15) & TEMPERING_MASK_C;      // TEMPERING_SHIFT_T(y)
+        y ^= (y >>> 18);                        // TEMPERING_SHIFT_L(y)
+
+        return y >>> (32 - bits);    // hope that's right!
+        }
+    
+    /* If you've got a truly old version of Java, you can omit these
+       two next methods. */
+
+    private synchronized void writeObject(ObjectOutputStream out)
+        throws IOException
+        {
+        // just so we're synchronized.
+        out.defaultWriteObject();
+        }
+
+    private synchronized void readObject (ObjectInputStream in) 
+        throws IOException, ClassNotFoundException
+        {
+        // just so we're synchronized.
+        in.defaultReadObject();
+        }    
+
+    /** This method is missing from jdk 1.0.x and below.  JDK 1.1
+        includes this for us, but what the heck.*/
+    public boolean nextBoolean() {return next(1) != 0;}
+
+    /** This generates a coin flip with a probability <tt>probability</tt>
+        of returning true, else returning false. <tt>probability</tt> must
+        be between 0.0 and 1.0, inclusive.  Not as precise a random real
+        event as nextBoolean(double), but twice as fast. To explicitly
+        use this, remember you may need to cast to float first. */
+
+    public boolean nextBoolean (float probability)
+        {
+        if (probability < 0.0f || probability > 1.0f)
+            throw new IllegalArgumentException ("probability must be between 0.0 and 1.0 inclusive.");
+        if (probability==0.0f) return false;            // fix half-open issues
+        else if (probability==1.0f) return true;        // fix half-open issues
+        return nextFloat() < probability; 
+        }
+
+    /** This generates a coin flip with a probability <tt>probability</tt>
+        of returning true, else returning false. <tt>probability</tt> must
+        be between 0.0 and 1.0, inclusive. */
+
+    public boolean nextBoolean (double probability)
+        {
+        if (probability < 0.0 || probability > 1.0)
+            throw new IllegalArgumentException ("probability must be between 0.0 and 1.0 inclusive.");
+        if (probability==0.0) return false;             // fix half-open issues
+        else if (probability==1.0) return true; // fix half-open issues
+        return nextDouble() < probability; 
+        }
+        
+    /** This method is missing from JDK 1.1 and below.  JDK 1.2
+        includes this for us, but what the heck. */
+
+    public int nextInt(int n) 
+        {
+        if (n<=0)
+            throw new IllegalArgumentException("n must be positive, got: " + n);
+        
+        if ((n & -n) == n)
+            return (int)((n * (long)next(31)) >> 31);
+        
+        int bits, val;
+        do 
+            {
+            bits = next(31);
+            val = bits % n;
+            } 
+        while(bits - val + (n-1) < 0);
+        return val;
+        }
+
+    /** This method is for completness' sake. 
+        Returns a long drawn uniformly from 0 to n-1.  Suffice it to say,
+        n must be > 0, or an IllegalArgumentException is raised. */
+    
+    public long nextLong(long n) 
+        {
+        if (n<=0)
+            throw new IllegalArgumentException("n must be positive, got: " + n);
+        
+        long bits, val;
+        do 
+            {
+            bits = (nextLong() >>> 1);
+            val = bits % n;
+            } 
+        while(bits - val + (n-1) < 0);
+        return val;
+        }
+
+
+    /** A bug fix for versions of JDK 1.1 and below.  JDK 1.2 fixes
+        this for us, but what the heck. */
+    public double nextDouble()
+        {
+        return (((long)next(26) << 27) + next(27))
+            / (double)(1L << 53);
+        }
+
+    /** Returns a double in the range from 0.0 to 1.0, possibly inclusive of 0.0 and 1.0 themselves.  Thus:
+
+        <p><table border=0>
+        <th><td>Expression<td>Interval
+        <tr><td>nextDouble(false, false)<td>(0.0, 1.0)
+        <tr><td>nextDouble(true, false)<td>[0.0, 1.0)
+        <tr><td>nextDouble(false, true)<td>(0.0, 1.0]
+        <tr><td>nextDouble(true, true)<td>[0.0, 1.0]
+        </table>
+        
+        <p>This version preserves all possible random values in the double range.
+    */
+    public double nextDouble(boolean includeZero, boolean includeOne)
+        {
+        double d = 0.0;
+        do
+            {
+            d = nextDouble();                           // grab a value, initially from half-open [0.0, 1.0)
+            if (includeOne && nextBoolean()) d += 1.0;  // if includeOne, with 1/2 probability, push to [1.0, 2.0)
+            } 
+        while ( (d > 1.0) ||                            // everything above 1.0 is always invalid
+            (!includeZero && d == 0.0));            // if we're not including zero, 0.0 is invalid
+        return d;
+        }
+
+    /** A bug fix for versions of JDK 1.1 and below.  JDK 1.2 fixes
+        this for us, but what the heck. */
+
+    public float nextFloat()
+        {
+        return next(24) / ((float)(1 << 24));
+        }
+
+
+
+    /** Returns a float in the range from 0.0f to 1.0f, possibly inclusive of 0.0f and 1.0f themselves.  Thus:
+
+        <p><table border=0>
+        <th><td>Expression<td>Interval
+        <tr><td>nextFloat(false, false)<td>(0.0f, 1.0f)
+        <tr><td>nextFloat(true, false)<td>[0.0f, 1.0f)
+        <tr><td>nextFloat(false, true)<td>(0.0f, 1.0f]
+        <tr><td>nextFloat(true, true)<td>[0.0f, 1.0f]
+        </table>
+        
+        <p>This version preserves all possible random values in the float range.
+    */
+    public float nextFloat(boolean includeZero, boolean includeOne)
+        {
+        float d = 0.0f;
+        do
+            {
+            d = nextFloat();                            // grab a value, initially from half-open [0.0f, 1.0f)
+            if (includeOne && nextBoolean()) d += 1.0f; // if includeOne, with 1/2 probability, push to [1.0f, 2.0f)
+            } 
+        while ( (d > 1.0f) ||                           // everything above 1.0f is always invalid
+            (!includeZero && d == 0.0f));           // if we're not including zero, 0.0f is invalid
+        return d;
+        }
+
+
+
+    /** A bug fix for all versions of the JDK.  The JDK appears to
+        use all four bytes in an integer as independent byte values!
+        Totally wrong. I've submitted a bug report. */
+
+    public void nextBytes(byte[] bytes)    
+        {
+        for (int x=0;x<bytes.length;x++) bytes[x] = (byte)next(8);
+        }
+
+    /** For completeness' sake, though it's not in java.util.Random.  */
+    
+    public char nextChar()
+        {
+        // chars are 16-bit UniCode values
+        return (char)(next(16));
+        }
+
+    /** For completeness' sake, though it's not in java.util.Random. */
+    
+    public short nextShort()
+        {
+        return (short)(next(16));
+        }
+
+    /** For completeness' sake, though it's not in java.util.Random.  */
+
+    public byte nextByte()
+        {
+        return (byte)(next(8));
+        }
+
+
+    /** A bug fix for all JDK code including 1.2.  nextGaussian can theoretically
+        ask for the log of 0 and divide it by 0! See Java bug 
+        <a href="http://developer.java.sun.com/developer/bugParade/bugs/4254501.html">
+        http://developer.java.sun.com/developer/bugParade/bugs/4254501.html</a>
+    */
+
+    synchronized public double nextGaussian() 
+        {
+        if (__haveNextNextGaussian) 
+            {
+            __haveNextNextGaussian = false;
+            return __nextNextGaussian;
+            }
+        else 
+            {
+            double v1, v2, s;
+            do 
+                { 
+                v1 = 2 * nextDouble() - 1; // between -1.0 and 1.0
+                v2 = 2 * nextDouble() - 1; // between -1.0 and 1.0
+                s = v1 * v1 + v2 * v2;
+                } while (s >= 1 || s==0 );
+            double multiplier = StrictMath.sqrt(-2 * StrictMath.log(s)/s);
+            __nextNextGaussian = v2 * multiplier;
+            __haveNextNextGaussian = true;
+            return v1 * multiplier;
+            }
+        }
+    
+    /**
+     * Tests the code.
+     */
+    public static void main(String args[])
+        { 
+        int j;
+
+        MersenneTwister r;
+
+        // CORRECTNESS TEST
+        // COMPARE WITH http://www.math.keio.ac.jp/matumoto/CODES/MT2002/mt19937ar.out
+        
+        r = new MersenneTwister(new int[]{0x123, 0x234, 0x345, 0x456});
+        System.out.println("Output of MersenneTwister with new (2002/1/26) seeding mechanism");
+        for (j=0;j<1000;j++)
+            {
+            // first, convert the int from signed to "unsigned"
+            long l = (long)r.nextInt();
+            if (l < 0 ) l += 4294967296L;  // max int value
+            String s = String.valueOf(l);
+            while(s.length() < 10) s = " " + s;  // buffer
+            System.out.print(s + " ");
+            if (j%5==4) System.out.println();       
+            }
+
+        // SPEED TEST
+
+        final long SEED = 4357;
+
+        int xx; long ms;
+        System.out.println("\nTime to test grabbing 100000000 ints");
+          
+        r = new MersenneTwister(SEED);
+        ms = System.currentTimeMillis();
+        xx=0;
+        for (j = 0; j < 100000000; j++)
+            xx += r.nextInt();
+        System.out.println("Mersenne Twister: " + (System.currentTimeMillis()-ms) + "          Ignore this: " + xx);
+
+        System.out.println("To compare this with java.util.Random, run this same test on MersenneTwisterFast.");
+        System.out.println("The comparison with Random is removed from MersenneTwister because it is a proper");
+        System.out.println("subclass of Random and this unfairly makes some of Random's methods un-inlinable,");
+        System.out.println("so it would make Random look worse than it is.");
+
+        // TEST TO COMPARE TYPE CONVERSION BETWEEN
+        // MersenneTwisterFast.java AND MersenneTwister.java
+
+        
+        System.out.println("\nGrab the first 1000 booleans");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextBoolean() + " ");
+            if (j%8==7) System.out.println();
+            }
+        if (!(j%8==7)) System.out.println();
+          
+        System.out.println("\nGrab 1000 booleans of increasing probability using nextBoolean(double)");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextBoolean((double)(j/999.0)) + " ");
+            if (j%8==7) System.out.println();
+            }
+        if (!(j%8==7)) System.out.println();
+          
+        System.out.println("\nGrab 1000 booleans of increasing probability using nextBoolean(float)");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextBoolean((float)(j/999.0f)) + " ");
+            if (j%8==7) System.out.println();
+            }
+        if (!(j%8==7)) System.out.println();
+          
+        byte[] bytes = new byte[1000];
+        System.out.println("\nGrab the first 1000 bytes using nextBytes");
+        r = new MersenneTwister(SEED);
+        r.nextBytes(bytes);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(bytes[j] + " ");
+            if (j%16==15) System.out.println();
+            }
+        if (!(j%16==15)) System.out.println();
+        
+        byte b;
+        System.out.println("\nGrab the first 1000 bytes -- must be same as nextBytes");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print((b = r.nextByte()) + " ");
+            if (b!=bytes[j]) System.out.print("BAD ");
+            if (j%16==15) System.out.println();
+            }
+        if (!(j%16==15)) System.out.println();
+
+        System.out.println("\nGrab the first 1000 shorts");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextShort() + " ");
+            if (j%8==7) System.out.println();
+            }
+        if (!(j%8==7)) System.out.println();
+
+        System.out.println("\nGrab the first 1000 ints");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextInt() + " ");
+            if (j%4==3) System.out.println();
+            }
+        if (!(j%4==3)) System.out.println();
+
+        System.out.println("\nGrab the first 1000 ints of different sizes");
+        r = new MersenneTwister(SEED);
+        int max = 1;
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextInt(max) + " ");
+            max *= 2;
+            if (max <= 0) max = 1;
+            if (j%4==3) System.out.println();
+            }
+        if (!(j%4==3)) System.out.println();
+
+        System.out.println("\nGrab the first 1000 longs");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextLong() + " ");
+            if (j%3==2) System.out.println();
+            }
+        if (!(j%3==2)) System.out.println();
+
+        System.out.println("\nGrab the first 1000 longs of different sizes");
+        r = new MersenneTwister(SEED);
+        long max2 = 1;
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextLong(max2) + " ");
+            max2 *= 2;
+            if (max2 <= 0) max2 = 1;
+            if (j%4==3) System.out.println();
+            }
+        if (!(j%4==3)) System.out.println();
+          
+        System.out.println("\nGrab the first 1000 floats");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextFloat() + " ");
+            if (j%4==3) System.out.println();
+            }
+        if (!(j%4==3)) System.out.println();
+
+        System.out.println("\nGrab the first 1000 doubles");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextDouble() + " ");
+            if (j%3==2) System.out.println();
+            }
+        if (!(j%3==2)) System.out.println();
+
+        System.out.println("\nGrab the first 1000 gaussian doubles");
+        r = new MersenneTwister(SEED);
+        for (j = 0; j < 1000; j++)
+            {
+            System.out.print(r.nextGaussian() + " ");
+            if (j%3==2) System.out.println();
+            }
+        if (!(j%3==2)) System.out.println();
+        
+        }
+    
+    }
\ No newline at end of file
diff --git a/src/aeminium/gpu/backends/cpu/MersenneTwisterFast.java b/src/aeminium/gpu/backends/cpu/MersenneTwisterFast.java
index b420911..07e41ad 100644
--- a/src/aeminium/gpu/backends/cpu/MersenneTwisterFast.java
+++ b/src/aeminium/gpu/backends/cpu/MersenneTwisterFast.java
@@ -385,7 +385,7 @@ public final int nextInt()
 
 
 
-	public final short nextShort()
+	public synchronized final short nextShort()
 	{
 		int y;
 
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index 6b1d396..29a1798 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -3,7 +3,7 @@
 import java.util.Iterator;
 import java.util.Random;
 
-import aeminium.gpu.backends.cpu.MersenneTwisterFast;
+import aeminium.gpu.backends.cpu.MersenneTwister;
 import aeminium.gpu.backends.gpu.MersenneTwisterGPU;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
@@ -37,7 +37,7 @@ public String getSource() {
 	protected int max;
 	protected int seed;
 	protected GPUDevice device;
-	protected MersenneTwisterFast mt = null;
+	protected MersenneTwister mt = null;
 
 	public RandomList(int max) {
 		this(max, new Random().nextInt());
@@ -101,7 +101,7 @@ public Float remove(int index) {
 	@Override
 	public Float get(int index) {
 		if (mt == null)
-			mt = new MersenneTwisterFast(seed);
+			mt = new MersenneTwister(seed);
 		return mt.nextFloat();
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index 73fbc1d..cbdfcab 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -66,9 +66,11 @@ public Boolean get(int index) {
 	@Override
 	public void set(int index, Boolean e) {
 		if (index >= size) {
-			ensureNMore(index + 1 - size);
 			size = index + 1;
 		}
+		if (index >= box.length) {
+			ensureNMore(index + 1 - box.length);
+		}
 		box[index] = encode(e);
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index 0f5592a..2807ab0 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -49,9 +49,11 @@ public Character get(int index) {
 	@Override
 	public void set(int index, Character e) {
 		if (index >= size) {
-			ensureNMore(index + 1 - size);
 			size = index + 1;
 		}
+		if (index >= box.length) {
+			ensureNMore(index + 1 - box.length);
+		}
 		box[index] = e;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 2494b79..4de1a99 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -49,9 +49,11 @@ public Double get(int index) {
 	@Override
 	public void set(int index, Double e) {
 		if (index >= size) {
-			ensureNMore(index + 1 - size);
 			size = index + 1;
 		}
+		if (index >= box.length) {
+			ensureNMore(index + 1 - box.length);
+		}
 		box[index] = e;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index 03d4f2a..b29bb1b 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -49,9 +49,11 @@ public Float get(int index) {
 	@Override
 	public void set(int index, Float e) {
 		if (index >= size) {
-			ensureNMore(index + 1 - size);
 			size = index + 1;
 		}
+		if (index >= box.length) {
+			ensureNMore(index + 1 - box.length);
+		}
 		box[index] = e;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 31b9584..8595760 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -49,9 +49,11 @@ public Integer get(int index) {
 	@Override
 	public void set(int index, Integer e) {
 		if (index >= size) {
-			ensureNMore(index + 1 - size);
 			size = index + 1;
 		}
+		if (index >= box.length) {
+			ensureNMore(index + 1 - box.length);
+		}
 		box[index] = e;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index a569d09..51c7c36 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -54,9 +54,11 @@ public Long get(int index) {
 	@Override
 	public void set(int index, Long e) {
 		if (index >= size) {
-			ensureNMore(index + 1 - size);
 			size = index + 1;
 		}
+		if (index >= box.length) {
+			ensureNMore(index + 1 - box.length);
+		}
 		box[index] = e;
 	}
 
diff --git a/src/aeminium/gpu/devices/CPUDevice.java b/src/aeminium/gpu/devices/CPUDevice.java
index 3438c04..186c8e0 100644
--- a/src/aeminium/gpu/devices/CPUDevice.java
+++ b/src/aeminium/gpu/devices/CPUDevice.java
@@ -3,6 +3,7 @@
 import java.util.Arrays;
 
 import aeminium.runtime.Body;
+import aeminium.runtime.ErrorHandler;
 import aeminium.runtime.Hints;
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
@@ -13,8 +14,37 @@ public class CPUDevice {
 	public final static Runtime rt = Factory.getRuntime();
 	
 	public static void init() {
-		if (rtcalls++ == 0)
+		if (rtcalls++ == 0) {
+			rt.addErrorHandler(new ErrorHandler() {
+
+				@Override
+				public void handleTaskException(Task task, Throwable t) {
+					t.printStackTrace();
+				}
+
+				@Override
+				public void handleLockingDeadlock() {
+					// TODO Auto-generated method stub
+				}
+
+				@Override
+				public void handleDependencyCycle(Task task) {
+					// TODO Auto-generated method stub
+				}
+
+				@Override
+				public void handleTaskDuplicatedSchedule(Task task) {
+					// TODO Auto-generated method stub
+				}
+
+				@Override
+				public void handleInternalError(Error err) {
+					// TODO Auto-generated method stub
+				}
+				
+			});
 			rt.init();
+		}
 	}
 
 	public static void shutdown() {
diff --git a/src/aeminium/gpu/examples/Pi.java b/src/aeminium/gpu/examples/Pi.java
new file mode 100644
index 0000000..a68268a
--- /dev/null
+++ b/src/aeminium/gpu/examples/Pi.java
@@ -0,0 +1,76 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lazyness.RandomList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.collections.matrices.PMatrix;
+import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+public class Pi {
+	public static void main(String[] args) {
+		int RESOLUTION = 100000;
+		RandomList rl = new RandomList((RESOLUTION * 2), 12345);
+		PMatrix<java.lang.Float> m = rl.groupBy(2);
+		PList<java.lang.Float> pair = m
+				.reduceLines(new LambdaReducer<java.lang.Float>() {
+					@Override
+					public Float combine(Float input, Float other) {
+						return (java.lang.Math.sqrt(((java.lang.Math.pow(input,
+								2)) + (java.lang.Math.pow(other, 2))))) <= 1 ? 1.0F
+								: 0.0F;
+					}
+
+					public String getSource() {
+						return "{\nreturn (sqrt(((pow((double) input, (double) 2)) + (pow((double) other, (double) 2))))) <= 1 ? 1.0 : 0.0;\n}";
+					}
+
+					public String getId() {
+						return "reducecode_PiCalc34";
+					}
+
+					public String[] getParameters() {
+						return new String[] { "input", "other" };
+					}
+
+					public String getSourceComplexity() {
+						return "1*sqrt+2*pow+2*plus";
+					}
+
+				});
+		Float f = pair.reduce(new LambdaReducerWithSeed<java.lang.Float>() {
+			public String getSeedSource() {
+				return "{\nreturn ((float)(0));\n}";
+			}
+
+			@Override
+			public Float combine(Float input, Float output) {
+				return input + output;
+			}
+
+			public String getSource() {
+				return "{\nreturn input + output;\n}";
+			}
+
+			@Override
+			public Float getSeed() {
+				return ((float) (0));
+			}
+
+			public String getId() {
+				return "reducecode_PiCalc35";
+			}
+
+			public String[] getParameters() {
+				return new String[] { "input", "output" };
+			}
+
+			public String getSourceComplexity() {
+				return "1*plus";
+			}
+
+		});
+		float pi = (4 * f) / ((float) (RESOLUTION));
+		System.out.println(("PI: " + pi));
+	}
+
+}
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index f2ff784..7576b4d 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -24,15 +24,15 @@ public class PartialReduce<O> extends GenericProgram {
 	// Constructors
 
 	public PartialReduce(LambdaReducer<O> reduceFun2, PList<O> list,
-			int outputSize, GPUDevice dev) {
-		this(reduceFun2, list, outputSize, "", dev);
+			int groupBy, GPUDevice dev) {
+		this(reduceFun2, list, groupBy, "", dev);
 	}
 
 	public PartialReduce(LambdaReducer<O> reduceFun, PList<O> list,
-			int outputSize, String other, GPUDevice dev) {
+			int groupBy, String other, GPUDevice dev) {
 		this.device = dev;
 		this.input = list;
-		this.outputSize = outputSize;
+		this.outputSize = list.size() / groupBy;
 		this.reduceFun = reduceFun;
 		
 		cpuOp = new CPUPartialReduce<O>(input, reduceFun, outputSize);

From 41d097f15330970e311d343fa0e76bcf699f193d Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 5 Jan 2015 10:49:48 +0000
Subject: [PATCH 016/276] Added SingleCore CPU

---
 src/aeminium/gpu/backends/cpu/CPUMap.java     | 22 +----
 .../gpu/backends/cpu/CPUPartialReduce.java    | 68 ++++---------
 src/aeminium/gpu/backends/cpu/CPUReduce.java  | 54 +----------
 .../gpu/backends/mcpu/MCPUGenericKernel.java  | 16 ++++
 .../gpu/backends/mcpu/MCPUKernel.java         |  7 ++
 src/aeminium/gpu/backends/mcpu/MCPUMap.java   | 87 +++++++++++++++++
 .../gpu/backends/mcpu/MCPUPartialReduce.java  | 76 +++++++++++++++
 .../gpu/backends/mcpu/MCPUReduce.java         | 95 +++++++++++++++++++
 .../{cpu => mcpu}/MersenneTwister.java        |  2 +-
 .../gpu/collections/lazyness/RandomList.java  | 17 +++-
 src/aeminium/gpu/devices/CPUDevice.java       |  4 +
 src/aeminium/gpu/operations/Map.java          |  6 +-
 src/aeminium/gpu/operations/MapReduce.java    |  6 +-
 .../gpu/operations/PartialReduce.java         |  6 +-
 src/aeminium/gpu/operations/Reduce.java       |  6 +-
 15 files changed, 339 insertions(+), 133 deletions(-)
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUGenericKernel.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUKernel.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUMap.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUReduce.java
 rename src/aeminium/gpu/backends/{cpu => mcpu}/MersenneTwister.java (99%)

diff --git a/src/aeminium/gpu/backends/cpu/CPUMap.java b/src/aeminium/gpu/backends/cpu/CPUMap.java
index bdc1b59..b160088 100644
--- a/src/aeminium/gpu/backends/cpu/CPUMap.java
+++ b/src/aeminium/gpu/backends/cpu/CPUMap.java
@@ -2,16 +2,9 @@
 
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.runtime.Runtime;
-import aeminium.runtime.Task;
-import aeminium.runtime.helpers.loops.ForBody;
-import aeminium.runtime.helpers.loops.ForTask;
 
 public class CPUMap<I,O> extends CPUGenericKernel {
-
-	protected Task task;
 	
 	protected PList<I> input;
 	protected PList<O> output;
@@ -30,22 +23,13 @@ public CPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
 	@Override
 	public void execute() {
 		output = (PList<O>) CollectionFactory.listFromType(outputType);
-		final int start = this.start;
-		task = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, input.size()), new ForBody<Integer>() {
-
-			@Override
-			public void iterate(Integer i, aeminium.runtime.Runtime rt,
-					Task current) {
-				output.set(i - start, mapFun.map(input.get(i)));
-			}
-			
-		}, Runtime.NO_HINTS);
-		CPUDevice.submit(task);
+		for (int i=start; i<end; i++) {
+			output.add(mapFun.map(input.get(i)));
+		}
 	}
 
 	@Override
 	public void waitForExecution() {
-		CPUDevice.waitFor(task);
 	}
 	
 	public PList<O> getOutput() {
diff --git a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
index c212f48..4d90edb 100644
--- a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
@@ -2,82 +2,56 @@
 
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 import aeminium.gpu.utils.ExtractTypes;
-import aeminium.runtime.Runtime;
-import aeminium.runtime.Task;
-import aeminium.runtime.helpers.loops.ForBody;
-import aeminium.runtime.helpers.loops.ForTask;
 
 public class CPUPartialReduce<O> extends CPUGenericKernel {
 	protected PList<O> input;
 	protected PList<O> output;
 	protected LambdaReducer<O> reduceFun;
-	
-	protected Task cTask;
-	
+
 	protected int outputSize;
 
-	public CPUPartialReduce(PList<O> input,
-			LambdaReducer<O> reduceFun, int outputSize) {
+	public CPUPartialReduce(PList<O> input, LambdaReducer<O> reduceFun,
+			int outputSize) {
 		this.input = input;
 		this.reduceFun = reduceFun;
 		this.outputSize = outputSize;
 	}
-	
+
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute() {
 		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
-		if (end > start) {
-			output.set(end-1, input.get(0));
-		}
-		cTask = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, end), new ForBody<Integer>() {
-
-			@Override
-			public void iterate(Integer line, aeminium.runtime.Runtime rt,
-					Task current) {
-				O acc;
-				if (reduceFun instanceof LambdaReducerWithSeed) {
-					LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun;
-					acc = red.getSeed();
-					for (int i = line * outputSize; i < (line+1) * outputSize; i++) {
-						acc = reduceFun.combine(acc, input.get(i));
-					}
-				} else {
-					acc = input.get(line * outputSize);
-					for (int i = line * outputSize + 1; i < (line+1) * outputSize; i++) {
-						acc = reduceFun.combine(acc, input.get(i));
-					}
+		O acc;
+		for (int line = start; line < end; line++) {
+			if (reduceFun instanceof LambdaReducerWithSeed) {
+				LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun;
+				acc = red.getSeed();
+				for (int i = line * outputSize; i < (line + 1) * outputSize; i++) {
+					acc = reduceFun.combine(acc, input.get(i));
+				}
+			} else {
+				acc = input.get(line * outputSize);
+				for (int i = line * outputSize + 1; i < (line + 1) * outputSize; i++) {
+					acc = reduceFun.combine(acc, input.get(i));
 				}
-				//System.out.println("start" + start);
-				//System.out.println("end" + end);
-				//System.out.println("steps" + steps);
-				
-				if (line-start > output.length()) System.out.println("line" + (line-start) + ", " + output.length());
-				//System.out.println("output" + (line-start)/((float)outputSize));
-				//System.out.println("steps" + steps);
-				output.set(line-start, acc);
 			}
-			
-		}, Runtime.NO_HINTS);
-		CPUDevice.submit(cTask);
+			output.set(line - start, acc);
+		}
 	}
-	
+
 	@Override
 	public void waitForExecution() {
-		CPUDevice.waitFor(cTask);
 	}
-	
+
 	public String getOutputType() {
 		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
 	}
-	
+
 	public PList<O> getOutput() {
 		return output;
 	}
 
-	
 }
diff --git a/src/aeminium/gpu/backends/cpu/CPUReduce.java b/src/aeminium/gpu/backends/cpu/CPUReduce.java
index a90dc2b..ddf90ea 100644
--- a/src/aeminium/gpu/backends/cpu/CPUReduce.java
+++ b/src/aeminium/gpu/backends/cpu/CPUReduce.java
@@ -1,13 +1,8 @@
 package aeminium.gpu.backends.cpu;
 
 import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.runtime.Body;
-import aeminium.runtime.Hints;
-import aeminium.runtime.Runtime;
-import aeminium.runtime.Task;
 
 public class CPUReduce<I, O> extends CPUGenericKernel {
 	protected PList<I> input;
@@ -15,9 +10,6 @@ public class CPUReduce<I, O> extends CPUGenericKernel {
 	protected LambdaMapper<I, O> mapFun;
 	protected LambdaReducerWithSeed<O> reduceFun;
 	
-	protected Task cTask;
-	protected ReducerBody cBody;
-	
 	public CPUReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
 		this(input, new LambdaMapper<I, O>() {
 			@SuppressWarnings("unchecked")
@@ -36,56 +28,18 @@ public CPUReduce(PList<I> input, LambdaMapper<I,O> mapper, LambdaReducerWithSeed
 	
 	@Override
 	public void execute() {
-		cBody = cpuParallelReducer(start, end);
-		cTask = CPUDevice.submit(cBody);
+		for (int i=start; i < end; i++) {
+			output = reduceFun.combine(mapFun.map(input.get(i)), output);
+		}
 	}
 	
 	@Override
 	public void waitForExecution() {
-		CPUDevice.waitFor(cTask);
-	}
-	
-	
-	public class ReducerBody implements Body {
-		public LambdaReducerWithSeed<O> reduceFun;
-		public O output;
-		public int start;
-		public int end;
 		
-		public ReducerBody(LambdaReducerWithSeed<O> reduceFun, int start, int end) {
-			this.start = start;
-			this.end = end;
-			this.reduceFun = reduceFun;
-			this.output = reduceFun.getSeed();
-		}
-		
-		@Override
-		public void execute(Runtime rt, Task current) throws Exception {
-			if ((end - start) > 4 && rt.parallelize(current)) {
-				int s = start + (end - start)/2;
-				ReducerBody b1 = cpuParallelReducer(start, s);
-				Task t1 = rt.createNonBlockingTask(b1, Hints.RECURSION);
-				rt.schedule(t1, Runtime.NO_PARENT, Runtime.NO_DEPS);
-				ReducerBody b2 = cpuParallelReducer(s, end);
-				Task t2 = rt.createNonBlockingTask(b2, Hints.RECURSION);
-				rt.schedule(t2, Runtime.NO_PARENT, Runtime.NO_DEPS);
-				t1.getResult();
-				t2.getResult();
-				output = reduceFun.combine(b1.output, b2.output);
-			} else {
-				for (int i=start; i < end; i++) {
-					output = reduceFun.combine(mapFun.map(input.get(i)), output);
-				}
-			}
-		}
 	}
 	
-	public ReducerBody cpuParallelReducer(final int start, final int end) {
-		return new ReducerBody(reduceFun, start, end);
-	}
-
 	public O getOutput() {
-		return cBody.output;
+		return output;
 	}
 
 	public void setOutput(O output) {
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUGenericKernel.java b/src/aeminium/gpu/backends/mcpu/MCPUGenericKernel.java
new file mode 100644
index 0000000..70ed18c
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUGenericKernel.java
@@ -0,0 +1,16 @@
+package aeminium.gpu.backends.mcpu;
+
+public abstract class MCPUGenericKernel implements MCPUKernel {
+
+	protected int start;
+	protected int end;
+	protected int size;
+	
+	@Override
+	public void setLimits(int start, int end) {
+		this.start = start;
+		this.end = end;
+		this.size = end - size;
+	}
+	
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUKernel.java b/src/aeminium/gpu/backends/mcpu/MCPUKernel.java
new file mode 100644
index 0000000..70142f0
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUKernel.java
@@ -0,0 +1,7 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.operations.contracts.BackendProgram;
+
+public interface MCPUKernel extends BackendProgram {
+
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUMap.java b/src/aeminium/gpu/backends/mcpu/MCPUMap.java
new file mode 100644
index 0000000..0aadf13
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUMap.java
@@ -0,0 +1,87 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+import aeminium.runtime.helpers.loops.ForBody;
+import aeminium.runtime.helpers.loops.ForTask;
+
+public class MCPUMap<I,O> extends MCPUGenericKernel {
+
+	protected Task task;
+	
+	protected PList<I> input;
+	protected PList<O> output;
+	protected LambdaMapper<I, O> mapFun;
+	
+	protected String outputType;
+	
+	
+	public MCPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
+		this.input = input;
+		this.mapFun = mapFun;
+		outputType = mapFun.getOutputType();
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void execute() {
+		output = (PList<O>) CollectionFactory.listFromType(outputType);
+		final int start = this.start;
+		task = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, input.size()), new ForBody<Integer>() {
+
+			@Override
+			public void iterate(Integer i, aeminium.runtime.Runtime rt,
+					Task current) {
+				output.set(i - start, mapFun.map(input.get(i)));
+			}
+			
+		}, Runtime.NO_HINTS);
+		CPUDevice.submit(task);
+	}
+
+	@Override
+	public void waitForExecution() {
+		CPUDevice.waitFor(task);
+	}
+	
+	public PList<O> getOutput() {
+		return output;
+	}
+	
+	public PList<I> getInput() {
+		return input;
+	}
+
+
+	public void setInput(PList<I> input) {
+		this.input = input;
+	}
+
+
+	public LambdaMapper<I, O> getMapFun() {
+		return mapFun;
+	}
+
+
+	public void setMapFun(LambdaMapper<I, O> mapFun) {
+		this.mapFun = mapFun;
+	}
+
+
+	public void setOutput(PList<O> output) {
+		this.output = output;
+	}
+
+	public String getOutputType() {
+		return outputType;
+	}
+
+	public void setOutputType(String outputType) {
+		this.outputType = outputType;
+	}
+
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
new file mode 100644
index 0000000..89068b7
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
@@ -0,0 +1,76 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.LambdaReducer;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.utils.ExtractTypes;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+import aeminium.runtime.helpers.loops.ForBody;
+import aeminium.runtime.helpers.loops.ForTask;
+
+public class MCPUPartialReduce<O> extends MCPUGenericKernel {
+	protected PList<O> input;
+	protected PList<O> output;
+	protected LambdaReducer<O> reduceFun;
+	
+	protected Task cTask;
+	
+	protected int outputSize;
+
+	public MCPUPartialReduce(PList<O> input,
+			LambdaReducer<O> reduceFun, int outputSize) {
+		this.input = input;
+		this.reduceFun = reduceFun;
+		this.outputSize = outputSize;
+	}
+	
+	@SuppressWarnings("unchecked")
+	@Override
+	public void execute() {
+		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
+		if (end > start) {
+			output.set(end-1, input.get(0));
+		}
+		cTask = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, end), new ForBody<Integer>() {
+
+			@Override
+			public void iterate(Integer line, aeminium.runtime.Runtime rt,
+					Task current) {
+				O acc;
+				if (reduceFun instanceof LambdaReducerWithSeed) {
+					LambdaReducerWithSeed<O> red = (LambdaReducerWithSeed<O>) reduceFun;
+					acc = red.getSeed();
+					for (int i = line * outputSize; i < (line+1) * outputSize; i++) {
+						acc = reduceFun.combine(acc, input.get(i));
+					}
+				} else {
+					acc = input.get(line * outputSize);
+					for (int i = line * outputSize + 1; i < (line+1) * outputSize; i++) {
+						acc = reduceFun.combine(acc, input.get(i));
+					}
+				}
+				output.set(line-start, acc);
+			}
+			
+		}, Runtime.NO_HINTS);
+		CPUDevice.submit(cTask);
+	}
+	
+	@Override
+	public void waitForExecution() {
+		CPUDevice.waitFor(cTask);
+	}
+	
+	public String getOutputType() {
+		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+	}
+	
+	public PList<O> getOutput() {
+		return output;
+	}
+
+	
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUReduce.java
new file mode 100644
index 0000000..18a6769
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUReduce.java
@@ -0,0 +1,95 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.runtime.Body;
+import aeminium.runtime.Hints;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+
+public class MCPUReduce<I, O> extends MCPUGenericKernel {
+	protected PList<I> input;
+	protected O output;
+	protected LambdaMapper<I, O> mapFun;
+	protected LambdaReducerWithSeed<O> reduceFun;
+	
+	protected Task cTask;
+	protected ReducerBody cBody;
+	
+	public MCPUReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
+		this(input, new LambdaMapper<I, O>() {
+			@SuppressWarnings("unchecked")
+			@Override
+			public O map(I input) {
+				return (O) input;
+			}
+		}, reduceFun);
+	}
+	
+	public MCPUReduce(PList<I> input, LambdaMapper<I,O> mapper, LambdaReducerWithSeed<O> reduceFun) {
+		this.input = input;
+		this.reduceFun = reduceFun;
+		this.mapFun = mapper;
+	}
+	
+	@Override
+	public void execute() {
+		cBody = cpuParallelReducer(start, end);
+		cTask = CPUDevice.submit(cBody);
+	}
+	
+	@Override
+	public void waitForExecution() {
+		CPUDevice.waitFor(cTask);
+	}
+	
+	
+	public class ReducerBody implements Body {
+		public LambdaReducerWithSeed<O> reduceFun;
+		public O output;
+		public int start;
+		public int end;
+		
+		public ReducerBody(LambdaReducerWithSeed<O> reduceFun, int start, int end) {
+			this.start = start;
+			this.end = end;
+			this.reduceFun = reduceFun;
+			this.output = reduceFun.getSeed();
+		}
+		
+		@Override
+		public void execute(Runtime rt, Task current) throws Exception {
+			if ((end - start) > 4 && rt.parallelize(current)) {
+				int s = start + (end - start)/2;
+				ReducerBody b1 = cpuParallelReducer(start, s);
+				Task t1 = rt.createNonBlockingTask(b1, Hints.RECURSION);
+				rt.schedule(t1, Runtime.NO_PARENT, Runtime.NO_DEPS);
+				ReducerBody b2 = cpuParallelReducer(s, end);
+				Task t2 = rt.createNonBlockingTask(b2, Hints.RECURSION);
+				rt.schedule(t2, Runtime.NO_PARENT, Runtime.NO_DEPS);
+				t1.getResult();
+				t2.getResult();
+				output = reduceFun.combine(b1.output, b2.output);
+			} else {
+				for (int i=start; i < end; i++) {
+					output = reduceFun.combine(mapFun.map(input.get(i)), output);
+				}
+			}
+		}
+	}
+	
+	public ReducerBody cpuParallelReducer(final int start, final int end) {
+		return new ReducerBody(reduceFun, start, end);
+	}
+
+	public O getOutput() {
+		return cBody.output;
+	}
+
+	public void setOutput(O output) {
+		this.output = output;
+	}
+
+}
diff --git a/src/aeminium/gpu/backends/cpu/MersenneTwister.java b/src/aeminium/gpu/backends/mcpu/MersenneTwister.java
similarity index 99%
rename from src/aeminium/gpu/backends/cpu/MersenneTwister.java
rename to src/aeminium/gpu/backends/mcpu/MersenneTwister.java
index 79568cc..a97ffe2 100644
--- a/src/aeminium/gpu/backends/cpu/MersenneTwister.java
+++ b/src/aeminium/gpu/backends/mcpu/MersenneTwister.java
@@ -1,4 +1,4 @@
-package aeminium.gpu.backends.cpu;
+package aeminium.gpu.backends.mcpu;
 
 import java.io.*;
 
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index 29a1798..f2a0779 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -3,13 +3,15 @@
 import java.util.Iterator;
 import java.util.Random;
 
-import aeminium.gpu.backends.cpu.MersenneTwister;
+import aeminium.gpu.backends.cpu.MersenneTwisterFast;
 import aeminium.gpu.backends.gpu.MersenneTwisterGPU;
+import aeminium.gpu.backends.mcpu.MersenneTwister;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.matrices.PMatrix;
 import aeminium.gpu.collections.properties.evaluation.LazyCollection;
 import aeminium.gpu.collections.properties.evaluation.LazyGPUHelper;
+import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.devices.DefaultDeviceFactory;
 import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.Map;
@@ -38,6 +40,7 @@ public String getSource() {
 	protected int seed;
 	protected GPUDevice device;
 	protected MersenneTwister mt = null;
+	protected MersenneTwisterFast mtf = null;
 
 	public RandomList(int max) {
 		this(max, new Random().nextInt());
@@ -100,9 +103,15 @@ public Float remove(int index) {
 
 	@Override
 	public Float get(int index) {
-		if (mt == null)
-			mt = new MersenneTwister(seed);
-		return mt.nextFloat();
+		if (CPUDevice.isMulticore()) {
+			if (mt == null)
+				mt = new MersenneTwister(seed);
+			return mt.nextFloat();
+		} else {
+			if (mtf == null)
+				mtf = new MersenneTwisterFast(seed);
+			return mtf.nextFloat();
+		}
 	}
 
 	@Override
diff --git a/src/aeminium/gpu/devices/CPUDevice.java b/src/aeminium/gpu/devices/CPUDevice.java
index 186c8e0..442aa7d 100644
--- a/src/aeminium/gpu/devices/CPUDevice.java
+++ b/src/aeminium/gpu/devices/CPUDevice.java
@@ -89,4 +89,8 @@ public static void waitFor(Task t) {
 		rt.waitToEmpty();
 		shutdown();
 	}
+
+	public static boolean isMulticore() {
+		return rtcalls > 0;
+	}
 }
diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index d0b88cc..e851001 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -1,8 +1,8 @@
 package aeminium.gpu.operations;
 
-import aeminium.gpu.backends.cpu.CPUMap;
 import aeminium.gpu.backends.gpu.GPUMap;
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.mcpu.MCPUMap;
 import aeminium.gpu.collections.lazyness.LazyEvaluator;
 import aeminium.gpu.collections.lazyness.LazyPList;
 import aeminium.gpu.collections.lists.PList;
@@ -24,7 +24,7 @@ public class Map<I, O> extends GenericProgram implements Program {
 	
 	
 	protected GPUMap<I, O> gpuOp;
-	protected CPUMap<I, O> cpuOp;
+	protected MCPUMap<I, O> cpuOp;
 	
 
 	// Constructors
@@ -39,7 +39,7 @@ public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other,
 		this.input = list;
 		this.mapFun = mapFun;
 		
-		cpuOp = new CPUMap<I, O>(input, mapFun);
+		cpuOp = new MCPUMap<I, O>(input, mapFun);
 		gpuOp = new GPUMap<I, O>(input, mapFun, other);
 		gpuOp.setDevice(dev);
 	}
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index d36ecb2..ff5c18e 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.operations;
 
-import aeminium.gpu.backends.cpu.CPUReduce;
 import aeminium.gpu.backends.gpu.GPUReduce;
+import aeminium.gpu.backends.mcpu.MCPUReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.contracts.GenericProgram;
@@ -18,7 +18,7 @@ public class MapReduce<I, O> extends GenericProgram {
 	protected LambdaReducerWithSeed<O> reduceFun;
 	
 	protected GPUReduce<I, O> gpuOp;
-	protected CPUReduce<I, O> cpuOp;
+	protected MCPUReduce<I, O> cpuOp;
 	
 
 	// Constructors
@@ -31,7 +31,7 @@ public MapReduce(LambdaMapper<I, O> mapper,
 		this.mapFun = mapper;
 		this.reduceFun = reducer;
 		
-		cpuOp = new CPUReduce<I, O>(input, mapFun, reduceFun);
+		cpuOp = new MCPUReduce<I, O>(input, mapFun, reduceFun);
 		gpuOp = new GPUReduce<I, O>(input, mapFun, reduceFun);
 		gpuOp.setOtherSources(other);
 		gpuOp.setDevice(dev);
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index 7576b4d..9dcce90 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.operations;
 
-import aeminium.gpu.backends.cpu.CPUPartialReduce;
 import aeminium.gpu.backends.gpu.GPUPartialReduce;
+import aeminium.gpu.backends.mcpu.MCPUPartialReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.contracts.GenericProgram;
@@ -19,7 +19,7 @@ public class PartialReduce<O> extends GenericProgram {
 	protected LambdaReducer<O> reduceFun;
 	
 	protected GPUPartialReduce<O> gpuOp;
-	protected CPUPartialReduce<O> cpuOp;
+	protected MCPUPartialReduce<O> cpuOp;
 	
 	// Constructors
 
@@ -35,7 +35,7 @@ public PartialReduce(LambdaReducer<O> reduceFun, PList<O> list,
 		this.outputSize = list.size() / groupBy;
 		this.reduceFun = reduceFun;
 		
-		cpuOp = new CPUPartialReduce<O>(input, reduceFun, outputSize);
+		cpuOp = new MCPUPartialReduce<O>(input, reduceFun, outputSize);
 		gpuOp = new GPUPartialReduce<O>(input, reduceFun, outputSize);
 		gpuOp.setOtherSources(other);
 		gpuOp.setDevice(dev);
diff --git a/src/aeminium/gpu/operations/Reduce.java b/src/aeminium/gpu/operations/Reduce.java
index 7f01d5f..ee1e672 100644
--- a/src/aeminium/gpu/operations/Reduce.java
+++ b/src/aeminium/gpu/operations/Reduce.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.operations;
 
-import aeminium.gpu.backends.cpu.CPUReduce;
 import aeminium.gpu.backends.gpu.GPUReduce;
+import aeminium.gpu.backends.mcpu.MCPUReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.contracts.GenericProgram;
@@ -16,7 +16,7 @@ public class Reduce<O> extends GenericProgram implements Program {
 	protected LambdaReducerWithSeed<O> reduceFun;
 	
 	protected GPUReduce<O, O> gpuOp;
-	protected CPUReduce<O, O> cpuOp;
+	protected MCPUReduce<O, O> cpuOp;
 
 	// Constructors
 
@@ -31,7 +31,7 @@ public Reduce(LambdaReducerWithSeed<O> reduceFun, PList<O> list,
 		this.input = list;
 		this.reduceFun = reduceFun;
 		
-		cpuOp = new CPUReduce<O, O>(input, reduceFun);
+		cpuOp = new MCPUReduce<O, O>(input, reduceFun);
 		gpuOp = new GPUReduce<O, O>(input, reduceFun);
 		gpuOp.setOtherSources(other);
 		gpuOp.setDevice(dev);

From 78620e020b33b09a8736b12ced27d2ec402c5ae7 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 12:47:05 +0000
Subject: [PATCH 017/276] Recursive implementation

---
 .../gpu/backends/cpu/CPURecursive.java        | 70 ++++++++++++++
 .../gpu/backends/gpu/GPURecursive.java        | 50 ++++++++++
 .../gpu/backends/mcpu/MCPURecursive.java      | 92 +++++++++++++++++++
 src/aeminium/gpu/examples/RecIntegral.java    | 55 +++++++++++
 src/aeminium/gpu/operations/RecursiveOp.java  | 69 ++++++++++++++
 .../functions/RecursiveCallback.java          |  5 +
 .../functions/RecursiveStrategy.java          | 23 +++++
 7 files changed, 364 insertions(+)
 create mode 100644 src/aeminium/gpu/backends/cpu/CPURecursive.java
 create mode 100644 src/aeminium/gpu/backends/gpu/GPURecursive.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPURecursive.java
 create mode 100644 src/aeminium/gpu/examples/RecIntegral.java
 create mode 100644 src/aeminium/gpu/operations/RecursiveOp.java
 create mode 100644 src/aeminium/gpu/operations/functions/RecursiveCallback.java
 create mode 100644 src/aeminium/gpu/operations/functions/RecursiveStrategy.java

diff --git a/src/aeminium/gpu/backends/cpu/CPURecursive.java b/src/aeminium/gpu/backends/cpu/CPURecursive.java
new file mode 100644
index 0000000..af2e4eb
--- /dev/null
+++ b/src/aeminium/gpu/backends/cpu/CPURecursive.java
@@ -0,0 +1,70 @@
+package aeminium.gpu.backends.cpu;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+import aeminium.gpu.operations.functions.RecursiveStrategy;
+
+public class CPURecursive<R,T> extends CPUGenericKernel implements RecursiveCallback {
+
+	public T output;
+	public final RecursiveStrategy<R, T> strategy;
+	public R start;
+	public R end;
+	public boolean isDone = false;
+	
+	
+	public CPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
+		strategy = recursiveStrategy;
+		output = strategy.getSeed();
+		start = strategy.getStart();
+		end = strategy.getEnd();
+	}
+	
+	public CPURecursive(RecursiveStrategy<R, T> recursiveStrategy, R start, R end, T acc) {
+		strategy = recursiveStrategy;
+		this.start = start;
+		this.end = end;
+		this.output = acc;
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void execute() {
+		R next = end;
+		T result;
+		
+		PList<R> ranges = (PList<R>) CollectionFactory.listFromType(start.getClass().getSimpleName());
+		while (true) {
+			result = strategy.iterative(start, next, this);
+			if (isDone) {
+				if (next == end) {
+					break;
+				}
+				isDone = false;
+				output = strategy.combine(output, result);
+				start = next;
+				next = end;
+			} else {
+				ranges.clear();
+				strategy.split(ranges, 0, start, next, 500);
+				next = ranges.get(1);
+			}
+		}
+	}
+
+	@Override
+	public void waitForExecution() {
+		// Do nothing
+	}
+
+	public T getOutput() {
+		return output;
+	}
+
+	@Override
+	public void markDone() {
+		isDone = true;
+	}
+
+}
diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
new file mode 100644
index 0000000..fe0086f
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -0,0 +1,50 @@
+package aeminium.gpu.backends.gpu;
+
+import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLQueue;
+
+import aeminium.gpu.operations.functions.RecursiveStrategy;
+
+public class GPURecursive<R, T> extends GPUGenericKernel {
+
+	public T output;
+	
+	public GPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
+		// TODO Auto-generated constructor stub
+	}
+
+	@Override
+	public void prepareBuffers(CLContext ctx) {
+		// TODO Auto-generated method stub
+		
+	}
+
+	@Override
+	public void execute(CLContext ctx, CLQueue q) {
+		// TODO Auto-generated method stub
+		
+	}
+
+	@Override
+	public void retrieveResults(CLContext ctx, CLQueue q) {
+		// TODO Auto-generated method stub
+		
+	}
+
+	@Override
+	public String getSource() {
+		// TODO Auto-generated method stub
+		return null;
+	}
+
+	@Override
+	public String getKernelName() {
+		// TODO Auto-generated method stub
+		return null;
+	}
+
+	public T getOutput() {
+		return output;
+	}
+	
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java b/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
new file mode 100644
index 0000000..2902dcc
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
@@ -0,0 +1,92 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+import aeminium.gpu.operations.functions.RecursiveStrategy;
+import aeminium.runtime.Body;
+import aeminium.runtime.Hints;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+
+public class MCPURecursive<R, T> extends MCPUGenericKernel {
+
+	public T output;
+	public final RecursiveStrategy<R, T> strategy;
+	public Task cTask;
+	public RecursiveBody<R, T> cBody;
+	
+	
+	public MCPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
+		strategy = recursiveStrategy;
+	}
+
+	@Override
+	public void execute() {
+		
+		cBody = new RecursiveBody<R, T>(this, strategy.getSeed(), strategy.getStart(), strategy.getEnd());
+		cTask = CPUDevice.submit(cBody);
+	}
+
+	@Override
+	public void waitForExecution() {
+		CPUDevice.waitFor(cTask);
+	}
+
+	public T getOutput() {
+		return cBody.acc;
+	}
+	
+	public static class RecursiveBody<R, T> implements Body, RecursiveCallback {
+
+		public T acc;
+		R st;
+		R end;
+		boolean isDone;
+		MCPURecursive<R, T> op;
+		
+		public RecursiveBody(MCPURecursive<R, T> op, T accumulator, R start, R end) {
+			this.acc = accumulator;
+			this.st = start;
+			this.end = end;
+			this.op = op;
+		}
+
+		@SuppressWarnings("unchecked")
+		@Override
+		public void execute(Runtime rt, Task current) throws Exception {
+			T itacc = op.strategy.iterative(st, end, this);
+			if (!isDone) {
+				PList<R> ranges = (PList<R>) CollectionFactory.listFromType(st.getClass().getSimpleName());
+				op.strategy.split(ranges, 0, st, end, 2);
+			
+				RecursiveBody<R, T> leftBody = new RecursiveBody<R, T>(op, itacc, ranges.get(0), ranges.get(1));
+				RecursiveBody<R, T> rightBody = new RecursiveBody<R, T>(op, itacc, ranges.get(1), end);
+				
+				if (rt.parallelize(current) && rt.getTaskCount() < 30) {			
+					Task leftSide = rt.createNonBlockingTask(leftBody, (short) (Hints.RECURSION));
+					rt.schedule(leftSide, current, Runtime.NO_DEPS);
+					
+					Task rightSide = rt.createNonBlockingTask(rightBody, (short) (Hints.RECURSION));
+					rt.schedule(rightSide, current, Runtime.NO_DEPS);
+		
+					leftSide.getResult();
+					rightSide.getResult();
+				} else {
+					leftBody.execute(rt, current);
+					rightBody.execute(rt, current);
+				}
+				
+				itacc = op.strategy.combine(rightBody.acc, leftBody.acc);
+			}
+			acc = itacc;
+		}
+
+		@Override
+		public void markDone() {
+			isDone = true;
+		}
+	}
+	
+}
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
new file mode 100644
index 0000000..0192cb4
--- /dev/null
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -0,0 +1,55 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+import aeminium.gpu.operations.functions.RecursiveStrategy;
+
+public class RecIntegral {
+	public static void main(String[] args) {
+		
+		RecursiveStrategy<Double, Double> integral = new RecursiveStrategy<Double, Double>() {
+
+			public Double getStart() { return -2101.0; }
+			public Double getEnd() { return 1036.0; }
+			
+			@Override
+			public Double iterative(Double r, Double l, RecursiveCallback result) {
+				double h = (r - l) * 0.5;
+				double c = l + h;
+				double fr = (r * r + 1.0) * r;
+				double fl = (l * l + 1.0) * l;
+				double fc = (c * c + 1.0) * c;
+				double hh = h * 0.5;
+				double al = (fl + fc) * hh;
+				double ar = (fr + fc) * hh;
+				double alr = al + ar;
+				double prev = (fl+fr) * hh;
+				if (Math.abs(alr - prev) <= 1.0e-2) {
+					result.markDone();
+				}
+				return alr;
+			}
+			
+			@Override
+			public Double combine(Double input, Double other) {
+				return input+other;
+			}
+			@Override
+			public void split(PList<Double> indices, int index, Double start, Double end, int n) {
+				double step = (end-start)/((double)n);
+				for (int i=0; i<n; i++) {
+					indices.set(index+i, start + i*step); 
+				}
+			}
+			@Override
+			public Double getSeed() {
+				return 0.0;
+			}
+			
+		};
+		
+		double value = integral.evaluate();
+		System.out.println("Result: " + value);
+
+	}
+}
diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RecursiveOp.java
new file mode 100644
index 0000000..71b3bf9
--- /dev/null
+++ b/src/aeminium/gpu/operations/RecursiveOp.java
@@ -0,0 +1,69 @@
+package aeminium.gpu.operations;
+
+import aeminium.gpu.backends.gpu.GPURecursive;
+import aeminium.gpu.backends.mcpu.MCPURecursive;
+import aeminium.gpu.devices.DefaultDeviceFactory;
+import aeminium.gpu.operations.contracts.GenericProgram;
+import aeminium.gpu.operations.contracts.Program;
+import aeminium.gpu.operations.functions.RecursiveStrategy;
+
+public class RecursiveOp<R, T> extends GenericProgram implements Program {
+	
+	public RecursiveStrategy<R, T> strategy;
+	private T output;
+	
+	protected GPURecursive<R, T> gpuOp;
+	protected MCPURecursive<R, T> cpuOp;
+
+	public RecursiveOp(RecursiveStrategy<R, T> recursiveStrategy) {
+		this.strategy = recursiveStrategy;
+		
+		cpuOp = new MCPURecursive<R, T>(recursiveStrategy);
+		gpuOp = new GPURecursive<R, T>(recursiveStrategy);
+		gpuOp.setDevice((new DefaultDeviceFactory()).getDevice());
+	}
+
+	public T getOutput() {
+		execute();
+		return output;
+	}
+
+	@Override
+	protected int getParallelUnits() {
+		return 1024;
+	}
+
+	@Override
+	protected int getBalanceSplitPoint() {
+		return 1024;
+	}
+
+	@Override
+	protected void mergeResults(boolean hasGPU, boolean hasCPU) {
+		if (!hasGPU) {
+			cpuOp.waitForExecution();
+			output = cpuOp.getOutput();
+		} else if (!hasCPU) {
+			gpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+		} else {
+			gpuOp.waitForExecution();
+			cpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+			output = strategy.combine(output, cpuOp.getOutput());
+		}
+	}
+
+	@Override
+	public void cpuExecution(int start, int end) {
+		cpuOp.setLimits(start, end);
+		cpuOp.execute();
+	}
+
+	@Override
+	public void gpuExecution(int start, int end) {
+		gpuOp.setLimits(start, end);
+		gpuOp.execute();
+	}
+
+}
diff --git a/src/aeminium/gpu/operations/functions/RecursiveCallback.java b/src/aeminium/gpu/operations/functions/RecursiveCallback.java
new file mode 100644
index 0000000..dbd370a
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/RecursiveCallback.java
@@ -0,0 +1,5 @@
+package aeminium.gpu.operations.functions;
+
+public interface RecursiveCallback {
+	public void markDone();
+}
diff --git a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java b/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
new file mode 100644
index 0000000..e08b8ab
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
@@ -0,0 +1,23 @@
+package aeminium.gpu.operations.functions;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
+import aeminium.gpu.operations.RecursiveOp;
+
+public abstract class RecursiveStrategy<R,T> implements ReducerWithSeed<T> {
+
+	public abstract T iterative(R r, R l, RecursiveCallback result);
+	
+	public abstract R getStart();
+	
+	public abstract R getEnd();
+	
+	public abstract void split(PList<R> indices, int index, R s, R e, int n);
+	
+	public T evaluate() {
+		RecursiveOp<R,T> op = new RecursiveOp<R,T>(this);
+		return op.getOutput();
+	}
+	
+
+}

From bb7692d13f7180d0404e382f3afc17069393d572 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 13:54:01 +0000
Subject: [PATCH 018/276] Added extra data on Map.

---
 build.xml                                     |  2 +-
 .../gpu/backends/gpu/GPUGenericKernel.java    | 17 ++++++++-
 src/aeminium/gpu/backends/gpu/GPUMap.java     | 28 ++++++++++++++
 .../backends/gpu/buffers/BufferHelper.java    | 10 +++++
 .../gpu/backends/gpu/buffers/OtherData.java   | 25 ++++++++++++
 src/aeminium/gpu/collections/PCollection.java |  2 +-
 src/aeminium/gpu/collections/PObject.java     |  5 +++
 .../gpu/examples/ExtraDataExample.java        | 38 +++++++++++++++++++
 src/aeminium/gpu/operations/Map.java          |  2 +-
 9 files changed, 124 insertions(+), 5 deletions(-)
 create mode 100644 src/aeminium/gpu/backends/gpu/buffers/OtherData.java
 create mode 100644 src/aeminium/gpu/collections/PObject.java
 create mode 100644 src/aeminium/gpu/examples/ExtraDataExample.java

diff --git a/build.xml b/build.xml
index 7638b63..fd17506 100644
--- a/build.xml
+++ b/build.xml
@@ -9,7 +9,7 @@
     <property name="templates.dir"     value="templates"/>
 	<property name="verbose" value="false" />
    
-    <property name="main-class"  value="aeminium.gpu.examples.MapToMapExample"/>
+    <property name="main-class"  value="aeminium.gpu.examples.ExtraDataExample"/>
 	<property name="info-class"  value="aeminium.gpu.utils.HardwareReport"/>
 	<property name="bench-class"  value="aeminium.gpu.recorder.Recorder"/>
      <property name="lib.dir"     value="lib"/>
diff --git a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
index cd6f568..debe946 100644
--- a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
+++ b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.backends.gpu;
 
+import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.devices.GPUDevice;
 
 import com.nativelibs4java.opencl.CLBuildException;
@@ -15,9 +16,10 @@ public abstract class GPUGenericKernel implements GPUKernel {
 	protected CLKernel kernel;
 	protected CLEvent kernelCompletion;
 	
+	protected OtherData[] otherData;
+	
 	protected String otherSources;
 
-
 	protected long startTime;
 	
 	protected int start;
@@ -45,7 +47,18 @@ public void waitForExecution() {
 	public void prepareSource(CLContext ctx) {
 		kernel = getOrCreateKernel(ctx);
 	}
-	abstract public void prepareBuffers(CLContext ctx);
+	public void prepareBuffers(CLContext ctx) {
+		for (OtherData o : otherData) {
+			o.createBuffer(ctx);
+		}
+	}
+	
+	protected void setExtraDataArgs(CLKernel kernel) {
+		int i = kernel.getNumArgs() - otherData.length;
+		for (OtherData o : otherData) {
+			kernel.setArg(i++, o.getBuffer());
+		}
+	}
 
 	abstract public void execute(CLContext ctx, CLQueue q);
 
diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index 5da56b6..7dc1cd1 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -1,7 +1,11 @@
 package aeminium.gpu.backends.gpu;
 
+import java.lang.reflect.Field;
+
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.backends.gpu.generators.MapCodeGen;
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
@@ -31,12 +35,32 @@ public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String otherSources) {
 		outputType = mapFun.getOutputType() != null ? mapFun.getOutputType() : ExtractTypes.getMapOutputType(mapFun, input);
 		this.setOtherSources(otherSources);
 		
+		extractOtherData();
+		
 		gen = new MapCodeGen(this);
 		if (input instanceof Range) {
 			gen.setRange(true);
 		}
 	}
 	
+	private void extractOtherData() {
+		Field[] fs = mapFun.getClass().getFields();
+		otherData = new OtherData[fs.length];
+		int i = 0;
+		for (Field f : fs) {
+			f.setAccessible(true);
+			try {
+				otherData[i++] = new OtherData(f.getName(), (PObject) f.get(mapFun));
+			} catch (IllegalArgumentException e) {
+				// Avoided
+				e.printStackTrace();
+			} catch (IllegalAccessException e) {
+				// Avoided
+				e.printStackTrace();
+			}
+		}
+	}
+
 	@Override
 	public String getKernelName() {
 		return gen.getMapKernelName();
@@ -49,9 +73,12 @@ public String getSource() {
 
 	@Override
 	public void prepareBuffers(CLContext ctx) {
+		super.prepareBuffers(ctx);
 		inbuffer = BufferHelper.createInputBufferFor(ctx, input, end);
 		outbuffer = BufferHelper.createOutputBufferFor(ctx, outputType,
 				end);
+		
+		
 	}
 
 	@Override
@@ -60,6 +87,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			// setArgs will throw an exception at runtime if the types / sizes
 			// of the arguments are incorrect
 			kernel.setArgs(inbuffer, outbuffer);
+			setExtraDataArgs(kernel);
 
 			// Ask for 1-dimensional execution of length dataSize, with auto
 			// choice of local workgroup size :
diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index c157446..80426aa 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -2,6 +2,7 @@
 
 import java.util.HashMap;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lists.BooleanList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.LazyCollection;
@@ -152,4 +153,13 @@ public static Object decode(Object in, String outputType) {
 		return in;
 	}
 
+	public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
+			PObject o) {
+		if (o instanceof PList) {
+			PList<?> l = (PList<?>) o;
+			return createInputOutputBufferFor(ctx, l);
+		}
+		return null;
+	}
+
 }
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
new file mode 100644
index 0000000..816bae9
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -0,0 +1,25 @@
+package aeminium.gpu.backends.gpu.buffers;
+
+import aeminium.gpu.collections.PObject;
+
+import com.nativelibs4java.opencl.CLBuffer;
+import com.nativelibs4java.opencl.CLContext;
+
+public class OtherData {
+	public String name;
+	public PObject obj;
+	public CLBuffer<?> buffer;
+	
+	public OtherData(String n, PObject o) {
+		this.name = n;
+		this.obj = o;
+	}
+	
+	public void createBuffer(CLContext ctx) {
+		buffer = BufferHelper.createInputOutputBufferFor(ctx, obj);
+	}
+	
+	public CLBuffer<?> getBuffer() {
+		return buffer;
+	}
+}
diff --git a/src/aeminium/gpu/collections/PCollection.java b/src/aeminium/gpu/collections/PCollection.java
index b1241db..9cbc44c 100644
--- a/src/aeminium/gpu/collections/PCollection.java
+++ b/src/aeminium/gpu/collections/PCollection.java
@@ -1,6 +1,6 @@
 package aeminium.gpu.collections;
 
-public interface PCollection<T> {
+public interface PCollection<T> extends PObject {
 
 	public int size();
 
diff --git a/src/aeminium/gpu/collections/PObject.java b/src/aeminium/gpu/collections/PObject.java
new file mode 100644
index 0000000..c3bf25c
--- /dev/null
+++ b/src/aeminium/gpu/collections/PObject.java
@@ -0,0 +1,5 @@
+package aeminium.gpu.collections;
+
+public interface PObject {
+
+}
diff --git a/src/aeminium/gpu/examples/ExtraDataExample.java b/src/aeminium/gpu/examples/ExtraDataExample.java
new file mode 100644
index 0000000..0ff1029
--- /dev/null
+++ b/src/aeminium/gpu/examples/ExtraDataExample.java
@@ -0,0 +1,38 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaMapper;
+
+public class ExtraDataExample {
+	public static void main(String[] args) {
+		int N = 1034;
+
+		PList<Integer> input = new IntList();
+		final PList<Integer> input2 = new IntList();
+		for (int i=0; i<N; i++) {
+			input.add(i);
+			input2.add(-i);
+		}
+		input = input.map(new LambdaMapper<Integer, Integer>() {
+
+			public PList<Integer> m = input2;
+
+			public Integer map(Integer i) {
+				return m.get(i);
+			}
+			
+			@Override
+			public String getSource() {
+				return "return m[input];";
+			}
+			
+			public String getOutputType() {
+				return "Integer";
+			}
+
+		});
+		System.out.println("The first value is " + input.get(N-1));
+
+	}
+}
diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index e851001..53e1f63 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -44,7 +44,7 @@ public Map(LambdaMapper<I, O> mapFun, PList<I> list, String other,
 		gpuOp.setDevice(dev);
 	}
 
-	protected int getParallelUnits() {
+	protected int getParallelUnits() {	
 		return input.size();
 	}
 	

From 38bd2b00fec53ecaa5b18bc7202f6599c23dcf02 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:07:29 +0000
Subject: [PATCH 019/276] Codegen includes extra args

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java  |  4 +--
 .../backends/gpu/buffers/BufferHelper.java    |  9 +++++
 .../gpu/backends/gpu/buffers/OtherData.java   |  2 ++
 .../gpu/generators/AbstractCodeGen.java       | 34 +++++++++++++++++++
 .../gpu/generators/AbstractReduceCodeGen.java | 15 ++++++++
 .../gpu/generators/GenericReduceCodeGen.java  | 14 --------
 .../backends/gpu/generators/MapCodeGen.java   |  6 ++--
 .../gpu/generators/MapReduceCodeGen.java      | 15 +-------
 .../gpu/generators/ReduceCodeGen.java         | 18 +---------
 templates/opencl/MapKernel.clt                |  2 +-
 10 files changed, 67 insertions(+), 52 deletions(-)
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/AbstractReduceCodeGen.java
 delete mode 100644 src/aeminium/gpu/backends/gpu/generators/GenericReduceCodeGen.java

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 110fb7c..f43326b 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -3,7 +3,7 @@
 import org.bridj.Pointer;
 
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
-import aeminium.gpu.backends.gpu.generators.GenericReduceCodeGen;
+import aeminium.gpu.backends.gpu.generators.AbstractReduceCodeGen;
 import aeminium.gpu.backends.gpu.generators.MapReduceCodeGen;
 import aeminium.gpu.backends.gpu.generators.ReduceCodeGen;
 import aeminium.gpu.backends.gpu.generators.ReduceTemplateSource;
@@ -31,7 +31,7 @@ public class GPUReduce<I, O> extends GPUGenericKernel implements ReduceTemplateS
 	protected CLBuffer<?> inbuffer;
 	protected CLBuffer<?> outbuffer;
 
-	private GenericReduceCodeGen gen;
+	private AbstractReduceCodeGen gen;
 
 	private int blocks;
 	private int threads;
diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 80426aa..2e77e06 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -162,4 +162,13 @@ public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
 		return null;
 	}
 
+	public static String getCLTypeOfObject(PObject o) {
+		if (o instanceof PList) {
+			PList<?> l = (PList<?>) o;
+			return getCLTypeOf(l.getType().toString()) + "[]";
+		} else {
+			return null; // TODO
+		}
+	}
+
 }
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 816bae9..632d124 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -9,6 +9,7 @@ public class OtherData {
 	public String name;
 	public PObject obj;
 	public CLBuffer<?> buffer;
+	public String type;
 	
 	public OtherData(String n, PObject o) {
 		this.name = n;
@@ -17,6 +18,7 @@ public OtherData(String n, PObject o) {
 	
 	public void createBuffer(CLContext ctx) {
 		buffer = BufferHelper.createInputOutputBufferFor(ctx, obj);
+		type = BufferHelper.getCLTypeOfObject(obj);
 	}
 	
 	public CLBuffer<?> getBuffer() {
diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
new file mode 100644
index 0000000..f95764b
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
@@ -0,0 +1,34 @@
+package aeminium.gpu.backends.gpu.generators;
+
+import aeminium.gpu.backends.gpu.buffers.OtherData;
+
+public abstract class AbstractCodeGen {
+	protected OtherData[] otherData;
+	protected String otherSources = "";
+	protected boolean isRange = false;
+	protected String id;
+	
+	public void setOtherData(OtherData[] ods) {
+		this.otherData = ods;
+	}
+	
+	public boolean isRange() {
+		return isRange;
+	}
+
+	public void setRange(boolean isRange) {
+		this.isRange = isRange;
+	}
+	
+	public String getExtraArgs() {
+		if (otherData.length == 0) {
+			return "";
+		} else {
+			StringBuilder b = new StringBuilder();
+			for (OtherData o : otherData) {
+				b.append(", " + o.type + " " + o.name);
+			}
+			return b.toString();
+		}
+	}
+}
diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractReduceCodeGen.java
new file mode 100644
index 0000000..c07536b
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractReduceCodeGen.java
@@ -0,0 +1,15 @@
+package aeminium.gpu.backends.gpu.generators;
+
+public abstract class AbstractReduceCodeGen extends AbstractCodeGen{
+	public abstract String getMapLambdaSource();
+	public abstract String getReduceLambdaSource();
+	public abstract String getReduceKernelSource();
+	public abstract String getReduceKernelName();
+	public abstract String getMapLambdaName();
+	protected boolean hasSeed = false;
+	
+	public void setHasSeed(boolean b) {
+		hasSeed = b;
+	}
+	
+}
diff --git a/src/aeminium/gpu/backends/gpu/generators/GenericReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/GenericReduceCodeGen.java
deleted file mode 100644
index bee1fe5..0000000
--- a/src/aeminium/gpu/backends/gpu/generators/GenericReduceCodeGen.java
+++ /dev/null
@@ -1,14 +0,0 @@
-package aeminium.gpu.backends.gpu.generators;
-
-public interface GenericReduceCodeGen {
-	public String getMapLambdaSource();
-	public String getReduceLambdaSource();
-	public String getReduceKernelSource();
-	public String getReduceKernelName();
-	public String getMapLambdaName();
-	
-	public void setHasSeed(boolean b);
-	public boolean isRange();
-	public void setRange(boolean isRange);
-	
-}
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
index 926e124..a43cad4 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
@@ -8,15 +8,12 @@
 import aeminium.gpu.templates.TemplateWrapper;
 
 @SuppressWarnings("rawtypes")
-public class MapCodeGen {
+public class MapCodeGen extends AbstractCodeGen {
 
 	private String inputType;
 	private String outputType;
 	private String clSource;
-	private String otherSources = "";
-	private String id;
 	private String[] parameters;
-	private boolean isRange = false;
 
 	public MapCodeGen(GPUMap mapOp) {
 		inputType = BufferHelper.getCLTypeOf(mapOp.getInputType());
@@ -64,6 +61,7 @@ public String getMapKernelSource() {
 
 		mapping.put("map_lambda_def", getMapLambdaSource());
 		mapping.put("other_sources", otherSources);
+		mapping.put("extra_args", getExtraArgs());
 
 		if (isRange) {
 			mapping.put("get_input", "map_global_id");
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
index 3cb7775..d4cc02e 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
@@ -8,9 +8,8 @@
 import aeminium.gpu.templates.TemplateWrapper;
 
 @SuppressWarnings("rawtypes")
-public class MapReduceCodeGen implements GenericReduceCodeGen {
+public class MapReduceCodeGen extends AbstractReduceCodeGen {
 	private GPUReduce op;
-	private String id;
 	private String[] map_parameters;
 	private boolean isRange = false;
 
@@ -85,16 +84,4 @@ public String getReduceKernelName() {
 		return "reduce_kernel_" + id;
 	}
 
-	public boolean isRange() {
-		return isRange;
-	}
-
-	public void setRange(boolean isRange) {
-		this.isRange = isRange;
-	}
-
-	@Override
-	public void setHasSeed(boolean b) {		
-	}
-
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
index 447854a..03217cd 100644
--- a/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
@@ -7,17 +7,13 @@
 import aeminium.gpu.templates.TemplateWrapper;
 
 @SuppressWarnings("rawtypes")
-public class ReduceCodeGen implements GenericReduceCodeGen {
+public class ReduceCodeGen extends AbstractReduceCodeGen {
 
 	private String inputType;
 	private String outputType;
 	private String clSource;
 	private String seedSource;
-	private String otherSources = "";
-	private String id;
 	private String[] parameters;
-	private boolean isRange = false;
-	private boolean hasSeed = false;
 
 	public ReduceCodeGen(String inputType, String outputType, String clSource,
 			String seedSource, String[] pars, String id) {
@@ -95,18 +91,6 @@ public String getReduceKernelName() {
 		return "reduce_kernel_" + id;
 	}
 
-	public boolean isRange() {
-		return isRange;
-	}
-
-	public void setRange(boolean isRange) {
-		this.isRange = isRange;
-	}
-
-	public void setHasSeed(boolean b) {
-		hasSeed = b;
-	}
-
 	@Override
 	public String getMapLambdaSource() {
 		return null;
diff --git a/templates/opencl/MapKernel.clt b/templates/opencl/MapKernel.clt
index b3002d8..34e2c1c 100644
--- a/templates/opencl/MapKernel.clt
+++ b/templates/opencl/MapKernel.clt
@@ -6,7 +6,7 @@
 // Specific Map Lambda Function
 {{map_lambda_def}}
 
-__kernel void {{map_kernel_name}}(__global const {{input_type}}* map_input, __global {{output_type}}* map_output) {
+__kernel void {{map_kernel_name}}(__global const {{input_type}}* map_input, __global {{output_type}}* map_output {{extra_args}}) {
 	int map_global_id = get_global_id(0);
 	map_output[map_global_id] = {{map_lambda_name}}({{get_input}});
 }

From e66f580d3180374e6aa9834b7490a552e87a1c22 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:08:41 +0000
Subject: [PATCH 020/276] Populated other data in template

---
 src/aeminium/gpu/backends/gpu/GPUMap.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index 7dc1cd1..f0963cc 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -35,12 +35,12 @@ public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String otherSources) {
 		outputType = mapFun.getOutputType() != null ? mapFun.getOutputType() : ExtractTypes.getMapOutputType(mapFun, input);
 		this.setOtherSources(otherSources);
 		
-		extractOtherData();
-		
 		gen = new MapCodeGen(this);
 		if (input instanceof Range) {
 			gen.setRange(true);
 		}
+		extractOtherData();
+		gen.setOtherData(otherData);
 	}
 	
 	private void extractOtherData() {

From b6427a505ced1d938dc6c9d30e2a4affaa88af0e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:10:47 +0000
Subject: [PATCH 021/276] Added debug flag

---
 src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java | 1 +
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java    | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 2e77e06..1e1b2bf 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -167,6 +167,7 @@ public static String getCLTypeOfObject(PObject o) {
 			PList<?> l = (PList<?>) o;
 			return getCLTypeOf(l.getType().toString()) + "[]";
 		} else {
+			System.out.println("o not a PLIST");
 			return null; // TODO
 		}
 	}
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 632d124..0d51605 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -14,11 +14,11 @@ public class OtherData {
 	public OtherData(String n, PObject o) {
 		this.name = n;
 		this.obj = o;
+		this.type = BufferHelper.getCLTypeOfObject(obj);
 	}
 	
 	public void createBuffer(CLContext ctx) {
 		buffer = BufferHelper.createInputOutputBufferFor(ctx, obj);
-		type = BufferHelper.getCLTypeOfObject(obj);
 	}
 	
 	public CLBuffer<?> getBuffer() {

From 20da83910a660cb5194b296aa4354595c8658b98 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:20:16 +0000
Subject: [PATCH 022/276] Refactored get CL type of PObjects

---
 src/aeminium/gpu/backends/gpu/GPUMap.java             |  2 +-
 src/aeminium/gpu/backends/gpu/GPUPartialReduce.java   |  2 +-
 src/aeminium/gpu/backends/gpu/GPUReduce.java          |  2 +-
 .../gpu/backends/gpu/buffers/BufferHelper.java        | 11 ++++++++---
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java  |  2 +-
 src/aeminium/gpu/collections/PCollection.java         |  2 +-
 src/aeminium/gpu/collections/PObject.java             |  2 +-
 src/aeminium/gpu/collections/lazyness/LazyPList.java  |  4 ++--
 .../gpu/collections/lazyness/LazyPMatrix.java         |  4 ++--
 src/aeminium/gpu/collections/lazyness/RandomList.java |  7 ++++++-
 src/aeminium/gpu/collections/lazyness/Range.java      |  7 ++++++-
 src/aeminium/gpu/collections/lists/AbstractList.java  |  7 ++++++-
 src/aeminium/gpu/collections/lists/BooleanList.java   |  2 +-
 src/aeminium/gpu/collections/lists/CharList.java      |  2 +-
 src/aeminium/gpu/collections/lists/DoubleList.java    |  2 +-
 src/aeminium/gpu/collections/lists/FloatList.java     |  2 +-
 src/aeminium/gpu/collections/lists/IntList.java       |  2 +-
 src/aeminium/gpu/collections/lists/LongList.java      |  2 +-
 .../gpu/collections/matrices/AbstractMatrix.java      |  6 ++++++
 .../gpu/collections/matrices/BooleanMatrix.java       |  2 +-
 src/aeminium/gpu/collections/matrices/CharMatrix.java |  2 +-
 .../gpu/collections/matrices/DoubleMatrix.java        |  2 +-
 .../gpu/collections/matrices/FloatMatrix.java         |  2 +-
 src/aeminium/gpu/collections/matrices/IntMatrix.java  |  2 +-
 src/aeminium/gpu/collections/matrices/LongMatrix.java |  2 +-
 src/aeminium/gpu/operations/MapReduce.java            |  2 +-
 src/aeminium/gpu/operations/PartialReduce.java        |  2 +-
 .../gpu/operations/mergers/MapToMapMerger.java        |  2 +-
 .../gpu/operations/mergers/MapToReduceMerger.java     |  2 +-
 src/aeminium/gpu/utils/ExtractTypes.java              |  4 ++--
 30 files changed, 60 insertions(+), 34 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index f0963cc..5a8246c 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -122,7 +122,7 @@ public String getMapOpenCLName() {
 	// Utils
 	
 	public String getInputType() {
-		return input.getType().getSimpleName().toString();
+		return input.getContainingType().getSimpleName().toString();
 	}
 	
 	public void setOutputType(String ot) {
diff --git a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
index 59be4cd..8e9b614 100644
--- a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
@@ -129,7 +129,7 @@ public void setReduceFun(LambdaReducerWithSeed<O> reduceFun) {
 	}
 
 	public String getInputType() {
-		return input.getType().getSimpleName().toString();
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public String getOutputType() {
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index f43326b..7929e51 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -229,7 +229,7 @@ public String getOpenCLSeed() {
 	}
 
 	public String getInputType() {
-		return input.getType().getSimpleName().toString();
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public String getOutputType() {
diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 1e1b2bf..aec9087 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -50,7 +50,7 @@ public class BufferHelper {
 	}
 
 	private static <T> IBufferFactory getFactory(PList<T> list) {
-		return getFactory(list.getType().getSimpleName());
+		return getFactory(list.getContainingType().getSimpleName());
 	}
 
 	private static <T> IBufferFactory getFactory(String type) {
@@ -122,7 +122,7 @@ public static <T> CLBuffer<?> createOutputBufferFor(CLContext context,
 
 	public static PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 			CLEvent ev, int size, PList<?> list) {
-		return extractFromBuffer(outbuffer, q, ev, list.getType()
+		return extractFromBuffer(outbuffer, q, ev, list.getContainingType()
 				.getSimpleName(), size);
 	}
 
@@ -165,11 +165,16 @@ public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
 	public static String getCLTypeOfObject(PObject o) {
 		if (o instanceof PList) {
 			PList<?> l = (PList<?>) o;
-			return getCLTypeOf(l.getType().toString()) + "[]";
+			return getCLTypeOf(l.getContainingType().toString()) + "[]";
 		} else {
 			System.out.println("o not a PLIST");
 			return null; // TODO
 		}
 	}
 
+	public static String getCLTypeOf(Class<?> containingType) {
+		String k = containingType.getSimpleName();
+		return clTypes.get(k);
+	}
+
 }
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 0d51605..5988240 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -14,7 +14,7 @@ public class OtherData {
 	public OtherData(String n, PObject o) {
 		this.name = n;
 		this.obj = o;
-		this.type = BufferHelper.getCLTypeOfObject(obj);
+		this.type = obj.getCLType();
 	}
 	
 	public void createBuffer(CLContext ctx) {
diff --git a/src/aeminium/gpu/collections/PCollection.java b/src/aeminium/gpu/collections/PCollection.java
index 9cbc44c..1132938 100644
--- a/src/aeminium/gpu/collections/PCollection.java
+++ b/src/aeminium/gpu/collections/PCollection.java
@@ -5,6 +5,6 @@ public interface PCollection<T> extends PObject {
 	public int size();
 
 	/* Type Methods */
-	public Class<?> getType();
+	public Class<?> getContainingType();
 
 }
diff --git a/src/aeminium/gpu/collections/PObject.java b/src/aeminium/gpu/collections/PObject.java
index c3bf25c..9cb92e8 100644
--- a/src/aeminium/gpu/collections/PObject.java
+++ b/src/aeminium/gpu/collections/PObject.java
@@ -1,5 +1,5 @@
 package aeminium.gpu.collections;
 
 public interface PObject {
-
+	public String getCLType();
 }
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPList.java b/src/aeminium/gpu/collections/lazyness/LazyPList.java
index 86fbc24..c13ead9 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPList.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPList.java
@@ -74,7 +74,7 @@ public T remove(int index) {
 	public void clear() {
 		size = 0;
 		evaluated = true;
-		actual = (PList<T>) CollectionFactory.listFromType(getType()
+		actual = (PList<T>) CollectionFactory.listFromType(getContainingType()
 				.getSimpleName().toString());
 	}
 
@@ -85,7 +85,7 @@ public PList<T> subList(int fromIndex, int toIndex) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return evaluator.getType();
 	}
 
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java b/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
index 3ce400a..5a5fcce 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
@@ -28,7 +28,7 @@ public PList<T> elements() {
 	}
 
 	@Override
-	public Class<?> getType() {
-		return source.getType();
+	public Class<?> getContainingType() {
+		return source.getContainingType();
 	}
 }
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index f2a0779..06837de 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -131,7 +131,7 @@ public PList<Float> subList(int fromIndex, int toIndex) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Float.class;
 	}
 
@@ -188,4 +188,9 @@ public Float next() {
 	public PList<Float> extend(PList<Float> extra) {
 		throw new ReadOnlyListException();
 	}
+
+	@Override
+	public String getCLType() {
+		return "float[]";
+	}
 }
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index 437a566..3aa7faf 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -113,7 +113,7 @@ public PList<Integer> subList(int fromIndex, int toIndex) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Integer.class;
 	}
 
@@ -163,4 +163,9 @@ public Integer next() {
 	public PList<Integer> extend(PList<Integer> extra) {
 		throw new ReadOnlyListException();
 	}
+
+	@Override
+	public String getCLType() {
+		return "int[]";
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/AbstractList.java b/src/aeminium/gpu/collections/lists/AbstractList.java
index 956bcd0..af04a86 100644
--- a/src/aeminium/gpu/collections/lists/AbstractList.java
+++ b/src/aeminium/gpu/collections/lists/AbstractList.java
@@ -2,6 +2,7 @@
 
 import java.util.Iterator;
 
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.matrices.PMatrix;
 import aeminium.gpu.collections.properties.Mappable;
@@ -88,5 +89,9 @@ public T next() {
 			
 		};
 	}
-
+	
+	public abstract Class<?> getContainingType();
+	public String getCLType() {
+		return BufferHelper.getCLTypeOf(getContainingType()) + "[]";
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index cbdfcab..1070183 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -91,7 +91,7 @@ public PList<Boolean> subList(int fromIndex, int toIndex) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Boolean.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index 2807ab0..df9897d 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -80,7 +80,7 @@ public PList<Character> subList(int fromIndex, int toIndex) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Character.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 4de1a99..3ae4c74 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -80,7 +80,7 @@ public PList<Double> subList(int fromIndex, int toIndex) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Double.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index b29bb1b..5e8c8cf 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -80,7 +80,7 @@ public PList<Float> subList(int fromIndex, int toIndex) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Float.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 8595760..407e05a 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -98,7 +98,7 @@ protected void ensureOneMore() {
 		}
 	}
 
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Integer.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index 51c7c36..f48e62d 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -79,7 +79,7 @@ public PList<Long> subList(int fromIndex, int toIndex) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Long.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
index add5ce6..5ec9ed6 100644
--- a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.matrices;
 
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.DefaultDeviceFactory;
@@ -65,4 +66,9 @@ public PList<T> reduceLines(LambdaReducer<T> lambdaReducer) {
 		return reduceOperation.getOutput();
 	}
 
+	public abstract Class<?> getContainingType();
+	public String getCLType() {
+		return BufferHelper.getCLTypeOf(getContainingType()) + "[]";
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/matrices/BooleanMatrix.java b/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
index 91796f4..a7067ea 100644
--- a/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
@@ -29,7 +29,7 @@ public void set(int i, int j, Boolean e) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Boolean.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/matrices/CharMatrix.java b/src/aeminium/gpu/collections/matrices/CharMatrix.java
index 37c06f9..5b0fee6 100644
--- a/src/aeminium/gpu/collections/matrices/CharMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/CharMatrix.java
@@ -29,7 +29,7 @@ public void set(int i, int j, Character e) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Character.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/matrices/DoubleMatrix.java b/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
index 1694254..21df03d 100644
--- a/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
@@ -29,7 +29,7 @@ public void set(int i, int j, Double e) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Double.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/matrices/FloatMatrix.java b/src/aeminium/gpu/collections/matrices/FloatMatrix.java
index 48841e9..4b0c66e 100644
--- a/src/aeminium/gpu/collections/matrices/FloatMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/FloatMatrix.java
@@ -29,7 +29,7 @@ public void set(int i, int j, Float e) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Float.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/matrices/IntMatrix.java b/src/aeminium/gpu/collections/matrices/IntMatrix.java
index bb5fc19..b714f91 100644
--- a/src/aeminium/gpu/collections/matrices/IntMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/IntMatrix.java
@@ -29,7 +29,7 @@ public void set(int i, int j, Integer e) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Integer.class;
 	}
 
diff --git a/src/aeminium/gpu/collections/matrices/LongMatrix.java b/src/aeminium/gpu/collections/matrices/LongMatrix.java
index 3ea3982..b9800d6 100644
--- a/src/aeminium/gpu/collections/matrices/LongMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/LongMatrix.java
@@ -29,7 +29,7 @@ public void set(int i, int j, Long e) {
 	}
 
 	@Override
-	public Class<?> getType() {
+	public Class<?> getContainingType() {
 		return Long.class;
 	}
 
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index ff5c18e..13437eb 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -97,7 +97,7 @@ public O getOutput() {
 	// Utils
 
 	public String getInputType() {
-		return input.getType().getSimpleName().toString();
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public String getOutputType() {
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index 9dcce90..849537e 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -99,7 +99,7 @@ public String getOpenCLSeed() {
 	}
 
 	public String getInputType() {
-		return input.getType().getSimpleName().toString();
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public String getOutputType() {
diff --git a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
index 1c8e13e..91c6610 100644
--- a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
@@ -62,7 +62,7 @@ public PList<O> evaluate() {
 
 			@Override
 			public Class<?> getType() {
-				return current.getType();
+				return current.getContainingType();
 			}
 
 			@Override
diff --git a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
index b29998f..d143319 100644
--- a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
@@ -37,7 +37,7 @@ public O evaluate() {
 
 			@Override
 			public Class<?> getType() {
-				return current.getType();
+				return current.getContainingType();
 			}
 
 			@Override
diff --git a/src/aeminium/gpu/utils/ExtractTypes.java b/src/aeminium/gpu/utils/ExtractTypes.java
index 6174ba5..1a19db4 100644
--- a/src/aeminium/gpu/utils/ExtractTypes.java
+++ b/src/aeminium/gpu/utils/ExtractTypes.java
@@ -38,13 +38,13 @@ public static Class<?> getMapOutputClass(LambdaMapper<?,?> mapFun, Class<?> inpu
 	}
 	
 	public static String getMapOutputType(LambdaMapper<?,?> mapFun, PList<?> input) {
-		Class<?> type = getMapOutputClass(mapFun, input.getType());
+		Class<?> type = getMapOutputClass(mapFun, input.getContainingType());
 		if (type == null) return null;
 		return type.getSimpleName().toString();
 	}
 	
 	public static String getMapOutputType(LambdaMapper<?,?> mapFun, LambdaMapper<?,?> mapFun2, PList<?> input) {
-		Class<?> ft = getMapOutputClass(mapFun, input.getType());
+		Class<?> ft = getMapOutputClass(mapFun, input.getContainingType());
 		Class<?> st = getMapOutputClass(mapFun2, ft);
 		if (st == null) return null;
 		return st.getSimpleName().toString();

From 03e736f3985396a06ad51bf8d5fd1fcb6faa60bc Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:22:43 +0000
Subject: [PATCH 023/276] Added extra_args_call

---
 .../gpu/backends/gpu/generators/AbstractCodeGen.java | 12 ++++++++++++
 .../gpu/backends/gpu/generators/MapCodeGen.java      |  2 ++
 templates/opencl/MapKernel.clt                       |  2 +-
 templates/opencl/MapLambdaDef.clt                    |  2 +-
 4 files changed, 16 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
index f95764b..fa87eda 100644
--- a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
@@ -31,4 +31,16 @@ public String getExtraArgs() {
 			return b.toString();
 		}
 	}
+	
+	public String getExtraArgsCall() {
+		if (otherData.length == 0) {
+			return "";
+		} else {
+			StringBuilder b = new StringBuilder();
+			for (OtherData o : otherData) {
+				b.append(", " + o.name);
+			}
+			return b.toString();
+		}
+	}
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
index a43cad4..cde314b 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
@@ -45,6 +45,7 @@ public String getMapLambdaSource() {
 		mapping.put("output_type", outputType);
 		mapping.put("map_lambda_name", getMapLambdaName());
 		mapping.put("map_lambda_par", parameters[0]);
+		mapping.put("extra_args", getExtraArgs());
 		mapping.put("source", clSource);
 		Template t = new Template(
 				new TemplateWrapper("opencl/MapLambdaDef.clt"));
@@ -62,6 +63,7 @@ public String getMapKernelSource() {
 		mapping.put("map_lambda_def", getMapLambdaSource());
 		mapping.put("other_sources", otherSources);
 		mapping.put("extra_args", getExtraArgs());
+		mapping.put("extra_args_call", getExtraArgsCall());
 
 		if (isRange) {
 			mapping.put("get_input", "map_global_id");
diff --git a/templates/opencl/MapKernel.clt b/templates/opencl/MapKernel.clt
index 34e2c1c..a633be2 100644
--- a/templates/opencl/MapKernel.clt
+++ b/templates/opencl/MapKernel.clt
@@ -8,5 +8,5 @@
 
 __kernel void {{map_kernel_name}}(__global const {{input_type}}* map_input, __global {{output_type}}* map_output {{extra_args}}) {
 	int map_global_id = get_global_id(0);
-	map_output[map_global_id] = {{map_lambda_name}}({{get_input}});
+	map_output[map_global_id] = {{map_lambda_name}}({{get_input}} {{extra_args_call}});
 }
diff --git a/templates/opencl/MapLambdaDef.clt b/templates/opencl/MapLambdaDef.clt
index 14ef32e..38cff31 100644
--- a/templates/opencl/MapLambdaDef.clt
+++ b/templates/opencl/MapLambdaDef.clt
@@ -1,3 +1,3 @@
-inline {{output_type}} {{map_lambda_name}}({{input_type}} {{map_lambda_par}}) {
+inline {{output_type}} {{map_lambda_name}}({{input_type}} {{map_lambda_par}} {{extra_args}}) {
 	{{source}}
 }

From 7c47f9a4222427476279c70c91cba48a6eb015be Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:25:22 +0000
Subject: [PATCH 024/276] Added __global to extra_args

---
 src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
index fa87eda..76a3362 100644
--- a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
@@ -26,7 +26,7 @@ public String getExtraArgs() {
 		} else {
 			StringBuilder b = new StringBuilder();
 			for (OtherData o : otherData) {
-				b.append(", " + o.type + " " + o.name);
+				b.append(", __global " + o.type + " " + o.name);
 			}
 			return b.toString();
 		}

From 5dc10d5c4cc882a4473451fb2c954f99a016eb11 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:26:30 +0000
Subject: [PATCH 025/276] List types changed to t*

---
 src/aeminium/gpu/collections/lists/AbstractList.java      | 2 +-
 src/aeminium/gpu/collections/matrices/AbstractMatrix.java | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/collections/lists/AbstractList.java b/src/aeminium/gpu/collections/lists/AbstractList.java
index af04a86..6cadd29 100644
--- a/src/aeminium/gpu/collections/lists/AbstractList.java
+++ b/src/aeminium/gpu/collections/lists/AbstractList.java
@@ -92,6 +92,6 @@ public T next() {
 	
 	public abstract Class<?> getContainingType();
 	public String getCLType() {
-		return BufferHelper.getCLTypeOf(getContainingType()) + "[]";
+		return BufferHelper.getCLTypeOf(getContainingType()) + "*";
 	}
 }
diff --git a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
index 5ec9ed6..cccfe07 100644
--- a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
@@ -68,7 +68,7 @@ public PList<T> reduceLines(LambdaReducer<T> lambdaReducer) {
 
 	public abstract Class<?> getContainingType();
 	public String getCLType() {
-		return BufferHelper.getCLTypeOf(getContainingType()) + "[]";
+		return BufferHelper.getCLTypeOf(getContainingType()) + "*";
 	}
 	
 }

From bac5a7e466ad2db7497a5f437a17ffc88ad03096 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:34:14 +0000
Subject: [PATCH 026/276] Added extra data to other programs

---
 src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java    | 4 ++--
 .../gpu/backends/gpu/generators/MapReduceCodeGen.java       | 3 +++
 src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java | 5 ++++-
 templates/opencl/MapReduceKernel.clt                        | 6 +++---
 templates/opencl/ReduceKernel.clt                           | 4 ++--
 templates/opencl/ReduceLambdaDef.clt                        | 2 +-
 templates/opencl/ReduceWithSeedKernel.clt                   | 4 ++--
 7 files changed, 17 insertions(+), 11 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
index cde314b..e73c185 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
@@ -62,8 +62,8 @@ public String getMapKernelSource() {
 
 		mapping.put("map_lambda_def", getMapLambdaSource());
 		mapping.put("other_sources", otherSources);
-		mapping.put("extra_args", getExtraArgs());
-		mapping.put("extra_args_call", getExtraArgsCall());
+		mapping.put("map_extra_args", getExtraArgs());
+		mapping.put("map_extra_args_call", getExtraArgsCall());
 
 		if (isRange) {
 			mapping.put("get_input", "map_global_id");
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
index d4cc02e..746486e 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
@@ -26,6 +26,7 @@ public String getMapLambdaSource() {
 		mapping.put("map_lambda_name", getMapLambdaName());
 		mapping.put("map_lambda_par", map_parameters[0]);
 		mapping.put("source", op.getMapFun().getSource());
+		mapping.put("extra_args", getExtraArgs());
 		Template t = new Template(
 				new TemplateWrapper("opencl/MapLambdaDef.clt"));
 		return t.apply(mapping);
@@ -39,6 +40,8 @@ public String getReduceLambdaSource() {
 		mapping.put("reduce_lambda_par1", op.getReduceFun().getParameters()[0]);
 		mapping.put("reduce_lambda_par2", op.getReduceFun().getParameters()[1]);
 		mapping.put("source", op.getReduceFun().getSource());
+		mapping.put("extra_args", getExtraArgs());
+		mapping.put("extra_args_call", getExtraArgsCall());
 		Template t = new Template(new TemplateWrapper(
 				"opencl/ReduceLambdaDef.clt"));
 		return t.apply(mapping);
diff --git a/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
index 03217cd..7474dc7 100644
--- a/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
@@ -49,6 +49,7 @@ public String getReduceLambdaSource() {
 		mapping.put("reduce_lambda_par1", parameters[0]);
 		mapping.put("reduce_lambda_par2", parameters[1]);
 		mapping.put("source", clSource);
+		mapping.put("extra_args", getExtraArgs());
 		Template t = new Template(new TemplateWrapper(
 				"opencl/ReduceLambdaDef.clt"));
 		return t.apply(mapping);
@@ -65,7 +66,9 @@ public String getReduceKernelSource() {
 		mapping.put("reduce_kernel_name", getReduceKernelName());
 		mapping.put("reduce_lambda_def", getReduceLambdaSource());
 		mapping.put("other_sources", otherSources);
-
+		mapping.put("extra_args", getExtraArgs());
+		mapping.put("extra_args_call", getExtraArgsCall());
+		
 		if (isRange) {
 			mapping.put("get_input", "inputOffset");
 		} else {
diff --git a/templates/opencl/MapReduceKernel.clt b/templates/opencl/MapReduceKernel.clt
index d786b06..5b9e3ab 100644
--- a/templates/opencl/MapReduceKernel.clt
+++ b/templates/opencl/MapReduceKernel.clt
@@ -1,6 +1,6 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other)
+#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other, {{extra_args_call}})
 
 
 // Other Sources Required
@@ -23,7 +23,7 @@ __kernel void {{reduce_kernel_name}}(
 			long dataLength, 
    			long blocks,
    			long blockLength,
-			const int first) {
+			const int first {{extra_args}}) {
 			
 	long block = get_global_id(0);
 	if (block >= blocks)
@@ -35,7 +35,7 @@ __kernel void {{reduce_kernel_name}}(
 	{{output_type}} total = ({{output_type}}) get_accumulator();
 	if (first) {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-			MERGE(total, {{map_lambda_name}}({{get_input}}));
+			MERGE(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}));
 	} else {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
 			MERGE(total, reduce_input[inputOffset]);
diff --git a/templates/opencl/ReduceKernel.clt b/templates/opencl/ReduceKernel.clt
index a692ae4..9de9853 100644
--- a/templates/opencl/ReduceKernel.clt
+++ b/templates/opencl/ReduceKernel.clt
@@ -1,6 +1,6 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other)
+#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other {{extra_args_call}})
 
 // Other Sources Required
 {{other_sources}}
@@ -13,7 +13,7 @@ __kernel void {{reduce_kernel_name}}(
    __global {{output_type}}* reduce_output,
    long dataLength, 
    long blocks,
-   long blockLength)  {
+   long blockLength {{extra_args}})  {
         long block = get_global_id(0);
         if (block >= blocks)
                 return;
diff --git a/templates/opencl/ReduceLambdaDef.clt b/templates/opencl/ReduceLambdaDef.clt
index be7c7ab..8afce95 100644
--- a/templates/opencl/ReduceLambdaDef.clt
+++ b/templates/opencl/ReduceLambdaDef.clt
@@ -1,3 +1,3 @@
-inline {{output_type}} {{reduce_lambda_name}}({{input_type}} {{reduce_lambda_par1}}, {{input_type}} {{reduce_lambda_par2}}) {
+inline {{output_type}} {{reduce_lambda_name}}({{input_type}} {{reduce_lambda_par1}}, {{input_type}} {{reduce_lambda_par2}} {{extra_args}}) {
 	{{source}}
 }
diff --git a/templates/opencl/ReduceWithSeedKernel.clt b/templates/opencl/ReduceWithSeedKernel.clt
index 24a258d..f4c45d4 100644
--- a/templates/opencl/ReduceWithSeedKernel.clt
+++ b/templates/opencl/ReduceWithSeedKernel.clt
@@ -1,6 +1,6 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other)
+#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other {{extra_args_call}})
 
 // Other Sources Required
 {{other_sources}}
@@ -18,7 +18,7 @@ __kernel void {{reduce_kernel_name}}(
    __global {{output_type}}* reduce_output,
    long dataLength, 
    long blocks,
-   long blockLength)  {
+   long blockLength {{extra_args}})  {
         long block = get_global_id(0);
         if (block >= blocks)
                 return;

From caf79c20b40beb54d3d6988be2e16b8c0f330e68 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:37:44 +0000
Subject: [PATCH 027/276] Complemented extra data example.

---
 .../gpu/examples/ExtraDataExample.java        | 61 +++++++++++++++++++
 1 file changed, 61 insertions(+)

diff --git a/src/aeminium/gpu/examples/ExtraDataExample.java b/src/aeminium/gpu/examples/ExtraDataExample.java
index 0ff1029..fe7323a 100644
--- a/src/aeminium/gpu/examples/ExtraDataExample.java
+++ b/src/aeminium/gpu/examples/ExtraDataExample.java
@@ -3,6 +3,7 @@
 import aeminium.gpu.collections.lists.IntList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public class ExtraDataExample {
 	public static void main(String[] args) {
@@ -33,6 +34,66 @@ public String getOutputType() {
 
 		});
 		System.out.println("The first value is " + input.get(N-1));
+		
+		int sum = input.reduce(new LambdaReducerWithSeed<Integer>() {
 
+			public PList<Integer> m3 = input2;
+			
+			@Override
+			public Integer combine(Integer input, Integer other) {
+				return input + other + m3.get(0);
+			}
+
+			@Override
+			public String getSource() {
+				return "return reduce_input_first + reduce_input_second + m[0];";
+			}
+
+			@Override
+			public Integer getSeed() {
+				return 0;
+			}
+
+		});
+
+		System.out.println("The sum of the first " + N + " numbers is " + sum);
+
+		sum = input.map(new LambdaMapper<Integer, Integer>() {
+
+			public PList<Integer> m1 = input2;
+			
+			@Override
+			public Integer map(Integer input) {
+				return m1.get(input);
+			}
+
+			@Override
+			public String getSource() {
+				return "return m1[input];";
+			}
+
+		}).reduce(new LambdaReducerWithSeed<Integer>() {
+
+			public PList<Integer> m = input2;
+			
+			@Override
+			public Integer combine(Integer input, Integer other) {
+				return input + other + m.get(0);
+			}
+
+			@Override
+			public String getSource() {
+				return "return reduce_input_first + reduce_input_second + m[0];";
+			}
+
+			@Override
+			public Integer getSeed() {
+				return 0;
+			}
+
+		});
+
+		System.out.println("The sum of the first " + N + " numbers is " + sum);
+		
 	}
 }

From a38f2afc36b241648fb1d35f02d5d27c7b3dbda1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:40:32 +0000
Subject: [PATCH 028/276] Fixed extra mapping

---
 src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java      | 4 ++--
 .../gpu/backends/gpu/generators/MapReduceCodeGen.java         | 3 +++
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
index e73c185..cde314b 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
@@ -62,8 +62,8 @@ public String getMapKernelSource() {
 
 		mapping.put("map_lambda_def", getMapLambdaSource());
 		mapping.put("other_sources", otherSources);
-		mapping.put("map_extra_args", getExtraArgs());
-		mapping.put("map_extra_args_call", getExtraArgsCall());
+		mapping.put("extra_args", getExtraArgs());
+		mapping.put("extra_args_call", getExtraArgsCall());
 
 		if (isRange) {
 			mapping.put("get_input", "map_global_id");
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
index 746486e..eccf9dd 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
@@ -62,6 +62,9 @@ public String getReduceKernelSource() {
 		mapping.put("reduce_kernel_name", getReduceKernelName());
 		mapping.put("other_sources", op.getOtherSources());
 
+		mapping.put("extra_args", getExtraArgs());
+		mapping.put("extra_args_call", getExtraArgsCall());
+		
 		if (isRange) {
 			mapping.put("get_input", "inputOffset");
 		} else {

From 7ca64ee874eae2669c42cead6ac38d2951e457d8 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:45:47 +0000
Subject: [PATCH 029/276] Other Data filled in other ops

---
 src/aeminium/gpu/backends/gpu/GPUMap.java     | 23 +------------------
 .../gpu/backends/gpu/GPUPartialReduce.java    |  3 +++
 .../gpu/backends/gpu/buffers/OtherData.java   | 23 +++++++++++++++++++
 .../gpu/generators/AbstractCodeGen.java       |  2 +-
 4 files changed, 28 insertions(+), 23 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index 5a8246c..c920b8a 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -1,11 +1,8 @@
 package aeminium.gpu.backends.gpu;
 
-import java.lang.reflect.Field;
-
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.backends.gpu.generators.MapCodeGen;
-import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
@@ -39,27 +36,9 @@ public GPUMap(PList<I> input, LambdaMapper<I, O> mapFun, String otherSources) {
 		if (input instanceof Range) {
 			gen.setRange(true);
 		}
-		extractOtherData();
+		otherData = OtherData.extractOtherData(mapFun);
 		gen.setOtherData(otherData);
 	}
-	
-	private void extractOtherData() {
-		Field[] fs = mapFun.getClass().getFields();
-		otherData = new OtherData[fs.length];
-		int i = 0;
-		for (Field f : fs) {
-			f.setAccessible(true);
-			try {
-				otherData[i++] = new OtherData(f.getName(), (PObject) f.get(mapFun));
-			} catch (IllegalArgumentException e) {
-				// Avoided
-				e.printStackTrace();
-			} catch (IllegalAccessException e) {
-				// Avoided
-				e.printStackTrace();
-			}
-		}
-	}
 
 	@Override
 	public String getKernelName() {
diff --git a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
index 8e9b614..3e1b6e8 100644
--- a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
@@ -1,6 +1,7 @@
 package aeminium.gpu.backends.gpu;
 
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.backends.gpu.generators.ReduceCodeGen;
 import aeminium.gpu.backends.gpu.generators.ReduceTemplateSource;
 import aeminium.gpu.collections.lazyness.Range;
@@ -39,6 +40,8 @@ public GPUPartialReduce(PList<O> input, LambdaReducer<O> reduceFun, int outputSi
 		if (input instanceof Range) {
 			gen.setRange(true);
 		}
+		otherData = OtherData.extractOtherData(reduceFun);
+		gen.setOtherData(otherData);
 	}
 	@Override
 	public String getKernelName() {
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 5988240..fc43476 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -1,6 +1,10 @@
 package aeminium.gpu.backends.gpu.buffers;
 
+import java.lang.reflect.Field;
+
 import aeminium.gpu.collections.PObject;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducer;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
@@ -24,4 +28,23 @@ public void createBuffer(CLContext ctx) {
 	public CLBuffer<?> getBuffer() {
 		return buffer;
 	}
+	
+	public static OtherData[] extractOtherData(Object fun) {
+		Field[] fs = fun.getClass().getFields();
+		OtherData[] otherData = new OtherData[fs.length];
+		int i = 0;
+		for (Field f : fs) {
+			f.setAccessible(true);
+			try {
+				otherData[i++] = new OtherData(f.getName(), (PObject) f.get(fun));
+			} catch (IllegalArgumentException e) {
+				// Avoided
+				e.printStackTrace();
+			} catch (IllegalAccessException e) {
+				// Avoided
+				e.printStackTrace();
+			}
+		}
+		return otherData;
+	}
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
index 76a3362..4cc48f8 100644
--- a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
@@ -21,7 +21,7 @@ public void setRange(boolean isRange) {
 	}
 	
 	public String getExtraArgs() {
-		if (otherData.length == 0) {
+		if (otherData == null || otherData.length == 0) {
 			return "";
 		} else {
 			StringBuilder b = new StringBuilder();

From 0491b024f799a35c0955a3c4d8f7193411834515 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:50:43 +0000
Subject: [PATCH 030/276] Other Data with two functions

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java  |  3 +++
 .../gpu/backends/gpu/buffers/OtherData.java   | 21 +++++++++++++++----
 .../gpu/generators/AbstractCodeGen.java       |  2 +-
 3 files changed, 21 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 7929e51..2cbfaf2 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -3,6 +3,7 @@
 import org.bridj.Pointer;
 
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.backends.gpu.generators.AbstractReduceCodeGen;
 import aeminium.gpu.backends.gpu.generators.MapReduceCodeGen;
 import aeminium.gpu.backends.gpu.generators.ReduceCodeGen;
@@ -61,6 +62,8 @@ public GPUReduce(PList<I> input,  LambdaMapper<I, O> mapFun, LambdaReducerWithSe
 		if (input instanceof Range) {
 			gen.setRange(true);
 		}
+		otherData = OtherData.extractOtherData(mapFun, reduceFun);
+		gen.setOtherData(otherData);
 	}
 
 	@Override
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index fc43476..213eb4b 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -3,8 +3,6 @@
 import java.lang.reflect.Field;
 
 import aeminium.gpu.collections.PObject;
-import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducer;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
@@ -29,14 +27,29 @@ public CLBuffer<?> getBuffer() {
 		return buffer;
 	}
 	
+	public static OtherData[] extractOtherData(Object fun, Object fun2) {
+		Field[] fs = fun.getClass().getFields();
+		Field[] fs2 = fun2.getClass().getFields();
+		OtherData[] otherData = new OtherData[fs.length + fs2.length];
+		int i = 0;
+		i = fill(otherData, fun, fs, i);
+		i = fill(otherData, fun2, fs2, i);
+		return otherData;
+	}
+	
 	public static OtherData[] extractOtherData(Object fun) {
 		Field[] fs = fun.getClass().getFields();
 		OtherData[] otherData = new OtherData[fs.length];
 		int i = 0;
+		i = fill(otherData, fun, fs, i);
+		return otherData;
+	}
+
+	private static int fill(OtherData[] otherData, Object o, Field[] fs, int i) {
 		for (Field f : fs) {
 			f.setAccessible(true);
 			try {
-				otherData[i++] = new OtherData(f.getName(), (PObject) f.get(fun));
+				otherData[i++] = new OtherData(f.getName(), (PObject) f.get(o));
 			} catch (IllegalArgumentException e) {
 				// Avoided
 				e.printStackTrace();
@@ -45,6 +58,6 @@ public static OtherData[] extractOtherData(Object fun) {
 				e.printStackTrace();
 			}
 		}
-		return otherData;
+		return i;
 	}
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
index 4cc48f8..0c2204a 100644
--- a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
@@ -33,7 +33,7 @@ public String getExtraArgs() {
 	}
 	
 	public String getExtraArgsCall() {
-		if (otherData.length == 0) {
+		if (otherData == null || otherData.length == 0) {
 			return "";
 		} else {
 			StringBuilder b = new StringBuilder();

From f50eabceb586efdba533cc0633979481d221d9f3 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:52:20 +0000
Subject: [PATCH 031/276] Added Reduce only extra data

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 2cbfaf2..6cc0e10 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -48,6 +48,8 @@ public GPUReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
 		if (reduceFun instanceof LambdaReducerWithSeed) {
 			gen.setHasSeed(true);
 		}
+		otherData = OtherData.extractOtherData(reduceFun);
+		gen.setOtherData(otherData);
 	}
 	
 	public GPUReduce(PList<I> input,  LambdaMapper<I, O> mapFun, LambdaReducerWithSeed<O> reduceFun) {

From bbc3c2dae734476b5fa46e19e899ff6aeacc3d36 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:53:17 +0000
Subject: [PATCH 032/276] Improved extra_data example.

---
 src/aeminium/gpu/examples/ExtraDataExample.java | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/examples/ExtraDataExample.java b/src/aeminium/gpu/examples/ExtraDataExample.java
index fe7323a..a5495e9 100644
--- a/src/aeminium/gpu/examples/ExtraDataExample.java
+++ b/src/aeminium/gpu/examples/ExtraDataExample.java
@@ -46,7 +46,7 @@ public Integer combine(Integer input, Integer other) {
 
 			@Override
 			public String getSource() {
-				return "return reduce_input_first + reduce_input_second + m[0];";
+				return "return reduce_input_first + reduce_input_second + m3[0];";
 			}
 
 			@Override
@@ -74,16 +74,16 @@ public String getSource() {
 
 		}).reduce(new LambdaReducerWithSeed<Integer>() {
 
-			public PList<Integer> m = input2;
+			public PList<Integer> m5 = input2;
 			
 			@Override
 			public Integer combine(Integer input, Integer other) {
-				return input + other + m.get(0);
+				return input + other + m5.get(0);
 			}
 
 			@Override
 			public String getSource() {
-				return "return reduce_input_first + reduce_input_second + m[0];";
+				return "return reduce_input_first + reduce_input_second + m5[0];";
 			}
 
 			@Override

From 0301f12128f10e57a9e0db4c8a2e42783ed8a4fe Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:55:44 +0000
Subject: [PATCH 033/276] Filled in kernel args call

---
 src/aeminium/gpu/backends/gpu/GPUPartialReduce.java | 1 +
 src/aeminium/gpu/backends/gpu/GPUReduce.java        | 1 +
 2 files changed, 2 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
index 3e1b6e8..c3b1155 100644
--- a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
@@ -69,6 +69,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		synchronized (kernel) {
 			kernel.setArgs(inbuffer, outbuffer, (long) input.size(),
 					(long) end, (long) (input.size() / outputSize));
+			setExtraDataArgs(kernel);
 			kernelCompletion = kernel.enqueueNDRange(q,
 					new int[] { end }, null, new CLEvent[] {});
 		}
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 6cc0e10..d94a9be 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -135,6 +135,7 @@ public void execute(CLContext ctx, CLQueue q) {
 						(long) blocksInCurrentDepth,
 						(long) DEFAULT_MAX_REDUCTION_SIZE);
 				}
+				setExtraDataArgs(kernel);
 				int workgroupSize = blocksInCurrentDepth;
 				if (workgroupSize == 1)
 					workgroupSize = 2;

From b49bb00d7c91ed9f325ad695adf1e7dc62e0206a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:57:17 +0000
Subject: [PATCH 034/276] Added Safeguards

---
 src/aeminium/gpu/backends/gpu/GPUGenericKernel.java | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
index debe946..835b45c 100644
--- a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
+++ b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
@@ -54,8 +54,10 @@ public void prepareBuffers(CLContext ctx) {
 	}
 	
 	protected void setExtraDataArgs(CLKernel kernel) {
+		if (kernel == null) return;
 		int i = kernel.getNumArgs() - otherData.length;
 		for (OtherData o : otherData) {
+			if (o == null) continue;
 			kernel.setArg(i++, o.getBuffer());
 		}
 	}

From 4e8ffc2d42645c69180eaa5ba6a6026687f59e05 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 14:58:29 +0000
Subject: [PATCH 035/276] Other ops perform prepare buffer for extra data

---
 src/aeminium/gpu/backends/gpu/GPUPartialReduce.java | 1 +
 src/aeminium/gpu/backends/gpu/GPUReduce.java        | 1 +
 2 files changed, 2 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
index c3b1155..4c46605 100644
--- a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
@@ -59,6 +59,7 @@ public String getReduceOpenCLSource() {
 
 	@Override
 	public void prepareBuffers(CLContext ctx) {
+		super.prepareBuffers(ctx);
 		inbuffer = BufferHelper.createInputBufferFor(ctx, input, input.size());
 		outbuffer = BufferHelper.createInputOutputBufferFor(ctx,
 				getOutputType(), outputSize);
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index d94a9be..00bc826 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -84,6 +84,7 @@ public String getReduceOpenCLSource() {
 
 	@Override
 	public void prepareBuffers(CLContext ctx) {
+		super.prepareBuffers(ctx);
 		inferBestValues();
 		if (gen instanceof MapReduceCodeGen) {
 			if (input instanceof Range) {

From 10c7c46c5ca67c7af6a8d9bf9d4de3f2af0d2f96 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 15:46:37 +0000
Subject: [PATCH 036/276] Fixed macro in kernels

---
 templates/opencl/MapReduceKernel.clt      | 2 +-
 templates/opencl/ReduceKernel.clt         | 2 +-
 templates/opencl/ReduceWithSeedKernel.clt | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/templates/opencl/MapReduceKernel.clt b/templates/opencl/MapReduceKernel.clt
index 5b9e3ab..9334366 100644
--- a/templates/opencl/MapReduceKernel.clt
+++ b/templates/opencl/MapReduceKernel.clt
@@ -1,6 +1,6 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other, {{extra_args_call}})
+#define MERGE(acc,other {{extra_args_call}}) acc = {{reduce_lambda_name}}(acc,other, {{extra_args_call}})
 
 
 // Other Sources Required
diff --git a/templates/opencl/ReduceKernel.clt b/templates/opencl/ReduceKernel.clt
index 9de9853..df9a97d 100644
--- a/templates/opencl/ReduceKernel.clt
+++ b/templates/opencl/ReduceKernel.clt
@@ -1,6 +1,6 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other {{extra_args_call}})
+#define MERGE(acc,other {{extra_args_call}}) acc = {{reduce_lambda_name}}(acc,other {{extra_args_call}})
 
 // Other Sources Required
 {{other_sources}}
diff --git a/templates/opencl/ReduceWithSeedKernel.clt b/templates/opencl/ReduceWithSeedKernel.clt
index f4c45d4..024f657 100644
--- a/templates/opencl/ReduceWithSeedKernel.clt
+++ b/templates/opencl/ReduceWithSeedKernel.clt
@@ -1,6 +1,6 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other) acc = {{reduce_lambda_name}}(acc,other {{extra_args_call}})
+#define MERGE(acc,other {{extra_args_call}}) acc = {{reduce_lambda_name}}(acc,other {{extra_args_call}})
 
 // Other Sources Required
 {{other_sources}}

From c5310ab13a621a655b2f6876e8a1657e9efcb8ce Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 15:49:58 +0000
Subject: [PATCH 037/276] Fixed macro calls in kernels

---
 templates/opencl/MapReduceKernel.clt      | 4 ++--
 templates/opencl/ReduceKernel.clt         | 2 +-
 templates/opencl/ReduceWithSeedKernel.clt | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/templates/opencl/MapReduceKernel.clt b/templates/opencl/MapReduceKernel.clt
index 9334366..c592916 100644
--- a/templates/opencl/MapReduceKernel.clt
+++ b/templates/opencl/MapReduceKernel.clt
@@ -35,10 +35,10 @@ __kernel void {{reduce_kernel_name}}(
 	{{output_type}} total = ({{output_type}}) get_accumulator();
 	if (first) {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-			MERGE(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}));
+			MERGE(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}) {{extra_args_call}});
 	} else {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-			MERGE(total, reduce_input[inputOffset]);
+			MERGE(total, reduce_input[inputOffset] {{extra_args_call}});
 	}
         
 	reduce_output[block] = total;
diff --git a/templates/opencl/ReduceKernel.clt b/templates/opencl/ReduceKernel.clt
index df9a97d..b94f5bc 100644
--- a/templates/opencl/ReduceKernel.clt
+++ b/templates/opencl/ReduceKernel.clt
@@ -25,7 +25,7 @@ __kernel void {{reduce_kernel_name}}(
         {{output_type}} total = ({{output_type}}) {{get_input}};
         inputOffset++;
         for (; inputOffset < inputEnd; inputOffset++)
-                MERGE(total, {{get_input}});
+                MERGE(total, {{get_input}} {{extra_args_call}});
         
         reduce_output[block] = total;
 }
\ No newline at end of file
diff --git a/templates/opencl/ReduceWithSeedKernel.clt b/templates/opencl/ReduceWithSeedKernel.clt
index 024f657..1193d40 100644
--- a/templates/opencl/ReduceWithSeedKernel.clt
+++ b/templates/opencl/ReduceWithSeedKernel.clt
@@ -28,7 +28,7 @@ __kernel void {{reduce_kernel_name}}(
         
         {{output_type}} total = ({{output_type}}) get_accumulator();
         for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-                MERGE(total, {{get_input}});
+                MERGE(total, {{get_input}}, {{extra_args_call}});
         
         reduce_output[block] = total;
 }
\ No newline at end of file

From 64b0eae6a23ddefb098d0d56ea5209d973917d1b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 15:50:56 +0000
Subject: [PATCH 038/276] Removed extra comma

---
 templates/opencl/ReduceWithSeedKernel.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/ReduceWithSeedKernel.clt b/templates/opencl/ReduceWithSeedKernel.clt
index 1193d40..e1c12c2 100644
--- a/templates/opencl/ReduceWithSeedKernel.clt
+++ b/templates/opencl/ReduceWithSeedKernel.clt
@@ -28,7 +28,7 @@ __kernel void {{reduce_kernel_name}}(
         
         {{output_type}} total = ({{output_type}}) get_accumulator();
         for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-                MERGE(total, {{get_input}}, {{extra_args_call}});
+                MERGE(total, {{get_input}} {{extra_args_call}});
         
         reduce_output[block] = total;
 }
\ No newline at end of file

From 7e7448bc07b29314793305fdc23ae0179fc674b5 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 15:59:49 +0000
Subject: [PATCH 039/276] Removed macro from templates

---
 templates/opencl/MapReduceKernel.clt      | 7 ++-----
 templates/opencl/ReduceKernel.clt         | 4 +---
 templates/opencl/ReduceWithSeedKernel.clt | 4 +---
 3 files changed, 4 insertions(+), 11 deletions(-)

diff --git a/templates/opencl/MapReduceKernel.clt b/templates/opencl/MapReduceKernel.clt
index c592916..503699a 100644
--- a/templates/opencl/MapReduceKernel.clt
+++ b/templates/opencl/MapReduceKernel.clt
@@ -1,8 +1,5 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other {{extra_args_call}}) acc = {{reduce_lambda_name}}(acc,other, {{extra_args_call}})
-
-
 // Other Sources Required
 {{other_sources}}
 
@@ -35,10 +32,10 @@ __kernel void {{reduce_kernel_name}}(
 	{{output_type}} total = ({{output_type}}) get_accumulator();
 	if (first) {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-			MERGE(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}) {{extra_args_call}});
+			{{reduce_lambda_name}}(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}) {{extra_args_call}});
 	} else {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-			MERGE(total, reduce_input[inputOffset] {{extra_args_call}});
+			{{reduce_lambda_name}}(total, reduce_input[inputOffset] {{extra_args_call}});
 	}
         
 	reduce_output[block] = total;
diff --git a/templates/opencl/ReduceKernel.clt b/templates/opencl/ReduceKernel.clt
index b94f5bc..64a30e6 100644
--- a/templates/opencl/ReduceKernel.clt
+++ b/templates/opencl/ReduceKernel.clt
@@ -1,7 +1,5 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other {{extra_args_call}}) acc = {{reduce_lambda_name}}(acc,other {{extra_args_call}})
-
 // Other Sources Required
 {{other_sources}}
 
@@ -25,7 +23,7 @@ __kernel void {{reduce_kernel_name}}(
         {{output_type}} total = ({{output_type}}) {{get_input}};
         inputOffset++;
         for (; inputOffset < inputEnd; inputOffset++)
-                MERGE(total, {{get_input}} {{extra_args_call}});
+                {{reduce_lambda_name}}(total, {{get_input}} {{extra_args_call}});
         
         reduce_output[block] = total;
 }
\ No newline at end of file
diff --git a/templates/opencl/ReduceWithSeedKernel.clt b/templates/opencl/ReduceWithSeedKernel.clt
index e1c12c2..b3fa660 100644
--- a/templates/opencl/ReduceWithSeedKernel.clt
+++ b/templates/opencl/ReduceWithSeedKernel.clt
@@ -1,7 +1,5 @@
 #pragma OPENCL EXTENSION cl_khr_fp64 : enable
 
-#define MERGE(acc,other {{extra_args_call}}) acc = {{reduce_lambda_name}}(acc,other {{extra_args_call}})
-
 // Other Sources Required
 {{other_sources}}
 
@@ -28,7 +26,7 @@ __kernel void {{reduce_kernel_name}}(
         
         {{output_type}} total = ({{output_type}}) get_accumulator();
         for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-                MERGE(total, {{get_input}} {{extra_args_call}});
+                {{reduce_lambda_name}}(total, {{get_input}} {{extra_args_call}});
         
         reduce_output[block] = total;
 }
\ No newline at end of file

From d25854ad392fbfd8bed3c32ca7b8a3c34d56df87 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:01:57 +0000
Subject: [PATCH 040/276] Changed example

---
 src/aeminium/gpu/examples/ExtraDataExample.java | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/examples/ExtraDataExample.java b/src/aeminium/gpu/examples/ExtraDataExample.java
index a5495e9..751e54c 100644
--- a/src/aeminium/gpu/examples/ExtraDataExample.java
+++ b/src/aeminium/gpu/examples/ExtraDataExample.java
@@ -41,12 +41,12 @@ public String getOutputType() {
 			
 			@Override
 			public Integer combine(Integer input, Integer other) {
-				return input + other + m3.get(0);
+				return input + other + m3.get(3);
 			}
 
 			@Override
 			public String getSource() {
-				return "return reduce_input_first + reduce_input_second + m3[0];";
+				return "return reduce_input_first + reduce_input_second + m3[3];";
 			}
 
 			@Override
@@ -78,12 +78,12 @@ public String getSource() {
 			
 			@Override
 			public Integer combine(Integer input, Integer other) {
-				return input + other + m5.get(0);
+				return input + other + m5.get(2);
 			}
 
 			@Override
 			public String getSource() {
-				return "return reduce_input_first + reduce_input_second + m5[0];";
+				return "return reduce_input_first + reduce_input_second + m5[2];";
 			}
 
 			@Override

From 2e2240494b79a20bf8c17b8509667c16904efc24 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:04:30 +0000
Subject: [PATCH 041/276] Changed example

---
 src/aeminium/gpu/examples/ExtraDataExample.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/ExtraDataExample.java b/src/aeminium/gpu/examples/ExtraDataExample.java
index 751e54c..42c3218 100644
--- a/src/aeminium/gpu/examples/ExtraDataExample.java
+++ b/src/aeminium/gpu/examples/ExtraDataExample.java
@@ -13,7 +13,7 @@ public static void main(String[] args) {
 		final PList<Integer> input2 = new IntList();
 		for (int i=0; i<N; i++) {
 			input.add(i);
-			input2.add(-i);
+			input2.add(10);
 		}
 		input = input.map(new LambdaMapper<Integer, Integer>() {
 

From d4c0d628e347b8c1654b3488cdffd73fa4dd0c67 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:09:24 +0000
Subject: [PATCH 042/276] Fixed List type

---
 src/aeminium/gpu/backends/mcpu/MCPUMap.java | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/aeminium/gpu/backends/mcpu/MCPUMap.java b/src/aeminium/gpu/backends/mcpu/MCPUMap.java
index 0aadf13..6903c40 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPUMap.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPUMap.java
@@ -4,6 +4,7 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.utils.ExtractTypes;
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
 import aeminium.runtime.helpers.loops.ForBody;
@@ -24,6 +25,9 @@ public MCPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
 		this.input = input;
 		this.mapFun = mapFun;
 		outputType = mapFun.getOutputType();
+		if (outputType == null) {
+			outputType = ExtractTypes.getMapOutputType(mapFun, input);
+		}
 	}
 
 	@SuppressWarnings("unchecked")

From 85f1dda5a50b839ba7e92682b94eb257699ec76e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:17:18 +0000
Subject: [PATCH 043/276] Removed unnecessary reflection

---
 .../gpu/backends/cpu/CPUPartialReduce.java      |  3 +--
 .../gpu/backends/gpu/GPUPartialReduce.java      |  2 +-
 src/aeminium/gpu/backends/gpu/GPUReduce.java    |  2 +-
 .../gpu/backends/mcpu/MCPUPartialReduce.java    |  3 +--
 src/aeminium/gpu/operations/MapReduce.java      |  2 +-
 src/aeminium/gpu/operations/PartialReduce.java  |  3 +--
 src/aeminium/gpu/utils/ExtractTypes.java        | 17 -----------------
 7 files changed, 6 insertions(+), 26 deletions(-)

diff --git a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
index 4d90edb..21130f4 100644
--- a/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/cpu/CPUPartialReduce.java
@@ -4,7 +4,6 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.utils.ExtractTypes;
 
 public class CPUPartialReduce<O> extends CPUGenericKernel {
 	protected PList<O> input;
@@ -47,7 +46,7 @@ public void waitForExecution() {
 	}
 
 	public String getOutputType() {
-		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public PList<O> getOutput() {
diff --git a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
index 4c46605..316e12a 100644
--- a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
@@ -138,7 +138,7 @@ public String getInputType() {
 	}
 
 	public String getOutputType() {
-		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public int getOutputSize() {
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 00bc826..1e73043 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -240,7 +240,7 @@ public String getInputType() {
 	}
 
 	public String getOutputType() {
-		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public int getOutputSize() {
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
index 89068b7..9dc832d 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
@@ -5,7 +5,6 @@
 import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.utils.ExtractTypes;
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
 import aeminium.runtime.helpers.loops.ForBody;
@@ -65,7 +64,7 @@ public void waitForExecution() {
 	}
 	
 	public String getOutputType() {
-		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+		return input.getContainingType().toString();
 	}
 	
 	public PList<O> getOutput() {
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index 13437eb..4c21d77 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -101,7 +101,7 @@ public String getInputType() {
 	}
 
 	public String getOutputType() {
-		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public int getOutputSize() {
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index 849537e..9777087 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -8,7 +8,6 @@
 import aeminium.gpu.operations.deciders.OpenCLDecider;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.utils.ExtractTypes;
 
 public class PartialReduce<O> extends GenericProgram {
 
@@ -103,7 +102,7 @@ public String getInputType() {
 	}
 
 	public String getOutputType() {
-		return ExtractTypes.extractReturnTypeOutOf(reduceFun, "combine");
+		return input.getContainingType().getSimpleName().toString();
 	}
 
 	public int getOutputSize() {
diff --git a/src/aeminium/gpu/utils/ExtractTypes.java b/src/aeminium/gpu/utils/ExtractTypes.java
index 1a19db4..1f72ca4 100644
--- a/src/aeminium/gpu/utils/ExtractTypes.java
+++ b/src/aeminium/gpu/utils/ExtractTypes.java
@@ -1,27 +1,10 @@
 package aeminium.gpu.utils;
 
-import java.lang.reflect.Method;
-
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
 
 public class ExtractTypes {
-	public static String extractReturnTypeOutOf(Object target, String methodName) {
-		Class<?> klass = target.getClass();
-		for (Method m : klass.getMethods()) {
-			if (m.getName().equals(methodName)) {
-				String pname = m.getReturnType().getSimpleName().toString();
 
-				// Ignore Object types.
-				if (!pname.equals("Object")) {
-					return pname;
-				}
-			}
-		}
-		System.out.println("AeminiumGPU doesn't support Generic Lambdas.");
-		return null;
-	}
-	
 	
 	public static Class<?> getMapOutputClass(LambdaMapper<?,?> mapFun, Class<?> inputType) {
 		Class<?> klass = mapFun.getClass();

From c6b14fb00b253e32010343373a1df5666d4d6547 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:21:03 +0000
Subject: [PATCH 044/276] Added print flag

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java                | 1 -
 src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java | 1 +
 src/aeminium/gpu/operations/MapReduce.java                  | 1 -
 3 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 1e73043..727d13a 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -12,7 +12,6 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.utils.ExtractTypes;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
diff --git a/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
index e31b306..bea8167 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
@@ -49,6 +49,7 @@ public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 	@Override
 	public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 			CLEvent ev) {
+		System.out.println("out: " +outbuffer);
 		return outbuffer.read(q, ev).getInts(1)[0];
 	}
 
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index 4c21d77..f87d7a2 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -8,7 +8,6 @@
 import aeminium.gpu.operations.deciders.OpenCLDecider;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.utils.ExtractTypes;
 
 public class MapReduce<I, O> extends GenericProgram {
 

From f93d7d9822c2272d48060c523efad9263a77a08a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:24:20 +0000
Subject: [PATCH 045/276] Reduce starts with an existing buffer

---
 src/aeminium/gpu/backends/gpu/GPUPartialReduce.java         | 1 -
 src/aeminium/gpu/backends/gpu/GPUReduce.java                | 4 +++-
 src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java | 1 -
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
index 316e12a..a9327c4 100644
--- a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
@@ -8,7 +8,6 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.utils.ExtractTypes;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 727d13a..5875b48 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -108,7 +108,9 @@ public void execute(CLContext ctx, CLQueue q) {
 		CLEvent[] eventsArr = new CLEvent[1];
 		int[] blockCountArr = new int[1];
 		current_size = end;
-
+		outbuffer = BufferHelper.createInputOutputBufferFor(
+					ctx, getOutputType(), current_size
+					/ DEFAULT_MAX_REDUCTION_SIZE);
 		while (current_size > 1) {
 			int blocksInCurrentDepth = current_size
 					/ DEFAULT_MAX_REDUCTION_SIZE;
diff --git a/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
index bea8167..e31b306 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/IntBufferFactory.java
@@ -49,7 +49,6 @@ public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 	@Override
 	public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 			CLEvent ev) {
-		System.out.println("out: " +outbuffer);
 		return outbuffer.read(q, ev).getInts(1)[0];
 	}
 

From ce61045b41122f83cfa74ccf5629bb2a4a32f606 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:25:15 +0000
Subject: [PATCH 046/276] Avoid creating outbuffer if not necessary

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 5875b48..98f8319 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -108,9 +108,6 @@ public void execute(CLContext ctx, CLQueue q) {
 		CLEvent[] eventsArr = new CLEvent[1];
 		int[] blockCountArr = new int[1];
 		current_size = end;
-		outbuffer = BufferHelper.createInputOutputBufferFor(
-					ctx, getOutputType(), current_size
-					/ DEFAULT_MAX_REDUCTION_SIZE);
 		while (current_size > 1) {
 			int blocksInCurrentDepth = current_size
 					/ DEFAULT_MAX_REDUCTION_SIZE;
@@ -173,7 +170,8 @@ public void debugBuffers(CLContext ctx, CLQueue q, String bufname, CLBuffer<?> b
 	@SuppressWarnings("unchecked")
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
-		output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q,
+		if (outbuffer != null)
+			output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q,
 				kernelCompletion, getOutputType());
 	}
 

From a11f4cddf1924b596ad1a8548a2f53d6f6e9acac Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:32:01 +0000
Subject: [PATCH 047/276] Fixed partial reduce test

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java             | 3 +--
 src/aeminium/gpu/tests/operations/TestPartialReduce.java | 2 +-
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 98f8319..4e52a46 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -170,8 +170,7 @@ public void debugBuffers(CLContext ctx, CLQueue q, String bufname, CLBuffer<?> b
 	@SuppressWarnings("unchecked")
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
-		if (outbuffer != null)
-			output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q,
+		output = (O) BufferHelper.extractElementFromBuffer(outbuffer, q,
 				kernelCompletion, getOutputType());
 	}
 
diff --git a/src/aeminium/gpu/tests/operations/TestPartialReduce.java b/src/aeminium/gpu/tests/operations/TestPartialReduce.java
index ba436e9..6e6c8b4 100644
--- a/src/aeminium/gpu/tests/operations/TestPartialReduce.java
+++ b/src/aeminium/gpu/tests/operations/TestPartialReduce.java
@@ -16,7 +16,7 @@ public void testSumReduce() {
 			example.add(1);
 		}
 
-		Integer output = example.groupBy(512).reduceLines(new LambdaReducer<Integer>(){
+		Integer output = example.groupBy(24).reduceLines(new LambdaReducer<Integer>(){
 			@Override
 			public Integer combine(Integer input, Integer other) {
 				return input + other;

From 5d7522e38104cd358fb5028b0e3f958baec23f88 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:33:39 +0000
Subject: [PATCH 048/276] Changed little test

---
 src/aeminium/gpu/examples/ExtraDataExample.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/ExtraDataExample.java b/src/aeminium/gpu/examples/ExtraDataExample.java
index 42c3218..bd8fa11 100644
--- a/src/aeminium/gpu/examples/ExtraDataExample.java
+++ b/src/aeminium/gpu/examples/ExtraDataExample.java
@@ -74,7 +74,7 @@ public String getSource() {
 
 		}).reduce(new LambdaReducerWithSeed<Integer>() {
 
-			public PList<Integer> m5 = input2;
+			public PList<Integer> m5 = input;
 			
 			@Override
 			public Integer combine(Integer input, Integer other) {

From bb95f0f62f8fadaa66b7c4d5166cd8d6290b3c48 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:34:46 +0000
Subject: [PATCH 049/276] Fixed test

---
 src/aeminium/gpu/examples/ExtraDataExample.java | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/examples/ExtraDataExample.java b/src/aeminium/gpu/examples/ExtraDataExample.java
index bd8fa11..77ab7f2 100644
--- a/src/aeminium/gpu/examples/ExtraDataExample.java
+++ b/src/aeminium/gpu/examples/ExtraDataExample.java
@@ -9,13 +9,13 @@ public class ExtraDataExample {
 	public static void main(String[] args) {
 		int N = 1034;
 
-		PList<Integer> input = new IntList();
+		final PList<Integer> input = new IntList();
 		final PList<Integer> input2 = new IntList();
 		for (int i=0; i<N; i++) {
 			input.add(i);
 			input2.add(10);
 		}
-		input = input.map(new LambdaMapper<Integer, Integer>() {
+		PList<Integer> output = input.map(new LambdaMapper<Integer, Integer>() {
 
 			public PList<Integer> m = input2;
 
@@ -35,7 +35,7 @@ public String getOutputType() {
 		});
 		System.out.println("The first value is " + input.get(N-1));
 		
-		int sum = input.reduce(new LambdaReducerWithSeed<Integer>() {
+		int sum = output.reduce(new LambdaReducerWithSeed<Integer>() {
 
 			public PList<Integer> m3 = input2;
 			

From e7bda6a10cd4c113d9b0155363bf7a582f1ea3a1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:36:10 +0000
Subject: [PATCH 050/276] Fixed kernels

---
 templates/opencl/MapReduceKernel.clt      | 4 ++--
 templates/opencl/ReduceKernel.clt         | 2 +-
 templates/opencl/ReduceWithSeedKernel.clt | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/templates/opencl/MapReduceKernel.clt b/templates/opencl/MapReduceKernel.clt
index 503699a..7c2fd26 100644
--- a/templates/opencl/MapReduceKernel.clt
+++ b/templates/opencl/MapReduceKernel.clt
@@ -32,10 +32,10 @@ __kernel void {{reduce_kernel_name}}(
 	{{output_type}} total = ({{output_type}}) get_accumulator();
 	if (first) {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-			{{reduce_lambda_name}}(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}) {{extra_args_call}});
+			total ={{reduce_lambda_name}}(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}) {{extra_args_call}});
 	} else {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-			{{reduce_lambda_name}}(total, reduce_input[inputOffset] {{extra_args_call}});
+			total = {{reduce_lambda_name}}(total, reduce_input[inputOffset] {{extra_args_call}});
 	}
         
 	reduce_output[block] = total;
diff --git a/templates/opencl/ReduceKernel.clt b/templates/opencl/ReduceKernel.clt
index 64a30e6..5c26606 100644
--- a/templates/opencl/ReduceKernel.clt
+++ b/templates/opencl/ReduceKernel.clt
@@ -23,7 +23,7 @@ __kernel void {{reduce_kernel_name}}(
         {{output_type}} total = ({{output_type}}) {{get_input}};
         inputOffset++;
         for (; inputOffset < inputEnd; inputOffset++)
-                {{reduce_lambda_name}}(total, {{get_input}} {{extra_args_call}});
+                total = {{reduce_lambda_name}}(total, {{get_input}} {{extra_args_call}});
         
         reduce_output[block] = total;
 }
\ No newline at end of file
diff --git a/templates/opencl/ReduceWithSeedKernel.clt b/templates/opencl/ReduceWithSeedKernel.clt
index b3fa660..d009bd2 100644
--- a/templates/opencl/ReduceWithSeedKernel.clt
+++ b/templates/opencl/ReduceWithSeedKernel.clt
@@ -26,7 +26,7 @@ __kernel void {{reduce_kernel_name}}(
         
         {{output_type}} total = ({{output_type}}) get_accumulator();
         for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-                {{reduce_lambda_name}}(total, {{get_input}} {{extra_args_call}});
+                total = {{reduce_lambda_name}}(total, {{get_input}} {{extra_args_call}});
         
         reduce_output[block] = total;
 }
\ No newline at end of file

From 2c0f9ed95bd62e05415722218ff5bc818a5d18eb Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:40:27 +0000
Subject: [PATCH 051/276] Changed Reduce example to include Range

---
 build.xml                                    | 2 +-
 src/aeminium/gpu/examples/ReduceExample.java | 8 +++-----
 2 files changed, 4 insertions(+), 6 deletions(-)

diff --git a/build.xml b/build.xml
index fd17506..24a22d0 100644
--- a/build.xml
+++ b/build.xml
@@ -9,7 +9,7 @@
     <property name="templates.dir"     value="templates"/>
 	<property name="verbose" value="false" />
    
-    <property name="main-class"  value="aeminium.gpu.examples.ExtraDataExample"/>
+    <property name="main-class"  value="aeminium.gpu.examples.ReduceExample"/>
 	<property name="info-class"  value="aeminium.gpu.utils.HardwareReport"/>
 	<property name="bench-class"  value="aeminium.gpu.recorder.Recorder"/>
      <property name="lib.dir"     value="lib"/>
diff --git a/src/aeminium/gpu/examples/ReduceExample.java b/src/aeminium/gpu/examples/ReduceExample.java
index 54cbfc0..62d3c1d 100644
--- a/src/aeminium/gpu/examples/ReduceExample.java
+++ b/src/aeminium/gpu/examples/ReduceExample.java
@@ -1,6 +1,6 @@
 package aeminium.gpu.examples;
 
-import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
@@ -8,9 +8,7 @@ public class ReduceExample {
 	public static void main(String[] args) {
 		int N = 1034;
 
-		PList<Integer> input = new IntList();
-		for (int i=0; i<N; i++)
-			input.add(i+1);
+		PList<Integer> input = new Range(N);
 		
 		int sum = input.reduce(new LambdaReducerWithSeed<Integer>() {
 
@@ -30,7 +28,7 @@ public Integer getSeed() {
 			}
 
 		});
-		System.out.println("The max value is " + sum + ", and should be " + N);
+		System.out.println("The max value is " + sum + ", and should be " + (N-1));
 
 	}
 }

From cf0a4a102e7e58572803fcb6b0ebebdcdd7964da Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:43:40 +0000
Subject: [PATCH 052/276] Reduce on Range fixed.

---
 src/aeminium/gpu/collections/lazyness/Range.java | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index 3aa7faf..ab55fc5 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -50,11 +50,7 @@ public <O> PList<O> map(LambdaMapper<Integer, O> mapper) {
 
 	@Override
 	public Integer reduce(LambdaReducerWithSeed<Integer> reducer) {
-		PList<Integer> result = map(new IntegerIdentityMapper());
-		return result.reduce(reducer);
-		/*Reduce<Integer> reduceOperation = new MapReduce<Integer>(reducer, this,
-				device);
-		return reduceOperation.getOutput();*/
+		return this.map(new IntegerIdentityMapper()).reduce(reducer);
 	}
 
 	@Override

From 8adcea729ecbb7a9969016547f1fa336f838d9a1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:47:58 +0000
Subject: [PATCH 053/276] debug BUffer

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 4e52a46..d788aee 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -143,8 +143,8 @@ public void execute(CLContext ctx, CLQueue q) {
 						eventsArr);
 			}
 			
-			// debugBuffers(ctx, q, "in", currentInput, current_size);
-			// debugBuffers(ctx, q, "out", outbuffer, blocksInCurrentDepth);
+			debugBuffers(ctx, q, "in", currentInput, current_size);
+			debugBuffers(ctx, q, "out", outbuffer, blocksInCurrentDepth);
 			
 			current_size = blocksInCurrentDepth;
 			depth++;

From e36088a1615762c2bc3377857b73a225c704a3ee Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:51:40 +0000
Subject: [PATCH 054/276] Initiate double buffers

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index d788aee..ecc0d2b 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -85,7 +85,7 @@ public String getReduceOpenCLSource() {
 	public void prepareBuffers(CLContext ctx) {
 		super.prepareBuffers(ctx);
 		inferBestValues();
-		if (gen instanceof MapReduceCodeGen) {
+		if (mapFun == null) {
 			if (input instanceof Range) {
 				// Fake 1 byte data.
 				Pointer<Integer> ptr = Pointer.allocateInts(1).order(
@@ -104,6 +104,10 @@ public void prepareBuffers(CLContext ctx) {
 	public void execute(CLContext ctx, CLQueue q) {
 
 		CLBuffer<?>[] tempBuffers = new CLBuffer<?>[2];
+		tempBuffers[0] = BufferHelper.createInputOutputBufferFor(
+				ctx, getOutputType(), current_size / DEFAULT_MAX_REDUCTION_SIZE);
+		tempBuffers[1] = BufferHelper.createInputOutputBufferFor(
+				ctx, getOutputType(), current_size / DEFAULT_MAX_REDUCTION_SIZE);
 		int depth = 0;
 		CLEvent[] eventsArr = new CLEvent[1];
 		int[] blockCountArr = new int[1];

From 7d14a03e4e0dc04725c89c250d73c8f9185b1d6b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:54:29 +0000
Subject: [PATCH 055/276] Added protection for GPU execution

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java   | 3 ++-
 src/aeminium/gpu/operations/MapReduce.java     | 4 +++-
 src/aeminium/gpu/operations/PartialReduce.java | 5 ++++-
 3 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index ecc0d2b..4c7d14c 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -21,7 +21,7 @@
 
 public class GPUReduce<I, O> extends GPUGenericKernel implements ReduceTemplateSource<O> {
 	
-	static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
+	public static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
 	
 	protected PList<I> input;
 	protected O output;
@@ -104,6 +104,7 @@ public void prepareBuffers(CLContext ctx) {
 	public void execute(CLContext ctx, CLQueue q) {
 
 		CLBuffer<?>[] tempBuffers = new CLBuffer<?>[2];
+		
 		tempBuffers[0] = BufferHelper.createInputOutputBufferFor(
 				ctx, getOutputType(), current_size / DEFAULT_MAX_REDUCTION_SIZE);
 		tempBuffers[1] = BufferHelper.createInputOutputBufferFor(
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index f87d7a2..a90943e 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -51,11 +51,13 @@ public int getParallelUnits() {
 
 	@Override
 	protected int getBalanceSplitPoint() {
-		return OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(),
+		int s = OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(),
 				1,
 				mapFun.getSource() + reduceFun.getSource(),
 				mergeComplexities(mapFun.getSourceComplexity(),
 						reduceFun.getSourceComplexity()));
+		if (s < GPUReduce.DEFAULT_MAX_REDUCTION_SIZE) return 0;
+		return s;
 	}
 
 	public void cpuExecution(int start, int end) {
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index 9777087..85b7632 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -1,6 +1,7 @@
 package aeminium.gpu.operations;
 
 import aeminium.gpu.backends.gpu.GPUPartialReduce;
+import aeminium.gpu.backends.gpu.GPUReduce;
 import aeminium.gpu.backends.mcpu.MCPUPartialReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
@@ -47,8 +48,10 @@ public int getParallelUnits() {
 
 	@Override
 	protected int getBalanceSplitPoint() {
-		return OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(), outputSize,
+		int s = OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(), outputSize,
 				reduceFun.getSource(), reduceFun.getSourceComplexity());
+		if (s < GPUReduce.DEFAULT_MAX_REDUCTION_SIZE) return 0;
+		return s;
 	}
 	
 	public void cpuExecution(int start, int end) {

From e46ed11274fcc2c2362346334199dbcfc637bc8c Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:55:14 +0000
Subject: [PATCH 056/276] More

---
 src/aeminium/gpu/operations/Reduce.java | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/operations/Reduce.java b/src/aeminium/gpu/operations/Reduce.java
index ee1e672..33431fa 100644
--- a/src/aeminium/gpu/operations/Reduce.java
+++ b/src/aeminium/gpu/operations/Reduce.java
@@ -56,8 +56,10 @@ public int getParallelUnits() {
 	
 	@Override
 	protected int getBalanceSplitPoint() {
-		return OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(), 1,
+		int s = OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(), 1,
 				reduceFun.getSource(), reduceFun.getSourceComplexity());
+		if (s < GPUReduce.DEFAULT_MAX_REDUCTION_SIZE) return 0;
+		return s;
 	}
 
 	public void cpuExecution(int start, int end) {

From 5b8a4f20aebeaf14f0d7b136a130f892925e50b8 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:55:49 +0000
Subject: [PATCH 057/276] Removed initial buffers

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 4c7d14c..b46c56a 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -104,11 +104,6 @@ public void prepareBuffers(CLContext ctx) {
 	public void execute(CLContext ctx, CLQueue q) {
 
 		CLBuffer<?>[] tempBuffers = new CLBuffer<?>[2];
-		
-		tempBuffers[0] = BufferHelper.createInputOutputBufferFor(
-				ctx, getOutputType(), current_size / DEFAULT_MAX_REDUCTION_SIZE);
-		tempBuffers[1] = BufferHelper.createInputOutputBufferFor(
-				ctx, getOutputType(), current_size / DEFAULT_MAX_REDUCTION_SIZE);
 		int depth = 0;
 		CLEvent[] eventsArr = new CLEvent[1];
 		int[] blockCountArr = new int[1];

From aa46538c356f8ad1ee8e26ebea2dbcbe4bb8ea5b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 16:57:00 +0000
Subject: [PATCH 058/276] debug protected

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index b46c56a..966c6b8 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -142,9 +142,10 @@ public void execute(CLContext ctx, CLQueue q) {
 				eventsArr[0] = kernel.enqueueNDRange(q, blockCountArr, null,
 						eventsArr);
 			}
-			
-			debugBuffers(ctx, q, "in", currentInput, current_size);
-			debugBuffers(ctx, q, "out", outbuffer, blocksInCurrentDepth);
+			if (current_size < end) {
+				debugBuffers(ctx, q, "in", currentInput, current_size);
+				debugBuffers(ctx, q, "out", outbuffer, blocksInCurrentDepth);
+			}
 			
 			current_size = blocksInCurrentDepth;
 			depth++;

From a1f24c8695327041479f4107ac4f0f1407f8ec29 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 17:01:15 +0000
Subject: [PATCH 059/276] Fixed MapReduce with Range

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java              | 8 ++++----
 src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java  | 8 --------
 .../gpu/backends/gpu/generators/MapReduceCodeGen.java     | 1 -
 templates/opencl/MapReduceKernel.clt                      | 2 +-
 4 files changed, 5 insertions(+), 14 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 966c6b8..e7aad72 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -142,10 +142,10 @@ public void execute(CLContext ctx, CLQueue q) {
 				eventsArr[0] = kernel.enqueueNDRange(q, blockCountArr, null,
 						eventsArr);
 			}
-			if (current_size < end) {
-				debugBuffers(ctx, q, "in", currentInput, current_size);
-				debugBuffers(ctx, q, "out", outbuffer, blocksInCurrentDepth);
-			}
+			//if (current_size < end) {
+			//	debugBuffers(ctx, q, "in", currentInput, current_size);
+			//	debugBuffers(ctx, q, "out", outbuffer, blocksInCurrentDepth);
+			//}
 			
 			current_size = blocksInCurrentDepth;
 			depth++;
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
index cde314b..1b9ce6d 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapCodeGen.java
@@ -83,12 +83,4 @@ public String getMapKernelName() {
 		return "map_kernel_" + id;
 	}
 
-	public boolean isRange() {
-		return isRange;
-	}
-
-	public void setRange(boolean isRange) {
-		this.isRange = isRange;
-	}
-
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
index eccf9dd..6082458 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
@@ -11,7 +11,6 @@
 public class MapReduceCodeGen extends AbstractReduceCodeGen {
 	private GPUReduce op;
 	private String[] map_parameters;
-	private boolean isRange = false;
 
 	public MapReduceCodeGen(GPUReduce op) {
 		this.op = op;
diff --git a/templates/opencl/MapReduceKernel.clt b/templates/opencl/MapReduceKernel.clt
index 7c2fd26..8696698 100644
--- a/templates/opencl/MapReduceKernel.clt
+++ b/templates/opencl/MapReduceKernel.clt
@@ -32,7 +32,7 @@ __kernel void {{reduce_kernel_name}}(
 	{{output_type}} total = ({{output_type}}) get_accumulator();
 	if (first) {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
-			total ={{reduce_lambda_name}}(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}) {{extra_args_call}});
+			total = {{reduce_lambda_name}}(total, {{map_lambda_name}}({{get_input}} {{extra_args_call}}) {{extra_args_call}});
 	} else {
 		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
 			total = {{reduce_lambda_name}}(total, reduce_input[inputOffset] {{extra_args_call}});

From 3b385c05536806a6ec929c29d943819d2ddb6e20 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 17:16:58 +0000
Subject: [PATCH 060/276] Changed target to RecIntegral

---
 build.xml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/build.xml b/build.xml
index 24a22d0..dd6a444 100644
--- a/build.xml
+++ b/build.xml
@@ -9,7 +9,7 @@
     <property name="templates.dir"     value="templates"/>
 	<property name="verbose" value="false" />
    
-    <property name="main-class"  value="aeminium.gpu.examples.ReduceExample"/>
+    <property name="main-class"  value="aeminium.gpu.examples.RecIntegral"/>
 	<property name="info-class"  value="aeminium.gpu.utils.HardwareReport"/>
 	<property name="bench-class"  value="aeminium.gpu.recorder.Recorder"/>
      <property name="lib.dir"     value="lib"/>

From 61a759397bc6ea0a5dd5617cf06e0c2bd3490314 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 17:47:06 +0000
Subject: [PATCH 061/276] Small size

---
 src/aeminium/gpu/examples/RecIntegral.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 0192cb4..0f0889d 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -9,8 +9,8 @@ public static void main(String[] args) {
 		
 		RecursiveStrategy<Double, Double> integral = new RecursiveStrategy<Double, Double>() {
 
-			public Double getStart() { return -2101.0; }
-			public Double getEnd() { return 1036.0; }
+			public Double getStart() { return 0.0; } //-2101.0; }
+			public Double getEnd() { return 10.0; } //1036.0; }
 			
 			@Override
 			public Double iterative(Double r, Double l, RecursiveCallback result) {

From 3081181a3bf8589e4646c194ed66f1267a4583d0 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 6 Jan 2015 18:11:15 +0000
Subject: [PATCH 062/276] Everything to the CPU

---
 src/aeminium/gpu/operations/RecursiveOp.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RecursiveOp.java
index 71b3bf9..cad0612 100644
--- a/src/aeminium/gpu/operations/RecursiveOp.java
+++ b/src/aeminium/gpu/operations/RecursiveOp.java
@@ -35,7 +35,7 @@ protected int getParallelUnits() {
 
 	@Override
 	protected int getBalanceSplitPoint() {
-		return 1024;
+		return 0;
 	}
 
 	@Override

From 0b9f5f9cb664084f03bddc2900066e3011d4427b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 11:26:31 +0000
Subject: [PATCH 063/276] Removed CL from GPURec

---
 .../gpu/backends/gpu/GPURecursive.java        | 40 ++++++-------------
 1 file changed, 12 insertions(+), 28 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index fe0086f..a8dd36e 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -1,11 +1,9 @@
 package aeminium.gpu.backends.gpu;
 
-import com.nativelibs4java.opencl.CLContext;
-import com.nativelibs4java.opencl.CLQueue;
-
+import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.functions.RecursiveStrategy;
 
-public class GPURecursive<R, T> extends GPUGenericKernel {
+public class GPURecursive<R, T> {
 
 	public T output;
 	
@@ -13,38 +11,24 @@ public GPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
 		// TODO Auto-generated constructor stub
 	}
 
-	@Override
-	public void prepareBuffers(CLContext ctx) {
-		// TODO Auto-generated method stub
-		
+	public T getOutput() {
+		return output;
 	}
 
-	@Override
-	public void execute(CLContext ctx, CLQueue q) {
+	public void setDevice(GPUDevice device) {
 		// TODO Auto-generated method stub
-		
 	}
-
-	@Override
-	public void retrieveResults(CLContext ctx, CLQueue q) {
-		// TODO Auto-generated method stub
+	
+	public void waitForExecution() {
 		
 	}
-
-	@Override
-	public String getSource() {
-		// TODO Auto-generated method stub
-		return null;
-	}
-
-	@Override
-	public String getKernelName() {
-		// TODO Auto-generated method stub
-		return null;
+	
+	public void setLimits(int a, int b) {
+		
 	}
 
-	public T getOutput() {
-		return output;
+	public void execute() {
+	
 	}
 	
 }

From cda73c06a254651418ca66f296759721f7379468 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 11:31:53 +0000
Subject: [PATCH 064/276] Removed GPUDevice from Rec

---
 src/aeminium/gpu/operations/RecursiveOp.java | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RecursiveOp.java
index cad0612..711471e 100644
--- a/src/aeminium/gpu/operations/RecursiveOp.java
+++ b/src/aeminium/gpu/operations/RecursiveOp.java
@@ -2,7 +2,6 @@
 
 import aeminium.gpu.backends.gpu.GPURecursive;
 import aeminium.gpu.backends.mcpu.MCPURecursive;
-import aeminium.gpu.devices.DefaultDeviceFactory;
 import aeminium.gpu.operations.contracts.GenericProgram;
 import aeminium.gpu.operations.contracts.Program;
 import aeminium.gpu.operations.functions.RecursiveStrategy;
@@ -20,7 +19,7 @@ public RecursiveOp(RecursiveStrategy<R, T> recursiveStrategy) {
 		
 		cpuOp = new MCPURecursive<R, T>(recursiveStrategy);
 		gpuOp = new GPURecursive<R, T>(recursiveStrategy);
-		gpuOp.setDevice((new DefaultDeviceFactory()).getDevice());
+		//gpuOp.setDevice((new DefaultDeviceFactory()).getDevice());
 	}
 
 	public T getOutput() {

From 4ce5a3de93acdda1a7d10eb373c3db3ad4865789 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 11:47:07 +0000
Subject: [PATCH 065/276] AbstractCollection Introduced

---
 .../gpu/collections/AbstractCollection.java   | 29 ++++++++++++++++
 .../gpu/collections/lists/AbstractList.java   | 34 +++----------------
 .../collections/matrices/AbstractMatrix.java  | 32 +++--------------
 3 files changed, 37 insertions(+), 58 deletions(-)
 create mode 100644 src/aeminium/gpu/collections/AbstractCollection.java

diff --git a/src/aeminium/gpu/collections/AbstractCollection.java b/src/aeminium/gpu/collections/AbstractCollection.java
new file mode 100644
index 0000000..68648ac
--- /dev/null
+++ b/src/aeminium/gpu/collections/AbstractCollection.java
@@ -0,0 +1,29 @@
+package aeminium.gpu.collections;
+
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.devices.DefaultDeviceFactory;
+import aeminium.gpu.devices.GPUDevice;
+
+public abstract class AbstractCollection {
+	protected int size;
+	
+	protected GPUDevice device;
+	
+	public int size() {
+		return size;
+	}
+	
+	public GPUDevice getDevice() {
+		if (device == null) device = (new DefaultDeviceFactory()).getDevice();
+		return device;
+	}
+
+	public void setDevice(GPUDevice device) {
+		this.device = device;
+	}
+	
+	public abstract Class<?> getContainingType();
+	public String getCLType() {
+		return BufferHelper.getCLTypeOf(getContainingType()) + "*";
+	}
+}
diff --git a/src/aeminium/gpu/collections/lists/AbstractList.java b/src/aeminium/gpu/collections/lists/AbstractList.java
index 6cadd29..bba5b98 100644
--- a/src/aeminium/gpu/collections/lists/AbstractList.java
+++ b/src/aeminium/gpu/collections/lists/AbstractList.java
@@ -2,35 +2,22 @@
 
 import java.util.Iterator;
 
-import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.collections.AbstractCollection;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.matrices.PMatrix;
 import aeminium.gpu.collections.properties.Mappable;
 import aeminium.gpu.collections.properties.Reductionable;
-import aeminium.gpu.devices.DefaultDeviceFactory;
-import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
-public abstract class AbstractList<T> implements PList<T>, Mappable<T>,
+public abstract class AbstractList<T> extends AbstractCollection implements PList<T>, Mappable<T>,
 		Reductionable<T>, Iterable<T> {
 
 	protected static final int DEFAULT_SIZE = 10000;
 	protected static final int INCREMENT_SIZE = 1000;
 
-	protected int size;
-	protected GPUDevice device;
-
-	public AbstractList() {
-		device = (new DefaultDeviceFactory()).getDevice();
-	}
-
-	public int size() {
-		return size;
-	}
-
 	public int length() {
 		return size;
 	}
@@ -47,23 +34,15 @@ public PList<T> evaluate() {
 		return this;
 	}
 
-	public GPUDevice getDevice() {
-		return device;
-	}
-
-	public void setDevice(GPUDevice device) {
-		this.device = device;
-	}
-
 	@Override
 	public <O> PList<O> map(LambdaMapper<T, O> mapper) {
-		Map<T, O> mapOperation = new Map<T, O>(mapper, this, device);
+		Map<T, O> mapOperation = new Map<T, O>(mapper, this, getDevice());
 		return mapOperation.getOutput();
 	}
 
 	@Override
 	public T reduce(LambdaReducerWithSeed<T> reducer) {
-		Reduce<T> reduceOperation = new Reduce<T>(reducer, this, device);
+		Reduce<T> reduceOperation = new Reduce<T>(reducer, this, getDevice());
 		return reduceOperation.getOutput();
 	}
 
@@ -89,9 +68,4 @@ public T next() {
 			
 		};
 	}
-	
-	public abstract Class<?> getContainingType();
-	public String getCLType() {
-		return BufferHelper.getCLTypeOf(getContainingType()) + "*";
-	}
 }
diff --git a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
index cccfe07..862fb21 100644
--- a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
@@ -1,43 +1,24 @@
 package aeminium.gpu.collections.matrices;
 
-import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.collections.AbstractCollection;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.devices.DefaultDeviceFactory;
-import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.PartialReduce;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
-public abstract class AbstractMatrix<T> implements PMatrix<T> {
+public abstract class AbstractMatrix<T> extends AbstractCollection implements PMatrix<T> {
 
 	protected int cols;
 	protected int rows;
 
-	protected int size;
-	protected GPUDevice device;
-
 	public AbstractMatrix(int cols, int rows) {
-		device = (new DefaultDeviceFactory()).getDevice();
 		this.cols = cols;
 		this.rows = rows;
 		this.size = cols * rows;
 	}
-
-	public GPUDevice getDevice() {
-		return device;
-	}
-
-	public void setDevice(GPUDevice device) {
-		this.device = device;
-	}
-
-	@Override
-	public int size() {
-		return size;
-	}
-
+	
 	@Override
 	public int rows() {
 		return rows;
@@ -62,13 +43,8 @@ public T reduce(LambdaReducerWithSeed<T> reducer) {
 	@Override
 	public PList<T> reduceLines(LambdaReducer<T> lambdaReducer) {
 		PartialReduce<T> reduceOperation = new PartialReduce<T>(lambdaReducer,
-				this.elements(), this.rows, device);
+				this.elements(), this.rows, getDevice());
 		return reduceOperation.getOutput();
 	}
-
-	public abstract Class<?> getContainingType();
-	public String getCLType() {
-		return BufferHelper.getCLTypeOf(getContainingType()) + "*";
-	}
 	
 }

From 6af6163e2209896cb5c981fd92c1baeb3a67e9c3 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 11:49:39 +0000
Subject: [PATCH 066/276] Only one device per program

---
 src/aeminium/gpu/devices/BestContextDeviceFactory.java | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/devices/BestContextDeviceFactory.java b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
index 5df2246..64b8f5d 100644
--- a/src/aeminium/gpu/devices/BestContextDeviceFactory.java
+++ b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
@@ -5,11 +5,16 @@
 
 public class BestContextDeviceFactory implements DeviceFactory {
 
+	
+	static GPUDevice d;
+	
 	@Override
 	public GPUDevice getDevice() {
+		if (d != null) return d;
 		if (JavaCL.listGPUPoweredPlatforms().length > 0) {
 			try {
-				return new GPUDevice(JavaCL.createBestContext());
+				d = new GPUDevice(JavaCL.createBestContext());
+				return d;
 			} catch (CLException e) {
 				return null;
 			}

From f3baa579b730274bd1639348a0b3331b5692a878 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 13:01:36 +0000
Subject: [PATCH 067/276] RecStrategy has device property

---
 .../gpu/backends/gpu/GPURecursive.java        | 43 +++++++++++++------
 .../gpu/collections/AbstractCollection.java   | 13 +-----
 .../gpu/collections/AbstractPObject.java      | 18 ++++++++
 .../gpu/collections/lists/AbstractList.java   |  2 +-
 .../collections/matrices/AbstractMatrix.java  |  2 +-
 src/aeminium/gpu/operations/RecursiveOp.java  |  4 +-
 .../functions/RecursiveStrategy.java          |  4 +-
 7 files changed, 55 insertions(+), 31 deletions(-)
 create mode 100644 src/aeminium/gpu/collections/AbstractPObject.java

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index a8dd36e..bbac718 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -1,34 +1,51 @@
 package aeminium.gpu.backends.gpu;
 
-import aeminium.gpu.devices.GPUDevice;
+import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLQueue;
+
 import aeminium.gpu.operations.functions.RecursiveStrategy;
 
-public class GPURecursive<R, T> {
+public class GPURecursive<R, T> extends GPUGenericKernel {
 
 	public T output;
+	public RecursiveStrategy<R, T> strategy;
 	
 	public GPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
-		// TODO Auto-generated constructor stub
+		strategy = recursiveStrategy;
 	}
 
-	public T getOutput() {
-		return output;
+	@Override
+	public void prepareBuffers(CLContext ctx) {
+		// TODO Auto-generated method stub
+		
 	}
 
-	public void setDevice(GPUDevice device) {
+	@Override
+	public void execute(CLContext ctx, CLQueue q) {
 		// TODO Auto-generated method stub
-	}
-	
-	public void waitForExecution() {
 		
 	}
-	
-	public void setLimits(int a, int b) {
+
+	@Override
+	public void retrieveResults(CLContext ctx, CLQueue q) {
+		// TODO Auto-generated method stub
 		
 	}
 
-	public void execute() {
-	
+	@Override
+	public String getSource() {
+		// TODO Auto-generated method stub
+		return null;
+	}
+
+	@Override
+	public String getKernelName() {
+		// TODO Auto-generated method stub
+		return null;
+	}
+
+	public T getOutput() {
+		return output;
 	}
 	
 }
diff --git a/src/aeminium/gpu/collections/AbstractCollection.java b/src/aeminium/gpu/collections/AbstractCollection.java
index 68648ac..8e0dd4d 100644
--- a/src/aeminium/gpu/collections/AbstractCollection.java
+++ b/src/aeminium/gpu/collections/AbstractCollection.java
@@ -1,26 +1,15 @@
 package aeminium.gpu.collections;
 
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
-import aeminium.gpu.devices.DefaultDeviceFactory;
-import aeminium.gpu.devices.GPUDevice;
 
-public abstract class AbstractCollection {
+public abstract class AbstractCollection<T> extends AbstractPObject implements PCollection<T> {
 	protected int size;
 	
-	protected GPUDevice device;
-	
 	public int size() {
 		return size;
 	}
 	
-	public GPUDevice getDevice() {
-		if (device == null) device = (new DefaultDeviceFactory()).getDevice();
-		return device;
-	}
 
-	public void setDevice(GPUDevice device) {
-		this.device = device;
-	}
 	
 	public abstract Class<?> getContainingType();
 	public String getCLType() {
diff --git a/src/aeminium/gpu/collections/AbstractPObject.java b/src/aeminium/gpu/collections/AbstractPObject.java
new file mode 100644
index 0000000..19fdb79
--- /dev/null
+++ b/src/aeminium/gpu/collections/AbstractPObject.java
@@ -0,0 +1,18 @@
+package aeminium.gpu.collections;
+
+import aeminium.gpu.devices.DefaultDeviceFactory;
+import aeminium.gpu.devices.GPUDevice;
+
+public class AbstractPObject {
+	
+	protected GPUDevice device;
+	
+	public GPUDevice getDevice() {
+		if (device == null) device = (new DefaultDeviceFactory()).getDevice();
+		return device;
+	}
+
+	public void setDevice(GPUDevice device) {
+		this.device = device;
+	}
+}
diff --git a/src/aeminium/gpu/collections/lists/AbstractList.java b/src/aeminium/gpu/collections/lists/AbstractList.java
index bba5b98..d223089 100644
--- a/src/aeminium/gpu/collections/lists/AbstractList.java
+++ b/src/aeminium/gpu/collections/lists/AbstractList.java
@@ -12,7 +12,7 @@
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
-public abstract class AbstractList<T> extends AbstractCollection implements PList<T>, Mappable<T>,
+public abstract class AbstractList<T> extends AbstractCollection<T> implements PList<T>, Mappable<T>,
 		Reductionable<T>, Iterable<T> {
 
 	protected static final int DEFAULT_SIZE = 10000;
diff --git a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
index 862fb21..6d23a7e 100644
--- a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
@@ -8,7 +8,7 @@
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
-public abstract class AbstractMatrix<T> extends AbstractCollection implements PMatrix<T> {
+public abstract class AbstractMatrix<T> extends AbstractCollection<T> implements PMatrix<T> {
 
 	protected int cols;
 	protected int rows;
diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RecursiveOp.java
index 711471e..3676906 100644
--- a/src/aeminium/gpu/operations/RecursiveOp.java
+++ b/src/aeminium/gpu/operations/RecursiveOp.java
@@ -19,7 +19,7 @@ public RecursiveOp(RecursiveStrategy<R, T> recursiveStrategy) {
 		
 		cpuOp = new MCPURecursive<R, T>(recursiveStrategy);
 		gpuOp = new GPURecursive<R, T>(recursiveStrategy);
-		//gpuOp.setDevice((new DefaultDeviceFactory()).getDevice());
+		gpuOp.setDevice(recursiveStrategy.getDevice());
 	}
 
 	public T getOutput() {
@@ -34,7 +34,7 @@ protected int getParallelUnits() {
 
 	@Override
 	protected int getBalanceSplitPoint() {
-		return 0;
+		return 1024;
 	}
 
 	@Override
diff --git a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java b/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
index e08b8ab..094c14f 100644
--- a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
+++ b/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
@@ -1,10 +1,11 @@
 package aeminium.gpu.operations.functions;
 
+import aeminium.gpu.collections.AbstractPObject;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
 import aeminium.gpu.operations.RecursiveOp;
 
-public abstract class RecursiveStrategy<R,T> implements ReducerWithSeed<T> {
+public abstract class RecursiveStrategy<R,T> extends AbstractPObject implements ReducerWithSeed<T> {
 
 	public abstract T iterative(R r, R l, RecursiveCallback result);
 	
@@ -19,5 +20,4 @@ public T evaluate() {
 		return op.getOutput();
 	}
 	
-
 }

From 8647c2bd664aa501d5bb2c2b2f2c669ad2199915 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:20:13 +0000
Subject: [PATCH 068/276] GPURecursive

---
 .../gpu/backends/cpu/CPURecursive.java        |   2 +-
 .../gpu/backends/gpu/GPURecursive.java        | 123 ++++++++++++++++--
 .../gpu/generators/RecursiveCodeGen.java      |  62 +++++++++
 .../generators/RecursiveTemplateSource.java   |  10 ++
 .../gpu/backends/mcpu/MCPURecursive.java      |   4 +-
 src/aeminium/gpu/examples/RecIntegral.java    |  10 ++
 src/aeminium/gpu/operations/RecursiveOp.java  |   2 +-
 .../functions/RecursiveStrategy.java          |  30 ++++-
 templates/opencl/MapKernel.clt                |   2 -
 templates/opencl/MapReduceKernel.clt          |   2 -
 templates/opencl/RecursiveIterativeLambda.clt |   3 +
 templates/opencl/RecursiveKernel.clt          |  11 ++
 templates/opencl/ReduceKernel.clt             |   2 -
 templates/opencl/ReduceWithSeedKernel.clt     |   2 -
 14 files changed, 240 insertions(+), 25 deletions(-)
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
 create mode 100644 templates/opencl/RecursiveIterativeLambda.clt
 create mode 100644 templates/opencl/RecursiveKernel.clt

diff --git a/src/aeminium/gpu/backends/cpu/CPURecursive.java b/src/aeminium/gpu/backends/cpu/CPURecursive.java
index af2e4eb..828424a 100644
--- a/src/aeminium/gpu/backends/cpu/CPURecursive.java
+++ b/src/aeminium/gpu/backends/cpu/CPURecursive.java
@@ -5,7 +5,7 @@
 import aeminium.gpu.operations.functions.RecursiveCallback;
 import aeminium.gpu.operations.functions.RecursiveStrategy;
 
-public class CPURecursive<R,T> extends CPUGenericKernel implements RecursiveCallback {
+public class CPURecursive<R extends Number,T> extends CPUGenericKernel implements RecursiveCallback {
 
 	public T output;
 	public final RecursiveStrategy<R, T> strategy;
diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index bbac718..f77b446 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -1,51 +1,152 @@
 package aeminium.gpu.backends.gpu;
 
+import java.util.Queue;
+
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.generators.RecursiveCodeGen;
+import aeminium.gpu.backends.gpu.generators.RecursiveTemplateSource;
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.RecursiveStrategy;
+
+import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLEvent;
 import com.nativelibs4java.opencl.CLQueue;
 
-import aeminium.gpu.operations.functions.RecursiveStrategy;
+public class GPURecursive<R extends Number, T> extends GPUGenericKernel implements RecursiveTemplateSource<R,T> {
 
-public class GPURecursive<R, T> extends GPUGenericKernel {
+	public static final int DEFAULT_SPLIT_VALUE = 1024;
+	public static final int MAX_SPLITS = 4;
 
+	
 	public T output;
 	public RecursiveStrategy<R, T> strategy;
+	PList<R> starts;
+	PList<R> ends;
+	PList<Boolean> results;
+	Queue<Pair> queue;
+	boolean isDone;
+	
+	protected CLBuffer<?> sbuffer;
+	protected CLBuffer<?> ebuffer;
+	protected CLBuffer<?> abuffer;
+	protected CLBuffer<Integer> rbuffer;
+	
+	private RecursiveCodeGen gen;
 	
 	public GPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
+		gen = new RecursiveCodeGen(this);
 	}
 
 	@Override
 	public void prepareBuffers(CLContext ctx) {
-		// TODO Auto-generated method stub
-		
+		super.prepareBuffers(ctx);
 	}
 
+	
+	public int prepareReadBuffers(R st, R end) {
+		starts = createEmptyList();
+		strategy.split(starts, 0, st, end, DEFAULT_SPLIT_VALUE);
+		ends = starts.subList(1, starts.size());
+		ends.set(starts.size() - 1, end);
+		return starts.size();
+	}
+	
+	@SuppressWarnings("unchecked")
 	@Override
 	public void execute(CLContext ctx, CLQueue q) {
-		// TODO Auto-generated method stub
 		
+		// initial data;
+		int workUnits = prepareReadBuffers(strategy.getStart(), strategy.getEnd());
+		
+		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "int", workUnits);
+		abuffer = BufferHelper.createOutputBufferFor(ctx, getTType(), workUnits);
+		CLEvent[] eventsArr = new CLEvent[1];
+		
+		while (!isDone) {
+			sbuffer = BufferHelper.createInputBufferFor(ctx, starts, starts.size());
+			ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
+			
+			synchronized (kernel) {
+				kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer);
+				setExtraDataArgs(kernel);
+				
+				eventsArr[0] = kernel.enqueueNDRange(q,
+						new int[] { workUnits }, eventsArr);
+			}
+			
+			PList<Integer> rs = (PList<Integer>) BufferHelper.extractFromBuffer(rbuffer, q,
+					eventsArr[0], "Integer", workUnits);
+			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], strategy.getSeed().getClass().getSimpleName(), workUnits);
+			sbuffer.release();
+			ebuffer.release();
+			for (int i=0; i<workUnits; i++) {
+				if (rs.get(i) == 1) {
+					output = strategy.combine(output, accs.get(i));
+				} else {
+					queue.add(new Pair(starts.get(i), ends.get(i)));
+				}
+			}
+			if (queue.isEmpty()) {
+				isDone = true;
+			} else {
+				Pair p = queue.poll();
+				workUnits = prepareReadBuffers(p.s, p.e);
+			}
+		}
+		sbuffer.release();
+		abuffer.release();
 	}
 
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
-		// TODO Auto-generated method stub
-		
+		// Nothing to do!
 	}
 
 	@Override
 	public String getSource() {
-		// TODO Auto-generated method stub
-		return null;
+		return gen.getRecursiveKernelSource();
 	}
 
 	@Override
 	public String getKernelName() {
-		// TODO Auto-generated method stub
-		return null;
+		return gen.getRecursiveKernelName();
 	}
 
 	public T getOutput() {
 		return output;
 	}
 	
+	@SuppressWarnings("unchecked")
+	public PList<R> createEmptyList() {
+		return (PList<R>) CollectionFactory.listFromType(strategy.getStart().getClass().getSimpleName());
+	}
+	
+	class Pair {
+		public R s;
+		public R e;
+		
+		public Pair(R s, R e) {
+			this.s = s;
+			this.e = e;
+		}
+	}
+
+	@Override
+	public String getRType() {
+		return BufferHelper.getCLTypeOf(strategy.getStart().getClass().getSimpleName());
+	}
+
+	@Override
+	public String getTType() {
+		return BufferHelper.getCLTypeOf(strategy.getSeed().getClass().getSimpleName());
+	}
+
+	@Override
+	public RecursiveStrategy<R, T> getRecursiveStrategy() {
+		return strategy;
+	}
+	
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
new file mode 100644
index 0000000..5f52bde
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
@@ -0,0 +1,62 @@
+package aeminium.gpu.backends.gpu.generators;
+
+import java.util.HashMap;
+
+import aeminium.gpu.templates.Template;
+import aeminium.gpu.templates.TemplateWrapper;
+
+@SuppressWarnings("rawtypes")
+public class RecursiveCodeGen extends AbstractCodeGen {
+	private String rType;
+	private String tType;
+	private String clSource;
+	private String[] parameters;
+	
+	
+	public RecursiveCodeGen(RecursiveTemplateSource r) {
+		this.rType = r.getRType();
+		this.tType = r.getTType();
+		this.clSource = r.getRecursiveStrategy().getSource();
+		this.parameters = r.getRecursiveStrategy().getParameters();
+		this.id = r.getRecursiveStrategy().getId();
+	}
+	
+	public String getIterativeLambdaName() {
+		return "rec_iterative_" + id;
+	}
+
+	public String getRecursiveKernelName() {
+		return "rec_kernel_" + id;
+	}
+	
+	public String getRecursiveLambdaSource() {
+		HashMap<String, String> mapping = new HashMap<String, String>();
+		mapping.put("r_type", rType);
+		mapping.put("t_type", tType);
+		mapping.put("iter_lambda_name", getIterativeLambdaName());
+		mapping.put("iter_lambda_par1", parameters[0]);
+		mapping.put("iter_lambda_par2", parameters[1]);
+		mapping.put("iter_lambda_par3", parameters[2]);
+		mapping.put("source", clSource);
+		mapping.put("extra_args", getExtraArgs());
+		Template t = new Template(new TemplateWrapper(
+				"opencl/RecursiveIterativeLambda.clt"));
+		return t.apply(mapping);
+	}
+	
+	public String getRecursiveKernelSource() {
+		HashMap<String, String> mapping = new HashMap<String, String>();
+		Template t;
+
+		mapping.put("r_type", rType);
+		mapping.put("t_type", tType);
+
+		mapping.put("recursive_kernel_name", getRecursiveKernelName());
+		mapping.put("iter_lambda_name", getIterativeLambdaName());
+		mapping.put("iter_lambda_def", getRecursiveLambdaSource());
+		mapping.put("other_sources", otherSources);
+		mapping.put("extra_args", getExtraArgs());
+		mapping.put("extra_args_call", getExtraArgsCall());
+		t = new Template(new TemplateWrapper("opencl/RecursiveKernel.clt"));
+		return t.apply(mapping);}
+	}
diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
new file mode 100644
index 0000000..a14a7e0
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
@@ -0,0 +1,10 @@
+package aeminium.gpu.backends.gpu.generators;
+
+import aeminium.gpu.operations.functions.RecursiveStrategy;
+
+public interface RecursiveTemplateSource<R extends Number,T> {
+	String getRType();
+	String getTType();
+	
+	RecursiveStrategy<R, T> getRecursiveStrategy();
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java b/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
index 2902dcc..bf6318e 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
@@ -10,7 +10,7 @@
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
 
-public class MCPURecursive<R, T> extends MCPUGenericKernel {
+public class MCPURecursive<R extends Number, T> extends MCPUGenericKernel {
 
 	public T output;
 	public final RecursiveStrategy<R, T> strategy;
@@ -38,7 +38,7 @@ public T getOutput() {
 		return cBody.acc;
 	}
 	
-	public static class RecursiveBody<R, T> implements Body, RecursiveCallback {
+	public static class RecursiveBody<R extends Number, T> implements Body, RecursiveCallback {
 
 		public T acc;
 		R st;
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 0f0889d..93e27ec 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -30,6 +30,16 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 				return alr;
 			}
 			
+			@Override
+			public String getSource() {
+				return "double h = (r - l) * 0.5; double c = l + h; double fr = (r * r + 1.0) * r; double fl = (l * l + 1.0) * l; double fc = (c * c + 1.0) * c; double hh = h * 0.5; double al = (fl + fc) * hh; double ar = (fr + fc) * hh; double alr = al + ar; double prev = (fl+fr) * hh; if (abs(alr - prev) <= 1.0e-2) { result[0] = 1 }} return alr;"; 
+			}
+			
+			public String[] getParameters() {
+				return new String[] { "r", "l", "result" };
+			}
+			
+			
 			@Override
 			public Double combine(Double input, Double other) {
 				return input+other;
diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RecursiveOp.java
index 3676906..a98486e 100644
--- a/src/aeminium/gpu/operations/RecursiveOp.java
+++ b/src/aeminium/gpu/operations/RecursiveOp.java
@@ -6,7 +6,7 @@
 import aeminium.gpu.operations.contracts.Program;
 import aeminium.gpu.operations.functions.RecursiveStrategy;
 
-public class RecursiveOp<R, T> extends GenericProgram implements Program {
+public class RecursiveOp<R extends Number, T> extends GenericProgram implements Program {
 	
 	public RecursiveStrategy<R, T> strategy;
 	private T output;
diff --git a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java b/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
index 094c14f..89c0ed4 100644
--- a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
+++ b/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
@@ -4,20 +4,46 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
 import aeminium.gpu.operations.RecursiveOp;
+import aeminium.gpu.utils.UniqCounter;
 
-public abstract class RecursiveStrategy<R,T> extends AbstractPObject implements ReducerWithSeed<T> {
+public abstract class RecursiveStrategy<R extends Number,T> extends AbstractPObject implements ReducerWithSeed<T> {
 
+	private String id = null;
+	
 	public abstract T iterative(R r, R l, RecursiveCallback result);
 	
 	public abstract R getStart();
 	
 	public abstract R getEnd();
 	
-	public abstract void split(PList<R> indices, int index, R s, R e, int n);
+	public abstract void split(PList<R> starts, int index, R s, R e, int n);
 	
 	public T evaluate() {
 		RecursiveOp<R,T> op = new RecursiveOp<R,T>(this);
 		return op.getOutput();
 	}
 	
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getSource() {
+		return null;
+	}
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getSourceComplexity() {
+		return null;
+	}
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String[] getParameters() {
+		return new String[] { "start", "end", "result" };
+	}
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getId() {
+		if (id == null)
+			id = UniqCounter.getNewId();
+		return id;
+	}
+	
+	
 }
diff --git a/templates/opencl/MapKernel.clt b/templates/opencl/MapKernel.clt
index a633be2..0c4eda3 100644
--- a/templates/opencl/MapKernel.clt
+++ b/templates/opencl/MapKernel.clt
@@ -1,5 +1,3 @@
-#pragma OPENCL EXTENSION cl_khr_fp64 : enable
-
 // Other Sources Required
 {{other_sources}}
 
diff --git a/templates/opencl/MapReduceKernel.clt b/templates/opencl/MapReduceKernel.clt
index 8696698..ecb66b1 100644
--- a/templates/opencl/MapReduceKernel.clt
+++ b/templates/opencl/MapReduceKernel.clt
@@ -1,5 +1,3 @@
-#pragma OPENCL EXTENSION cl_khr_fp64 : enable
-
 // Other Sources Required
 {{other_sources}}
 
diff --git a/templates/opencl/RecursiveIterativeLambda.clt b/templates/opencl/RecursiveIterativeLambda.clt
new file mode 100644
index 0000000..16bd612
--- /dev/null
+++ b/templates/opencl/RecursiveIterativeLambda.clt
@@ -0,0 +1,3 @@
+inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, int* {{iter_lambda_par3}} {{extra_args}}) {
+	{{source}}
+}
diff --git a/templates/opencl/RecursiveKernel.clt b/templates/opencl/RecursiveKernel.clt
new file mode 100644
index 0000000..fd62974
--- /dev/null
+++ b/templates/opencl/RecursiveKernel.clt
@@ -0,0 +1,11 @@
+// Other Sources Required
+{{other_sources}}
+
+// Specific Map Lambda Function
+{{iter_lambda_def}}
+
+__kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, {{extra_args}}) {
+	int iter_global_id = get_global_id(0);
+	results[iter_global_id] = 0;
+	accs[iter_global_id] = {{iter_lambda_name}}(starts[iter_global_id], ends[iter_global_id], &results[iter_global_id] {{extra_args_call}});
+}
diff --git a/templates/opencl/ReduceKernel.clt b/templates/opencl/ReduceKernel.clt
index 5c26606..79f1995 100644
--- a/templates/opencl/ReduceKernel.clt
+++ b/templates/opencl/ReduceKernel.clt
@@ -1,5 +1,3 @@
-#pragma OPENCL EXTENSION cl_khr_fp64 : enable
-
 // Other Sources Required
 {{other_sources}}
 
diff --git a/templates/opencl/ReduceWithSeedKernel.clt b/templates/opencl/ReduceWithSeedKernel.clt
index d009bd2..ceec09e 100644
--- a/templates/opencl/ReduceWithSeedKernel.clt
+++ b/templates/opencl/ReduceWithSeedKernel.clt
@@ -1,5 +1,3 @@
-#pragma OPENCL EXTENSION cl_khr_fp64 : enable
-
 // Other Sources Required
 {{other_sources}}
 

From 58bf7ed15ad68899b52687ecf51ba61b420af0cc Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:26:40 +0000
Subject: [PATCH 069/276] Device available for decision

---
 src/aeminium/gpu/operations/RecursiveOp.java | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RecursiveOp.java
index a98486e..4bc8219 100644
--- a/src/aeminium/gpu/operations/RecursiveOp.java
+++ b/src/aeminium/gpu/operations/RecursiveOp.java
@@ -16,10 +16,11 @@ public class RecursiveOp<R extends Number, T> extends GenericProgram implements
 
 	public RecursiveOp(RecursiveStrategy<R, T> recursiveStrategy) {
 		this.strategy = recursiveStrategy;
+		this.device = recursiveStrategy.getDevice();
 		
 		cpuOp = new MCPURecursive<R, T>(recursiveStrategy);
 		gpuOp = new GPURecursive<R, T>(recursiveStrategy);
-		gpuOp.setDevice(recursiveStrategy.getDevice());
+		gpuOp.setDevice(device);
 	}
 
 	public T getOutput() {

From 5f33145374d34a4f8d5a21aeffd1c07073353916 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:29:09 +0000
Subject: [PATCH 070/276] Fixed integral cl source.

---
 src/aeminium/gpu/examples/RecIntegral.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 93e27ec..71266b5 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -32,7 +32,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "double h = (r - l) * 0.5; double c = l + h; double fr = (r * r + 1.0) * r; double fl = (l * l + 1.0) * l; double fc = (c * c + 1.0) * c; double hh = h * 0.5; double al = (fl + fc) * hh; double ar = (fr + fc) * hh; double alr = al + ar; double prev = (fl+fr) * hh; if (abs(alr - prev) <= 1.0e-2) { result[0] = 1 }} return alr;"; 
+				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (abs(alr - prev) <= 1.0e-2) { result[0] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {

From e6dbe5da071646556ac4c673ae01467ea6601065 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:31:16 +0000
Subject: [PATCH 071/276] abs -> fabs

---
 src/aeminium/gpu/examples/RecIntegral.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 71266b5..bd56875 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -32,7 +32,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (abs(alr - prev) <= 1.0e-2) { result[0] = 1; }\n return alr;"; 
+				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-2) { result[0] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {

From 2b2a026cfedd53db13f87dc612adb6b70e30d80b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:33:18 +0000
Subject: [PATCH 072/276] Extra Data in Recursive

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 4 ++++
 templates/opencl/RecursiveKernel.clt            | 2 +-
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index f77b446..8282d43 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -3,6 +3,7 @@
 import java.util.Queue;
 
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.backends.gpu.generators.RecursiveCodeGen;
 import aeminium.gpu.backends.gpu.generators.RecursiveTemplateSource;
 import aeminium.gpu.collections.factories.CollectionFactory;
@@ -38,6 +39,9 @@ public class GPURecursive<R extends Number, T> extends GPUGenericKernel implemen
 	public GPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 		gen = new RecursiveCodeGen(this);
+		
+		otherData = OtherData.extractOtherData(recursiveStrategy);
+		gen.setOtherData(otherData);
 	}
 
 	@Override
diff --git a/templates/opencl/RecursiveKernel.clt b/templates/opencl/RecursiveKernel.clt
index fd62974..ca92cc5 100644
--- a/templates/opencl/RecursiveKernel.clt
+++ b/templates/opencl/RecursiveKernel.clt
@@ -4,7 +4,7 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	results[iter_global_id] = 0;
 	accs[iter_global_id] = {{iter_lambda_name}}(starts[iter_global_id], ends[iter_global_id], &results[iter_global_id] {{extra_args_call}});

From 7092b2405511156ed0b22167cd7270f51e325609 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:34:04 +0000
Subject: [PATCH 073/276] Fixed buffer creation

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 8282d43..48f10a5 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -65,7 +65,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		// initial data;
 		int workUnits = prepareReadBuffers(strategy.getStart(), strategy.getEnd());
 		
-		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "int", workUnits);
+		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
 		abuffer = BufferHelper.createOutputBufferFor(ctx, getTType(), workUnits);
 		CLEvent[] eventsArr = new CLEvent[1];
 		

From 076da13651845a182b7401c7d4dae3f84870c2b7 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:35:02 +0000
Subject: [PATCH 074/276] More buffer fixing

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 48f10a5..dbc0d40 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -66,7 +66,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		int workUnits = prepareReadBuffers(strategy.getStart(), strategy.getEnd());
 		
 		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
-		abuffer = BufferHelper.createOutputBufferFor(ctx, getTType(), workUnits);
+		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 		CLEvent[] eventsArr = new CLEvent[1];
 		
 		while (!isDone) {

From ba07e6e90f326cedcf9be27d896fd026ba14955f Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:36:32 +0000
Subject: [PATCH 075/276] Use seed in GPU

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index dbc0d40..41f4132 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -39,6 +39,7 @@ public class GPURecursive<R extends Number, T> extends GPUGenericKernel implemen
 	public GPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 		gen = new RecursiveCodeGen(this);
+		output = strategy.getSeed();
 		
 		otherData = OtherData.extractOtherData(recursiveStrategy);
 		gen.setOtherData(otherData);

From 326f341bba0252bc5d4a1687c7bfbf150726a216 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:38:16 +0000
Subject: [PATCH 076/276] Using linkedlists as queue

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 41f4132..94e3813 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.backends.gpu;
 
+import java.util.LinkedList;
 import java.util.Queue;
 
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
@@ -26,7 +27,7 @@ public class GPURecursive<R extends Number, T> extends GPUGenericKernel implemen
 	PList<R> starts;
 	PList<R> ends;
 	PList<Boolean> results;
-	Queue<Pair> queue;
+	Queue<Pair> queue = new LinkedList<Pair>();
 	boolean isDone;
 	
 	protected CLBuffer<?> sbuffer;

From e5c390e24a87f86eeb51e91502dcd5292a0345aa Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:39:05 +0000
Subject: [PATCH 077/276] Fixed buffer

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 94e3813..b1d7ce2 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -102,7 +102,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				workUnits = prepareReadBuffers(p.s, p.e);
 			}
 		}
-		sbuffer.release();
+		rbuffer.release();
 		abuffer.release();
 	}
 

From 13d0d66e93ce4f3e2be991d14f5687ab9456d7fe Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 15:40:36 +0000
Subject: [PATCH 078/276] Added large size integral

---
 src/aeminium/gpu/examples/RecIntegral.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index bd56875..bec2ad7 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -9,8 +9,8 @@ public static void main(String[] args) {
 		
 		RecursiveStrategy<Double, Double> integral = new RecursiveStrategy<Double, Double>() {
 
-			public Double getStart() { return 0.0; } //-2101.0; }
-			public Double getEnd() { return 10.0; } //1036.0; }
+			public Double getStart() { return -2101.0; }
+			public Double getEnd() { return 1036.0; }
 			
 			@Override
 			public Double iterative(Double r, Double l, RecursiveCallback result) {

From 6fc27f09563fba9bd4f127697efcac76496b5ef6 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 16:07:44 +0000
Subject: [PATCH 079/276] Debug print

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index b1d7ce2..ec0a057 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -88,13 +88,16 @@ public void execute(CLContext ctx, CLQueue q) {
 			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], strategy.getSeed().getClass().getSimpleName(), workUnits);
 			sbuffer.release();
 			ebuffer.release();
+			int done=0;
 			for (int i=0; i<workUnits; i++) {
 				if (rs.get(i) == 1) {
 					output = strategy.combine(output, accs.get(i));
+					done++;
 				} else {
 					queue.add(new Pair(starts.get(i), ends.get(i)));
 				}
 			}
+			System.out.println(done + ", q: " + queue.size());
 			if (queue.isEmpty()) {
 				isDone = true;
 			} else {

From dd69569f3b044df67db5e8584c4698cb50a3aacd Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 7 Jan 2015 16:10:08 +0000
Subject: [PATCH 080/276] Replaced Queue with Stack

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index ec0a057..e6fb185 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -1,7 +1,6 @@
 package aeminium.gpu.backends.gpu;
 
-import java.util.LinkedList;
-import java.util.Queue;
+import java.util.Stack;
 
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.backends.gpu.buffers.OtherData;
@@ -27,7 +26,7 @@ public class GPURecursive<R extends Number, T> extends GPUGenericKernel implemen
 	PList<R> starts;
 	PList<R> ends;
 	PList<Boolean> results;
-	Queue<Pair> queue = new LinkedList<Pair>();
+	Stack<Pair> stack = new Stack<Pair>();
 	boolean isDone;
 	
 	protected CLBuffer<?> sbuffer;
@@ -94,14 +93,14 @@ public void execute(CLContext ctx, CLQueue q) {
 					output = strategy.combine(output, accs.get(i));
 					done++;
 				} else {
-					queue.add(new Pair(starts.get(i), ends.get(i)));
+					stack.push(new Pair(starts.get(i), ends.get(i)));
 				}
 			}
-			System.out.println(done + ", q: " + queue.size());
-			if (queue.isEmpty()) {
+			System.out.println(done + ", q: " + stack.size());
+			if (stack.isEmpty()) {
 				isDone = true;
 			} else {
-				Pair p = queue.poll();
+				Pair p = stack.pop();
 				workUnits = prepareReadBuffers(p.s, p.e);
 			}
 		}

From 13a836db436af9b1f75d998a1423836f58347e56 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 14:34:57 +0000
Subject: [PATCH 081/276] Integral less wide and more in depth

---
 src/aeminium/gpu/examples/RecIntegral.java | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index bec2ad7..e008c71 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -9,8 +9,8 @@ public static void main(String[] args) {
 		
 		RecursiveStrategy<Double, Double> integral = new RecursiveStrategy<Double, Double>() {
 
-			public Double getStart() { return -2101.0; }
-			public Double getEnd() { return 1036.0; }
+			public Double getStart() { return 0.0; }
+			public Double getEnd() { return 10.0; }
 			
 			@Override
 			public Double iterative(Double r, Double l, RecursiveCallback result) {
@@ -24,7 +24,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 				double ar = (fr + fc) * hh;
 				double alr = al + ar;
 				double prev = (fl+fr) * hh;
-				if (Math.abs(alr - prev) <= 1.0e-2) {
+				if (Math.abs(alr - prev) <= 1.0e-8) {
 					result.markDone();
 				}
 				return alr;
@@ -32,7 +32,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-2) { result[0] = 1; }\n return alr;"; 
+				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-8) { result[0] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {

From afb4e44b0eb69e59a07c4cdce1cca686a315a114 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 14:40:06 +0000
Subject: [PATCH 082/276] Pragmas are back for NVIDIA

---
 templates/opencl/MapKernel.clt            | 2 ++
 templates/opencl/MapReduceKernel.clt      | 2 ++
 templates/opencl/RecursiveKernel.clt      | 2 ++
 templates/opencl/ReduceKernel.clt         | 2 ++
 templates/opencl/ReduceWithSeedKernel.clt | 2 ++
 5 files changed, 10 insertions(+)

diff --git a/templates/opencl/MapKernel.clt b/templates/opencl/MapKernel.clt
index 0c4eda3..52ffadc 100644
--- a/templates/opencl/MapKernel.clt
+++ b/templates/opencl/MapKernel.clt
@@ -1,3 +1,5 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
 // Other Sources Required
 {{other_sources}}
 
diff --git a/templates/opencl/MapReduceKernel.clt b/templates/opencl/MapReduceKernel.clt
index ecb66b1..d7fd9f3 100644
--- a/templates/opencl/MapReduceKernel.clt
+++ b/templates/opencl/MapReduceKernel.clt
@@ -1,3 +1,5 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
 // Other Sources Required
 {{other_sources}}
 
diff --git a/templates/opencl/RecursiveKernel.clt b/templates/opencl/RecursiveKernel.clt
index ca92cc5..c23a037 100644
--- a/templates/opencl/RecursiveKernel.clt
+++ b/templates/opencl/RecursiveKernel.clt
@@ -1,3 +1,5 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
 // Other Sources Required
 {{other_sources}}
 
diff --git a/templates/opencl/ReduceKernel.clt b/templates/opencl/ReduceKernel.clt
index 79f1995..dcb75c8 100644
--- a/templates/opencl/ReduceKernel.clt
+++ b/templates/opencl/ReduceKernel.clt
@@ -1,3 +1,5 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
 // Other Sources Required
 {{other_sources}}
 
diff --git a/templates/opencl/ReduceWithSeedKernel.clt b/templates/opencl/ReduceWithSeedKernel.clt
index ceec09e..074662e 100644
--- a/templates/opencl/ReduceWithSeedKernel.clt
+++ b/templates/opencl/ReduceWithSeedKernel.clt
@@ -1,3 +1,5 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
 // Other Sources Required
 {{other_sources}}
 

From 35f42c6f70ea4276b65d797e67c5fc9ca2bf98b6 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 14:44:43 +0000
Subject: [PATCH 083/276] Recursive parameters fixed.

---
 src/aeminium/gpu/examples/RecIntegral.java    | 2 +-
 templates/opencl/RecursiveIterativeLambda.clt | 2 +-
 templates/opencl/RecursiveKernel.clt          | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index e008c71..2d29a76 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -32,7 +32,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-8) { result[0] = 1; }\n return alr;"; 
+				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-8) { result[result_line_id] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {
diff --git a/templates/opencl/RecursiveIterativeLambda.clt b/templates/opencl/RecursiveIterativeLambda.clt
index 16bd612..44f402c 100644
--- a/templates/opencl/RecursiveIterativeLambda.clt
+++ b/templates/opencl/RecursiveIterativeLambda.clt
@@ -1,3 +1,3 @@
-inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, int* {{iter_lambda_par3}} {{extra_args}}) {
+inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, int* {{iter_lambda_par3}}, int result_line_id {{extra_args}}) {
 	{{source}}
 }
diff --git a/templates/opencl/RecursiveKernel.clt b/templates/opencl/RecursiveKernel.clt
index c23a037..aba9422 100644
--- a/templates/opencl/RecursiveKernel.clt
+++ b/templates/opencl/RecursiveKernel.clt
@@ -9,5 +9,5 @@
 __kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	results[iter_global_id] = 0;
-	accs[iter_global_id] = {{iter_lambda_name}}(starts[iter_global_id], ends[iter_global_id], &results[iter_global_id] {{extra_args_call}});
+	accs[iter_global_id] = {{iter_lambda_name}}(starts[iter_global_id], ends[iter_global_id], results, iter_global_id {{extra_args_call}});
 }

From 1f985ac4b25a133204a98adbd5bd1ce018811d5c Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 14:46:31 +0000
Subject: [PATCH 084/276] Results are __global

---
 templates/opencl/RecursiveIterativeLambda.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/RecursiveIterativeLambda.clt b/templates/opencl/RecursiveIterativeLambda.clt
index 44f402c..60a587f 100644
--- a/templates/opencl/RecursiveIterativeLambda.clt
+++ b/templates/opencl/RecursiveIterativeLambda.clt
@@ -1,3 +1,3 @@
-inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, int* {{iter_lambda_par3}}, int result_line_id {{extra_args}}) {
+inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, __global  int* {{iter_lambda_par3}}, int result_line_id {{extra_args}}) {
 	{{source}}
 }

From 9fbc7dd7f6486347cd128655957d2195fd1b42b1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 14:48:49 +0000
Subject: [PATCH 085/276] Debug made optional

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index e6fb185..1123597 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -96,7 +96,9 @@ public void execute(CLContext ctx, CLQueue q) {
 					stack.push(new Pair(starts.get(i), ends.get(i)));
 				}
 			}
-			System.out.println(done + ", q: " + stack.size());
+			if (System.getenv("DEBUG") != null) {
+				System.out.println(done + ", q: " + stack.size());
+			}
 			if (stack.isEmpty()) {
 				isDone = true;
 			} else {

From d80a3d694c5872a9b906700c1bce7052a2d02da7 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:02:16 +0000
Subject: [PATCH 086/276] Debug less frequent

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 1123597..4fe9580 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -17,7 +17,7 @@
 
 public class GPURecursive<R extends Number, T> extends GPUGenericKernel implements RecursiveTemplateSource<R,T> {
 
-	public static final int DEFAULT_SPLIT_VALUE = 1024;
+	public static final int DEFAULT_SPLIT_VALUE = 2048;
 	public static final int MAX_SPLITS = 4;
 
 	
@@ -70,6 +70,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 		CLEvent[] eventsArr = new CLEvent[1];
 		
+		int iter = 0;
 		while (!isDone) {
 			sbuffer = BufferHelper.createInputBufferFor(ctx, starts, starts.size());
 			ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
@@ -97,7 +98,9 @@ public void execute(CLContext ctx, CLQueue q) {
 				}
 			}
 			if (System.getenv("DEBUG") != null) {
-				System.out.println(done + ", q: " + stack.size());
+				if (iter % 1000 == 0) {
+					System.out.println(done + ", q: " + stack.size());
+				}
 			}
 			if (stack.isEmpty()) {
 				isDone = true;
@@ -105,6 +108,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				Pair p = stack.pop();
 				workUnits = prepareReadBuffers(p.s, p.e);
 			}
+			iter ++;
 		}
 		rbuffer.release();
 		abuffer.release();

From 3bacc51b41f0151064dbb487a670ad84790adba0 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:17:06 +0000
Subject: [PATCH 087/276] Adaptative depth tuning

---
 .../gpu/backends/gpu/GPURecursive.java        | 19 +++++++++++++++----
 src/aeminium/gpu/examples/RecIntegral.java    |  2 +-
 2 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 4fe9580..fca6fe5 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -51,9 +51,9 @@ public void prepareBuffers(CLContext ctx) {
 	}
 
 	
-	public int prepareReadBuffers(R st, R end) {
+	public int prepareReadBuffers(R st, R end, int splits, int index) {
 		starts = createEmptyList();
-		strategy.split(starts, 0, st, end, DEFAULT_SPLIT_VALUE);
+		strategy.split(starts, index, st, end, splits);
 		ends = starts.subList(1, starts.size());
 		ends.set(starts.size() - 1, end);
 		return starts.size();
@@ -64,13 +64,14 @@ public int prepareReadBuffers(R st, R end) {
 	public void execute(CLContext ctx, CLQueue q) {
 		
 		// initial data;
-		int workUnits = prepareReadBuffers(strategy.getStart(), strategy.getEnd());
+		int workUnits = prepareReadBuffers(strategy.getStart(), strategy.getEnd(), DEFAULT_SPLIT_VALUE, 0);
 		
 		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
 		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 		CLEvent[] eventsArr = new CLEvent[1];
 		
 		int iter = 0;
+		int processNext = 1;
 		while (!isDone) {
 			sbuffer = BufferHelper.createInputBufferFor(ctx, starts, starts.size());
 			ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
@@ -105,8 +106,18 @@ public void execute(CLContext ctx, CLQueue q) {
 			if (stack.isEmpty()) {
 				isDone = true;
 			} else {
+				if (done == workUnits) {
+					processNext += 1;
+				} else {
+					processNext -= 1;
+					if (processNext < 1) processNext = 1;
+				}
 				Pair p = stack.pop();
-				workUnits = prepareReadBuffers(p.s, p.e);
+				workUnits = 0;
+				int steps = DEFAULT_SPLIT_VALUE / processNext;
+				for (int k=0; k<processNext; k++) {
+					workUnits += prepareReadBuffers(p.s, p.e, steps, k * steps);
+				}
 			}
 			iter ++;
 		}
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 2d29a76..f25108a 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -10,7 +10,7 @@ public static void main(String[] args) {
 		RecursiveStrategy<Double, Double> integral = new RecursiveStrategy<Double, Double>() {
 
 			public Double getStart() { return 0.0; }
-			public Double getEnd() { return 10.0; }
+			public Double getEnd() { return 1.0; }
 			
 			@Override
 			public Double iterative(Double r, Double l, RecursiveCallback result) {

From 3232fc1a2057715ce1775baaf98bf8ef996f14e1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:17:59 +0000
Subject: [PATCH 088/276] Debug level

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index fca6fe5..87ad8b3 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -100,7 +100,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			}
 			if (System.getenv("DEBUG") != null) {
 				if (iter % 1000 == 0) {
-					System.out.println(done + ", q: " + stack.size());
+					System.out.println(done + ", q: " + stack.size() + ", rec: " + processNext);
 				}
 			}
 			if (stack.isEmpty()) {

From 04fac0eea80218ebeafbef073b41e05256121179 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:23:30 +0000
Subject: [PATCH 089/276] Back to 1024

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 87ad8b3..6aeab62 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -17,8 +17,7 @@
 
 public class GPURecursive<R extends Number, T> extends GPUGenericKernel implements RecursiveTemplateSource<R,T> {
 
-	public static final int DEFAULT_SPLIT_VALUE = 2048;
-	public static final int MAX_SPLITS = 4;
+	public static final int DEFAULT_SPLIT_VALUE = 1024;
 
 	
 	public T output;

From 9f80781e33709def56c113e79b3119fc266c2baf Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:27:20 +0000
Subject: [PATCH 090/276] debugs

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 6aeab62..3c187ad 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -114,6 +114,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				Pair p = stack.pop();
 				workUnits = 0;
 				int steps = DEFAULT_SPLIT_VALUE / processNext;
+				System.out.println("n: " + processNext + " steps:" + steps);
 				for (int k=0; k<processNext; k++) {
 					workUnits += prepareReadBuffers(p.s, p.e, steps, k * steps);
 				}

From ad921f14b4e4e6741f56c24b805227729d9cb0e6 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:29:28 +0000
Subject: [PATCH 091/276] Workitem fixes

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 3c187ad..dc1492f 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -51,7 +51,9 @@ public void prepareBuffers(CLContext ctx) {
 
 	
 	public int prepareReadBuffers(R st, R end, int splits, int index) {
-		starts = createEmptyList();
+		if (starts == null) {
+			starts = createEmptyList();
+		}
 		strategy.split(starts, index, st, end, splits);
 		ends = starts.subList(1, starts.size());
 		ends.set(starts.size() - 1, end);
@@ -112,11 +114,10 @@ public void execute(CLContext ctx, CLQueue q) {
 					if (processNext < 1) processNext = 1;
 				}
 				Pair p = stack.pop();
-				workUnits = 0;
 				int steps = DEFAULT_SPLIT_VALUE / processNext;
 				System.out.println("n: " + processNext + " steps:" + steps);
 				for (int k=0; k<processNext; k++) {
-					workUnits += prepareReadBuffers(p.s, p.e, steps, k * steps);
+					workUnits = prepareReadBuffers(p.s, p.e, steps, k * steps);
 				}
 			}
 			iter ++;

From 7b53afa47818b67f9b897bfccb13f428b476279e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:30:03 +0000
Subject: [PATCH 092/276] Removed debugs

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index dc1492f..761a4e7 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -115,7 +115,6 @@ public void execute(CLContext ctx, CLQueue q) {
 				}
 				Pair p = stack.pop();
 				int steps = DEFAULT_SPLIT_VALUE / processNext;
-				System.out.println("n: " + processNext + " steps:" + steps);
 				for (int k=0; k<processNext; k++) {
 					workUnits = prepareReadBuffers(p.s, p.e, steps, k * steps);
 				}

From 97a4c8df82135d27e8f501c8d3159019e02942d3 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:31:40 +0000
Subject: [PATCH 093/276] Debug in the right place

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 761a4e7..afd2a22 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -99,16 +99,16 @@ public void execute(CLContext ctx, CLQueue q) {
 					stack.push(new Pair(starts.get(i), ends.get(i)));
 				}
 			}
-			if (System.getenv("DEBUG") != null) {
-				if (iter % 1000 == 0) {
-					System.out.println(done + ", q: " + stack.size() + ", rec: " + processNext);
-				}
-			}
 			if (stack.isEmpty()) {
 				isDone = true;
 			} else {
 				if (done == workUnits) {
 					processNext += 1;
+					if (System.getenv("DEBUG") != null) {
+						if (iter % 1000 == 0) {
+							System.out.println(done + ", q: " + stack.size() + ", rec: " + processNext);
+						}
+					}
 				} else {
 					processNext -= 1;
 					if (processNext < 1) processNext = 1;

From 10f040c65934ea9b3465e09d33e15641e7175a4e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 15:34:26 +0000
Subject: [PATCH 094/276] Trying to adjust inicial processNext

---
 src/aeminium/gpu/backends/gpu/GPURecursive.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index afd2a22..1b47537 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -113,6 +113,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					processNext -= 1;
 					if (processNext < 1) processNext = 1;
 				}
+				if (iter == 0) processNext = 128;
 				Pair p = stack.pop();
 				int steps = DEFAULT_SPLIT_VALUE / processNext;
 				for (int k=0; k<processNext; k++) {

From e87902d8279ef3d58356ca06b1b7436d33d9e43d Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 16:02:45 +0000
Subject: [PATCH 095/276] Dynamic Integral

---
 src/aeminium/gpu/examples/RecIntegral.java | 22 ++++++++++++++++++----
 1 file changed, 18 insertions(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index f25108a..7cc1388 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -5,12 +5,24 @@
 import aeminium.gpu.operations.functions.RecursiveStrategy;
 
 public class RecIntegral {
+	
+	private static final long NPS = (1000L * 1000 * 1000);
+	
 	public static void main(String[] args) {
+		double width = 1.0;
+		if (args.length > 0) width = 1.0 * Integer.parseInt(args[0]);
+		final double widthi = width;
+		
+		int depth = 2;
+		if (args.length > 1) depth = Integer.parseInt(args[1]);
+		final double depthi = depth;
+		
+		long startTime = System.nanoTime();
 		
 		RecursiveStrategy<Double, Double> integral = new RecursiveStrategy<Double, Double>() {
 
 			public Double getStart() { return 0.0; }
-			public Double getEnd() { return 1.0; }
+			public Double getEnd() { return widthi; }
 			
 			@Override
 			public Double iterative(Double r, Double l, RecursiveCallback result) {
@@ -24,7 +36,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 				double ar = (fr + fc) * hh;
 				double alr = al + ar;
 				double prev = (fl+fr) * hh;
-				if (Math.abs(alr - prev) <= 1.0e-8) {
+				if (Math.abs(alr - prev) <= Math.pow(10,-depthi)) {
 					result.markDone();
 				}
 				return alr;
@@ -32,7 +44,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-8) { result[result_line_id] = 1; }\n return alr;"; 
+				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[result_line_id] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {
@@ -58,8 +70,10 @@ public Double getSeed() {
 			
 		};
 		
+		@SuppressWarnings("unused")
 		double value = integral.evaluate();
-		System.out.println("Result: " + value);
+		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
+		System.out.println(time);
 
 	}
 }

From f6eb85df13a7350f7cf29835802d3057ba719703 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 8 Jan 2015 16:04:04 +0000
Subject: [PATCH 096/276] Fixed programs with Recursive Integral

---
 .../gpu/backends/gpu/GPURecursive.java        | 52 +++++++++----------
 src/aeminium/gpu/backends/gpu/GPUReduce.java  | 13 -----
 .../backends/gpu/buffers/BufferHelper.java    | 12 +++++
 src/aeminium/gpu/examples/RecIntegral.java    |  6 +--
 templates/opencl/RecursiveIterativeLambda.clt |  2 +-
 templates/opencl/RecursiveKernel.clt          | 33 +++++++++++-
 6 files changed, 71 insertions(+), 47 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 1b47537..b0d4531 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -17,19 +17,17 @@
 
 public class GPURecursive<R extends Number, T> extends GPUGenericKernel implements RecursiveTemplateSource<R,T> {
 
-	public static final int DEFAULT_SPLIT_VALUE = 1024;
+	public static final int DEFAULT_SPLIT_VALUE = 512;
 
 	
 	public T output;
 	public RecursiveStrategy<R, T> strategy;
 	PList<R> starts;
-	PList<R> ends;
 	PList<Boolean> results;
 	Stack<Pair> stack = new Stack<Pair>();
 	boolean isDone;
 	
 	protected CLBuffer<?> sbuffer;
-	protected CLBuffer<?> ebuffer;
 	protected CLBuffer<?> abuffer;
 	protected CLBuffer<Integer> rbuffer;
 	
@@ -51,13 +49,10 @@ public void prepareBuffers(CLContext ctx) {
 
 	
 	public int prepareReadBuffers(R st, R end, int splits, int index) {
-		if (starts == null) {
-			starts = createEmptyList();
-		}
+		starts = createEmptyList();
 		strategy.split(starts, index, st, end, splits);
-		ends = starts.subList(1, starts.size());
-		ends.set(starts.size() - 1, end);
-		return starts.size();
+		starts.set(starts.size(), end);
+		return starts.size() - 1;
 	}
 	
 	@SuppressWarnings("unchecked")
@@ -71,56 +66,57 @@ public void execute(CLContext ctx, CLQueue q) {
 		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 		CLEvent[] eventsArr = new CLEvent[1];
 		
-		int iter = 0;
-		int processNext = 1;
+		int processNext = -1;
 		while (!isDone) {
 			sbuffer = BufferHelper.createInputBufferFor(ctx, starts, starts.size());
-			ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
 			
 			synchronized (kernel) {
-				kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer);
+				kernel.setArgs(sbuffer, abuffer, rbuffer);
 				setExtraDataArgs(kernel);
 				
 				eventsArr[0] = kernel.enqueueNDRange(q,
 						new int[] { workUnits }, eventsArr);
 			}
+			if (System.getenv("DEBUG") != null) {
+				BufferHelper.debugBuffers(ctx, q, "results", rbuffer, 10, eventsArr[0], "Integer");
+				BufferHelper.debugBuffers(ctx, q, "acc", abuffer, 10, eventsArr[0], "Double");
+			}
 			
 			PList<Integer> rs = (PList<Integer>) BufferHelper.extractFromBuffer(rbuffer, q,
 					eventsArr[0], "Integer", workUnits);
 			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], strategy.getSeed().getClass().getSimpleName(), workUnits);
 			sbuffer.release();
-			ebuffer.release();
 			int done=0;
 			for (int i=0; i<workUnits; i++) {
 				if (rs.get(i) == 1) {
 					output = strategy.combine(output, accs.get(i));
 					done++;
 				} else {
-					stack.push(new Pair(starts.get(i), ends.get(i)));
+					stack.push(new Pair(starts.get(i), starts.get(i+1)));
 				}
 			}
+			if (System.getenv("DEBUG") != null) {
+				System.out.println(done + ", q: " + stack.size() + ", rec: " + processNext);
+			}
+			
 			if (stack.isEmpty()) {
 				isDone = true;
 			} else {
-				if (done == workUnits) {
-					processNext += 1;
-					if (System.getenv("DEBUG") != null) {
-						if (iter % 1000 == 0) {
-							System.out.println(done + ", q: " + stack.size() + ", rec: " + processNext);
-						}
-					}
+				if (processNext == -1) {
+					processNext = stack.size() / 2;
+				} else if (done == workUnits) {
+					processNext *= 2;
 				} else {
-					processNext -= 1;
+					processNext /= 2;
 					if (processNext < 1) processNext = 1;
 				}
-				if (iter == 0) processNext = 128;
-				Pair p = stack.pop();
-				int steps = DEFAULT_SPLIT_VALUE / processNext;
-				for (int k=0; k<processNext; k++) {
+				int pNext = (processNext > stack.size()) ? stack.size() : processNext;
+				int steps = DEFAULT_SPLIT_VALUE / pNext;
+				for (int k=0; k<pNext; k++) {
+					Pair p = stack.pop();	
 					workUnits = prepareReadBuffers(p.s, p.e, steps, k * steps);
 				}
 			}
-			iter ++;
 		}
 		rbuffer.release();
 		abuffer.release();
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index e7aad72..1ecb48e 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -155,19 +155,6 @@ public void execute(CLContext ctx, CLQueue q) {
 
 	}
 
-	@SuppressWarnings("unchecked")
-	public void debugBuffers(CLContext ctx, CLQueue q, String bufname, CLBuffer<?> buf, int size) {
-		PList<O> li;
-
-		System.out.println("buf:" + bufname);
-		li = (PList<O>) BufferHelper.extractFromBuffer(buf, q,
-				kernelCompletion, getOutputType(), end);
-		for (int i = 0; i < size; i++) {
-			System.out.print(li.get(i) + ",");
-		}
-		System.out.println("___");
-	}
-
 	@SuppressWarnings("unchecked")
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index aec9087..ae3436a 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -176,5 +176,17 @@ public static String getCLTypeOf(Class<?> containingType) {
 		String k = containingType.getSimpleName();
 		return clTypes.get(k);
 	}
+	
+	@SuppressWarnings("unchecked")
+	public static <O> void debugBuffers(CLContext ctx, CLQueue q, String bufname, CLBuffer<?> buf, int size, CLEvent comp, String outputType) {
+		PList<O> li;
+		System.out.println("buf:" + bufname);
+		li = (PList<O>) BufferHelper.extractFromBuffer(buf, q,
+				comp, outputType, size);
+		for (int i = 0; i < size; i++) {
+			System.out.print(li.get(i) + ",");
+		}
+		System.out.println("___");
+	}
 
 }
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 7cc1388..4efeb86 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -15,7 +15,7 @@ public static void main(String[] args) {
 		
 		int depth = 2;
 		if (args.length > 1) depth = Integer.parseInt(args[1]);
-		final double depthi = depth;
+		final int depthi = depth;
 		
 		long startTime = System.nanoTime();
 		
@@ -44,7 +44,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[result_line_id] = 1; }\n return alr;"; 
+				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[0] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {
@@ -70,9 +70,9 @@ public Double getSeed() {
 			
 		};
 		
-		@SuppressWarnings("unused")
 		double value = integral.evaluate();
 		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
+		System.out.println("# R: " + value);
 		System.out.println(time);
 
 	}
diff --git a/templates/opencl/RecursiveIterativeLambda.clt b/templates/opencl/RecursiveIterativeLambda.clt
index 60a587f..0e6ffe1 100644
--- a/templates/opencl/RecursiveIterativeLambda.clt
+++ b/templates/opencl/RecursiveIterativeLambda.clt
@@ -1,3 +1,3 @@
-inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, __global  int* {{iter_lambda_par3}}, int result_line_id {{extra_args}}) {
+inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, __local int* {{iter_lambda_par3}} {{extra_args}}) {
 	{{source}}
 }
diff --git a/templates/opencl/RecursiveKernel.clt b/templates/opencl/RecursiveKernel.clt
index aba9422..a559f9c 100644
--- a/templates/opencl/RecursiveKernel.clt
+++ b/templates/opencl/RecursiveKernel.clt
@@ -6,8 +6,37 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global {{t_type}}* accs, __global int* results {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	results[iter_global_id] = 0;
-	accs[iter_global_id] = {{iter_lambda_name}}(starts[iter_global_id], ends[iter_global_id], results, iter_global_id {{extra_args_call}});
+	accs[iter_global_id] = 0;
+	
+	__local int rs;
+	rs = 0;
+	
+	__local int counter;
+	counter = 0;
+	
+	__local {{r_type}} start;
+	start = starts[iter_global_id];
+	{{r_type}} end = starts[iter_global_id+1];
+	__local {{r_type}} steps;
+	steps = end - start;
+	__local {{t_type}} acc;
+	acc = 0;
+	__local {{t_type}} tacc;
+	while ( start < end) {
+		tacc = {{iter_lambda_name}}(start, start + steps, &rs {{extra_args_call}});
+		if (rs == 1) {
+			acc = acc + tacc;
+			rs = 0;
+			start = start + steps;
+		} else {
+			steps = steps / 2;
+		}
+		counter += 1;
+		if (counter > 1024) return;
+	}
+	accs[iter_global_id] = acc;
+	results[iter_global_id] = 1;
 }

From 08a3d25ade8cc08b4ae9f6c2f0813c4398485a6c Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 19 Jan 2015 14:32:51 +0000
Subject: [PATCH 097/276] Added RecursiveCall for Fib

---
 .../gpu/backends/cpu/CPURecursive.java        |  23 +--
 .../gpu/backends/gpu/GPURecursive.java        |  49 ++++--
 .../gpu/backends/gpu/GPURecursiveCall.java    | 157 ++++++++++++++++++
 .../backends/gpu/buffers/BufferHelper.java    |   4 +-
 .../gpu/generators/RecursiveCallCodeGen.java  |  70 ++++++++
 .../generators/RecursiveTemplateSource.java   |   7 +-
 .../gpu/backends/mcpu/MCPURecursive.java      |  68 ++++----
 .../gpu/backends/mcpu/MCPURecursiveCall.java  | 105 ++++++++++++
 .../gpu/collections/lazyness/LazyPList.java   |   6 +
 .../gpu/collections/lazyness/RandomList.java  |   5 +
 .../gpu/collections/lazyness/Range.java       |   5 +
 .../gpu/collections/lists/BooleanList.java    |  14 ++
 .../gpu/collections/lists/CharList.java       |  14 ++
 .../gpu/collections/lists/DoubleList.java     |  14 ++
 .../gpu/collections/lists/FloatList.java      |  14 ++
 .../gpu/collections/lists/IntList.java        |  14 ++
 .../gpu/collections/lists/LongList.java       |  14 ++
 src/aeminium/gpu/collections/lists/PList.java |   1 +
 src/aeminium/gpu/examples/RecFibonacci.java   |  80 +++++++++
 src/aeminium/gpu/examples/RecIntegral.java    |  19 ++-
 .../gpu/operations/RecursiveCall.java         |  84 ++++++++++
 src/aeminium/gpu/operations/RecursiveOp.java  |  16 +-
 .../functions/AbstractRecursiveStrategy.java  |  50 ++++++
 .../functions/BinaryRecursiveStrategy.java    |  37 +++++
 .../gpu/operations/functions/Range1D.java     |  18 ++
 .../gpu/operations/functions/Range2D.java     |  37 +++++
 .../functions/RecursiveStrategy.java          |  44 +----
 .../functions/RecursiveStrategy2D.java        |   6 +
 src/aeminium/gpu/utils/Quad.java              |  17 ++
 src/aeminium/gpu/utils/Single.java            |   9 +
 .../opencl/RecursiveCallIterativeLambda.clt   |   3 +
 templates/opencl/RecursiveCallKernel.clt      |  60 +++++++
 templates/opencl/RecursiveKernel.clt          |   4 +-
 33 files changed, 945 insertions(+), 123 deletions(-)
 create mode 100644 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/RecursiveCallCodeGen.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPURecursiveCall.java
 create mode 100644 src/aeminium/gpu/examples/RecFibonacci.java
 create mode 100644 src/aeminium/gpu/operations/RecursiveCall.java
 create mode 100644 src/aeminium/gpu/operations/functions/AbstractRecursiveStrategy.java
 create mode 100644 src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
 create mode 100644 src/aeminium/gpu/operations/functions/Range1D.java
 create mode 100644 src/aeminium/gpu/operations/functions/Range2D.java
 create mode 100644 src/aeminium/gpu/operations/functions/RecursiveStrategy2D.java
 create mode 100644 src/aeminium/gpu/utils/Quad.java
 create mode 100644 src/aeminium/gpu/utils/Single.java
 create mode 100644 templates/opencl/RecursiveCallIterativeLambda.clt
 create mode 100644 templates/opencl/RecursiveCallKernel.clt

diff --git a/src/aeminium/gpu/backends/cpu/CPURecursive.java b/src/aeminium/gpu/backends/cpu/CPURecursive.java
index 828424a..b535b0e 100644
--- a/src/aeminium/gpu/backends/cpu/CPURecursive.java
+++ b/src/aeminium/gpu/backends/cpu/CPURecursive.java
@@ -1,7 +1,5 @@
 package aeminium.gpu.backends.cpu;
 
-import aeminium.gpu.collections.factories.CollectionFactory;
-import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.RecursiveCallback;
 import aeminium.gpu.operations.functions.RecursiveStrategy;
 
@@ -31,26 +29,7 @@ public CPURecursive(RecursiveStrategy<R, T> recursiveStrategy, R start, R end, T
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute() {
-		R next = end;
-		T result;
-		
-		PList<R> ranges = (PList<R>) CollectionFactory.listFromType(start.getClass().getSimpleName());
-		while (true) {
-			result = strategy.iterative(start, next, this);
-			if (isDone) {
-				if (next == end) {
-					break;
-				}
-				isDone = false;
-				output = strategy.combine(output, result);
-				start = next;
-				next = end;
-			} else {
-				ranges.clear();
-				strategy.split(ranges, 0, start, next, 500);
-				next = ranges.get(1);
-			}
-		}
+		// TODO: Equal to GPU
 	}
 
 	@Override
diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index b0d4531..42e13c9 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -8,32 +8,40 @@
 import aeminium.gpu.backends.gpu.generators.RecursiveTemplateSource;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.operations.functions.RecursiveStrategy;
+import aeminium.gpu.operations.functions.AbstractRecursiveStrategy;
+import aeminium.gpu.operations.functions.Range2D;
+import aeminium.gpu.utils.Quad;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
 import com.nativelibs4java.opencl.CLEvent;
 import com.nativelibs4java.opencl.CLQueue;
 
-public class GPURecursive<R extends Number, T> extends GPUGenericKernel implements RecursiveTemplateSource<R,T> {
+public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel implements RecursiveTemplateSource<R, R2, T> {
 
 	public static final int DEFAULT_SPLIT_VALUE = 512;
 
 	
 	public T output;
-	public RecursiveStrategy<R, T> strategy;
+	public AbstractRecursiveStrategy<R, R2, T> strategy;
 	PList<R> starts;
+	PList<R> ends;
+	PList<R2> tops;
+	PList<R2> bottoms;
 	PList<Boolean> results;
-	Stack<Pair> stack = new Stack<Pair>();
+	Stack<Quad<R, R2>> stack = new Stack<Quad<R, R2>>();
 	boolean isDone;
 	
 	protected CLBuffer<?> sbuffer;
+	protected CLBuffer<?> ebuffer;
+	protected CLBuffer<?> tbuffer = null;
+	protected CLBuffer<?> bbuffer = null;
 	protected CLBuffer<?> abuffer;
 	protected CLBuffer<Integer> rbuffer;
 	
 	private RecursiveCodeGen gen;
 	
-	public GPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
+	public GPURecursive(AbstractRecursiveStrategy<R, R2, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 		gen = new RecursiveCodeGen(this);
 		output = strategy.getSeed();
@@ -48,10 +56,13 @@ public void prepareBuffers(CLContext ctx) {
 	}
 
 	
-	public int prepareReadBuffers(R st, R end, int splits, int index) {
-		starts = createEmptyList();
-		strategy.split(starts, index, st, end, splits);
-		starts.set(starts.size(), end);
+	public int prepareReadBuffers(R st, R end, R2 top, R2 bottom, int splits, int index) {
+		Range2D<R, R2> ranges = strategy.split(st, end, top, bottom, splits);
+		
+		starts.extendAt(index, ranges.starts);
+		ends.extendAt(index, ranges.ends);
+		if (ranges.tops != null) tops.extendAt(index, ranges.tops);
+		if (ranges.bottoms != null) bottoms.extendAt(index, ranges.bottoms);
 		return starts.size() - 1;
 	}
 	
@@ -60,7 +71,7 @@ public int prepareReadBuffers(R st, R end, int splits, int index) {
 	public void execute(CLContext ctx, CLQueue q) {
 		
 		// initial data;
-		int workUnits = prepareReadBuffers(strategy.getStart(), strategy.getEnd(), DEFAULT_SPLIT_VALUE, 0);
+		int workUnits = prepareReadBuffers(strategy.getStart(), strategy.getEnd(), strategy.getTop(), strategy.getBottom(), DEFAULT_SPLIT_VALUE, 0);
 		
 		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
 		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
@@ -69,9 +80,12 @@ public void execute(CLContext ctx, CLQueue q) {
 		int processNext = -1;
 		while (!isDone) {
 			sbuffer = BufferHelper.createInputBufferFor(ctx, starts, starts.size());
+			ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
+			if (tops != null) tbuffer = BufferHelper.createInputBufferFor(ctx, tops, tops.size());
+			if (bottoms != null) bbuffer = BufferHelper.createInputBufferFor(ctx, bottoms, bottoms.size());
 			
 			synchronized (kernel) {
-				kernel.setArgs(sbuffer, abuffer, rbuffer);
+				kernel.setArgs(sbuffer, ebuffer, tbuffer, bbuffer, abuffer, rbuffer);
 				setExtraDataArgs(kernel);
 				
 				eventsArr[0] = kernel.enqueueNDRange(q,
@@ -92,7 +106,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					output = strategy.combine(output, accs.get(i));
 					done++;
 				} else {
-					stack.push(new Pair(starts.get(i), starts.get(i+1)));
+					stack.push(new Quad<R, R2>(starts.get(i), ends.get(i), tops.get(i), bottoms.get(i)));
 				}
 			}
 			if (System.getenv("DEBUG") != null) {
@@ -113,8 +127,8 @@ public void execute(CLContext ctx, CLQueue q) {
 				int pNext = (processNext > stack.size()) ? stack.size() : processNext;
 				int steps = DEFAULT_SPLIT_VALUE / pNext;
 				for (int k=0; k<pNext; k++) {
-					Pair p = stack.pop();	
-					workUnits = prepareReadBuffers(p.s, p.e, steps, k * steps);
+					Quad<R, R2> p = stack.pop();	
+					workUnits = prepareReadBuffers(p.s, p.e, p.t, p.b, steps, k * steps);
 				}
 			}
 		}
@@ -160,6 +174,11 @@ public Pair(R s, R e) {
 	public String getRType() {
 		return BufferHelper.getCLTypeOf(strategy.getStart().getClass().getSimpleName());
 	}
+	
+	@Override
+	public String getR2Type() {
+		return BufferHelper.getCLTypeOf(strategy.getTop().getClass().getSimpleName());
+	}
 
 	@Override
 	public String getTType() {
@@ -167,7 +186,7 @@ public String getTType() {
 	}
 
 	@Override
-	public RecursiveStrategy<R, T> getRecursiveStrategy() {
+	public AbstractRecursiveStrategy<R, R2, T> getRecursiveStrategy() {
 		return strategy;
 	}
 	
diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
new file mode 100644
index 0000000..bf7f757
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -0,0 +1,157 @@
+package aeminium.gpu.backends.gpu;
+
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.buffers.OtherData;
+import aeminium.gpu.backends.gpu.generators.RecursiveCallCodeGen;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.BinaryRecursiveStrategy;
+
+import com.nativelibs4java.opencl.CLBuffer;
+import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLEvent;
+import com.nativelibs4java.opencl.CLQueue;
+
+public class GPURecursiveCall<R, A> extends GPUGenericKernel {
+
+	public PList<A> args;
+	public PList<A> argsNext;
+	public static final int DEFAULT_SPAWN = 8;
+	public static final int MAX_ITEMS = 512;
+	public R output;
+	public BinaryRecursiveStrategy<R, A> strategy;
+	boolean isDone;
+
+	protected CLBuffer<?> argbuffer;
+	protected CLBuffer<?> accbuffer;
+	protected CLBuffer<Integer> rbuffer;
+
+	private RecursiveCallCodeGen gen;
+
+	public GPURecursiveCall(BinaryRecursiveStrategy<R, A> recursiveStrategy) {
+		strategy = recursiveStrategy;
+		gen = new RecursiveCallCodeGen(this);
+		output = strategy.getSeed();
+
+		otherData = OtherData.extractOtherData(recursiveStrategy);
+		gen.setOtherData(otherData);
+	}
+
+	public void setArgs(PList<A> args) {
+		this.args = args;
+	}
+
+	@Override
+	public void prepareBuffers(CLContext ctx) {
+		super.prepareBuffers(ctx);
+		argsNext = args.subList(0, 0);
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void execute(CLContext ctx, CLQueue q) {
+
+		CLEvent[] eventsArr = new CLEvent[1];
+
+		args = args.subList(start, end);
+		int workUnits = args.length();
+		int bufferSize = workUnits * DEFAULT_SPAWN;
+
+		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx,
+				"Integer", MAX_ITEMS * DEFAULT_SPAWN);
+		accbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed()
+				.getClass().getSimpleName(), MAX_ITEMS * DEFAULT_SPAWN);
+
+		while (!isDone) {
+			
+			workUnits = args.length(); //end - start; // Using Limits from Decider
+			bufferSize = workUnits * DEFAULT_SPAWN;
+			
+			argbuffer = BufferHelper.createInputOutputBufferFor(ctx, args,
+					bufferSize);
+
+			synchronized (kernel) {
+				kernel.setArgs(workUnits, rbuffer, accbuffer, argbuffer);
+				setExtraDataArgs(kernel);
+
+				eventsArr[0] = kernel.enqueueNDRange(q,
+						new int[] { workUnits }, eventsArr);
+			}
+			
+			PList<Integer> rs = (PList<Integer>) BufferHelper
+					.extractFromBuffer(rbuffer, q, eventsArr[0], "Integer",
+							bufferSize);
+			PList<A> argsBack = (PList<A>) BufferHelper.extractFromBuffer(
+					argbuffer, q, eventsArr[0], bufferSize, args);
+			
+			
+			PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
+					accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
+							.getSimpleName(), bufferSize);
+			
+			
+			
+			for (int i = 0; i < bufferSize; i++) {
+				if (rs.get(i) == 1) {
+					output = strategy.combine(output, accs.get(i));
+				} else if (rs.get(i) == 0){
+					argsNext.add(argsBack.get(i));
+				}
+			}
+			
+			if (System.getenv("DEBUG") != null) {
+				System.out.println("Left: " + argsNext.size());
+			}
+			
+			if (argsNext.isEmpty()) {
+				isDone = true;
+			} else {
+				if (argsNext.size() < MAX_ITEMS) {
+					args = argsNext;
+					argsNext = args.subList(0, 0);
+				} else {
+					args = argsNext.subList(0, MAX_ITEMS);
+					argsNext = argsNext.subList(MAX_ITEMS, argsNext.size());
+				}
+			}
+		}
+
+	}
+	
+	@Override
+	public void retrieveResults(CLContext ctx, CLQueue q) {
+	}
+
+	@Override
+	public String getSource() {
+		return gen.getRecursiveKernelSource();
+	}
+
+	@Override
+	public String getKernelName() {
+		return gen.getRecursiveKernelName();
+	}
+	
+	public Integer getStackSize() {
+		return DEFAULT_SPAWN; 
+	}
+
+	public R getOutput() {
+		return output;
+	}
+
+	public String getRType() {
+		return BufferHelper.getCLTypeOf(strategy.getSeed().getClass()
+				.getSimpleName());
+	}
+
+	public String getAType() {
+		return BufferHelper.getCLTypeOf(strategy.getArgument().getClass()
+				.getSimpleName());
+	}
+
+	public BinaryRecursiveStrategy<R, A> getRecursiveStrategy() {
+		return strategy;
+	}
+
+
+}
diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index ae3436a..65e4d3f 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -86,13 +86,13 @@ public static <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
 	}
 	
 	public static <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
-			PList<T> list, int size) {
+			PList<T> list, long size) {
 		if (list instanceof LazyCollection) {
 			LazyCollection linput = (LazyCollection) list;
 			return linput.getGPUHelper().getInputBuffer(context);
 		} else {
 			IBufferFactory f = getFactory(list);
-			return f.createInputBufferFor(context, list);
+			return f.createInputOutputBufferFor(context, list);
 		}
 	}
 
diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveCallCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveCallCodeGen.java
new file mode 100644
index 0000000..4b23494
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveCallCodeGen.java
@@ -0,0 +1,70 @@
+package aeminium.gpu.backends.gpu.generators;
+
+import java.util.HashMap;
+
+import aeminium.gpu.backends.gpu.GPURecursiveCall;
+import aeminium.gpu.templates.Template;
+import aeminium.gpu.templates.TemplateWrapper;
+
+@SuppressWarnings("rawtypes")
+public class RecursiveCallCodeGen extends AbstractCodeGen {
+	private String rType;
+	private String aType;
+	private String clSource;
+	private String[] parameters;
+	private String spawnSource;
+	private int maxSpawn;
+	
+	public RecursiveCallCodeGen(GPURecursiveCall r) {
+		this.rType = r.getRType();
+		this.aType = r.getAType();
+		this.clSource = r.getRecursiveStrategy().getSource();
+		this.parameters = r.getRecursiveStrategy().getParameters();
+		this.id = r.getRecursiveStrategy().getId();
+		this.spawnSource = r.getRecursiveStrategy().getSplitSource();
+		this.maxSpawn = r.getStackSize();
+	}
+	
+	public String getIterativeLambdaName() {
+		return "rec_iterative_" + id;
+	}
+
+	public String getRecursiveKernelName() {
+		return "rec_kernel_" + id;
+	}
+	
+	public String getRecursiveLambdaSource() {
+		HashMap<String, String> mapping = new HashMap<String, String>();
+		mapping.put("r_type", rType);
+		mapping.put("a_type", aType);
+		mapping.put("iter_lambda_name", getIterativeLambdaName());
+		mapping.put("iter_lambda_par1", parameters[0]);
+		mapping.put("iter_lambda_par2", parameters[1]);
+		mapping.put("source", clSource);
+		mapping.put("extra_args", getExtraArgs());
+		Template t = new Template(new TemplateWrapper(
+				"opencl/RecursiveCallIterativeLambda.clt"));
+		return t.apply(mapping);
+	}
+	
+	public String getRecursiveKernelSource() {
+		HashMap<String, String> mapping = new HashMap<String, String>();
+		Template t;
+
+		mapping.put("r_type", rType);
+		mapping.put("a_type", aType);
+		mapping.put("spawn_arg", parameters[0]);
+		mapping.put("spawn", spawnSource);
+		mapping.put("max_spawn", "" + maxSpawn);
+
+		mapping.put("recursive_kernel_name", getRecursiveKernelName());
+		mapping.put("iter_lambda_name", getIterativeLambdaName());
+		mapping.put("iter_lambda_def", getRecursiveLambdaSource());
+		mapping.put("other_sources", otherSources);
+		mapping.put("extra_args", getExtraArgs());
+		mapping.put("extra_args_call", getExtraArgsCall());
+		t = new Template(new TemplateWrapper("opencl/RecursiveCallKernel.clt"));
+		return t.apply(mapping);
+	}
+}
+
diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
index a14a7e0..3d4f5bc 100644
--- a/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
@@ -1,10 +1,11 @@
 package aeminium.gpu.backends.gpu.generators;
 
-import aeminium.gpu.operations.functions.RecursiveStrategy;
+import aeminium.gpu.operations.functions.AbstractRecursiveStrategy;
 
-public interface RecursiveTemplateSource<R extends Number,T> {
+public interface RecursiveTemplateSource<R extends Number,R2, T> {
 	String getRType();
+	String getR2Type();
 	String getTType();
 	
-	RecursiveStrategy<R, T> getRecursiveStrategy();
+	AbstractRecursiveStrategy<R, R2, T> getRecursiveStrategy();
 }
diff --git a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java b/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
index bf6318e..d3985ba 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
@@ -1,31 +1,32 @@
 package aeminium.gpu.backends.mcpu;
 
-import aeminium.gpu.collections.factories.CollectionFactory;
-import aeminium.gpu.collections.lists.PList;
+import java.util.ArrayList;
+import java.util.List;
+
 import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.AbstractRecursiveStrategy;
+import aeminium.gpu.operations.functions.Range2D;
 import aeminium.gpu.operations.functions.RecursiveCallback;
-import aeminium.gpu.operations.functions.RecursiveStrategy;
 import aeminium.runtime.Body;
 import aeminium.runtime.Hints;
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
 
-public class MCPURecursive<R extends Number, T> extends MCPUGenericKernel {
+public class MCPURecursive<R extends Number, R2, T> extends MCPUGenericKernel {
 
 	public T output;
-	public final RecursiveStrategy<R, T> strategy;
+	public final AbstractRecursiveStrategy<R, R2, T> strategy;
 	public Task cTask;
-	public RecursiveBody<R, T> cBody;
+	public RecursiveBody<R, R2, T> cBody;
 	
 	
-	public MCPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
+	public MCPURecursive(AbstractRecursiveStrategy<R, R2, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 	}
 
 	@Override
 	public void execute() {
-		
-		cBody = new RecursiveBody<R, T>(this, strategy.getSeed(), strategy.getStart(), strategy.getEnd());
+		cBody = new RecursiveBody<R, R2,  T>(this, strategy.getSeed(), strategy.getStart(), strategy.getEnd(), strategy.getTop(), strategy.getBottom());
 		cTask = CPUDevice.submit(cBody);
 	}
 
@@ -38,47 +39,54 @@ public T getOutput() {
 		return cBody.acc;
 	}
 	
-	public static class RecursiveBody<R extends Number, T> implements Body, RecursiveCallback {
+	public static class RecursiveBody<R extends Number, R2, T> implements Body, RecursiveCallback {
 
 		public T acc;
 		R st;
 		R end;
+		R2 top;
+		R2 bottom;
 		boolean isDone;
-		MCPURecursive<R, T> op;
+		MCPURecursive<R, R2, T> op;
 		
-		public RecursiveBody(MCPURecursive<R, T> op, T accumulator, R start, R end) {
+		public RecursiveBody(MCPURecursive<R, R2, T> op, T accumulator, R start, R end, R2 top, R2 bottom) {
 			this.acc = accumulator;
 			this.st = start;
 			this.end = end;
+			this.top = top;
+			this.bottom = bottom;
 			this.op = op;
 		}
 
-		@SuppressWarnings("unchecked")
 		@Override
 		public void execute(Runtime rt, Task current) throws Exception {
-			T itacc = op.strategy.iterative(st, end, this);
+			T itacc = op.strategy.iterative(st, end, top, bottom, this);
 			if (!isDone) {
-				PList<R> ranges = (PList<R>) CollectionFactory.listFromType(st.getClass().getSimpleName());
-				op.strategy.split(ranges, 0, st, end, 2);
+				Range2D<R, R2> ranges = op.strategy.split(st, end, top, bottom, 2);
 			
-				RecursiveBody<R, T> leftBody = new RecursiveBody<R, T>(op, itacc, ranges.get(0), ranges.get(1));
-				RecursiveBody<R, T> rightBody = new RecursiveBody<R, T>(op, itacc, ranges.get(1), end);
+				List<RecursiveBody<R, R2, T>> bodies = new ArrayList<RecursiveBody<R, R2, T>>();
+				List<Task> tasks = new ArrayList<Task>();
 				
-				if (rt.parallelize(current) && rt.getTaskCount() < 30) {			
-					Task leftSide = rt.createNonBlockingTask(leftBody, (short) (Hints.RECURSION));
-					rt.schedule(leftSide, current, Runtime.NO_DEPS);
+				for (int i=0; i < ranges.size(); i++) {
+					RecursiveBody<R, R2, T> body = new RecursiveBody<R, R2, T>(op, itacc, ranges.starts.get(i), ranges.ends.get(i), (ranges.tops != null) ? ranges.tops.get(i) : null,  (ranges.bottoms != null) ? ranges.bottoms.get(i) : null);
+					bodies.add(body);
 					
-					Task rightSide = rt.createNonBlockingTask(rightBody, (short) (Hints.RECURSION));
-					rt.schedule(rightSide, current, Runtime.NO_DEPS);
-		
-					leftSide.getResult();
-					rightSide.getResult();
-				} else {
-					leftBody.execute(rt, current);
-					rightBody.execute(rt, current);
+					if (rt.parallelize(current) && rt.getTaskCount() < 30) {
+						Task t = rt.createNonBlockingTask(body, (short) (Hints.RECURSION));
+						rt.schedule(t, current, Runtime.NO_DEPS);
+						tasks.add(t);
+					} else {
+						body.execute(rt, current);
+					}
 				}
 				
-				itacc = op.strategy.combine(rightBody.acc, leftBody.acc);
+				for (Task t : tasks) {
+					t.getResult();
+				}
+				itacc = op.strategy.getSeed();
+				for (RecursiveBody<R, R2, T> b : bodies) {
+					itacc = op.strategy.combine(itacc, b.acc);
+				}
 			}
 			acc = itacc;
 		}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPURecursiveCall.java b/src/aeminium/gpu/backends/mcpu/MCPURecursiveCall.java
new file mode 100644
index 0000000..5ef9e03
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPURecursiveCall.java
@@ -0,0 +1,105 @@
+package aeminium.gpu.backends.mcpu;
+
+import java.util.ArrayList;
+import java.util.List;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.BinaryRecursiveStrategy;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+import aeminium.runtime.Body;
+import aeminium.runtime.Hints;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+
+public class MCPURecursiveCall<R, A> extends MCPUGenericKernel {
+	public PList<A> args;
+	public R output;
+	public final BinaryRecursiveStrategy<R, A> strategy;
+	
+	List<RecursiveCallBody<R, A>> bodies = new ArrayList<RecursiveCallBody<R, A>>();
+	List<Task> tasks = new ArrayList<Task>();
+	
+	public MCPURecursiveCall(BinaryRecursiveStrategy<R, A> recursiveStrategy) {
+		strategy = recursiveStrategy;
+	}
+	
+	public void setArgs(PList<A> a) {
+		args = a;
+	}
+	
+	@Override
+	public void execute() {
+		for(A arg : args.subList(start, end)) {
+			RecursiveCallBody<R, A> b = new RecursiveCallBody<R, A>(this, arg, strategy.getSeed());
+			bodies.add(b);
+			tasks.add(CPUDevice.submit(b));
+		}
+	}
+
+	@Override
+	public void waitForExecution() {
+		for (Task t : tasks) {
+			CPUDevice.waitFor(t);
+		}
+	}
+
+	public R getOutput() {
+		R acc = strategy.getSeed();
+		for (RecursiveCallBody<R, A> b : bodies) {
+			acc = strategy.combine(acc, b.acc);
+		}
+		return acc;
+	}
+	
+	public static class RecursiveCallBody<R, A> implements Body, RecursiveCallback {
+		public R acc;
+		public A arg;
+		MCPURecursiveCall<R, A> op;
+		boolean isDone = false;
+		
+		public RecursiveCallBody(MCPURecursiveCall<R, A> op, A arg, R acc) {
+			this.op = op;
+			this.acc = acc;
+			this.arg = arg;
+		}
+		
+		@Override
+		public void execute(Runtime rt, Task current) throws Exception {
+			R itacc = op.strategy.call(arg, this);
+			if (!isDone) {
+				PList<A> next = op.strategy.split(arg);
+				List<RecursiveCallBody<R, A>> bodies = new ArrayList<RecursiveCallBody<R, A>>();
+				List<Task> tasks = new ArrayList<Task>();
+				
+				for (A a: next) {
+					RecursiveCallBody<R, A> body = new RecursiveCallBody<R, A>(op, a, itacc);
+					bodies.add(body);
+					
+					if (rt.parallelize(current) && rt.getTaskCount() < 30) {
+						Task t = rt.createNonBlockingTask(body, (short) (Hints.RECURSION));
+						rt.schedule(t, current, Runtime.NO_DEPS);
+						tasks.add(t);
+					} else {
+						body.execute(rt, current);
+					}
+				}
+				
+				for (Task t : tasks) {
+					t.getResult();
+				}
+				itacc = op.strategy.getSeed();
+				for (RecursiveCallBody<R, A> b : bodies) {
+					itacc = op.strategy.combine(itacc, b.acc);
+				}
+			}
+			acc = itacc;
+		}
+		
+		@Override
+		public void markDone() {
+			isDone = true;
+		}
+	}
+	
+}
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPList.java b/src/aeminium/gpu/collections/lazyness/LazyPList.java
index c13ead9..8072219 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPList.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPList.java
@@ -126,5 +126,11 @@ public PList<T> extend(PList<T> extra) {
 		evaluate();
 		return actual.extend(extra);
 	}
+	
+	@Override
+	public PList<T> extendAt(int i, PList<T> extra) {
+		evaluate();
+		return actual.extendAt(i, extra);
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index 06837de..94e5af5 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -189,6 +189,11 @@ public PList<Float> extend(PList<Float> extra) {
 		throw new ReadOnlyListException();
 	}
 
+	@Override
+	public PList<Float> extendAt(int i, PList<Float> extra) {
+		throw new ReadOnlyListException();
+	}
+	
 	@Override
 	public String getCLType() {
 		return "float[]";
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index ab55fc5..9df6238 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -159,6 +159,11 @@ public Integer next() {
 	public PList<Integer> extend(PList<Integer> extra) {
 		throw new ReadOnlyListException();
 	}
+	
+	@Override
+	public PList<Integer> extendAt(int i, PList<Integer> extra) {
+		throw new ReadOnlyListException();
+	}
 
 	@Override
 	public String getCLType() {
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index 1070183..ccbfced 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -127,4 +127,18 @@ public PList<Boolean> extend(PList<Boolean> extra) {
 		}
 		return null;
 	}
+	
+	@Override
+	public PList<Boolean> extendAt(int i, PList<Boolean> extra) {
+		if (extra instanceof BooleanList) {
+			BooleanList other = (BooleanList) extra;
+			ensureNMore(other.size() - (size() - i));
+			System.arraycopy(other.box, 0, box, i, extra.size());
+		} else {
+			for (Boolean b : extra) {
+				this.set(i, b);
+			}
+		}
+		return null;
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index df9897d..74241d3 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -121,5 +121,19 @@ public PList<Character> extend(PList<Character> extra) {
 		}
 		return null;
 	}
+	
+	@Override
+	public PList<Character> extendAt(int i, PList<Character> extra) {
+		if (extra instanceof CharList) {
+			CharList other = (CharList) extra;
+			ensureNMore(other.size() - (size() - i));
+			System.arraycopy(other.box, 0, box, i, extra.size());
+		} else {
+			for (Character b : extra) {
+				this.set(i, b);
+			}
+		}
+		return null;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 3ae4c74..afa5778 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -116,5 +116,19 @@ public PList<Double> extend(PList<Double> extra) {
 		}
 		return null;
 	}
+	
+	@Override
+	public PList<Double> extendAt(int i, PList<Double> extra) {
+		if (extra instanceof DoubleList) {
+			DoubleList other = (DoubleList) extra;
+			ensureNMore(other.size() - (size() - i));
+			System.arraycopy(other.box, 0, box, i, extra.size());
+		} else {
+			for (Double b : extra) {
+				this.set(i, b);
+			}
+		}
+		return null;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index 5e8c8cf..cdb1544 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -116,5 +116,19 @@ public PList<Float> extend(PList<Float> extra) {
 		}
 		return null;
 	}
+	
+	@Override
+	public PList<Float> extendAt(int i, PList<Float> extra) {
+		if (extra instanceof FloatList) {
+			FloatList other = (FloatList) extra;
+			ensureNMore(other.size() - (size() - i));
+			System.arraycopy(other.box, 0, box, i, extra.size());
+		} else {
+			for (Float b : extra) {
+				this.set(i, b);
+			}
+		}
+		return null;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 407e05a..4a022de 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -116,4 +116,18 @@ public PList<Integer> extend(PList<Integer> extra) {
 		return null;
 	}
 	
+	@Override
+	public PList<Integer> extendAt(int i, PList<Integer> extra) {
+		if (extra instanceof IntList) {
+			IntList other = (IntList) extra;
+			ensureNMore(other.size() - (size() - i));
+			System.arraycopy(other.box, 0, box, i, extra.size());
+		} else {
+			for (Integer b : extra) {
+				this.set(i, b);
+			}
+		}
+		return null;
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index f48e62d..ef678de 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -114,4 +114,18 @@ public PList<Long> extend(PList<Long> extra) {
 		}
 		return this;
 	}
+	
+	@Override
+	public PList<Long> extendAt(int i, PList<Long> extra) {
+		if (extra instanceof LongList) {
+			LongList other = (LongList) extra;
+			ensureNMore(other.size() - (size() - i));
+			System.arraycopy(other.box, 0, box, i, extra.size());
+		} else {
+			for (Long b : extra) {
+				this.set(i, b);
+			}
+		}
+		return null;
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/PList.java b/src/aeminium/gpu/collections/lists/PList.java
index 60bbd4a..413bf5c 100644
--- a/src/aeminium/gpu/collections/lists/PList.java
+++ b/src/aeminium/gpu/collections/lists/PList.java
@@ -35,5 +35,6 @@ public interface PList<T> extends PCollection<T>, Mappable<T>,
 	public PList<T> evaluate();
 	
 	public PList<T> extend(PList<T> extra);
+	public PList<T> extendAt(int i, PList<T> extra);
 
 }
diff --git a/src/aeminium/gpu/examples/RecFibonacci.java b/src/aeminium/gpu/examples/RecFibonacci.java
new file mode 100644
index 0000000..3aca14e
--- /dev/null
+++ b/src/aeminium/gpu/examples/RecFibonacci.java
@@ -0,0 +1,80 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.BinaryRecursiveStrategy;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+
+public class RecFibonacci {
+	
+	private static final long NPS = (1000L * 1000 * 1000);
+	
+	public static void main(String[] args) {
+		int n = 8;
+		if (args.length > 0) n = Integer.parseInt(args[0]);
+		final int fibn = n;
+				
+		long startTime = System.nanoTime();
+		
+		BinaryRecursiveStrategy<Integer, Integer> integral = new BinaryRecursiveStrategy<Integer, Integer>() {
+
+			
+			@Override
+			public Integer call(Integer n, RecursiveCallback result) {
+				if (n < 2) {
+					result.markDone();
+					return 1;
+				} 
+				return 0;
+			}
+			
+			@Override
+			public String getSource() {
+				return "if (n < 2) { result[0] = 1; return 1; } return 0;"; 
+			}
+			
+			public String[] getParameters() {
+				return new String[] { "n", "result" };
+			}
+			
+			
+			@Override
+			public Integer combine(Integer input, Integer other) {
+				return input+other;
+			}
+			
+			@Override
+			public Integer getSeed() {
+				return 0;
+			}
+			
+			@Override
+			public PList<Integer> split(Integer n) {
+				PList<Integer> l = new IntList();
+				if (n < 2) {
+					l.add(n);
+				} else {
+					l.add(n-1);
+					l.add(n-2);
+				}
+				return l;
+			}
+			
+			public String getSplitSource() {
+				return "if (n < 2) { return 0; } else { current[0] = n-1; next[0] = n-2; return 1;}";
+			}
+
+			@Override
+			public Integer getArgument() {
+				return fibn;
+			}
+			
+		};
+		
+		int value = integral.evaluate();
+		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
+		System.out.println("# R: " + value);
+		System.out.println(time);
+
+	}
+}
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 4efeb86..f0e2c4d 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -1,6 +1,7 @@
 package aeminium.gpu.examples;
 
-import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.Range1D;
+import aeminium.gpu.operations.functions.Range2D;
 import aeminium.gpu.operations.functions.RecursiveCallback;
 import aeminium.gpu.operations.functions.RecursiveStrategy;
 
@@ -48,7 +49,7 @@ public String getSource() {
 			}
 			
 			public String[] getParameters() {
-				return new String[] { "r", "l", "result" };
+				return new String[] { "r", "l", "__t", "__b", "result" };
 			}
 			
 			
@@ -57,12 +58,20 @@ public Double combine(Double input, Double other) {
 				return input+other;
 			}
 			@Override
-			public void split(PList<Double> indices, int index, Double start, Double end, int n) {
+			public Range2D<Double, Void> split(Double start, Double end, int n) {
 				double step = (end-start)/((double)n);
-				for (int i=0; i<n; i++) {
-					indices.set(index+i, start + i*step); 
+				Range1D<Double> r = new Range1D<Double>("Double");
+				while (start < end) {
+					r.add(start, start+step);
+					start = start+step;
 				}
+				return r;
 			}
+			@Override
+			public String getSplitSource() {
+				return "nextEnd = end/2; nextStart = end/2;";
+			}
+			
 			@Override
 			public Double getSeed() {
 				return 0.0;
diff --git a/src/aeminium/gpu/operations/RecursiveCall.java b/src/aeminium/gpu/operations/RecursiveCall.java
new file mode 100644
index 0000000..f3c5dde
--- /dev/null
+++ b/src/aeminium/gpu/operations/RecursiveCall.java
@@ -0,0 +1,84 @@
+package aeminium.gpu.operations;
+
+import aeminium.gpu.backends.gpu.GPURecursiveCall;
+import aeminium.gpu.backends.mcpu.MCPURecursiveCall;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.contracts.GenericProgram;
+import aeminium.gpu.operations.contracts.Program;
+import aeminium.gpu.operations.functions.BinaryRecursiveStrategy;
+
+public class RecursiveCall<R, A> extends GenericProgram implements Program {
+
+	BinaryRecursiveStrategy<R, A> strategy;
+	protected R output;
+	protected A arg;
+	
+	protected GPURecursiveCall<R, A> gpuOp;
+	protected MCPURecursiveCall<R, A> cpuOp;
+	
+	protected PList<A> futureArgs;
+	
+	public RecursiveCall(BinaryRecursiveStrategy<R, A> binaryRecursiveStrategy) {
+		strategy = binaryRecursiveStrategy;
+		arg = binaryRecursiveStrategy.getArgument();
+		device = binaryRecursiveStrategy.getDevice();
+		cpuOp = new MCPURecursiveCall<R, A>(binaryRecursiveStrategy);
+		gpuOp = new GPURecursiveCall<R, A>(binaryRecursiveStrategy);
+		gpuOp.setDevice(device);
+	}
+	
+	public R getOutput() {
+		execute();
+		return output;
+	}
+	
+	@Override
+	protected int getParallelUnits() {
+		
+		futureArgs = strategy.split(arg);
+		for (int i=0; i < 10; i++) {
+			if (futureArgs.size() <= 0) break;
+			A o = futureArgs.remove(0);
+			PList<A> more = strategy.split(o);
+			futureArgs.add(more.get(0));
+			futureArgs.add(more.get(1));
+		}
+		
+		cpuOp.setArgs(futureArgs);
+		gpuOp.setArgs(futureArgs);
+		return futureArgs.size();
+	}
+
+	@Override
+	protected int getBalanceSplitPoint() {
+		return futureArgs.size() / 2;
+	}
+
+	@Override
+	protected void mergeResults(boolean hasGPU, boolean hasCPU) {
+		if (!hasGPU) {
+			cpuOp.waitForExecution();
+			output = cpuOp.getOutput();
+		} else if (!hasCPU) {
+			gpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+		} else {
+			gpuOp.waitForExecution();
+			cpuOp.waitForExecution();
+			output = gpuOp.getOutput();
+			output = strategy.combine(output, cpuOp.getOutput());
+		}
+	}
+
+	@Override
+	public void cpuExecution(int start, int end) {
+		cpuOp.setLimits(start, end);
+		cpuOp.execute();
+	}
+
+	@Override
+	public void gpuExecution(int start, int end) {
+		gpuOp.setLimits(start, end);
+		gpuOp.execute();
+	}
+}
diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RecursiveOp.java
index 4bc8219..7ed353b 100644
--- a/src/aeminium/gpu/operations/RecursiveOp.java
+++ b/src/aeminium/gpu/operations/RecursiveOp.java
@@ -4,22 +4,22 @@
 import aeminium.gpu.backends.mcpu.MCPURecursive;
 import aeminium.gpu.operations.contracts.GenericProgram;
 import aeminium.gpu.operations.contracts.Program;
-import aeminium.gpu.operations.functions.RecursiveStrategy;
+import aeminium.gpu.operations.functions.AbstractRecursiveStrategy;
 
-public class RecursiveOp<R extends Number, T> extends GenericProgram implements Program {
+public class RecursiveOp<R extends Number, R2, T> extends GenericProgram implements Program {
 	
-	public RecursiveStrategy<R, T> strategy;
+	public AbstractRecursiveStrategy<R, R2, T> strategy;
 	private T output;
 	
-	protected GPURecursive<R, T> gpuOp;
-	protected MCPURecursive<R, T> cpuOp;
+	protected GPURecursive<R, R2, T> gpuOp;
+	protected MCPURecursive<R, R2, T> cpuOp;
 
-	public RecursiveOp(RecursiveStrategy<R, T> recursiveStrategy) {
+	public RecursiveOp(AbstractRecursiveStrategy<R, R2, T> recursiveStrategy) {
 		this.strategy = recursiveStrategy;
 		this.device = recursiveStrategy.getDevice();
 		
-		cpuOp = new MCPURecursive<R, T>(recursiveStrategy);
-		gpuOp = new GPURecursive<R, T>(recursiveStrategy);
+		cpuOp = new MCPURecursive<R, R2, T>(recursiveStrategy);
+		gpuOp = new GPURecursive<R, R2, T>(recursiveStrategy);
 		gpuOp.setDevice(device);
 	}
 
diff --git a/src/aeminium/gpu/operations/functions/AbstractRecursiveStrategy.java b/src/aeminium/gpu/operations/functions/AbstractRecursiveStrategy.java
new file mode 100644
index 0000000..2aec576
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/AbstractRecursiveStrategy.java
@@ -0,0 +1,50 @@
+package aeminium.gpu.operations.functions;
+
+import aeminium.gpu.collections.AbstractPObject;
+import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
+import aeminium.gpu.operations.RecursiveOp;
+import aeminium.gpu.utils.UniqCounter;
+
+public abstract class AbstractRecursiveStrategy<R extends Number, R2, T> extends AbstractPObject implements ReducerWithSeed<T> {
+	protected String id = null;
+
+	public abstract T iterative(R r, R l, R2 t, R2 b, RecursiveCallback result);
+	public abstract Range2D<R, R2> split(R s, R e, R2 t, R2 b,int n);
+	
+	public abstract R getStart();
+	public abstract R getEnd();
+	public abstract R2 getTop();
+	public abstract R2 getBottom();
+	
+	public T evaluate() {
+		RecursiveOp<R, R2, T> op = new RecursiveOp<R, R2, T>(this);
+		return op.getOutput();
+	}	
+	
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getSource() {
+		return null;
+	}
+	
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getSplitSource() {
+		return null;
+	}
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getSourceComplexity() {
+		return null;
+	}
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String[] getParameters() {
+		return new String[] { "start", "end", "result" };
+	}
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getId() {
+		if (id == null)
+			id = UniqCounter.getNewId();
+		return id;
+	}
+}
diff --git a/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java b/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
new file mode 100644
index 0000000..730236f
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
@@ -0,0 +1,37 @@
+package aeminium.gpu.operations.functions;
+
+import aeminium.gpu.collections.AbstractPObject;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
+import aeminium.gpu.operations.RecursiveCall;
+import aeminium.gpu.utils.UniqCounter;
+
+public abstract class BinaryRecursiveStrategy<R, A> extends AbstractPObject implements ReducerWithSeed<R> {
+	
+	protected String id = null;
+	
+	public abstract R call(A n, RecursiveCallback result);
+	
+	public abstract String getSource();
+	public abstract String[] getParameters();
+	
+	public abstract R combine(R input, R other);
+	public abstract R getSeed();
+	
+	public abstract PList<A> split(A n);
+	public abstract String getSplitSource();
+	
+	public R evaluate() {
+		RecursiveCall<R, A> op = new RecursiveCall<R, A>(this);
+		return op.getOutput();
+	}
+
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getId() {
+		if (id == null)
+			id = UniqCounter.getNewId();
+		return id;
+	}
+
+	public abstract A getArgument();
+}
diff --git a/src/aeminium/gpu/operations/functions/Range1D.java b/src/aeminium/gpu/operations/functions/Range1D.java
new file mode 100644
index 0000000..c78b59d
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/Range1D.java
@@ -0,0 +1,18 @@
+package aeminium.gpu.operations.functions;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+
+public class Range1D<R> extends Range2D<R, Void>{
+	
+	@SuppressWarnings("unchecked")
+	public Range1D(String r) {
+		starts = (PList<R>) CollectionFactory.listFromType(r);
+		ends = (PList<R>) CollectionFactory.listFromType(r);
+	}
+	
+	public void add(R s, R e) {
+		starts.add(s);
+		ends.add(e);
+	}
+}
diff --git a/src/aeminium/gpu/operations/functions/Range2D.java b/src/aeminium/gpu/operations/functions/Range2D.java
new file mode 100644
index 0000000..e089039
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/Range2D.java
@@ -0,0 +1,37 @@
+package aeminium.gpu.operations.functions;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+
+public class Range2D<R, R2> {
+	public PList<R> starts;
+	public PList<R> ends;
+	public PList<R2> tops;
+	public PList<R2> bottoms;
+	
+	
+	public Range2D() {
+		tops = null;
+		bottoms = null;
+	}
+	
+	@SuppressWarnings("unchecked")
+	public Range2D(String r, String r2) {
+		starts = (PList<R>) CollectionFactory.listFromType(r);
+		ends = (PList<R>) CollectionFactory.listFromType(r);
+		tops = (PList<R2>) CollectionFactory.listFromType(r2);
+		bottoms = (PList<R2>) CollectionFactory.listFromType(r2);
+	}
+	
+	public void add(R s, R e, R2 t, R2 b) {
+		starts.add(s);
+		ends.add(e);
+		if (tops != null) tops.add(t);
+		if (bottoms != null) bottoms.add(b);
+	}
+	
+	public int size() {
+		return starts.size();
+	}
+
+}
diff --git a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java b/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
index 89c0ed4..72e2478 100644
--- a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
+++ b/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
@@ -1,49 +1,21 @@
 package aeminium.gpu.operations.functions;
 
-import aeminium.gpu.collections.AbstractPObject;
-import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
-import aeminium.gpu.operations.RecursiveOp;
-import aeminium.gpu.utils.UniqCounter;
 
-public abstract class RecursiveStrategy<R extends Number,T> extends AbstractPObject implements ReducerWithSeed<T> {
-
-	private String id = null;
+public abstract class RecursiveStrategy<R extends Number,T> extends AbstractRecursiveStrategy<R, Void, T> {
 	
 	public abstract T iterative(R r, R l, RecursiveCallback result);
+	public abstract Range2D<R, Void> split(R s, R e, int n);
 	
-	public abstract R getStart();
-	
-	public abstract R getEnd();
 	
-	public abstract void split(PList<R> starts, int index, R s, R e, int n);
 	
-	public T evaluate() {
-		RecursiveOp<R,T> op = new RecursiveOp<R,T>(this);
-		return op.getOutput();
+	public T iterative(R r, R l, Void t, Void b, RecursiveCallback result) {
+		return iterative(r, l, result);
 	}
 	
-	/* This method should be overridden by the Aeminium GPU Compiler */
-	public String getSource() {
-		return null;
+	public Range2D<R, Void> split(R s, R e, Void t, Void b,int n) {
+		return split(s, e, n);
 	}
 
-	/* This method should be overridden by the Aeminium GPU Compiler */
-	public String getSourceComplexity() {
-		return null;
-	}
-
-	/* This method should be overridden by the Aeminium GPU Compiler */
-	public String[] getParameters() {
-		return new String[] { "start", "end", "result" };
-	}
-
-	/* This method should be overridden by the Aeminium GPU Compiler */
-	public String getId() {
-		if (id == null)
-			id = UniqCounter.getNewId();
-		return id;
-	}
-	
-	
+	public Void getTop() { return null; }
+	public Void getBottom() { return null; }
 }
diff --git a/src/aeminium/gpu/operations/functions/RecursiveStrategy2D.java b/src/aeminium/gpu/operations/functions/RecursiveStrategy2D.java
new file mode 100644
index 0000000..5c9243b
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/RecursiveStrategy2D.java
@@ -0,0 +1,6 @@
+package aeminium.gpu.operations.functions;
+
+
+public abstract class RecursiveStrategy2D<R extends Number, R2 extends Number, T> extends AbstractRecursiveStrategy<R, R2, T> {
+
+}
diff --git a/src/aeminium/gpu/utils/Quad.java b/src/aeminium/gpu/utils/Quad.java
new file mode 100644
index 0000000..b952b47
--- /dev/null
+++ b/src/aeminium/gpu/utils/Quad.java
@@ -0,0 +1,17 @@
+package aeminium.gpu.utils;
+
+public class Quad<R, R2> {
+	
+	public R s;
+	public R e;
+	public R2 t;
+	public R2 b;
+	
+	public Quad(R st, R end, R2 top, R2 bot) {
+		s = st;
+		e = end;
+		t = top;
+		b = bot;
+	}
+
+}
diff --git a/src/aeminium/gpu/utils/Single.java b/src/aeminium/gpu/utils/Single.java
new file mode 100644
index 0000000..3f24383
--- /dev/null
+++ b/src/aeminium/gpu/utils/Single.java
@@ -0,0 +1,9 @@
+package aeminium.gpu.utils;
+
+public class Single<T> extends Pair<T, Void> {
+
+	public Single(T a) {
+		super(a, null);
+	}
+	
+}
diff --git a/templates/opencl/RecursiveCallIterativeLambda.clt b/templates/opencl/RecursiveCallIterativeLambda.clt
new file mode 100644
index 0000000..172c5ac
--- /dev/null
+++ b/templates/opencl/RecursiveCallIterativeLambda.clt
@@ -0,0 +1,3 @@
+inline {{r_type}} {{iter_lambda_name}}({{a_type}} {{iter_lambda_par1}}, __local int* {{iter_lambda_par2}} {{extra_args}}) {
+	{{source}}
+}
diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
new file mode 100644
index 0000000..0ddd0c8
--- /dev/null
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -0,0 +1,60 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
+// Other Sources Required
+{{other_sources}}
+
+// Specific Map Lambda Function
+{{iter_lambda_def}}
+
+inline int spawn({{a_type}} {{spawn_arg}}, __global {{a_type}}* current, __global {{a_type}}* next {{extra_args}}) {
+	{{spawn}}
+}
+
+
+__kernel void {{recursive_kernel_name}}(int workers, __global int* results, __global {{r_type}}* accs, __global {{a_type}}* args  {{extra_args}}) {
+	int iter_global_id = get_global_id(0);
+	results[iter_global_id] = 0;
+	for (int i=1; i<={{max_spawn}};i++) {
+		results[iter_global_id + workers * i] = -1;
+	}
+	accs[iter_global_id] = 0;
+	
+	__local int rs;
+	rs = 0;
+	
+	__local int counter;
+	counter = 0;
+	__local int nextSpawn;
+	nextSpawn = 1;
+	
+	__local {{r_type}} acc;
+	acc = 0;
+	__local {{r_type}} tacc;
+	
+	__local {{a_type}} current, next;
+	
+	while (nextSpawn != counter) {
+		if (results[iter_global_id + workers * counter] == -1 || results[iter_global_id + workers * counter] == 1) {
+			counter = (counter + 1) % {{max_spawn}};
+			continue;
+		}
+		tacc = {{iter_lambda_name}}(args[iter_global_id + workers * counter], &rs {{extra_args_call}});
+		if (rs == 1) {
+			rs = 0;
+			results[iter_global_id + workers * counter] = 1;
+			accs[iter_global_id + workers * counter] = tacc;
+			counter = (counter + 1) % {{max_spawn}};
+		} else {
+			if (spawn(args[iter_global_id + workers * counter], &args[iter_global_id + workers * counter], &args[iter_global_id + workers * nextSpawn] {{extra_args_call}})) {
+				results[iter_global_id + workers * counter] = 0;
+				results[iter_global_id + workers * nextSpawn] = 0;
+				nextSpawn = (nextSpawn + 1) % {{max_spawn}};
+				if (results[iter_global_id + workers * nextSpawn] > -1) break; 
+			} else {
+				results[iter_global_id + workers * counter] = -2;
+				counter = (counter + 1) % {{max_spawn}};
+			}
+			
+		}
+	}
+}
diff --git a/templates/opencl/RecursiveKernel.clt b/templates/opencl/RecursiveKernel.clt
index a559f9c..cd8e5db 100644
--- a/templates/opencl/RecursiveKernel.clt
+++ b/templates/opencl/RecursiveKernel.clt
@@ -6,7 +6,7 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global {{t_type}}* accs, __global int* results {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global const {{r_type}}* ends, __global const {{r2_type}}* tops, __global const {{r2_type}}* bottoms, __global {{t_type}}* accs, __global int* results {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	results[iter_global_id] = 0;
 	accs[iter_global_id] = 0;
@@ -19,7 +19,7 @@ __kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __glo
 	
 	__local {{r_type}} start;
 	start = starts[iter_global_id];
-	{{r_type}} end = starts[iter_global_id+1];
+	{{r_type}} end = ends[iter_global_id];
 	__local {{r_type}} steps;
 	steps = end - start;
 	__local {{t_type}} acc;

From 8d9cc659b59f4ce8ef9928d20e74299b28a1785c Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 19 Jan 2015 19:17:25 +0000
Subject: [PATCH 098/276] Fixed Integral

---
 .../gpu/backends/cpu/CPURecursive.java        |   8 +-
 .../gpu/backends/gpu/GPURecursive.java        | 203 ++++++++++++------
 .../gpu/generators/RecursiveCodeGen.java      |  31 ++-
 .../generators/RecursiveTemplateSource.java   |   4 +-
 .../gpu/backends/mcpu/MCPURecursive.java      |   6 +-
 .../gpu/collections/lists/BooleanList.java    |   4 +-
 .../gpu/collections/lists/CharList.java       |   4 +-
 .../gpu/collections/lists/DoubleList.java     |   4 +-
 .../gpu/collections/lists/FloatList.java      |   4 +-
 .../gpu/collections/lists/IntList.java        |   4 +-
 .../gpu/collections/lists/LongList.java       |   5 +-
 src/aeminium/gpu/examples/RecIntegral.java    |   8 +-
 src/aeminium/gpu/operations/RecursiveOp.java  |   6 +-
 ...Strategy.java => Recursive1DStrategy.java} |   4 +-
 ...Strategy.java => Recursive2DStrategy.java} |   4 +-
 .../functions/RecursiveStrategy2D.java        |   6 -
 templates/opencl/Recursive1DKernel.clt        |  54 +++++
 ...rativeLambda.clt => Recursive1DLambda.clt} |   2 +-
 templates/opencl/Recursive2DKernel.clt        |  64 ++++++
 templates/opencl/Recursive2DLambda.clt        |   3 +
 templates/opencl/RecursiveKernel.clt          |  42 ----
 21 files changed, 321 insertions(+), 149 deletions(-)
 rename src/aeminium/gpu/operations/functions/{RecursiveStrategy.java => Recursive1DStrategy.java} (80%)
 rename src/aeminium/gpu/operations/functions/{AbstractRecursiveStrategy.java => Recursive2DStrategy.java} (87%)
 delete mode 100644 src/aeminium/gpu/operations/functions/RecursiveStrategy2D.java
 create mode 100644 templates/opencl/Recursive1DKernel.clt
 rename templates/opencl/{RecursiveIterativeLambda.clt => Recursive1DLambda.clt} (83%)
 create mode 100644 templates/opencl/Recursive2DKernel.clt
 create mode 100644 templates/opencl/Recursive2DLambda.clt
 delete mode 100644 templates/opencl/RecursiveKernel.clt

diff --git a/src/aeminium/gpu/backends/cpu/CPURecursive.java b/src/aeminium/gpu/backends/cpu/CPURecursive.java
index b535b0e..ce00698 100644
--- a/src/aeminium/gpu/backends/cpu/CPURecursive.java
+++ b/src/aeminium/gpu/backends/cpu/CPURecursive.java
@@ -1,25 +1,25 @@
 package aeminium.gpu.backends.cpu;
 
 import aeminium.gpu.operations.functions.RecursiveCallback;
-import aeminium.gpu.operations.functions.RecursiveStrategy;
+import aeminium.gpu.operations.functions.Recursive1DStrategy;
 
 public class CPURecursive<R extends Number,T> extends CPUGenericKernel implements RecursiveCallback {
 
 	public T output;
-	public final RecursiveStrategy<R, T> strategy;
+	public final Recursive1DStrategy<R, T> strategy;
 	public R start;
 	public R end;
 	public boolean isDone = false;
 	
 	
-	public CPURecursive(RecursiveStrategy<R, T> recursiveStrategy) {
+	public CPURecursive(Recursive1DStrategy<R, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 		output = strategy.getSeed();
 		start = strategy.getStart();
 		end = strategy.getEnd();
 	}
 	
-	public CPURecursive(RecursiveStrategy<R, T> recursiveStrategy, R start, R end, T acc) {
+	public CPURecursive(Recursive1DStrategy<R, T> recursiveStrategy, R start, R end, T acc) {
 		strategy = recursiveStrategy;
 		this.start = start;
 		this.end = end;
diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 42e13c9..4669ed8 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -8,8 +8,8 @@
 import aeminium.gpu.backends.gpu.generators.RecursiveTemplateSource;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.operations.functions.AbstractRecursiveStrategy;
 import aeminium.gpu.operations.functions.Range2D;
+import aeminium.gpu.operations.functions.Recursive2DStrategy;
 import aeminium.gpu.utils.Quad;
 
 import com.nativelibs4java.opencl.CLBuffer;
@@ -17,13 +17,13 @@
 import com.nativelibs4java.opencl.CLEvent;
 import com.nativelibs4java.opencl.CLQueue;
 
-public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel implements RecursiveTemplateSource<R, R2, T> {
+public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel
+		implements RecursiveTemplateSource<R, R2, T> {
 
 	public static final int DEFAULT_SPLIT_VALUE = 512;
 
-	
 	public T output;
-	public AbstractRecursiveStrategy<R, R2, T> strategy;
+	public Recursive2DStrategy<R, R2, T> strategy;
 	PList<R> starts;
 	PList<R> ends;
 	PList<R2> tops;
@@ -31,21 +31,21 @@ public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel impl
 	PList<Boolean> results;
 	Stack<Quad<R, R2>> stack = new Stack<Quad<R, R2>>();
 	boolean isDone;
-	
+
 	protected CLBuffer<?> sbuffer;
 	protected CLBuffer<?> ebuffer;
 	protected CLBuffer<?> tbuffer = null;
 	protected CLBuffer<?> bbuffer = null;
 	protected CLBuffer<?> abuffer;
 	protected CLBuffer<Integer> rbuffer;
-	
-	private RecursiveCodeGen gen;
-	
-	public GPURecursive(AbstractRecursiveStrategy<R, R2, T> recursiveStrategy) {
+
+	private RecursiveCodeGen<R, R2, T> gen;
+
+	public GPURecursive(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
-		gen = new RecursiveCodeGen(this);
+		gen = new RecursiveCodeGen<R, R2, T>(this);
 		output = strategy.getSeed();
-		
+
 		otherData = OtherData.extractOtherData(recursiveStrategy);
 		gen.setOtherData(otherData);
 	}
@@ -53,66 +53,119 @@ public GPURecursive(AbstractRecursiveStrategy<R, R2, T> recursiveStrategy) {
 	@Override
 	public void prepareBuffers(CLContext ctx) {
 		super.prepareBuffers(ctx);
+		createEmptyLists();
 	}
 
-	
-	public int prepareReadBuffers(R st, R end, R2 top, R2 bottom, int splits, int index) {
+	public int prepareReadBuffers(R st, R end, R2 top, R2 bottom, int splits,
+			int index) {
 		Range2D<R, R2> ranges = strategy.split(st, end, top, bottom, splits);
-		
 		starts.extendAt(index, ranges.starts);
 		ends.extendAt(index, ranges.ends);
-		if (ranges.tops != null) tops.extendAt(index, ranges.tops);
-		if (ranges.bottoms != null) bottoms.extendAt(index, ranges.bottoms);
-		return starts.size() - 1;
+		if (ranges.tops != null)
+			tops.extendAt(index, ranges.tops);
+		if (ranges.bottoms != null)
+			bottoms.extendAt(index, ranges.bottoms);
+		return starts.size();
 	}
-	
+
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute(CLContext ctx, CLQueue q) {
-		
+
 		// initial data;
-		int workUnits = prepareReadBuffers(strategy.getStart(), strategy.getEnd(), strategy.getTop(), strategy.getBottom(), DEFAULT_SPLIT_VALUE, 0);
-		
-		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
-		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
+		int workUnits = prepareReadBuffers(strategy.getStart(),
+				strategy.getEnd(), strategy.getTop(), strategy.getBottom(),
+				DEFAULT_SPLIT_VALUE, 0);
+
+		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx,
+				"Integer", DEFAULT_SPLIT_VALUE);
+		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed()
+				.getClass().getSimpleName(), DEFAULT_SPLIT_VALUE);
 		CLEvent[] eventsArr = new CLEvent[1];
-		
+
 		int processNext = -1;
 		while (!isDone) {
-			sbuffer = BufferHelper.createInputBufferFor(ctx, starts, starts.size());
+			sbuffer = BufferHelper.createInputOutputBufferFor(ctx, starts,
+					starts.size());
 			ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
-			if (tops != null) tbuffer = BufferHelper.createInputBufferFor(ctx, tops, tops.size());
-			if (bottoms != null) bbuffer = BufferHelper.createInputBufferFor(ctx, bottoms, bottoms.size());
+			if (tops != null)
+				tbuffer = BufferHelper.createInputOutputBufferFor(ctx, tops,
+						tops.size());
+			if (bottoms != null)
+				bbuffer = BufferHelper.createInputBufferFor(ctx, bottoms,
+						bottoms.size());
+
+			int[] rs;
+
+			PList<T> accs;
+			PList<R> startsToRepeat = null;
+			PList<R2> topsToRepeat = null;
 			
-			synchronized (kernel) {
-				kernel.setArgs(sbuffer, ebuffer, tbuffer, bbuffer, abuffer, rbuffer);
-				setExtraDataArgs(kernel);
-				
-				eventsArr[0] = kernel.enqueueNDRange(q,
-						new int[] { workUnits }, eventsArr);
-			}
-			if (System.getenv("DEBUG") != null) {
-				BufferHelper.debugBuffers(ctx, q, "results", rbuffer, 10, eventsArr[0], "Integer");
-				BufferHelper.debugBuffers(ctx, q, "acc", abuffer, 10, eventsArr[0], "Double");
+			int use_same_acc = 0;
+			while (true) {
+				synchronized (kernel) {
+					if (strategy.getTop() == null) {
+						kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, use_same_acc);
+					} else {
+						kernel.setArgs(sbuffer, ebuffer, tbuffer, bbuffer,
+								abuffer, rbuffer, use_same_acc);
+					}
+					setExtraDataArgs(kernel);
+
+					eventsArr[0] = kernel.enqueueNDRange(q,
+							new int[] { workUnits }, eventsArr);
+				}
+				rs = rbuffer.read(q, eventsArr[0]).getInts();
+				accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
+						eventsArr[0], strategy.getSeed().getClass()
+								.getSimpleName(), workUnits);
+
+				startsToRepeat = (PList<R>) BufferHelper.extractFromBuffer(
+						sbuffer, q, eventsArr[0], strategy.getStart()
+								.getClass().getSimpleName(), workUnits);
+				if (strategy.getTop() != null)
+					topsToRepeat = (PList<R2>) BufferHelper.extractFromBuffer(
+							tbuffer, q, eventsArr[0], strategy.getTop()
+									.getClass().getSimpleName(), workUnits);
+
+				boolean flag = false;
+				for (int i = 0; i < workUnits; i++) {
+					if (rs[i] > 0) {
+						flag = true;
+						break;
+					}
+				}
+				if (flag) {
+					use_same_acc = 0;
+					break;
+				}  else {
+					use_same_acc = 1;
+				}
 			}
-			
-			PList<Integer> rs = (PList<Integer>) BufferHelper.extractFromBuffer(rbuffer, q,
-					eventsArr[0], "Integer", workUnits);
-			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], strategy.getSeed().getClass().getSimpleName(), workUnits);
-			sbuffer.release();
-			int done=0;
-			for (int i=0; i<workUnits; i++) {
-				if (rs.get(i) == 1) {
-					output = strategy.combine(output, accs.get(i));
+			int done = 0;
+			for (int i = 0; i < workUnits; i++) {
+				if (rs[i] == 2) {
 					done++;
-				} else {
-					stack.push(new Quad<R, R2>(starts.get(i), ends.get(i), tops.get(i), bottoms.get(i)));
+				}
+				if (rs[i] >= 1) {
+					output = strategy.combine(output, accs.get(i));
+				}
+				if (rs[i] <= 1) {
+					if (strategy.getTop() == null) {
+						stack.push(new Quad<R, R2>(startsToRepeat.get(i), ends
+								.get(i), null, null));
+					} else {
+						stack.push(new Quad<R, R2>(startsToRepeat.get(i), ends
+								.get(i), topsToRepeat.get(i), bottoms.get(i)));
+					}
 				}
 			}
+			
 			if (System.getenv("DEBUG") != null) {
-				System.out.println(done + ", q: " + stack.size() + ", rec: " + processNext);
+				System.out.println("Done:" + done + ", q: " + stack.size()
+						+ ", next: " + processNext + ", workunits: " + workUnits);
 			}
-			
+
 			if (stack.isEmpty()) {
 				isDone = true;
 			} else {
@@ -122,13 +175,17 @@ public void execute(CLContext ctx, CLQueue q) {
 					processNext *= 2;
 				} else {
 					processNext /= 2;
-					if (processNext < 1) processNext = 1;
+					if (processNext < 1)
+						processNext = 1;
 				}
-				int pNext = (processNext > stack.size()) ? stack.size() : processNext;
+				int pNext = (processNext > stack.size()) ? stack.size()
+						: processNext;
 				int steps = DEFAULT_SPLIT_VALUE / pNext;
-				for (int k=0; k<pNext; k++) {
-					Quad<R, R2> p = stack.pop();	
-					workUnits = prepareReadBuffers(p.s, p.e, p.t, p.b, steps, k * steps);
+				for (int k = 0; k < pNext; k++) {
+					Quad<R, R2> p = stack.pop();
+					int left = DEFAULT_SPLIT_VALUE - workUnits;
+					workUnits = prepareReadBuffers(p.s, p.e, p.t, p.b,
+							Math.min(steps, left), k * steps);
 				}
 			}
 		}
@@ -154,16 +211,25 @@ public String getKernelName() {
 	public T getOutput() {
 		return output;
 	}
-	
+
 	@SuppressWarnings("unchecked")
-	public PList<R> createEmptyList() {
-		return (PList<R>) CollectionFactory.listFromType(strategy.getStart().getClass().getSimpleName());
+	public void createEmptyLists() {
+		starts = (PList<R>) CollectionFactory.listFromType(strategy.getStart()
+				.getClass().getSimpleName());
+		ends = (PList<R>) CollectionFactory.listFromType(strategy.getEnd()
+				.getClass().getSimpleName());
+		if (strategy.getTop() != null) {
+			tops = (PList<R2>) CollectionFactory.listFromType(strategy.getTop()
+					.getClass().getSimpleName());
+			bottoms = (PList<R2>) CollectionFactory.listFromType(strategy
+					.getBottom().getClass().getSimpleName());
+		}
 	}
-	
+
 	class Pair {
 		public R s;
 		public R e;
-		
+
 		public Pair(R s, R e) {
 			this.s = s;
 			this.e = e;
@@ -172,22 +238,27 @@ public Pair(R s, R e) {
 
 	@Override
 	public String getRType() {
-		return BufferHelper.getCLTypeOf(strategy.getStart().getClass().getSimpleName());
+		return BufferHelper.getCLTypeOf(strategy.getStart().getClass()
+				.getSimpleName());
 	}
-	
+
 	@Override
 	public String getR2Type() {
-		return BufferHelper.getCLTypeOf(strategy.getTop().getClass().getSimpleName());
+		if (strategy.getTop() == null)
+			return "void*";
+		return BufferHelper.getCLTypeOf(strategy.getTop().getClass()
+				.getSimpleName());
 	}
 
 	@Override
 	public String getTType() {
-		return BufferHelper.getCLTypeOf(strategy.getSeed().getClass().getSimpleName());
+		return BufferHelper.getCLTypeOf(strategy.getSeed().getClass()
+				.getSimpleName());
 	}
 
 	@Override
-	public AbstractRecursiveStrategy<R, R2, T> getRecursiveStrategy() {
+	public Recursive2DStrategy<R, R2, T> getRecursiveStrategy() {
 		return strategy;
 	}
-	
+
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
index 5f52bde..e7d492a 100644
--- a/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
@@ -5,17 +5,21 @@
 import aeminium.gpu.templates.Template;
 import aeminium.gpu.templates.TemplateWrapper;
 
-@SuppressWarnings("rawtypes")
-public class RecursiveCodeGen extends AbstractCodeGen {
+
+public class RecursiveCodeGen<R extends Number, R2, T> extends AbstractCodeGen {
 	private String rType;
+	private String r2Type;
 	private String tType;
 	private String clSource;
+	private String splitSource;
 	private String[] parameters;
 	
 	
-	public RecursiveCodeGen(RecursiveTemplateSource r) {
+	public RecursiveCodeGen(RecursiveTemplateSource<R, R2, T> r) {
 		this.rType = r.getRType();
+		this.r2Type = r.getR2Type();
 		this.tType = r.getTType();
+		this.splitSource = r.getRecursiveStrategy().getSplitSource();
 		this.clSource = r.getRecursiveStrategy().getSource();
 		this.parameters = r.getRecursiveStrategy().getParameters();
 		this.id = r.getRecursiveStrategy().getId();
@@ -32,15 +36,22 @@ public String getRecursiveKernelName() {
 	public String getRecursiveLambdaSource() {
 		HashMap<String, String> mapping = new HashMap<String, String>();
 		mapping.put("r_type", rType);
+		mapping.put("r2_type", r2Type);
 		mapping.put("t_type", tType);
 		mapping.put("iter_lambda_name", getIterativeLambdaName());
 		mapping.put("iter_lambda_par1", parameters[0]);
 		mapping.put("iter_lambda_par2", parameters[1]);
 		mapping.put("iter_lambda_par3", parameters[2]);
+		mapping.put("iter_lambda_par4", parameters[3]);
+		mapping.put("iter_lambda_par5", parameters[4]);
 		mapping.put("source", clSource);
 		mapping.put("extra_args", getExtraArgs());
-		Template t = new Template(new TemplateWrapper(
-				"opencl/RecursiveIterativeLambda.clt"));
+		Template t;
+		if (r2Type.equals("void*")) {
+			t = new Template(new TemplateWrapper("opencl/Recursive1DLambda.clt"));
+		} else {
+			t = new Template(new TemplateWrapper("opencl/Recursive2DLambda.clt"));
+		}
 		return t.apply(mapping);
 	}
 	
@@ -49,14 +60,22 @@ public String getRecursiveKernelSource() {
 		Template t;
 
 		mapping.put("r_type", rType);
+		mapping.put("r2_type", r2Type);
 		mapping.put("t_type", tType);
+		
+		mapping.put("limit", "4096");
 
 		mapping.put("recursive_kernel_name", getRecursiveKernelName());
 		mapping.put("iter_lambda_name", getIterativeLambdaName());
 		mapping.put("iter_lambda_def", getRecursiveLambdaSource());
+		mapping.put("split", splitSource);
 		mapping.put("other_sources", otherSources);
 		mapping.put("extra_args", getExtraArgs());
 		mapping.put("extra_args_call", getExtraArgsCall());
-		t = new Template(new TemplateWrapper("opencl/RecursiveKernel.clt"));
+		if (r2Type.equals("void*")) {
+			t = new Template(new TemplateWrapper("opencl/Recursive1DKernel.clt"));
+		} else {
+			t = new Template(new TemplateWrapper("opencl/Recursive2DKernel.clt"));
+		}
 		return t.apply(mapping);}
 	}
diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
index 3d4f5bc..089d3a4 100644
--- a/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
@@ -1,11 +1,11 @@
 package aeminium.gpu.backends.gpu.generators;
 
-import aeminium.gpu.operations.functions.AbstractRecursiveStrategy;
+import aeminium.gpu.operations.functions.Recursive2DStrategy;
 
 public interface RecursiveTemplateSource<R extends Number,R2, T> {
 	String getRType();
 	String getR2Type();
 	String getTType();
 	
-	AbstractRecursiveStrategy<R, R2, T> getRecursiveStrategy();
+	Recursive2DStrategy<R, R2, T> getRecursiveStrategy();
 }
diff --git a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java b/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
index d3985ba..7cb6ab3 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
@@ -4,7 +4,7 @@
 import java.util.List;
 
 import aeminium.gpu.devices.CPUDevice;
-import aeminium.gpu.operations.functions.AbstractRecursiveStrategy;
+import aeminium.gpu.operations.functions.Recursive2DStrategy;
 import aeminium.gpu.operations.functions.Range2D;
 import aeminium.gpu.operations.functions.RecursiveCallback;
 import aeminium.runtime.Body;
@@ -15,12 +15,12 @@
 public class MCPURecursive<R extends Number, R2, T> extends MCPUGenericKernel {
 
 	public T output;
-	public final AbstractRecursiveStrategy<R, R2, T> strategy;
+	public final Recursive2DStrategy<R, R2, T> strategy;
 	public Task cTask;
 	public RecursiveBody<R, R2, T> cBody;
 	
 	
-	public MCPURecursive(AbstractRecursiveStrategy<R, R2, T> recursiveStrategy) {
+	public MCPURecursive(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 	}
 
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index ccbfced..5b062da 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -120,6 +120,7 @@ public PList<Boolean> extend(PList<Boolean> extra) {
 			BooleanList other = (BooleanList) extra;
 			ensureNMore(other.size());
 			System.arraycopy(other.box, 0, box, size, extra.size());
+			size += other.size;
 		} else {
 			for (Boolean b : extra) {
 				this.add(b);
@@ -132,8 +133,9 @@ public PList<Boolean> extend(PList<Boolean> extra) {
 	public PList<Boolean> extendAt(int i, PList<Boolean> extra) {
 		if (extra instanceof BooleanList) {
 			BooleanList other = (BooleanList) extra;
-			ensureNMore(other.size() - (size() - i));
+			ensureNMore((other.size() + i) - this.size());
 			System.arraycopy(other.box, 0, box, i, extra.size());
+			if (i + other.size > size) size = i + other.size;
 		} else {
 			for (Boolean b : extra) {
 				this.set(i, b);
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index 74241d3..1f99e81 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -114,6 +114,7 @@ public PList<Character> extend(PList<Character> extra) {
 			CharList other = (CharList) extra;
 			ensureNMore(other.size());
 			System.arraycopy(other.box, 0, box, size, extra.size());
+			size += other.size;
 		} else {
 			for (Character b : extra) {
 				this.add(b);
@@ -126,8 +127,9 @@ public PList<Character> extend(PList<Character> extra) {
 	public PList<Character> extendAt(int i, PList<Character> extra) {
 		if (extra instanceof CharList) {
 			CharList other = (CharList) extra;
-			ensureNMore(other.size() - (size() - i));
+			ensureNMore((other.size() + i) - this.size());
 			System.arraycopy(other.box, 0, box, i, extra.size());
+			if (i + other.size > size) size = i + other.size;
 		} else {
 			for (Character b : extra) {
 				this.set(i, b);
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index afa5778..3dc1f72 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -109,6 +109,7 @@ public PList<Double> extend(PList<Double> extra) {
 			DoubleList other = (DoubleList) extra;
 			ensureNMore(other.size());
 			System.arraycopy(other.box, 0, box, size, extra.size());
+			size += other.size;
 		} else {
 			for (Double b : extra) {
 				this.add(b);
@@ -121,8 +122,9 @@ public PList<Double> extend(PList<Double> extra) {
 	public PList<Double> extendAt(int i, PList<Double> extra) {
 		if (extra instanceof DoubleList) {
 			DoubleList other = (DoubleList) extra;
-			ensureNMore(other.size() - (size() - i));
+			ensureNMore((other.size() + i) - this.size());
 			System.arraycopy(other.box, 0, box, i, extra.size());
+			if (i + other.size > size) size = i + other.size;
 		} else {
 			for (Double b : extra) {
 				this.set(i, b);
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index cdb1544..14ec94b 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -109,6 +109,7 @@ public PList<Float> extend(PList<Float> extra) {
 			FloatList other = (FloatList) extra;
 			ensureNMore(other.size());
 			System.arraycopy(other.box, 0, box, size, extra.size());
+			size += other.size;
 		} else {
 			for (Float b : extra) {
 				this.add(b);
@@ -121,8 +122,9 @@ public PList<Float> extend(PList<Float> extra) {
 	public PList<Float> extendAt(int i, PList<Float> extra) {
 		if (extra instanceof FloatList) {
 			FloatList other = (FloatList) extra;
-			ensureNMore(other.size() - (size() - i));
+			ensureNMore((other.size() + i) - this.size());
 			System.arraycopy(other.box, 0, box, i, extra.size());
+			if (i + other.size > size) size = i + other.size;
 		} else {
 			for (Float b : extra) {
 				this.set(i, b);
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 4a022de..1a78c80 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -108,6 +108,7 @@ public PList<Integer> extend(PList<Integer> extra) {
 			IntList other = (IntList) extra;
 			ensureNMore(other.size());
 			System.arraycopy(other.box, 0, box, size, extra.size());
+			size += other.size;
 		} else {
 			for (Integer b : extra) {
 				this.add(b);
@@ -120,8 +121,9 @@ public PList<Integer> extend(PList<Integer> extra) {
 	public PList<Integer> extendAt(int i, PList<Integer> extra) {
 		if (extra instanceof IntList) {
 			IntList other = (IntList) extra;
-			ensureNMore(other.size() - (size() - i));
+			ensureNMore((other.size() + i) - this.size());
 			System.arraycopy(other.box, 0, box, i, extra.size());
+			if (i + other.size > size) size = i + other.size;
 		} else {
 			for (Integer b : extra) {
 				this.set(i, b);
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index ef678de..8b75dfa 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -108,7 +108,7 @@ public PList<Long> extend(PList<Long> extra) {
 			LongList other = (LongList) extra;
 			ensureNMore(extra.size());
 			System.arraycopy(other.box, 0, box, size, other.size());
-			size += extra.size();
+			size += other.size;
 		} else {
 			for (int i=0; i<extra.size(); i++) this.add(extra.get(i));
 		}
@@ -119,8 +119,9 @@ public PList<Long> extend(PList<Long> extra) {
 	public PList<Long> extendAt(int i, PList<Long> extra) {
 		if (extra instanceof LongList) {
 			LongList other = (LongList) extra;
-			ensureNMore(other.size() - (size() - i));
+			ensureNMore((other.size() + i) - this.size());
 			System.arraycopy(other.box, 0, box, i, extra.size());
+			if (i + other.size > size) size = i + other.size;
 		} else {
 			for (Long b : extra) {
 				this.set(i, b);
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index f0e2c4d..cd4e97d 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -3,7 +3,7 @@
 import aeminium.gpu.operations.functions.Range1D;
 import aeminium.gpu.operations.functions.Range2D;
 import aeminium.gpu.operations.functions.RecursiveCallback;
-import aeminium.gpu.operations.functions.RecursiveStrategy;
+import aeminium.gpu.operations.functions.Recursive1DStrategy;
 
 public class RecIntegral {
 	
@@ -20,7 +20,7 @@ public static void main(String[] args) {
 		
 		long startTime = System.nanoTime();
 		
-		RecursiveStrategy<Double, Double> integral = new RecursiveStrategy<Double, Double>() {
+		Recursive1DStrategy<Double, Double> integral = new Recursive1DStrategy<Double, Double>() {
 
 			public Double getStart() { return 0.0; }
 			public Double getEnd() { return widthi; }
@@ -59,7 +59,7 @@ public Double combine(Double input, Double other) {
 			}
 			@Override
 			public Range2D<Double, Void> split(Double start, Double end, int n) {
-				double step = (end-start)/((double)n);
+				double step = (end-start)/((double) n);
 				Range1D<Double> r = new Range1D<Double>("Double");
 				while (start < end) {
 					r.add(start, start+step);
@@ -69,7 +69,7 @@ public Range2D<Double, Void> split(Double start, Double end, int n) {
 			}
 			@Override
 			public String getSplitSource() {
-				return "nextEnd = end/2; nextStart = end/2;";
+				return "stepX = (end-start)/2;";
 			}
 			
 			@Override
diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RecursiveOp.java
index 7ed353b..d6f0d60 100644
--- a/src/aeminium/gpu/operations/RecursiveOp.java
+++ b/src/aeminium/gpu/operations/RecursiveOp.java
@@ -4,17 +4,17 @@
 import aeminium.gpu.backends.mcpu.MCPURecursive;
 import aeminium.gpu.operations.contracts.GenericProgram;
 import aeminium.gpu.operations.contracts.Program;
-import aeminium.gpu.operations.functions.AbstractRecursiveStrategy;
+import aeminium.gpu.operations.functions.Recursive2DStrategy;
 
 public class RecursiveOp<R extends Number, R2, T> extends GenericProgram implements Program {
 	
-	public AbstractRecursiveStrategy<R, R2, T> strategy;
+	public Recursive2DStrategy<R, R2, T> strategy;
 	private T output;
 	
 	protected GPURecursive<R, R2, T> gpuOp;
 	protected MCPURecursive<R, R2, T> cpuOp;
 
-	public RecursiveOp(AbstractRecursiveStrategy<R, R2, T> recursiveStrategy) {
+	public RecursiveOp(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
 		this.strategy = recursiveStrategy;
 		this.device = recursiveStrategy.getDevice();
 		
diff --git a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java b/src/aeminium/gpu/operations/functions/Recursive1DStrategy.java
similarity index 80%
rename from src/aeminium/gpu/operations/functions/RecursiveStrategy.java
rename to src/aeminium/gpu/operations/functions/Recursive1DStrategy.java
index 72e2478..3f54051 100644
--- a/src/aeminium/gpu/operations/functions/RecursiveStrategy.java
+++ b/src/aeminium/gpu/operations/functions/Recursive1DStrategy.java
@@ -1,13 +1,11 @@
 package aeminium.gpu.operations.functions;
 
 
-public abstract class RecursiveStrategy<R extends Number,T> extends AbstractRecursiveStrategy<R, Void, T> {
+public abstract class Recursive1DStrategy<R extends Number,T> extends Recursive2DStrategy<R, Void, T> {
 	
 	public abstract T iterative(R r, R l, RecursiveCallback result);
 	public abstract Range2D<R, Void> split(R s, R e, int n);
 	
-	
-	
 	public T iterative(R r, R l, Void t, Void b, RecursiveCallback result) {
 		return iterative(r, l, result);
 	}
diff --git a/src/aeminium/gpu/operations/functions/AbstractRecursiveStrategy.java b/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
similarity index 87%
rename from src/aeminium/gpu/operations/functions/AbstractRecursiveStrategy.java
rename to src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
index 2aec576..5e6aba4 100644
--- a/src/aeminium/gpu/operations/functions/AbstractRecursiveStrategy.java
+++ b/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
@@ -5,7 +5,7 @@
 import aeminium.gpu.operations.RecursiveOp;
 import aeminium.gpu.utils.UniqCounter;
 
-public abstract class AbstractRecursiveStrategy<R extends Number, R2, T> extends AbstractPObject implements ReducerWithSeed<T> {
+public abstract class Recursive2DStrategy<R extends Number, R2, T> extends AbstractPObject implements ReducerWithSeed<T> {
 	protected String id = null;
 
 	public abstract T iterative(R r, R l, R2 t, R2 b, RecursiveCallback result);
@@ -38,7 +38,7 @@ public String getSourceComplexity() {
 
 	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String[] getParameters() {
-		return new String[] { "start", "end", "result" };
+		return new String[] { "start", "end", "top", "bottom", "result" };
 	}
 
 	/* This method should be overridden by the Aeminium GPU Compiler */
diff --git a/src/aeminium/gpu/operations/functions/RecursiveStrategy2D.java b/src/aeminium/gpu/operations/functions/RecursiveStrategy2D.java
deleted file mode 100644
index 5c9243b..0000000
--- a/src/aeminium/gpu/operations/functions/RecursiveStrategy2D.java
+++ /dev/null
@@ -1,6 +0,0 @@
-package aeminium.gpu.operations.functions;
-
-
-public abstract class RecursiveStrategy2D<R extends Number, R2 extends Number, T> extends AbstractRecursiveStrategy<R, R2, T> {
-
-}
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
new file mode 100644
index 0000000..5ca211f
--- /dev/null
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -0,0 +1,54 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
+// Other Sources Required
+{{other_sources}}
+
+// Specific Map Lambda Function
+{{iter_lambda_def}}
+
+__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int use_same_acc {{extra_args}}) {
+	int iter_global_id = get_global_id(0);
+	results[iter_global_id] = 0;
+	accs[iter_global_id] = 0;
+	
+	__local int rs;
+	rs = 0;
+	
+	__local int counter;
+	counter = 0;
+	
+	__local {{r_type}} start, end, stepX;
+	start = starts[iter_global_id];
+	end = ends[iter_global_id];
+	stepX = end - start;
+	
+	__local {{t_type}} acc, tacc;
+	if (use_same_acc) {
+		acc = accs[iter_global_id];
+	} else {
+		acc = 0;
+	}
+	__local int avoid_partial_save;
+	avoid_partial_save = 0;
+	while (start < end) {
+		tacc = {{iter_lambda_name}}(start, start + stepX, &rs {{extra_args_call}});
+		if (rs == 1) {
+			if (!avoid_partial_save) {
+				results[iter_global_id] = 1;
+				avoid_partial_save = 1;
+			}
+			rs = 0;
+			start = start + stepX;
+			starts[iter_global_id] = start;
+			acc = acc + tacc;
+			accs[iter_global_id] = acc;
+		} else {
+			{{split}}
+		}
+		counter++;
+		if (counter > {{limit}}) return;
+	}
+	if (results[iter_global_id] > 0) {
+		results[iter_global_id] = 2;
+	}
+}
diff --git a/templates/opencl/RecursiveIterativeLambda.clt b/templates/opencl/Recursive1DLambda.clt
similarity index 83%
rename from templates/opencl/RecursiveIterativeLambda.clt
rename to templates/opencl/Recursive1DLambda.clt
index 0e6ffe1..244b5aa 100644
--- a/templates/opencl/RecursiveIterativeLambda.clt
+++ b/templates/opencl/Recursive1DLambda.clt
@@ -1,3 +1,3 @@
-inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, __local int* {{iter_lambda_par3}} {{extra_args}}) {
+inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, __local int* {{iter_lambda_par5}} {{extra_args}}) {
 	{{source}}
 }
diff --git a/templates/opencl/Recursive2DKernel.clt b/templates/opencl/Recursive2DKernel.clt
new file mode 100644
index 0000000..8ef44a5
--- /dev/null
+++ b/templates/opencl/Recursive2DKernel.clt
@@ -0,0 +1,64 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
+// Other Sources Required
+{{other_sources}}
+
+// Specific Map Lambda Function
+{{iter_lambda_def}}
+
+__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{r2_type}}* tops, __global const {{r2_type}}* bottoms, __global {{t_type}}* accs, __global int* results, int use_same_acc = 0; {{extra_args}}) {
+	int iter_global_id = get_global_id(0);
+	results[iter_global_id] = 0;
+	accs[iter_global_id] = 0;
+	
+	__local int rs;
+	rs = 0;
+	
+	__local int counter;
+	counter = 0;
+	
+	__local {{r_type}} start, end, stepX;
+	__local {{r2_type}} top, bottom, stepY;
+	start = starts[iter_global_id];
+	end = ends[iter_global_id];
+	top = tops[iter_global_id];
+	bottom = tops[iter_global_id];
+	stepX = end - start;
+	stepY = top - bottom;
+	
+	__local {{t_type}} acc, tacc;
+	if (use_same_acc) {
+		acc = accs[iter_global_id];
+	} else {
+		acc = 0;
+	}
+	__local int avoid_partial_save;
+	avoid_partial_save = 0;
+	
+	while ( start < ends[iter_global_id] && top < bottoms[iter_global_id]) {
+		tacc = {{iter_lambda_name}}(start, start + stepX, top, top + stepY, &rs {{extra_args_call}});
+		if (rs == 1) {
+			if (!avoid_partial_save) {
+				results[iter_global_id] = 1;
+				avoid_partial_save = 1;
+			}
+			accs[iter_global_id] = acc;
+			acc = acc + tacc;
+			rs = 0;
+			if (start < ends[iter_global_id]) { 
+				start = start + stepX;
+				starts[iter_global_id] = start;
+			} else {
+				start = starts[iter_global_id];
+				top = top + stepY;
+				tops[iter_global_id] = top;
+			}
+		} else {
+			{{split}}
+		}
+		counter++;
+		if (counter > {{limit}}) return;
+	}
+	
+	results[iter_global_id] = 2;
+}
diff --git a/templates/opencl/Recursive2DLambda.clt b/templates/opencl/Recursive2DLambda.clt
new file mode 100644
index 0000000..e85777b
--- /dev/null
+++ b/templates/opencl/Recursive2DLambda.clt
@@ -0,0 +1,3 @@
+inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, {{r2_type}} {{iter_lambda_par3}}, {{r2_type}} {{iter_lambda_par4}}, __local int* {{iter_lambda_par5}} {{extra_args}}) {
+	{{source}}
+}
diff --git a/templates/opencl/RecursiveKernel.clt b/templates/opencl/RecursiveKernel.clt
deleted file mode 100644
index cd8e5db..0000000
--- a/templates/opencl/RecursiveKernel.clt
+++ /dev/null
@@ -1,42 +0,0 @@
-#pragma OPENCL EXTENSION cl_khr_fp64: enable
-
-// Other Sources Required
-{{other_sources}}
-
-// Specific Map Lambda Function
-{{iter_lambda_def}}
-
-__kernel void {{recursive_kernel_name}}(__global const {{r_type}}* starts, __global const {{r_type}}* ends, __global const {{r2_type}}* tops, __global const {{r2_type}}* bottoms, __global {{t_type}}* accs, __global int* results {{extra_args}}) {
-	int iter_global_id = get_global_id(0);
-	results[iter_global_id] = 0;
-	accs[iter_global_id] = 0;
-	
-	__local int rs;
-	rs = 0;
-	
-	__local int counter;
-	counter = 0;
-	
-	__local {{r_type}} start;
-	start = starts[iter_global_id];
-	{{r_type}} end = ends[iter_global_id];
-	__local {{r_type}} steps;
-	steps = end - start;
-	__local {{t_type}} acc;
-	acc = 0;
-	__local {{t_type}} tacc;
-	while ( start < end) {
-		tacc = {{iter_lambda_name}}(start, start + steps, &rs {{extra_args_call}});
-		if (rs == 1) {
-			acc = acc + tacc;
-			rs = 0;
-			start = start + steps;
-		} else {
-			steps = steps / 2;
-		}
-		counter += 1;
-		if (counter > 1024) return;
-	}
-	accs[iter_global_id] = acc;
-	results[iter_global_id] = 1;
-}

From f37f0456dda040a2c6f5bc090849877d428f4a87 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 20 Jan 2015 20:47:42 +0000
Subject: [PATCH 099/276] RecRange always expanding the first element.

---
 .../gpu/backends/gpu/GPURecursive.java        | 252 ++++++++++--------
 .../backends/gpu/buffers/BufferHelper.java    |  20 +-
 .../backends/gpu/buffers/IBufferFactory.java  |   6 +-
 .../gpu/generators/RecursiveCodeGen.java      |   5 +-
 .../generators/RecursiveTemplateSource.java   |   2 +
 templates/opencl/Recursive1DKernel.clt        |  15 +-
 6 files changed, 176 insertions(+), 124 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 4669ed8..32b41b6 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -20,7 +20,8 @@
 public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel
 		implements RecursiveTemplateSource<R, R2, T> {
 
-	public static final int DEFAULT_SPLIT_VALUE = 512;
+	public static final int NUM_WORKERS = 512;
+	private static final int RECURSION_LIMIT = 512;
 
 	public T output;
 	public Recursive2DStrategy<R, R2, T> strategy;
@@ -30,9 +31,12 @@ public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel
 	PList<R2> bottoms;
 	PList<Boolean> results;
 	Stack<Quad<R, R2>> stack = new Stack<Quad<R, R2>>();
+	
 	boolean isDone;
+	boolean is2D = true;
 
 	protected CLBuffer<?> sbuffer;
+	protected CLBuffer<?> pbuffer;
 	protected CLBuffer<?> ebuffer;
 	protected CLBuffer<?> tbuffer = null;
 	protected CLBuffer<?> bbuffer = null;
@@ -45,6 +49,8 @@ public GPURecursive(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 		gen = new RecursiveCodeGen<R, R2, T>(this);
 		output = strategy.getSeed();
+		
+		if (strategy.getTop() == null) is2D = false;
 
 		otherData = OtherData.extractOtherData(recursiveStrategy);
 		gen.setOtherData(otherData);
@@ -61,134 +67,165 @@ public int prepareReadBuffers(R st, R end, R2 top, R2 bottom, int splits,
 		Range2D<R, R2> ranges = strategy.split(st, end, top, bottom, splits);
 		starts.extendAt(index, ranges.starts);
 		ends.extendAt(index, ranges.ends);
-		if (ranges.tops != null)
+		if (is2D) {
 			tops.extendAt(index, ranges.tops);
-		if (ranges.bottoms != null)
 			bottoms.extendAt(index, ranges.bottoms);
-		return starts.size();
+		}
+		return ranges.size();
 	}
 
+	
+	public void copyRangeBuffers(CLContext ctx) {
+		sbuffer = BufferHelper.createInputOutputBufferFor(ctx, starts,
+				starts.size());
+		ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
+		if (is2D) {
+			tbuffer = BufferHelper.createInputOutputBufferFor(ctx, tops,
+					tops.size());
+			bbuffer = BufferHelper.createInputBufferFor(ctx, bottoms,
+					bottoms.size());
+		}
+	}
+	
+	public int extendFromTo(int from, int to, int size) {
+		Range2D<R, R2> ranges;
+		if (is2D) {
+			ranges = strategy.split(starts.get(from), ends.get(from), tops.get(from), bottoms.get(from), size);
+		} else {
+			ranges = strategy.split(starts.get(from), ends.get(from), null, null, size);
+		}
+		starts.extendAt(to, ranges.starts);
+		ends.extendAt(to, ranges.ends);
+		if (is2D) {
+			tops.extendAt(to, ranges.tops);
+			bottoms.extendAt(to, ranges.bottoms);
+		}
+		return ranges.size();
+	}
+	
+	public int extendFirst(int size) {
+		Range2D<R, R2> ranges;
+		if (is2D) {
+			ranges = strategy.split(starts.remove(0), ends.remove(0), tops.remove(0), bottoms.remove(0), size);
+		} else {
+			ranges = strategy.split(starts.remove(0), ends.remove(0), null, null, size);
+		} 
+		starts.extend(ranges.starts);
+		ends.extend(ranges.ends);
+		if (is2D) {
+			tops.extend(ranges.tops);
+			bottoms.extend(ranges.bottoms);
+		}
+		return ranges.size();
+	}
+	
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute(CLContext ctx, CLQueue q) {
-
-		// initial data;
+		CLEvent[] eventsArr = new CLEvent[1];
+		int[] rs;
+		boolean reuseControlBuffers = false;
+		
 		int workUnits = prepareReadBuffers(strategy.getStart(),
 				strategy.getEnd(), strategy.getTop(), strategy.getBottom(),
-				DEFAULT_SPLIT_VALUE, 0);
-
-		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx,
-				"Integer", DEFAULT_SPLIT_VALUE);
-		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed()
-				.getClass().getSimpleName(), DEFAULT_SPLIT_VALUE);
-		CLEvent[] eventsArr = new CLEvent[1];
-
-		int processNext = -1;
-		while (!isDone) {
-			sbuffer = BufferHelper.createInputOutputBufferFor(ctx, starts,
-					starts.size());
-			ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
-			if (tops != null)
-				tbuffer = BufferHelper.createInputOutputBufferFor(ctx, tops,
-						tops.size());
-			if (bottoms != null)
-				bbuffer = BufferHelper.createInputBufferFor(ctx, bottoms,
-						bottoms.size());
-
-			int[] rs;
-
-			PList<T> accs;
-			PList<R> startsToRepeat = null;
-			PList<R2> topsToRepeat = null;
+				NUM_WORKERS, 0);
+		
+		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), NUM_WORKERS);
+		
+		do {
+			if (!reuseControlBuffers) {
+				rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
+				abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
+				copyRangeBuffers(ctx);
+			}
 			
-			int use_same_acc = 0;
-			while (true) {
-				synchronized (kernel) {
-					if (strategy.getTop() == null) {
-						kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, use_same_acc);
-					} else {
-						kernel.setArgs(sbuffer, ebuffer, tbuffer, bbuffer,
-								abuffer, rbuffer, use_same_acc);
-					}
-					setExtraDataArgs(kernel);
-
-					eventsArr[0] = kernel.enqueueNDRange(q,
-							new int[] { workUnits }, eventsArr);
-				}
-				rs = rbuffer.read(q, eventsArr[0]).getInts();
-				accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
-						eventsArr[0], strategy.getSeed().getClass()
-								.getSimpleName(), workUnits);
-
-				startsToRepeat = (PList<R>) BufferHelper.extractFromBuffer(
-						sbuffer, q, eventsArr[0], strategy.getStart()
-								.getClass().getSimpleName(), workUnits);
-				if (strategy.getTop() != null)
-					topsToRepeat = (PList<R2>) BufferHelper.extractFromBuffer(
-							tbuffer, q, eventsArr[0], strategy.getTop()
-									.getClass().getSimpleName(), workUnits);
-
-				boolean flag = false;
-				for (int i = 0; i < workUnits; i++) {
-					if (rs[i] > 0) {
-						flag = true;
-						break;
-					}
+			synchronized(kernel) {
+				int isRepeat = reuseControlBuffers ? 1 : 0;
+				if (is2D) {
+					kernel.setArgs(sbuffer, ebuffer, tbuffer, bbuffer,
+							abuffer, rbuffer, isRepeat);
+				} else {
+					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, isRepeat, pbuffer);
 				}
-				if (flag) {
-					use_same_acc = 0;
+				setExtraDataArgs(kernel);
+				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { workUnits }, eventsArr);
+			}
+			
+			reuseControlBuffers = true;
+			rs = rbuffer.read(q, eventsArr[0]).getInts();
+			for (int i=0; i<workUnits; i++) {
+				if (rs[i] > 0) {
+					reuseControlBuffers = false;
 					break;
-				}  else {
-					use_same_acc = 1;
 				}
 			}
+			if (reuseControlBuffers) {
+				if (System.getenv("DEBUG") != null) {
+					System.out.println("Repeating with more granularity");
+				}
+				continue;
+			}
+			
+			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
+					eventsArr[0], strategy.getSeed().getClass()
+							.getSimpleName(), workUnits);
+			
+			int freePos = -1;
+			int freeLen = -1;
 			int done = 0;
-			for (int i = 0; i < workUnits; i++) {
+			int partial = 0;
+			int zero = 0;
+			int removed = 0;
+			
+			for (int i=0; i<workUnits; i++) {
 				if (rs[i] == 2) {
 					done++;
-				}
-				if (rs[i] >= 1) {
 					output = strategy.combine(output, accs.get(i));
+					starts.remove(i - removed);
+					ends.remove(i - removed);
+					removed++;
+					/*if (freePos == -1) {
+						freePos = i;
+						freeLen = 1;
+						ends.set(i, starts.get(i)); // Stupid
+					}
+					else freeLen++;*/
+				} else if (rs[i] == 1) {
+					partial++;
+					output = strategy.combine(output, accs.get(i));
+				}else {
+					zero++;
 				}
-				if (rs[i] <= 1) {
-					if (strategy.getTop() == null) {
-						stack.push(new Quad<R, R2>(startsToRepeat.get(i), ends
-								.get(i), null, null));
+				/*if (rs[i] < 2 && freePos != -1) {
+					freeLen++; // Include current position
+					int filled = extendFromTo(i, freePos, freeLen);
+					freePos += filled;
+					if (freePos > i) {
+						freePos = -1;
+						freeLen = -1;
 					} else {
-						stack.push(new Quad<R, R2>(startsToRepeat.get(i), ends
-								.get(i), topsToRepeat.get(i), bottoms.get(i)));
+						freeLen = i+1-freePos;
 					}
-				}
+				}*/
 			}
 			
-			if (System.getenv("DEBUG") != null) {
-				System.out.println("Done:" + done + ", q: " + stack.size()
-						+ ", next: " + processNext + ", workunits: " + workUnits);
+			
+			if (freePos > 0) {
+				// There are free spots left, let's expand the last
+				//extendFromTo(freePos-1, freePos-1, workUnits-freePos-1);
 			}
-
-			if (stack.isEmpty()) {
-				isDone = true;
-			} else {
-				if (processNext == -1) {
-					processNext = stack.size() / 2;
-				} else if (done == workUnits) {
-					processNext *= 2;
-				} else {
-					processNext /= 2;
-					if (processNext < 1)
-						processNext = 1;
-				}
-				int pNext = (processNext > stack.size()) ? stack.size()
-						: processNext;
-				int steps = DEFAULT_SPLIT_VALUE / pNext;
-				for (int k = 0; k < pNext; k++) {
-					Quad<R, R2> p = stack.pop();
-					int left = DEFAULT_SPLIT_VALUE - workUnits;
-					workUnits = prepareReadBuffers(p.s, p.e, p.t, p.b,
-							Math.min(steps, left), k * steps);
-				}
+			
+			while (starts.size() < workUnits && starts.size() > 0) {
+				int diff = workUnits - starts.size();
+				extendFirst(diff+1);
 			}
-		}
+			
+			if (System.getenv("DEBUG") != null) {
+				System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);
+			}
+			
+			if (done == workUnits) isDone = true;
+		} while (!isDone);
 		rbuffer.release();
 		abuffer.release();
 	}
@@ -218,7 +255,7 @@ public void createEmptyLists() {
 				.getClass().getSimpleName());
 		ends = (PList<R>) CollectionFactory.listFromType(strategy.getEnd()
 				.getClass().getSimpleName());
-		if (strategy.getTop() != null) {
+		if (is2D) {
 			tops = (PList<R2>) CollectionFactory.listFromType(strategy.getTop()
 					.getClass().getSimpleName());
 			bottoms = (PList<R2>) CollectionFactory.listFromType(strategy
@@ -261,4 +298,9 @@ public Recursive2DStrategy<R, R2, T> getRecursiveStrategy() {
 		return strategy;
 	}
 
+	@Override
+	public int getRecursionLimit() {
+		return RECURSION_LIMIT;
+	}
+
 }
diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 65e4d3f..6b0a1c8 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -15,6 +15,7 @@
 
 public class BufferHelper {
 
+	
 	private static HashMap<String, IBufferFactory> factories = new HashMap<String, IBufferFactory>();
 
 	private static HashMap<String, String> clTypes = new HashMap<String, String>();
@@ -137,6 +138,16 @@ public static Object extractElementFromBuffer(CLBuffer<?> outbuffer,
 		IBufferFactory f = getFactory(type);
 		return f.extractElementFromBuffer(outbuffer, q, ev);
 	}
+	
+	public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
+			PObject o) {
+		if (o instanceof PList) {
+			PList<?> l = (PList<?>) o;
+			return createInputOutputBufferFor(ctx, l);
+		}
+		return null;
+	}
+
 
 	public static String getCLTypeOf(String type) {
 		return clTypes.get(type);
@@ -153,15 +164,6 @@ public static Object decode(Object in, String outputType) {
 		return in;
 	}
 
-	public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
-			PObject o) {
-		if (o instanceof PList) {
-			PList<?> l = (PList<?>) o;
-			return createInputOutputBufferFor(ctx, l);
-		}
-		return null;
-	}
-
 	public static String getCLTypeOfObject(PObject o) {
 		if (o instanceof PList) {
 			PList<?> l = (PList<?>) o;
diff --git a/src/aeminium/gpu/backends/gpu/buffers/IBufferFactory.java b/src/aeminium/gpu/backends/gpu/buffers/IBufferFactory.java
index a600e03..66fa58e 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/IBufferFactory.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/IBufferFactory.java
@@ -10,6 +10,9 @@
 
 public interface IBufferFactory {
 
+	public CLBuffer<?> createInputOutputBufferFor(CLContext context,
+			String outputType, int size);
+	
 	public <T> CLBuffer<?> createInputOutputBufferFor(CLContext context,
 			PList<T> list);
 
@@ -25,7 +28,4 @@ public PList<?> extractFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 
 	public Object extractElementFromBuffer(CLBuffer<?> outbuffer, CLQueue q,
 			CLEvent ev);
-
-	public CLBuffer<?> createInputOutputBufferFor(CLContext context,
-			String outputType, int size);
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
index e7d492a..d396649 100644
--- a/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveCodeGen.java
@@ -13,12 +13,13 @@ public class RecursiveCodeGen<R extends Number, R2, T> extends AbstractCodeGen {
 	private String clSource;
 	private String splitSource;
 	private String[] parameters;
-	
+	private int recLimit;
 	
 	public RecursiveCodeGen(RecursiveTemplateSource<R, R2, T> r) {
 		this.rType = r.getRType();
 		this.r2Type = r.getR2Type();
 		this.tType = r.getTType();
+		this.recLimit = r.getRecursionLimit();
 		this.splitSource = r.getRecursiveStrategy().getSplitSource();
 		this.clSource = r.getRecursiveStrategy().getSource();
 		this.parameters = r.getRecursiveStrategy().getParameters();
@@ -63,7 +64,7 @@ public String getRecursiveKernelSource() {
 		mapping.put("r2_type", r2Type);
 		mapping.put("t_type", tType);
 		
-		mapping.put("limit", "4096");
+		mapping.put("limit", "" + recLimit);
 
 		mapping.put("recursive_kernel_name", getRecursiveKernelName());
 		mapping.put("iter_lambda_name", getIterativeLambdaName());
diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
index 089d3a4..363a8fa 100644
--- a/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveTemplateSource.java
@@ -3,9 +3,11 @@
 import aeminium.gpu.operations.functions.Recursive2DStrategy;
 
 public interface RecursiveTemplateSource<R extends Number,R2, T> {
+
 	String getRType();
 	String getR2Type();
 	String getTType();
 	
 	Recursive2DStrategy<R, R2, T> getRecursiveStrategy();
+	int getRecursionLimit();
 }
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 5ca211f..63586e3 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -6,11 +6,10 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int use_same_acc {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int use_same_acc, __global {{r_type}}* steps {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
-	results[iter_global_id] = 0;
-	accs[iter_global_id] = 0;
 	
+	results[iter_global_id] = 0;
 	__local int rs;
 	rs = 0;
 	
@@ -20,13 +19,15 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	__local {{r_type}} start, end, stepX;
 	start = starts[iter_global_id];
 	end = ends[iter_global_id];
-	stepX = end - start;
 	
 	__local {{t_type}} acc, tacc;
 	if (use_same_acc) {
 		acc = accs[iter_global_id];
+		stepX = steps[iter_global_id];
 	} else {
 		acc = 0;
+		accs[iter_global_id] = 0;
+		stepX = end - start;
 	}
 	__local int avoid_partial_save;
 	avoid_partial_save = 0;
@@ -46,8 +47,12 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 			{{split}}
 		}
 		counter++;
-		if (counter > {{limit}}) return;
+		if (counter > {{limit}}) {
+			steps[iter_global_id] = stepX;
+			return;
+		}
 	}
+	steps[iter_global_id] = stepX;
 	if (results[iter_global_id] > 0) {
 		results[iter_global_id] = 2;
 	}

From 641c429a1aded4191804dfddfef1f2fc3dad306e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 21 Jan 2015 12:31:41 +0000
Subject: [PATCH 100/276] FilterAndSplit along

---
 .../gpu/backends/gpu/GPURecursive.java        | 104 ++++++------------
 src/aeminium/gpu/examples/RecIntegral.java    |   2 +-
 templates/opencl/Recursive1DKernel.clt        |   4 +-
 3 files changed, 37 insertions(+), 73 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 32b41b6..1c9006e 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -87,22 +87,6 @@ public void copyRangeBuffers(CLContext ctx) {
 		}
 	}
 	
-	public int extendFromTo(int from, int to, int size) {
-		Range2D<R, R2> ranges;
-		if (is2D) {
-			ranges = strategy.split(starts.get(from), ends.get(from), tops.get(from), bottoms.get(from), size);
-		} else {
-			ranges = strategy.split(starts.get(from), ends.get(from), null, null, size);
-		}
-		starts.extendAt(to, ranges.starts);
-		ends.extendAt(to, ranges.ends);
-		if (is2D) {
-			tops.extendAt(to, ranges.tops);
-			bottoms.extendAt(to, ranges.bottoms);
-		}
-		return ranges.size();
-	}
-	
 	public int extendFirst(int size) {
 		Range2D<R, R2> ranges;
 		if (is2D) {
@@ -154,7 +138,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			reuseControlBuffers = true;
 			rs = rbuffer.read(q, eventsArr[0]).getInts();
 			for (int i=0; i<workUnits; i++) {
-				if (rs[i] > 0) {
+				if (rs[i] == 2) {
 					reuseControlBuffers = false;
 					break;
 				}
@@ -170,65 +154,45 @@ public void execute(CLContext ctx, CLQueue q) {
 					eventsArr[0], strategy.getSeed().getClass()
 							.getSimpleName(), workUnits);
 			
-			int freePos = -1;
-			int freeLen = -1;
-			int done = 0;
-			int partial = 0;
-			int zero = 0;
-			int removed = 0;
-			
-			for (int i=0; i<workUnits; i++) {
-				if (rs[i] == 2) {
-					done++;
-					output = strategy.combine(output, accs.get(i));
-					starts.remove(i - removed);
-					ends.remove(i - removed);
-					removed++;
-					/*if (freePos == -1) {
-						freePos = i;
-						freeLen = 1;
-						ends.set(i, starts.get(i)); // Stupid
-					}
-					else freeLen++;*/
-				} else if (rs[i] == 1) {
-					partial++;
-					output = strategy.combine(output, accs.get(i));
-				}else {
-					zero++;
-				}
-				/*if (rs[i] < 2 && freePos != -1) {
-					freeLen++; // Include current position
-					int filled = extendFromTo(i, freePos, freeLen);
-					freePos += filled;
-					if (freePos > i) {
-						freePos = -1;
-						freeLen = -1;
-					} else {
-						freeLen = i+1-freePos;
-					}
-				}*/
-			}
-			
-			
-			if (freePos > 0) {
-				// There are free spots left, let's expand the last
-				//extendFromTo(freePos-1, freePos-1, workUnits-freePos-1);
-			}
-			
-			while (starts.size() < workUnits && starts.size() > 0) {
-				int diff = workUnits - starts.size();
-				extendFirst(diff+1);
-			}
+			filterAndSplitFirst(workUnits, rs, accs);
 			
-			if (System.getenv("DEBUG") != null) {
-				System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);
-			}
 			
-			if (done == workUnits) isDone = true;
 		} while (!isDone);
 		rbuffer.release();
 		abuffer.release();
 	}
+	
+	private void filterAndSplitFirst(int workUnits, int[] rs, PList<T> accs) {
+		int done = 0;
+		int partial = 0;
+		int zero = 0;
+		int removed = 0;
+		
+		for (int i=0; i<workUnits; i++) {
+			if (rs[i] == 2) {
+				done++;
+				output = strategy.combine(output, accs.get(i));
+				starts.remove(i - removed);
+				ends.remove(i - removed);
+				removed++;
+			} else if (rs[i] == 1) {
+				partial++;
+				output = strategy.combine(output, accs.get(i));
+			}else {
+				zero++;
+			}
+		}
+		if (done == workUnits) isDone = true;
+		
+		while (starts.size() < workUnits && starts.size() > 0) {
+			int diff = workUnits - starts.size();
+			extendFirst(diff+1);
+		}
+		
+		if (System.getenv("DEBUG") != null) {
+			System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);
+		}
+	}
 
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index cd4e97d..37a5116 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -69,7 +69,7 @@ public Range2D<Double, Void> split(Double start, Double end, int n) {
 			}
 			@Override
 			public String getSplitSource() {
-				return "stepX = (end-start)/2;";
+				return "stepX = stepX/2;";
 			}
 			
 			@Override
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 63586e3..8d47da9 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -16,7 +16,7 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	__local int counter;
 	counter = 0;
 	
-	__local {{r_type}} start, end, stepX;
+	__local {{r_type}} start, end, stepX, stepXb;
 	start = starts[iter_global_id];
 	end = ends[iter_global_id];
 	
@@ -43,7 +43,7 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 			starts[iter_global_id] = start;
 			acc = acc + tacc;
 			accs[iter_global_id] = acc;
-		} else {
+		} else {	
 			{{split}}
 		}
 		counter++;

From 518a48709ee3b675bfbbc4ad75d98dbb4fc8acd0 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 22 Jan 2015 17:14:11 +0000
Subject: [PATCH 101/276] Accumulators only in the end.

---
 .../gpu/backends/gpu/GPURecursive.java        | 70 ++++++++++++-------
 templates/opencl/Recursive1DKernel.clt        | 52 ++++++--------
 2 files changed, 65 insertions(+), 57 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURecursive.java
index 1c9006e..a5b4662 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursive.java
@@ -20,7 +20,7 @@
 public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel
 		implements RecursiveTemplateSource<R, R2, T> {
 
-	public static final int NUM_WORKERS = 512;
+	public static final int NUM_WORKERS = 128;
 	private static final int RECURSION_LIMIT = 512;
 
 	public T output;
@@ -32,6 +32,7 @@ public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel
 	PList<Boolean> results;
 	Stack<Quad<R, R2>> stack = new Stack<Quad<R, R2>>();
 	
+	int maxWorkUnits = 0;
 	boolean isDone;
 	boolean is2D = true;
 
@@ -62,14 +63,13 @@ public void prepareBuffers(CLContext ctx) {
 		createEmptyLists();
 	}
 
-	public int prepareReadBuffers(R st, R end, R2 top, R2 bottom, int splits,
-			int index) {
+	public int prepareReadBuffers(R st, R end, R2 top, R2 bottom, int splits) {
 		Range2D<R, R2> ranges = strategy.split(st, end, top, bottom, splits);
-		starts.extendAt(index, ranges.starts);
-		ends.extendAt(index, ranges.ends);
+		starts = ranges.starts;
+		ends = ranges.ends;
 		if (is2D) {
-			tops.extendAt(index, ranges.tops);
-			bottoms.extendAt(index, ranges.bottoms);
+			tops = ranges.tops;
+			bottoms = ranges.bottoms;
 		}
 		return ranges.size();
 	}
@@ -112,28 +112,24 @@ public void execute(CLContext ctx, CLQueue q) {
 		
 		int workUnits = prepareReadBuffers(strategy.getStart(),
 				strategy.getEnd(), strategy.getTop(), strategy.getBottom(),
-				NUM_WORKERS, 0);
-		
-		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), NUM_WORKERS);
-		
+				NUM_WORKERS);
+		copyRangeBuffers(ctx);
+		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), workUnits);
+		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
+		int counter = 0;
 		do {
-			if (!reuseControlBuffers) {
-				rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
-				abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
-				copyRangeBuffers(ctx);
-			}
-			
+			abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 			synchronized(kernel) {
-				int isRepeat = reuseControlBuffers ? 1 : 0;
 				if (is2D) {
-					kernel.setArgs(sbuffer, ebuffer, tbuffer, bbuffer,
-							abuffer, rbuffer, isRepeat);
+					// TODO
 				} else {
-					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, isRepeat, pbuffer);
+					int reuse_steps = reuseControlBuffers ? 1 : 0;
+					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, 0, reuse_steps, pbuffer);
 				}
 				setExtraDataArgs(kernel);
 				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { workUnits }, eventsArr);
 			}
+			counter++;
 			
 			reuseControlBuffers = true;
 			rs = rbuffer.read(q, eventsArr[0]).getInts();
@@ -145,49 +141,69 @@ public void execute(CLContext ctx, CLQueue q) {
 			}
 			if (reuseControlBuffers) {
 				if (System.getenv("DEBUG") != null) {
-					System.out.println("Repeating with more granularity");
+					R stepXprobe = (R) BufferHelper.extractElementFromBuffer(pbuffer, q, eventsArr[0], strategy.getStart().getClass().getSimpleName());
+					System.out.println("Repeating with more granularity: " + stepXprobe + " with control " + rs[0]);
 				}
 				continue;
 			}
 			
-			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
+			PList<T> accs2 = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
 					eventsArr[0], strategy.getSeed().getClass()
 							.getSimpleName(), workUnits);
 			
-			filterAndSplitFirst(workUnits, rs, accs);
+			T a = strategy.getSeed();
+			for (T acc : accs2) {
+				a = strategy.combine(a, acc);
+			}
+			output = strategy.combine(a, output);
+			System.out.println("Row: " + a);
 			
+			filterAndSplitFirst(workUnits, rs);
+			//copyRangeBuffers(ctx);
+			workUnits = starts.size(); // TODO: Remove this 
 			
 		} while (!isDone);
 		rbuffer.release();
+		PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
+				eventsArr[0], strategy.getSeed().getClass()
+						.getSimpleName(), workUnits);
+		
+		//output = strategy.getSeed();
+		for (T acc : accs) {
+			output = strategy.combine(output, acc);
+		}
 		abuffer.release();
+		
 	}
 	
-	private void filterAndSplitFirst(int workUnits, int[] rs, PList<T> accs) {
+	private void filterAndSplitFirst(int workUnits, int[] rs) {
 		int done = 0;
 		int partial = 0;
 		int zero = 0;
 		int removed = 0;
 		
+		
+
 		for (int i=0; i<workUnits; i++) {
 			if (rs[i] == 2) {
 				done++;
-				output = strategy.combine(output, accs.get(i));
 				starts.remove(i - removed);
 				ends.remove(i - removed);
 				removed++;
 			} else if (rs[i] == 1) {
 				partial++;
-				output = strategy.combine(output, accs.get(i));
 			}else {
 				zero++;
 			}
 		}
 		if (done == workUnits) isDone = true;
 		
+		/*
 		while (starts.size() < workUnits && starts.size() > 0) {
 			int diff = workUnits - starts.size();
 			extendFirst(diff+1);
 		}
+		*/
 		
 		if (System.getenv("DEBUG") != null) {
 			System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 8d47da9..e3484c8 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -6,7 +6,7 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int use_same_acc, __global {{r_type}}* steps {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int rec_counter, const int reuse_steps, __global {{r_type}}* steps {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	
 	results[iter_global_id] = 0;
@@ -16,44 +16,36 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	__local int counter;
 	counter = 0;
 	
-	__local {{r_type}} start, end, stepX, stepXb;
-	start = starts[iter_global_id];
-	end = ends[iter_global_id];
+	__local {{r_type}} stepX, end;
 	
-	__local {{t_type}} acc, tacc;
-	if (use_same_acc) {
-		acc = accs[iter_global_id];
+	__local {{t_type}} tacc;
+	if (rec_counter == 0) {
+		accs[iter_global_id] = 0;
+	}
+	
+	if (reuse_steps) {
 		stepX = steps[iter_global_id];
 	} else {
-		acc = 0;
-		accs[iter_global_id] = 0;
-		stepX = end - start;
+		stepX = ends[iter_global_id] - starts[iter_global_id];
 	}
-	__local int avoid_partial_save;
-	avoid_partial_save = 0;
-	while (start < end) {
-		tacc = {{iter_lambda_name}}(start, start + stepX, &rs {{extra_args_call}});
+	
+	while (starts[iter_global_id] < ends[iter_global_id]) {
+		counter++;
+		if (counter > {{limit}}) {
+			return;
+		}
+		end = starts[iter_global_id] + stepX;
+		if (end > ends[iter_global_id]) end = ends[iter_global_id];
+ 		tacc = {{iter_lambda_name}}( starts[iter_global_id], end, &rs {{extra_args_call}});
 		if (rs == 1) {
-			if (!avoid_partial_save) {
-				results[iter_global_id] = 1;
-				avoid_partial_save = 1;
-			}
+			results[iter_global_id] = 1;
 			rs = 0;
-			start = start + stepX;
-			starts[iter_global_id] = start;
-			acc = acc + tacc;
-			accs[iter_global_id] = acc;
+			starts[iter_global_id] = end;
+			accs[iter_global_id] = accs[iter_global_id] + tacc;
 		} else {	
 			{{split}}
-		}
-		counter++;
-		if (counter > {{limit}}) {
 			steps[iter_global_id] = stepX;
-			return;
 		}
 	}
-	steps[iter_global_id] = stepX;
-	if (results[iter_global_id] > 0) {
-		results[iter_global_id] = 2;
-	}
+	results[iter_global_id] = 2;
 }

From 3ef4a8759b9abedc87670c6a91294093c7b7f094 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 31 Jan 2015 11:04:50 +0000
Subject: [PATCH 102/276] Changed Class names

---
 ...ecursive.java => GPURangedRecursiveCall.java} |  4 ++--
 ...cursive.java => MCPURangedRecursiveCall.java} |  8 ++++----
 ...RecursiveOp.java => RangedRecursiveCall.java} | 16 ++++++++--------
 .../functions/Recursive2DStrategy.java           |  4 ++--
 4 files changed, 16 insertions(+), 16 deletions(-)
 rename src/aeminium/gpu/backends/gpu/{GPURecursive.java => GPURangedRecursiveCall.java} (97%)
 rename src/aeminium/gpu/backends/mcpu/{MCPURecursive.java => MCPURangedRecursiveCall.java} (88%)
 rename src/aeminium/gpu/operations/{RecursiveOp.java => RangedRecursiveCall.java} (69%)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursive.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
similarity index 97%
rename from src/aeminium/gpu/backends/gpu/GPURecursive.java
rename to src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index a5b4662..8a627cf 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursive.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -17,7 +17,7 @@
 import com.nativelibs4java.opencl.CLEvent;
 import com.nativelibs4java.opencl.CLQueue;
 
-public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel
+public class GPURangedRecursiveCall<R extends Number, R2, T> extends GPUGenericKernel
 		implements RecursiveTemplateSource<R, R2, T> {
 
 	public static final int NUM_WORKERS = 128;
@@ -46,7 +46,7 @@ public class GPURecursive<R extends Number, R2, T> extends GPUGenericKernel
 
 	private RecursiveCodeGen<R, R2, T> gen;
 
-	public GPURecursive(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
+	public GPURangedRecursiveCall(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 		gen = new RecursiveCodeGen<R, R2, T>(this);
 		output = strategy.getSeed();
diff --git a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java b/src/aeminium/gpu/backends/mcpu/MCPURangedRecursiveCall.java
similarity index 88%
rename from src/aeminium/gpu/backends/mcpu/MCPURecursive.java
rename to src/aeminium/gpu/backends/mcpu/MCPURangedRecursiveCall.java
index 7cb6ab3..547da00 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPURecursive.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPURangedRecursiveCall.java
@@ -12,7 +12,7 @@
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
 
-public class MCPURecursive<R extends Number, R2, T> extends MCPUGenericKernel {
+public class MCPURangedRecursiveCall<R extends Number, R2, T> extends MCPUGenericKernel {
 
 	public T output;
 	public final Recursive2DStrategy<R, R2, T> strategy;
@@ -20,7 +20,7 @@ public class MCPURecursive<R extends Number, R2, T> extends MCPUGenericKernel {
 	public RecursiveBody<R, R2, T> cBody;
 	
 	
-	public MCPURecursive(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
+	public MCPURangedRecursiveCall(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 	}
 
@@ -47,9 +47,9 @@ public static class RecursiveBody<R extends Number, R2, T> implements Body, Recu
 		R2 top;
 		R2 bottom;
 		boolean isDone;
-		MCPURecursive<R, R2, T> op;
+		MCPURangedRecursiveCall<R, R2, T> op;
 		
-		public RecursiveBody(MCPURecursive<R, R2, T> op, T accumulator, R start, R end, R2 top, R2 bottom) {
+		public RecursiveBody(MCPURangedRecursiveCall<R, R2, T> op, T accumulator, R start, R end, R2 top, R2 bottom) {
 			this.acc = accumulator;
 			this.st = start;
 			this.end = end;
diff --git a/src/aeminium/gpu/operations/RecursiveOp.java b/src/aeminium/gpu/operations/RangedRecursiveCall.java
similarity index 69%
rename from src/aeminium/gpu/operations/RecursiveOp.java
rename to src/aeminium/gpu/operations/RangedRecursiveCall.java
index d6f0d60..87e641a 100644
--- a/src/aeminium/gpu/operations/RecursiveOp.java
+++ b/src/aeminium/gpu/operations/RangedRecursiveCall.java
@@ -1,25 +1,25 @@
 package aeminium.gpu.operations;
 
-import aeminium.gpu.backends.gpu.GPURecursive;
-import aeminium.gpu.backends.mcpu.MCPURecursive;
+import aeminium.gpu.backends.gpu.GPURangedRecursiveCall;
+import aeminium.gpu.backends.mcpu.MCPURangedRecursiveCall;
 import aeminium.gpu.operations.contracts.GenericProgram;
 import aeminium.gpu.operations.contracts.Program;
 import aeminium.gpu.operations.functions.Recursive2DStrategy;
 
-public class RecursiveOp<R extends Number, R2, T> extends GenericProgram implements Program {
+public class RangedRecursiveCall<R extends Number, R2, T> extends GenericProgram implements Program {
 	
 	public Recursive2DStrategy<R, R2, T> strategy;
 	private T output;
 	
-	protected GPURecursive<R, R2, T> gpuOp;
-	protected MCPURecursive<R, R2, T> cpuOp;
+	protected GPURangedRecursiveCall<R, R2, T> gpuOp;
+	protected MCPURangedRecursiveCall<R, R2, T> cpuOp;
 
-	public RecursiveOp(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
+	public RangedRecursiveCall(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
 		this.strategy = recursiveStrategy;
 		this.device = recursiveStrategy.getDevice();
 		
-		cpuOp = new MCPURecursive<R, R2, T>(recursiveStrategy);
-		gpuOp = new GPURecursive<R, R2, T>(recursiveStrategy);
+		cpuOp = new MCPURangedRecursiveCall<R, R2, T>(recursiveStrategy);
+		gpuOp = new GPURangedRecursiveCall<R, R2, T>(recursiveStrategy);
 		gpuOp.setDevice(device);
 	}
 
diff --git a/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java b/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
index 5e6aba4..a3f9119 100644
--- a/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
+++ b/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
@@ -2,7 +2,7 @@
 
 import aeminium.gpu.collections.AbstractPObject;
 import aeminium.gpu.collections.properties.operations.ReducerWithSeed;
-import aeminium.gpu.operations.RecursiveOp;
+import aeminium.gpu.operations.RangedRecursiveCall;
 import aeminium.gpu.utils.UniqCounter;
 
 public abstract class Recursive2DStrategy<R extends Number, R2, T> extends AbstractPObject implements ReducerWithSeed<T> {
@@ -17,7 +17,7 @@ public abstract class Recursive2DStrategy<R extends Number, R2, T> extends Abstr
 	public abstract R2 getBottom();
 	
 	public T evaluate() {
-		RecursiveOp<R, R2, T> op = new RecursiveOp<R, R2, T>(this);
+		RangedRecursiveCall<R, R2, T> op = new RangedRecursiveCall<R, R2, T>(this);
 		return op.getOutput();
 	}	
 	

From ab62c60cc8802b8ccd6ca39987279d29524c90d3 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 31 Jan 2015 12:05:17 +0000
Subject: [PATCH 103/276] Added shell scripts

---
 utils/run_fib.sh      | 1 +
 utils/run_integral.sh | 1 +
 2 files changed, 2 insertions(+)
 create mode 100644 utils/run_fib.sh
 create mode 100644 utils/run_integral.sh

diff --git a/utils/run_fib.sh b/utils/run_fib.sh
new file mode 100644
index 0000000..416e662
--- /dev/null
+++ b/utils/run_fib.sh
@@ -0,0 +1 @@
+CL_LOG_ERRORS=stdout java -Xmx20G -cp dist/AeminiumGPU.jar  aeminium.gpu.examples.RecFibonacci  $@
\ No newline at end of file
diff --git a/utils/run_integral.sh b/utils/run_integral.sh
new file mode 100644
index 0000000..ed73c68
--- /dev/null
+++ b/utils/run_integral.sh
@@ -0,0 +1 @@
+CL_LOG_ERRORS=stdout java -Xmx20G -cp dist/AeminiumGPU.jar  aeminium.gpu.examples.RecIntegral $@
\ No newline at end of file

From 59b0196527f085b6ad544f9ec3a01a96dc4446af Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 31 Jan 2015 12:20:57 +0000
Subject: [PATCH 104/276] Fibonacci now merges on GPU

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java       |  2 --
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java    |  9 +++++----
 src/aeminium/gpu/examples/RecFibonacci.java            |  9 +++++++++
 src/aeminium/gpu/examples/RecIntegral.java             | 10 ++++++++++
 .../operations/functions/BinaryRecursiveStrategy.java  | 10 ++++++++++
 .../gpu/operations/functions/Recursive2DStrategy.java  | 10 ++++++++++
 templates/opencl/RecursiveCallKernel.clt               |  4 ++--
 7 files changed, 46 insertions(+), 8 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 8a627cf..af3a4d4 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -116,7 +116,6 @@ public void execute(CLContext ctx, CLQueue q) {
 		copyRangeBuffers(ctx);
 		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), workUnits);
 		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
-		int counter = 0;
 		do {
 			abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 			synchronized(kernel) {
@@ -129,7 +128,6 @@ public void execute(CLContext ctx, CLQueue q) {
 				setExtraDataArgs(kernel);
 				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { workUnits }, eventsArr);
 			}
-			counter++;
 			
 			reuseControlBuffers = true;
 			rs = rbuffer.read(q, eventsArr[0]).getInts();
diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index bf7f757..5d1f45d 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -59,7 +59,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx,
 				"Integer", MAX_ITEMS * DEFAULT_SPAWN);
 		accbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed()
-				.getClass().getSimpleName(), MAX_ITEMS * DEFAULT_SPAWN);
+				.getClass().getSimpleName(), MAX_ITEMS);
 
 		while (!isDone) {
 			
@@ -86,14 +86,15 @@ public void execute(CLContext ctx, CLQueue q) {
 			
 			PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
 					accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
-							.getSimpleName(), bufferSize);
+							.getSimpleName(), workUnits);
 			
 			
 			
 			for (int i = 0; i < bufferSize; i++) {
-				if (rs.get(i) == 1) {
+				if (i < workUnits) {
 					output = strategy.combine(output, accs.get(i));
-				} else if (rs.get(i) == 0){
+				} 
+				if (rs.get(i) == 0){
 					argsNext.add(argsBack.get(i));
 				}
 			}
diff --git a/src/aeminium/gpu/examples/RecFibonacci.java b/src/aeminium/gpu/examples/RecFibonacci.java
index 3aca14e..1bfc702 100644
--- a/src/aeminium/gpu/examples/RecFibonacci.java
+++ b/src/aeminium/gpu/examples/RecFibonacci.java
@@ -37,6 +37,15 @@ public String[] getParameters() {
 				return new String[] { "n", "result" };
 			}
 			
+			@Override
+			public String getCombineSource() {
+				return "return first + second;";
+			}
+			
+			public String[] getCombineParameters() {
+				return new String[] { "first", "second" };
+			}
+			
 			
 			@Override
 			public Integer combine(Integer input, Integer other) {
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 37a5116..969474b 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -57,6 +57,16 @@ public String[] getParameters() {
 			public Double combine(Double input, Double other) {
 				return input+other;
 			}
+			
+			@Override
+			public String getCombineSource() {
+				return "return first + second;";
+			}
+			
+			public String[] getCombineParameters() {
+				return new String[] { "first", "second" };
+			}
+			
 			@Override
 			public Range2D<Double, Void> split(Double start, Double end, int n) {
 				double step = (end-start)/((double) n);
diff --git a/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java b/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
index 730236f..1c3a646 100644
--- a/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
+++ b/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
@@ -32,6 +32,16 @@ public String getId() {
 			id = UniqCounter.getNewId();
 		return id;
 	}
+	
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getCombineSource() {
+		return null;
+	}
+	
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String[] getCombineParameters() {
+		return new String[] { "first", "second" };
+	}
 
 	public abstract A getArgument();
 }
diff --git a/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java b/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
index a3f9119..ac3d39b 100644
--- a/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
+++ b/src/aeminium/gpu/operations/functions/Recursive2DStrategy.java
@@ -30,6 +30,11 @@ public String getSource() {
 	public String getSplitSource() {
 		return null;
 	}
+	
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String getCombineSource() {
+		return null;
+	}
 
 	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String getSourceComplexity() {
@@ -40,6 +45,11 @@ public String getSourceComplexity() {
 	public String[] getParameters() {
 		return new String[] { "start", "end", "top", "bottom", "result" };
 	}
+	
+	/* This method should be overridden by the Aeminium GPU Compiler */
+	public String[] getCombineParameters() {
+		return new String[] { "first", "second" };
+	}
 
 	/* This method should be overridden by the Aeminium GPU Compiler */
 	public String getId() {
diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 0ddd0c8..acc287e 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -41,8 +41,8 @@ __kernel void {{recursive_kernel_name}}(int workers, __global int* results, __gl
 		tacc = {{iter_lambda_name}}(args[iter_global_id + workers * counter], &rs {{extra_args_call}});
 		if (rs == 1) {
 			rs = 0;
-			results[iter_global_id + workers * counter] = 1;
-			accs[iter_global_id + workers * counter] = tacc;
+			results[iter_global_id + workers * counter] = -1;
+			accs[iter_global_id] = accs[iter_global_id] + tacc;
 			counter = (counter + 1) % {{max_spawn}};
 		} else {
 			if (spawn(args[iter_global_id + workers * counter], &args[iter_global_id + workers * counter], &args[iter_global_id + workers * nextSpawn] {{extra_args_call}})) {

From d08cbd2931eeb42634fd36e9fd13cf3c064f2f36 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 31 Jan 2015 12:38:34 +0000
Subject: [PATCH 105/276] Optimization to only fetch results at the end of
 computation.

---
 .../gpu/backends/gpu/GPUGenericKernel.java    |  4 ++--
 src/aeminium/gpu/backends/gpu/GPUMap.java     |  2 +-
 .../gpu/backends/gpu/GPUPartialReduce.java    |  2 +-
 .../backends/gpu/GPURangedRecursiveCall.java  |  2 +-
 .../gpu/backends/gpu/GPURecursiveCall.java    | 24 +++++++++----------
 src/aeminium/gpu/backends/gpu/GPUReduce.java  |  3 ++-
 templates/opencl/RecursiveCallKernel.clt      |  6 ++---
 7 files changed, 21 insertions(+), 22 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
index 835b45c..ccdfdbc 100644
--- a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
+++ b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
@@ -53,9 +53,9 @@ public void prepareBuffers(CLContext ctx) {
 		}
 	}
 	
-	protected void setExtraDataArgs(CLKernel kernel) {
+	protected void setExtraDataArgs(int nArgs, CLKernel kernel) {
 		if (kernel == null) return;
-		int i = kernel.getNumArgs() - otherData.length;
+		int i = nArgs - otherData.length;
 		for (OtherData o : otherData) {
 			if (o == null) continue;
 			kernel.setArg(i++, o.getBuffer());
diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index c920b8a..ac12824 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -66,7 +66,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			// setArgs will throw an exception at runtime if the types / sizes
 			// of the arguments are incorrect
 			kernel.setArgs(inbuffer, outbuffer);
-			setExtraDataArgs(kernel);
+			setExtraDataArgs(2, kernel);
 
 			// Ask for 1-dimensional execution of length dataSize, with auto
 			// choice of local workgroup size :
diff --git a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
index a9327c4..8b7732b 100644
--- a/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUPartialReduce.java
@@ -69,7 +69,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		synchronized (kernel) {
 			kernel.setArgs(inbuffer, outbuffer, (long) input.size(),
 					(long) end, (long) (input.size() / outputSize));
-			setExtraDataArgs(kernel);
+			setExtraDataArgs(5, kernel);
 			kernelCompletion = kernel.enqueueNDRange(q,
 					new int[] { end }, null, new CLEvent[] {});
 		}
diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index af3a4d4..fc6b525 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -125,7 +125,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					int reuse_steps = reuseControlBuffers ? 1 : 0;
 					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, 0, reuse_steps, pbuffer);
 				}
-				setExtraDataArgs(kernel);
+				setExtraDataArgs(7, kernel);
 				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { workUnits }, eventsArr);
 			}
 			
diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 5d1f45d..601e28a 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -61,6 +61,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		accbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed()
 				.getClass().getSimpleName(), MAX_ITEMS);
 
+		int counter = 0;
 		while (!isDone) {
 			
 			workUnits = args.length(); //end - start; // Using Limits from Decider
@@ -70,12 +71,13 @@ public void execute(CLContext ctx, CLQueue q) {
 					bufferSize);
 
 			synchronized (kernel) {
-				kernel.setArgs(workUnits, rbuffer, accbuffer, argbuffer);
-				setExtraDataArgs(kernel);
+				kernel.setArgs(counter, workUnits, rbuffer, accbuffer, argbuffer);
+				setExtraDataArgs(5, kernel);
 
 				eventsArr[0] = kernel.enqueueNDRange(q,
 						new int[] { workUnits }, eventsArr);
 			}
+			counter++;
 			
 			PList<Integer> rs = (PList<Integer>) BufferHelper
 					.extractFromBuffer(rbuffer, q, eventsArr[0], "Integer",
@@ -83,17 +85,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			PList<A> argsBack = (PList<A>) BufferHelper.extractFromBuffer(
 					argbuffer, q, eventsArr[0], bufferSize, args);
 			
-			
-			PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
-					accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
-							.getSimpleName(), workUnits);
-			
-			
-			
 			for (int i = 0; i < bufferSize; i++) {
-				if (i < workUnits) {
-					output = strategy.combine(output, accs.get(i));
-				} 
 				if (rs.get(i) == 0){
 					argsNext.add(argsBack.get(i));
 				}
@@ -115,7 +107,13 @@ public void execute(CLContext ctx, CLQueue q) {
 				}
 			}
 		}
-
+		
+		PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
+				accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
+						.getSimpleName(), workUnits);
+		for (int i = 0; i < MAX_ITEMS; i++) {
+			output = strategy.combine(output, accs.get(i));
+		}
 	}
 	
 	@Override
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index 1ecb48e..f4135f6 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -129,12 +129,13 @@ public void execute(CLContext ctx, CLQueue q) {
 					kernel.setArgs(inbuffer, currentInput, outbuffer,
 							(long) current_size, (long) blocksInCurrentDepth,
 							(long) DEFAULT_MAX_REDUCTION_SIZE, (depth == 0) ? 1 : 0);
+					setExtraDataArgs(7, kernel);
 				} else {
 					kernel.setArgs(currentInput, outbuffer, (long) current_size,
 						(long) blocksInCurrentDepth,
 						(long) DEFAULT_MAX_REDUCTION_SIZE);
+					setExtraDataArgs(5, kernel);
 				}
-				setExtraDataArgs(kernel);
 				int workgroupSize = blocksInCurrentDepth;
 				if (workgroupSize == 1)
 					workgroupSize = 2;
diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index acc287e..290bc77 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -11,13 +11,13 @@ inline int spawn({{a_type}} {{spawn_arg}}, __global {{a_type}}* current, __globa
 }
 
 
-__kernel void {{recursive_kernel_name}}(int workers, __global int* results, __global {{r_type}}* accs, __global {{a_type}}* args  {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(int global_counter, int workers, __global int* results, __global {{r_type}}* accs, __global {{a_type}}* args  {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	results[iter_global_id] = 0;
 	for (int i=1; i<={{max_spawn}};i++) {
 		results[iter_global_id + workers * i] = -1;
 	}
-	accs[iter_global_id] = 0;
+	if (global_counter == 0) accs[iter_global_id] = 0;
 	
 	__local int rs;
 	rs = 0;
@@ -28,7 +28,7 @@ __kernel void {{recursive_kernel_name}}(int workers, __global int* results, __gl
 	nextSpawn = 1;
 	
 	__local {{r_type}} acc;
-	acc = 0;
+	acc = accs[iter_global_id];
 	__local {{r_type}} tacc;
 	
 	__local {{a_type}} current, next;

From 43d4a814274bf35b8e5e770d37eb383906be1595 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 22:12:06 +0000
Subject: [PATCH 106/276] Fixed extra size for GPU not allocated

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 601e28a..16f0c19 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -67,8 +67,8 @@ public void execute(CLContext ctx, CLQueue q) {
 			workUnits = args.length(); //end - start; // Using Limits from Decider
 			bufferSize = workUnits * DEFAULT_SPAWN;
 			
-			argbuffer = BufferHelper.createInputOutputBufferFor(ctx, args,
-					bufferSize);
+			args.set(bufferSize-1 , args.get(0));
+			argbuffer = BufferHelper.createInputOutputBufferFor(ctx, args);
 
 			synchronized (kernel) {
 				kernel.setArgs(counter, workUnits, rbuffer, accbuffer, argbuffer);

From 10fa27b5801b00d40086ca34eb693327d6b5523d Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 22:13:43 +0000
Subject: [PATCH 107/276] Fixed condition for extra recursivity

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 16f0c19..4893c1b 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -98,7 +98,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			if (argsNext.isEmpty()) {
 				isDone = true;
 			} else {
-				if (argsNext.size() < MAX_ITEMS) {
+				if (argsNext.size() <= MAX_ITEMS) {
 					args = argsNext;
 					argsNext = args.subList(0, 0);
 				} else {

From 1ed32bf0e2d08b76c0c61ddd42a245027da9cae2 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 22:27:01 +0000
Subject: [PATCH 108/276] Better selection of GPU

---
 .../gpu/devices/BestContextDeviceFactory.java | 31 +++++++++++++------
 1 file changed, 21 insertions(+), 10 deletions(-)

diff --git a/src/aeminium/gpu/devices/BestContextDeviceFactory.java b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
index 64b8f5d..6448f62 100644
--- a/src/aeminium/gpu/devices/BestContextDeviceFactory.java
+++ b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
@@ -1,26 +1,37 @@
 package aeminium.gpu.devices;
 
+import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLDevice;
 import com.nativelibs4java.opencl.CLException;
+import com.nativelibs4java.opencl.CLPlatform;
 import com.nativelibs4java.opencl.JavaCL;
 
 public class BestContextDeviceFactory implements DeviceFactory {
 
-	
 	static GPUDevice d;
-	
+
 	@Override
 	public GPUDevice getDevice() {
 		if (d != null) return d;
-		if (JavaCL.listGPUPoweredPlatforms().length > 0) {
-			try {
-				d = new GPUDevice(JavaCL.createBestContext());
-				return d;
-			} catch (CLException e) {
-				return null;
+		for (CLPlatform p : JavaCL.listGPUPoweredPlatforms()) {
+			for (CLDevice dev : p.listDevices(CLDevice.Type.GPU, true)) {
+				if (System.getenv("DEBUGCL") != null) {
+					System.out.println(p);
+					System.out.println(dev);
+					System.out.println(dev.getVendor());
+				}
+				try {
+					CLContext ctx = JavaCL.createContext(null, dev);
+					if (dev.getType().contains(CLDevice.Type.GPU)) {
+						d = new GPUDevice(ctx);
+						return d;
+					}
+				} catch (CLException e) {
+					continue;
+				}
 			}
-		} else {
-			return null;
 		}
+		return null;
 	}
 
 }

From 267ef06b53c239e4a561ecdfa8002e0fbe69ef2a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 22:31:01 +0000
Subject: [PATCH 109/276] RecursiveCall kernel for AMD

---
 templates/opencl/RecursiveCallKernel.clt | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 290bc77..bffa227 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -1,4 +1,3 @@
-#pragma OPENCL EXTENSION cl_khr_fp64: enable
 
 // Other Sources Required
 {{other_sources}}
@@ -31,8 +30,6 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 	acc = accs[iter_global_id];
 	__local {{r_type}} tacc;
 	
-	__local {{a_type}} current, next;
-	
 	while (nextSpawn != counter) {
 		if (results[iter_global_id + workers * counter] == -1 || results[iter_global_id + workers * counter] == 1) {
 			counter = (counter + 1) % {{max_spawn}};

From 5b20725abdaeff0562d66421a9c44f17e4ae62e6 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 22:50:53 +0000
Subject: [PATCH 110/276] Improved kernel for AMD

---
 templates/opencl/RecursiveCallKernel.clt | 2 --
 1 file changed, 2 deletions(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index bffa227..d5d65f4 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -26,8 +26,6 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 	__local int nextSpawn;
 	nextSpawn = 1;
 	
-	__local {{r_type}} acc;
-	acc = accs[iter_global_id];
 	__local {{r_type}} tacc;
 	
 	while (nextSpawn != counter) {

From e2fd45a24bcf6630e3a2616f610a3ea932bdcf61 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:02:23 +0000
Subject: [PATCH 111/276] Unspawnable code is -1

---
 templates/opencl/RecursiveCallKernel.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index d5d65f4..ee59e63 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -46,7 +46,7 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 				nextSpawn = (nextSpawn + 1) % {{max_spawn}};
 				if (results[iter_global_id + workers * nextSpawn] > -1) break; 
 			} else {
-				results[iter_global_id + workers * counter] = -2;
+				results[iter_global_id + workers * counter] = -1;
 				counter = (counter + 1) % {{max_spawn}};
 			}
 			

From 6bb8ae9971bd3776f2bdfc9f4d524aa2315495e1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:04:31 +0000
Subject: [PATCH 112/276] Changed stop condition

---
 templates/opencl/RecursiveCallKernel.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index ee59e63..199066e 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -40,11 +40,11 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 			accs[iter_global_id] = accs[iter_global_id] + tacc;
 			counter = (counter + 1) % {{max_spawn}};
 		} else {
+			if (results[iter_global_id + workers * nextSpawn] > -1) break; 
 			if (spawn(args[iter_global_id + workers * counter], &args[iter_global_id + workers * counter], &args[iter_global_id + workers * nextSpawn] {{extra_args_call}})) {
 				results[iter_global_id + workers * counter] = 0;
 				results[iter_global_id + workers * nextSpawn] = 0;
 				nextSpawn = (nextSpawn + 1) % {{max_spawn}};
-				if (results[iter_global_id + workers * nextSpawn] > -1) break; 
 			} else {
 				results[iter_global_id + workers * counter] = -1;
 				counter = (counter + 1) % {{max_spawn}};

From 518061c1151b7f877f3c26c6117661d36e1846f4 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:09:58 +0000
Subject: [PATCH 113/276] Added verification

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 3 +++
 templates/opencl/RecursiveCallKernel.clt            | 4 ++--
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 4893c1b..bffb193 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -89,6 +89,9 @@ public void execute(CLContext ctx, CLQueue q) {
 				if (rs.get(i) == 0){
 					argsNext.add(argsBack.get(i));
 				}
+				if (rs.get(i) == -2) {
+					System.out.println("There was an error");
+				}
 			}
 			
 			if (System.getenv("DEBUG") != null) {
diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 199066e..3804f9a 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -46,8 +46,8 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 				results[iter_global_id + workers * nextSpawn] = 0;
 				nextSpawn = (nextSpawn + 1) % {{max_spawn}};
 			} else {
-				results[iter_global_id + workers * counter] = -1;
-				counter = (counter + 1) % {{max_spawn}};
+				results[iter_global_id + workers * counter] = -2;
+				break;
 			}
 			
 		}

From f3e180eddbf947f3f9644d1db39fcd6fbc4e3a15 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:13:39 +0000
Subject: [PATCH 114/276] Bring back the accumulator size right

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index bffb193..6a36f4e 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -113,7 +113,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		
 		PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
 				accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
-						.getSimpleName(), workUnits);
+						.getSimpleName(), MAX_ITEMS);
 		for (int i = 0; i < MAX_ITEMS; i++) {
 			output = strategy.combine(output, accs.get(i));
 		}

From e88ac71cd2b25d7cdac800d82e55b8c53476eed3 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:15:05 +0000
Subject: [PATCH 115/276] Better debug

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 6a36f4e..6bc4d81 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -96,6 +96,14 @@ public void execute(CLContext ctx, CLQueue q) {
 			
 			if (System.getenv("DEBUG") != null) {
 				System.out.println("Left: " + argsNext.size());
+				PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
+						accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
+								.getSimpleName(), MAX_ITEMS);
+				for (R a : accs) {
+					System.out.print(a + ", ");
+				}
+				System.out.println();
+				
 			}
 			
 			if (argsNext.isEmpty()) {

From a4401cb071732c598c98d9bd907e22b0f5493bbc Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:24:58 +0000
Subject: [PATCH 116/276] More debugging

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 6bc4d81..7ed9002 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -99,8 +99,9 @@ public void execute(CLContext ctx, CLQueue q) {
 				PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
 						accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
 								.getSimpleName(), MAX_ITEMS);
+				int i = 0;
 				for (R a : accs) {
-					System.out.print(a + ", ");
+					System.out.print(a + "|" + args.get(i++) + ", ");
 				}
 				System.out.println();
 				

From dff710960eda3cca00c9bfaf8094bbf0b960d905 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:27:56 +0000
Subject: [PATCH 117/276] More debugging

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 7ed9002..75b60c3 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -95,7 +95,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			}
 			
 			if (System.getenv("DEBUG") != null) {
-				System.out.println("Left: " + argsNext.size());
+				System.out.println("Left: " + argsNext.size() + ", WorkUnits:" + workUnits );
 				PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
 						accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
 								.getSimpleName(), MAX_ITEMS);

From ae93a1c20de7b9b6200a55dd0425995eeeb4bcab Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:29:05 +0000
Subject: [PATCH 118/276] Higher initial split value

---
 src/aeminium/gpu/operations/RecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/operations/RecursiveCall.java b/src/aeminium/gpu/operations/RecursiveCall.java
index f3c5dde..8911433 100644
--- a/src/aeminium/gpu/operations/RecursiveCall.java
+++ b/src/aeminium/gpu/operations/RecursiveCall.java
@@ -36,7 +36,7 @@ public R getOutput() {
 	protected int getParallelUnits() {
 		
 		futureArgs = strategy.split(arg);
-		for (int i=0; i < 10; i++) {
+		for (int i=0; i < 512; i++) {
 			if (futureArgs.size() <= 0) break;
 			A o = futureArgs.remove(0);
 			PList<A> more = strategy.split(o);

From d4e500f16421ed0be7fda12e6c41e00cb6365e54 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:30:39 +0000
Subject: [PATCH 119/276] More general initial split

---
 src/aeminium/gpu/operations/RecursiveCall.java | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/operations/RecursiveCall.java b/src/aeminium/gpu/operations/RecursiveCall.java
index 8911433..5394d01 100644
--- a/src/aeminium/gpu/operations/RecursiveCall.java
+++ b/src/aeminium/gpu/operations/RecursiveCall.java
@@ -40,8 +40,9 @@ protected int getParallelUnits() {
 			if (futureArgs.size() <= 0) break;
 			A o = futureArgs.remove(0);
 			PList<A> more = strategy.split(o);
-			futureArgs.add(more.get(0));
-			futureArgs.add(more.get(1));
+			for (A m : more) {
+				futureArgs.add(m);
+			}
 		}
 		
 		cpuOp.setArgs(futureArgs);

From a434c46ee45d1940ff198f2921067449bbee9e37 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:32:10 +0000
Subject: [PATCH 120/276] Prevent removing arguments in initial split

---
 src/aeminium/gpu/operations/RecursiveCall.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/aeminium/gpu/operations/RecursiveCall.java b/src/aeminium/gpu/operations/RecursiveCall.java
index 5394d01..dd2d74c 100644
--- a/src/aeminium/gpu/operations/RecursiveCall.java
+++ b/src/aeminium/gpu/operations/RecursiveCall.java
@@ -43,6 +43,7 @@ protected int getParallelUnits() {
 			for (A m : more) {
 				futureArgs.add(m);
 			}
+			if (more.length() == 0) futureArgs.add(o);
 		}
 		
 		cpuOp.setArgs(futureArgs);

From da266b9fb2ba8b87ca649eca1dfd9a0c83a95d96 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:37:10 +0000
Subject: [PATCH 121/276] Debug all positions

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 75b60c3..934701a 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -101,7 +101,11 @@ public void execute(CLContext ctx, CLQueue q) {
 								.getSimpleName(), MAX_ITEMS);
 				int i = 0;
 				for (R a : accs) {
-					System.out.print(a + "|" + args.get(i++) + ", ");
+					System.out.print(a + "/");
+					for (int j=0; j<DEFAULT_SPAWN;j++)
+						System.out.println(args.get(i + j * DEFAULT_SPAWN) + "|");
+					System.out.println(", ");
+					i++;
 				}
 				System.out.println();
 				

From 5a95762295fbae1599cfd56c5daa2335cca7f2d4 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:37:49 +0000
Subject: [PATCH 122/276] Prevent removing arguments in initial split

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 934701a..719d05f 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -103,8 +103,8 @@ public void execute(CLContext ctx, CLQueue q) {
 				for (R a : accs) {
 					System.out.print(a + "/");
 					for (int j=0; j<DEFAULT_SPAWN;j++)
-						System.out.println(args.get(i + j * DEFAULT_SPAWN) + "|");
-					System.out.println(", ");
+						System.out.print(args.get(i + j * DEFAULT_SPAWN) + "|");
+					System.out.print(", ");
 					i++;
 				}
 				System.out.println();

From a117e003399949643e5385eac61d2d7cf13ee0d8 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:40:38 +0000
Subject: [PATCH 123/276] Wrong code

---
 templates/opencl/RecursiveCallKernel.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 3804f9a..b7d6310 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -37,7 +37,7 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 		if (rs == 1) {
 			rs = 0;
 			results[iter_global_id + workers * counter] = -1;
-			accs[iter_global_id] = accs[iter_global_id] + tacc;
+			accs[iter_global_id] = tacc;
 			counter = (counter + 1) % {{max_spawn}};
 		} else {
 			if (results[iter_global_id + workers * nextSpawn] > -1) break; 

From 2addc4b0adb3625da4a1f45c0bf43d44f8e313db Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:44:13 +0000
Subject: [PATCH 124/276] Fib with one more index

---
 src/aeminium/gpu/examples/RecFibonacci.java    | 8 ++++----
 src/aeminium/gpu/operations/RecursiveCall.java | 1 -
 2 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecFibonacci.java b/src/aeminium/gpu/examples/RecFibonacci.java
index 1bfc702..831b0d4 100644
--- a/src/aeminium/gpu/examples/RecFibonacci.java
+++ b/src/aeminium/gpu/examples/RecFibonacci.java
@@ -21,7 +21,7 @@ public static void main(String[] args) {
 			
 			@Override
 			public Integer call(Integer n, RecursiveCallback result) {
-				if (n < 2) {
+				if (n <= 2) {
 					result.markDone();
 					return 1;
 				} 
@@ -30,7 +30,7 @@ public Integer call(Integer n, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "if (n < 2) { result[0] = 1; return 1; } return 0;"; 
+				return "if (n <= 2) { result[0] = 1; return 1; } return 0;"; 
 			}
 			
 			public String[] getParameters() {
@@ -60,7 +60,7 @@ public Integer getSeed() {
 			@Override
 			public PList<Integer> split(Integer n) {
 				PList<Integer> l = new IntList();
-				if (n < 2) {
+				if (n <= 2) {
 					l.add(n);
 				} else {
 					l.add(n-1);
@@ -70,7 +70,7 @@ public PList<Integer> split(Integer n) {
 			}
 			
 			public String getSplitSource() {
-				return "if (n < 2) { return 0; } else { current[0] = n-1; next[0] = n-2; return 1;}";
+				return "if (n <= 2) { return 0; } else { current[0] = n-1; next[0] = n-2; return 1;}";
 			}
 
 			@Override
diff --git a/src/aeminium/gpu/operations/RecursiveCall.java b/src/aeminium/gpu/operations/RecursiveCall.java
index dd2d74c..5394d01 100644
--- a/src/aeminium/gpu/operations/RecursiveCall.java
+++ b/src/aeminium/gpu/operations/RecursiveCall.java
@@ -43,7 +43,6 @@ protected int getParallelUnits() {
 			for (A m : more) {
 				futureArgs.add(m);
 			}
-			if (more.length() == 0) futureArgs.add(o);
 		}
 		
 		cpuOp.setArgs(futureArgs);

From 6ca96640bbc54d18edc143622840dae4d5ea9e37 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:45:36 +0000
Subject: [PATCH 125/276] Right kernel

---
 templates/opencl/RecursiveCallKernel.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index b7d6310..4288b20 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -37,7 +37,7 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 		if (rs == 1) {
 			rs = 0;
 			results[iter_global_id + workers * counter] = -1;
-			accs[iter_global_id] = tacc;
+			accs[iter_global_id] += tacc;
 			counter = (counter + 1) % {{max_spawn}};
 		} else {
 			if (results[iter_global_id + workers * nextSpawn] > -1) break; 

From 303a6fdcd146e1316ece032a6ff6a242c1d98619 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:49:57 +0000
Subject: [PATCH 126/276] Right debug

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 719d05f..e30e8f6 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -103,7 +103,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				for (R a : accs) {
 					System.out.print(a + "/");
 					for (int j=0; j<DEFAULT_SPAWN;j++)
-						System.out.print(args.get(i + j * DEFAULT_SPAWN) + "|");
+						System.out.print(args.get(i + j * workUnits) + "-" + rs.get(i + j * workUnits) + "|");
 					System.out.print(", ");
 					i++;
 				}

From 9a3dcedeb42d13daec052e4ed9ee21a1b71a8a8a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:51:15 +0000
Subject: [PATCH 127/276] other symbol

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index e30e8f6..9e6fce9 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -103,7 +103,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				for (R a : accs) {
 					System.out.print(a + "/");
 					for (int j=0; j<DEFAULT_SPAWN;j++)
-						System.out.print(args.get(i + j * workUnits) + "-" + rs.get(i + j * workUnits) + "|");
+						System.out.print(args.get(i + j * workUnits) + "´" + rs.get(i + j * workUnits) + "|");
 					System.out.print(", ");
 					i++;
 				}

From 73c61b796ad79bdad64ac5f6a51a7c5c6ee53797 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 2 Feb 2015 23:52:00 +0000
Subject: [PATCH 128/276] One more newline

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 9e6fce9..2bd0300 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -104,10 +104,10 @@ public void execute(CLContext ctx, CLQueue q) {
 					System.out.print(a + "/");
 					for (int j=0; j<DEFAULT_SPAWN;j++)
 						System.out.print(args.get(i + j * workUnits) + "´" + rs.get(i + j * workUnits) + "|");
-					System.out.print(", ");
+					System.out.println(", ");
 					i++;
 				}
-				System.out.println();
+				System.out.println("_______");
 				
 			}
 			

From 98f7389eca129aa159cfa7150de105c83e71d9ac Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:04:51 +0000
Subject: [PATCH 129/276] Debug kernel

---
 templates/opencl/RecursiveCallKernel.clt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 4288b20..872026c 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -29,14 +29,14 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 	__local {{r_type}} tacc;
 	
 	while (nextSpawn != counter) {
-		if (results[iter_global_id + workers * counter] == -1 || results[iter_global_id + workers * counter] == 1) {
+		if (results[iter_global_id + workers * counter] <= -1 || results[iter_global_id + workers * counter] == 1) {
 			counter = (counter + 1) % {{max_spawn}};
 			continue;
 		}
 		tacc = {{iter_lambda_name}}(args[iter_global_id + workers * counter], &rs {{extra_args_call}});
 		if (rs == 1) {
 			rs = 0;
-			results[iter_global_id + workers * counter] = -1;
+			results[iter_global_id + workers * counter] = -3;
 			accs[iter_global_id] += tacc;
 			counter = (counter + 1) % {{max_spawn}};
 		} else {

From e844beafe1cda565ef45a9cc66a37b1c231e1200 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:08:51 +0000
Subject: [PATCH 130/276] callback starts at 0

---
 templates/opencl/RecursiveCallIterativeLambda.clt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/templates/opencl/RecursiveCallIterativeLambda.clt b/templates/opencl/RecursiveCallIterativeLambda.clt
index 172c5ac..a4b5b4a 100644
--- a/templates/opencl/RecursiveCallIterativeLambda.clt
+++ b/templates/opencl/RecursiveCallIterativeLambda.clt
@@ -1,3 +1,4 @@
 inline {{r_type}} {{iter_lambda_name}}({{a_type}} {{iter_lambda_par1}}, __local int* {{iter_lambda_par2}} {{extra_args}}) {
+	{{iter_lambda_par2}}[0] = 0;
 	{{source}}
 }

From 2e908a24fd9d5f3ebc443b54f17c4bfdd68ca6c4 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:14:16 +0000
Subject: [PATCH 131/276] Initial safety

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 2bd0300..65756b0 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -53,6 +53,10 @@ public void execute(CLContext ctx, CLQueue q) {
 		CLEvent[] eventsArr = new CLEvent[1];
 
 		args = args.subList(start, end);
+		if (args.size() > MAX_ITEMS) {
+			argsNext = args.subList(MAX_ITEMS, args.size());
+			args = args.subList(0, MAX_ITEMS);
+		}
 		int workUnits = args.length();
 		int bufferSize = workUnits * DEFAULT_SPAWN;
 

From 373d7cbf9f2e4049c93b1e3dd835f6d7111bcfff Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:28:32 +0000
Subject: [PATCH 132/276] debug level 2

---
 .../gpu/backends/gpu/GPURecursiveCall.java    | 65 ++++++++++---------
 1 file changed, 34 insertions(+), 31 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 65756b0..469d276 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -67,54 +67,58 @@ public void execute(CLContext ctx, CLQueue q) {
 
 		int counter = 0;
 		while (!isDone) {
-			
-			workUnits = args.length(); //end - start; // Using Limits from Decider
+
+			workUnits = args.length(); // end - start; // Using Limits from
+										// Decider
 			bufferSize = workUnits * DEFAULT_SPAWN;
-			
-			args.set(bufferSize-1 , args.get(0));
+
+			args.set(bufferSize - 1, args.get(0));
 			argbuffer = BufferHelper.createInputOutputBufferFor(ctx, args);
 
 			synchronized (kernel) {
-				kernel.setArgs(counter, workUnits, rbuffer, accbuffer, argbuffer);
+				kernel.setArgs(counter, workUnits, rbuffer, accbuffer,
+						argbuffer);
 				setExtraDataArgs(5, kernel);
 
 				eventsArr[0] = kernel.enqueueNDRange(q,
 						new int[] { workUnits }, eventsArr);
 			}
 			counter++;
-			
+
 			PList<Integer> rs = (PList<Integer>) BufferHelper
 					.extractFromBuffer(rbuffer, q, eventsArr[0], "Integer",
 							bufferSize);
 			PList<A> argsBack = (PList<A>) BufferHelper.extractFromBuffer(
 					argbuffer, q, eventsArr[0], bufferSize, args);
-			
+
 			for (int i = 0; i < bufferSize; i++) {
-				if (rs.get(i) == 0){
+				if (rs.get(i) == 0) {
 					argsNext.add(argsBack.get(i));
 				}
 				if (rs.get(i) == -2) {
 					System.out.println("There was an error");
 				}
 			}
-			
+
 			if (System.getenv("DEBUG") != null) {
-				System.out.println("Left: " + argsNext.size() + ", WorkUnits:" + workUnits );
-				PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
-						accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
-								.getSimpleName(), MAX_ITEMS);
-				int i = 0;
-				for (R a : accs) {
-					System.out.print(a + "/");
-					for (int j=0; j<DEFAULT_SPAWN;j++)
-						System.out.print(args.get(i + j * workUnits) + "´" + rs.get(i + j * workUnits) + "|");
-					System.out.println(", ");
-					i++;
+				System.out.println("Left: " + argsNext.size() + ", WorkUnits:" + workUnits);
+				if (System.getenv("DEBUG").equals("2")) {
+					PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
+							accbuffer, q, eventsArr[0], strategy.getSeed()
+									.getClass().getSimpleName(), MAX_ITEMS);
+					int i = 0;
+					for (R a : accs) {
+						System.out.print(a + "/");
+						for (int j = 0; j < DEFAULT_SPAWN; j++)
+							System.out.print(args.get(i + j * workUnits) + "´"
+									+ rs.get(i + j * workUnits) + "|");
+						System.out.println(", ");
+						i++;
+					}
+					System.out.println("_______");
 				}
-				System.out.println("_______");
-				
 			}
-			
+
 			if (argsNext.isEmpty()) {
 				isDone = true;
 			} else {
@@ -127,15 +131,15 @@ public void execute(CLContext ctx, CLQueue q) {
 				}
 			}
 		}
-		
-		PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
-				accbuffer, q, eventsArr[0], strategy.getSeed().getClass()
-						.getSimpleName(), MAX_ITEMS);
+
+		PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(accbuffer, q,
+				eventsArr[0], strategy.getSeed().getClass().getSimpleName(),
+				MAX_ITEMS);
 		for (int i = 0; i < MAX_ITEMS; i++) {
 			output = strategy.combine(output, accs.get(i));
 		}
 	}
-	
+
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
 	}
@@ -149,9 +153,9 @@ public String getSource() {
 	public String getKernelName() {
 		return gen.getRecursiveKernelName();
 	}
-	
+
 	public Integer getStackSize() {
-		return DEFAULT_SPAWN; 
+		return DEFAULT_SPAWN;
 	}
 
 	public R getOutput() {
@@ -172,5 +176,4 @@ public BinaryRecursiveStrategy<R, A> getRecursiveStrategy() {
 		return strategy;
 	}
 
-
 }

From 96ca08465469982b5ffc9ca746ffe1fa439b93ab Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:31:25 +0000
Subject: [PATCH 133/276] Debug level 3

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 469d276..de1f430 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -117,6 +117,16 @@ public void execute(CLContext ctx, CLQueue q) {
 					}
 					System.out.println("_______");
 				}
+				if (System.getenv("DEBUG").equals("3")) {
+					PList<R> accs = (PList<R>) BufferHelper.extractFromBuffer(
+							accbuffer, q, eventsArr[0], strategy.getSeed()
+									.getClass().getSimpleName(), MAX_ITEMS);
+					R acc = strategy.getSeed();
+					for (R a : accs) {
+						acc = strategy.combine(acc, a);
+					}
+					System.out.println("Acc: " + acc);
+				}
 			}
 
 			if (argsNext.isEmpty()) {

From de501766a4ab108402a538b66c325a3989119faa Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:42:21 +0000
Subject: [PATCH 134/276] Removed unused code

---
 templates/opencl/RecursiveCallKernel.clt | 2 --
 1 file changed, 2 deletions(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 872026c..0d7a7b7 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -19,7 +19,6 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 	if (global_counter == 0) accs[iter_global_id] = 0;
 	
 	__local int rs;
-	rs = 0;
 	
 	__local int counter;
 	counter = 0;
@@ -35,7 +34,6 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 		}
 		tacc = {{iter_lambda_name}}(args[iter_global_id + workers * counter], &rs {{extra_args_call}});
 		if (rs == 1) {
-			rs = 0;
 			results[iter_global_id + workers * counter] = -3;
 			accs[iter_global_id] += tacc;
 			counter = (counter + 1) % {{max_spawn}};

From e608482a4db398e745f2aeffe9f4e3d582846952 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:51:40 +0000
Subject: [PATCH 135/276] New style of save

---
 src/aeminium/gpu/examples/RecFibonacci.java       | 2 +-
 templates/opencl/RecursiveCallIterativeLambda.clt | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecFibonacci.java b/src/aeminium/gpu/examples/RecFibonacci.java
index 831b0d4..1ce551b 100644
--- a/src/aeminium/gpu/examples/RecFibonacci.java
+++ b/src/aeminium/gpu/examples/RecFibonacci.java
@@ -30,7 +30,7 @@ public Integer call(Integer n, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "if (n <= 2) { result[0] = 1; return 1; } return 0;"; 
+				return "if (n <= 2) { *result = 1; return 1; } return 0;"; 
 			}
 			
 			public String[] getParameters() {
diff --git a/templates/opencl/RecursiveCallIterativeLambda.clt b/templates/opencl/RecursiveCallIterativeLambda.clt
index a4b5b4a..6144cbd 100644
--- a/templates/opencl/RecursiveCallIterativeLambda.clt
+++ b/templates/opencl/RecursiveCallIterativeLambda.clt
@@ -1,4 +1,4 @@
 inline {{r_type}} {{iter_lambda_name}}({{a_type}} {{iter_lambda_par1}}, __local int* {{iter_lambda_par2}} {{extra_args}}) {
-	{{iter_lambda_par2}}[0] = 0;
+	*{{iter_lambda_par2}} = 0;
 	{{source}}
 }

From 0b08e6989e47596b9f8ace6c2acbed89a82e203e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:56:17 +0000
Subject: [PATCH 136/276] Debug level 3 for git

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index de1f430..90198f8 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -126,6 +126,14 @@ public void execute(CLContext ctx, CLQueue q) {
 						acc = strategy.combine(acc, a);
 					}
 					System.out.println("Acc: " + acc);
+					
+					int k = 0;
+					for (int i=0;i<workUnits;i++) {
+						if (rs.get(i) == 0) {
+							k += fib((Integer) argsBack.get(i));
+						}
+					}
+					System.out.println("Left: " + k);
 				}
 			}
 
@@ -185,5 +193,10 @@ public String getAType() {
 	public BinaryRecursiveStrategy<R, A> getRecursiveStrategy() {
 		return strategy;
 	}
+	
+	public static int fib(int n) {
+		if (n <= 2) return 1;
+		return fib(n-1) + fib(n-2);
+	}
 
 }

From 4251d7a758de6fe530baded9fa5154bb586a31d7 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 00:58:01 +0000
Subject: [PATCH 137/276] Fixed maximum

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 90198f8..67a6918 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -128,7 +128,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					System.out.println("Acc: " + acc);
 					
 					int k = 0;
-					for (int i=0;i<workUnits;i++) {
+					for (int i=0;i<bufferSize;i++) {
 						if (rs.get(i) == 0) {
 							k += fib((Integer) argsBack.get(i));
 						}

From 57435022892d33aa985959709fce35309986dcc2 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 01:01:31 +0000
Subject: [PATCH 138/276] All workers work

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 2 +-
 templates/opencl/RecursiveCallKernel.clt            | 4 +++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 67a6918..ea0fa1b 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -81,7 +81,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				setExtraDataArgs(5, kernel);
 
 				eventsArr[0] = kernel.enqueueNDRange(q,
-						new int[] { workUnits }, eventsArr);
+						new int[] { MAX_ITEMS }, eventsArr);
 			}
 			counter++;
 
diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 0d7a7b7..74c7ff6 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -12,11 +12,13 @@ inline int spawn({{a_type}} {{spawn_arg}}, __global {{a_type}}* current, __globa
 
 __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __global int* results, __global {{r_type}}* accs, __global {{a_type}}* args  {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
+	if (global_counter == 0) accs[iter_global_id] = 0;
+	if (iter_global_id >= workers) return;
+	
 	results[iter_global_id] = 0;
 	for (int i=1; i<={{max_spawn}};i++) {
 		results[iter_global_id + workers * i] = -1;
 	}
-	if (global_counter == 0) accs[iter_global_id] = 0;
 	
 	__local int rs;
 	

From f1582fa17462fd48d4f513990f8459a8dba739da Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 01:04:56 +0000
Subject: [PATCH 139/276] All workers work

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index ea0fa1b..a96ca89 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -53,6 +53,13 @@ public void execute(CLContext ctx, CLQueue q) {
 		CLEvent[] eventsArr = new CLEvent[1];
 
 		args = args.subList(start, end);
+		
+		int w = 0;
+		for (A a : args) {
+			w += fib((Integer) a);
+		}
+		System.out.println("Result should be " + w);
+		
 		if (args.size() > MAX_ITEMS) {
 			argsNext = args.subList(MAX_ITEMS, args.size());
 			args = args.subList(0, MAX_ITEMS);

From da0d79297160ab2caefe89ac70361bd194698bf0 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 01:07:02 +0000
Subject: [PATCH 140/276] All workers work

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 9 +++------
 1 file changed, 3 insertions(+), 6 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index a96ca89..3edbed5 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -54,12 +54,6 @@ public void execute(CLContext ctx, CLQueue q) {
 
 		args = args.subList(start, end);
 		
-		int w = 0;
-		for (A a : args) {
-			w += fib((Integer) a);
-		}
-		System.out.println("Result should be " + w);
-		
 		if (args.size() > MAX_ITEMS) {
 			argsNext = args.subList(MAX_ITEMS, args.size());
 			args = args.subList(0, MAX_ITEMS);
@@ -140,6 +134,9 @@ public void execute(CLContext ctx, CLQueue q) {
 							k += fib((Integer) argsBack.get(i));
 						}
 					}
+					for (A a: argsNext) {
+						k += fib((Integer) a);
+					}
 					System.out.println("Left: " + k);
 				}
 			}

From de06430f99e7b85da4bf558943379c4e48e25bf7 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 01:08:43 +0000
Subject: [PATCH 141/276] All workers work

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 3edbed5..3e367be 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -126,7 +126,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					for (R a : accs) {
 						acc = strategy.combine(acc, a);
 					}
-					System.out.println("Acc: " + acc);
+					
 					
 					int k = 0;
 					for (int i=0;i<bufferSize;i++) {
@@ -134,10 +134,11 @@ public void execute(CLContext ctx, CLQueue q) {
 							k += fib((Integer) argsBack.get(i));
 						}
 					}
+					int k2 = 0;
 					for (A a: argsNext) {
-						k += fib((Integer) a);
+						k2 += fib((Integer) a);
 					}
-					System.out.println("Left: " + k);
+					System.out.println("Acc: " + acc + ", l1: " + k + ", l2" + k2);
 				}
 			}
 

From c3d37dce0f2c1b12b954367af9b7073132baf38c Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 01:10:02 +0000
Subject: [PATCH 142/276] All workers work

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 3e367be..45ed225 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -138,7 +138,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					for (A a: argsNext) {
 						k2 += fib((Integer) a);
 					}
-					System.out.println("Acc: " + acc + ", l1: " + k + ", l2" + k2);
+					System.out.println("Acc: " + acc + ", l1: " + k + ", l2: " + k2);
 				}
 			}
 

From e8b3d4c4a8f1291e35980a2fc6690c578171b934 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 01:34:57 +0000
Subject: [PATCH 143/276] Fixed limit

---
 templates/opencl/RecursiveCallKernel.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 74c7ff6..12c5f54 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -16,7 +16,7 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 	if (iter_global_id >= workers) return;
 	
 	results[iter_global_id] = 0;
-	for (int i=1; i<={{max_spawn}};i++) {
+	for (int i=1; i<{{max_spawn}};i++) {
 		results[iter_global_id + workers * i] = -1;
 	}
 	

From 538453e08915ad82c3f64552164abc2da719a669 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 10:59:56 +0000
Subject: [PATCH 144/276] Initial Split already done

---
 src/aeminium/gpu/operations/RecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/operations/RecursiveCall.java b/src/aeminium/gpu/operations/RecursiveCall.java
index 5394d01..1284ac2 100644
--- a/src/aeminium/gpu/operations/RecursiveCall.java
+++ b/src/aeminium/gpu/operations/RecursiveCall.java
@@ -36,7 +36,7 @@ public R getOutput() {
 	protected int getParallelUnits() {
 		
 		futureArgs = strategy.split(arg);
-		for (int i=0; i < 512; i++) {
+		for (int i=1; i < 512; i++) {
 			if (futureArgs.size() <= 0) break;
 			A o = futureArgs.remove(0);
 			PList<A> more = strategy.split(o);

From 38677e8fd6bfeeed4d6b21db49ce86158dcde9d7 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 3 Feb 2015 11:03:29 +0000
Subject: [PATCH 145/276] Kernel

---
 templates/opencl/RecursiveCallKernel.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index 12c5f54..ac5d05a 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -36,7 +36,7 @@ __kernel void {{recursive_kernel_name}}(int global_counter, int workers, __globa
 		}
 		tacc = {{iter_lambda_name}}(args[iter_global_id + workers * counter], &rs {{extra_args_call}});
 		if (rs == 1) {
-			results[iter_global_id + workers * counter] = -3;
+			results[iter_global_id + workers * counter] = 1;
 			accs[iter_global_id] += tacc;
 			counter = (counter + 1) % {{max_spawn}};
 		} else {

From e69793fe8ea6f952c229541ba5e43dd6bc53aa91 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 11:23:51 +0000
Subject: [PATCH 146/276] LIFO is default

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 45ed225..a806471 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -144,13 +144,18 @@ public void execute(CLContext ctx, CLQueue q) {
 
 			if (argsNext.isEmpty()) {
 				isDone = true;
-			} else {
+			} else {				
 				if (argsNext.size() <= MAX_ITEMS) {
 					args = argsNext;
 					argsNext = args.subList(0, 0);
 				} else {
-					args = argsNext.subList(0, MAX_ITEMS);
-					argsNext = argsNext.subList(MAX_ITEMS, argsNext.size());
+					if (System.getenv("FIFO") != null) {
+						args = argsNext.subList(0, MAX_ITEMS);
+						argsNext = argsNext.subList(MAX_ITEMS, argsNext.size());
+					} else {
+						args = argsNext.subList(argsNext.size()-MAX_ITEMS, argsNext.size());
+						argsNext = argsNext.subList(0, argsNext.size()-MAX_ITEMS);
+					}
 				}
 			}
 		}

From 3f1b3b23c465268ac20e5aa45803181741350da1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 11:29:08 +0000
Subject: [PATCH 147/276] Added scripts for benchmarking

---
 utils/run_all_fibs_cpu.sh    | 6 ++++++
 utils/run_all_fibs_gpu.sh    | 6 ++++++
 utils/run_all_fibs_hybrid.sh | 6 ++++++
 utils/run_fib_lifo_gpu.sh    | 3 +++
 4 files changed, 21 insertions(+)
 create mode 100755 utils/run_all_fibs_cpu.sh
 create mode 100755 utils/run_all_fibs_gpu.sh
 create mode 100755 utils/run_all_fibs_hybrid.sh
 create mode 100644 utils/run_fib_lifo_gpu.sh

diff --git a/utils/run_all_fibs_cpu.sh b/utils/run_all_fibs_cpu.sh
new file mode 100755
index 0000000..d4f516f
--- /dev/null
+++ b/utils/run_all_fibs_cpu.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in {1..37}
+do
+  echo "fib $i gpu"
+  FIFO=1 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done
\ No newline at end of file
diff --git a/utils/run_all_fibs_gpu.sh b/utils/run_all_fibs_gpu.sh
new file mode 100755
index 0000000..d4f516f
--- /dev/null
+++ b/utils/run_all_fibs_gpu.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in {1..37}
+do
+  echo "fib $i gpu"
+  FIFO=1 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done
\ No newline at end of file
diff --git a/utils/run_all_fibs_hybrid.sh b/utils/run_all_fibs_hybrid.sh
new file mode 100755
index 0000000..b298123
--- /dev/null
+++ b/utils/run_all_fibs_hybrid.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in {1..38}
+do
+  echo "fib $i hybrid"
+  FIFO=1 $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done
\ No newline at end of file
diff --git a/utils/run_fib_lifo_gpu.sh b/utils/run_fib_lifo_gpu.sh
new file mode 100644
index 0000000..c173f7e
--- /dev/null
+++ b/utils/run_fib_lifo_gpu.sh
@@ -0,0 +1,3 @@
+export i=35
+echo "fib $i lifo"
+FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
\ No newline at end of file

From 730b57712cc8c2803755f4b1743e1ca20e295e15 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 11:45:47 +0000
Subject: [PATCH 148/276] Workers and Spawns are configurable

---
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java | 9 +++++++--
 utils/run_fib_40_workers.sh                         | 9 +++++++++
 2 files changed, 16 insertions(+), 2 deletions(-)
 create mode 100644 utils/run_fib_40_workers.sh

diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index a806471..141b355 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -15,11 +15,16 @@ public class GPURecursiveCall<R, A> extends GPUGenericKernel {
 
 	public PList<A> args;
 	public PList<A> argsNext;
-	public static final int DEFAULT_SPAWN = 8;
-	public static final int MAX_ITEMS = 512;
+	public static int DEFAULT_SPAWN = 8;
+	public static int MAX_ITEMS = 512;
 	public R output;
 	public BinaryRecursiveStrategy<R, A> strategy;
 	boolean isDone;
+	
+	static {
+		if (System.getenv("WORKERS") != null) MAX_ITEMS = Integer.parseInt(System.getenv("WORKERS"));
+		if (System.getenv("SPAWNS") != null) DEFAULT_SPAWN = Integer.parseInt(System.getenv("SPAWNS"));
+	}
 
 	protected CLBuffer<?> argbuffer;
 	protected CLBuffer<?> accbuffer;
diff --git a/utils/run_fib_40_workers.sh b/utils/run_fib_40_workers.sh
new file mode 100644
index 0000000..4abe603
--- /dev/null
+++ b/utils/run_fib_40_workers.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+export i=40
+
+for w in 64 128 256 512 768 1024 2048
+do
+  echo "fib $i workers $w"
+  WORKERS=$w $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done
\ No newline at end of file

From 7128ea1e385d1ed2b91e6b6a4af29ac0d375926a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 13:00:00 +0000
Subject: [PATCH 149/276] Added spawns script

---
 utils/run_fib_36_spawns.sh                             | 9 +++++++++
 utils/{run_fib_40_workers.sh => run_fib_36_workers.sh} | 2 +-
 2 files changed, 10 insertions(+), 1 deletion(-)
 create mode 100755 utils/run_fib_36_spawns.sh
 rename utils/{run_fib_40_workers.sh => run_fib_36_workers.sh} (93%)
 mode change 100644 => 100755

diff --git a/utils/run_fib_36_spawns.sh b/utils/run_fib_36_spawns.sh
new file mode 100755
index 0000000..a1ae9bb
--- /dev/null
+++ b/utils/run_fib_36_spawns.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+export i=36
+
+for w in {2..16}
+do
+  echo "fib $i spawns $w"
+  SPAWNS=$w $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done
\ No newline at end of file
diff --git a/utils/run_fib_40_workers.sh b/utils/run_fib_36_workers.sh
old mode 100644
new mode 100755
similarity index 93%
rename from utils/run_fib_40_workers.sh
rename to utils/run_fib_36_workers.sh
index 4abe603..754a1a4
--- a/utils/run_fib_40_workers.sh
+++ b/utils/run_fib_36_workers.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
 
-export i=40
+export i=36
 
 for w in 64 128 256 512 768 1024 2048
 do

From 98f457b649af8dc026654defdd157410a006e6b8 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 13:02:13 +0000
Subject: [PATCH 150/276] Using 40 in benchmarks

---
 utils/run_fib_36_spawns.sh  | 9 ---------
 utils/run_fib_36_workers.sh | 9 ---------
 utils/run_fib_40_spawns.sh  | 9 +++++++++
 utils/run_fib_40_workers.sh | 9 +++++++++
 4 files changed, 18 insertions(+), 18 deletions(-)
 delete mode 100755 utils/run_fib_36_spawns.sh
 delete mode 100755 utils/run_fib_36_workers.sh
 create mode 100755 utils/run_fib_40_spawns.sh
 create mode 100755 utils/run_fib_40_workers.sh

diff --git a/utils/run_fib_36_spawns.sh b/utils/run_fib_36_spawns.sh
deleted file mode 100755
index a1ae9bb..0000000
--- a/utils/run_fib_36_spawns.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-export i=36
-
-for w in {2..16}
-do
-  echo "fib $i spawns $w"
-  SPAWNS=$w $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
-done
\ No newline at end of file
diff --git a/utils/run_fib_36_workers.sh b/utils/run_fib_36_workers.sh
deleted file mode 100755
index 754a1a4..0000000
--- a/utils/run_fib_36_workers.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-export i=36
-
-for w in 64 128 256 512 768 1024 2048
-do
-  echo "fib $i workers $w"
-  WORKERS=$w $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
-done
\ No newline at end of file
diff --git a/utils/run_fib_40_spawns.sh b/utils/run_fib_40_spawns.sh
new file mode 100755
index 0000000..9eca6f3
--- /dev/null
+++ b/utils/run_fib_40_spawns.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+export i=40
+
+for w in {2..16}
+do
+  echo "fib $i spawns $w"
+  SPAWNS=$w FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done
\ No newline at end of file
diff --git a/utils/run_fib_40_workers.sh b/utils/run_fib_40_workers.sh
new file mode 100755
index 0000000..ad7cba6
--- /dev/null
+++ b/utils/run_fib_40_workers.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+export i=40
+
+for w in 64 128 256 512 768 1024 2048
+do
+  echo "fib $i workers $w"
+  WORKERS=$w FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done
\ No newline at end of file

From b5638b1610425a38a2c4aa4088bdd5c78fbda413 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 16:04:57 +0000
Subject: [PATCH 151/276] Merged workers and spawners

---
 utils/run_fib_40_spawns.sh         |  9 ---------
 utils/run_fib_40_workers.sh        |  9 ---------
 utils/run_fib_40_workers_spawns.sh | 12 ++++++++++++
 3 files changed, 12 insertions(+), 18 deletions(-)
 delete mode 100755 utils/run_fib_40_spawns.sh
 delete mode 100755 utils/run_fib_40_workers.sh
 create mode 100755 utils/run_fib_40_workers_spawns.sh

diff --git a/utils/run_fib_40_spawns.sh b/utils/run_fib_40_spawns.sh
deleted file mode 100755
index 9eca6f3..0000000
--- a/utils/run_fib_40_spawns.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-export i=40
-
-for w in {2..16}
-do
-  echo "fib $i spawns $w"
-  SPAWNS=$w FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
-done
\ No newline at end of file
diff --git a/utils/run_fib_40_workers.sh b/utils/run_fib_40_workers.sh
deleted file mode 100755
index ad7cba6..0000000
--- a/utils/run_fib_40_workers.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-export i=40
-
-for w in 64 128 256 512 768 1024 2048
-do
-  echo "fib $i workers $w"
-  WORKERS=$w FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
-done
\ No newline at end of file
diff --git a/utils/run_fib_40_workers_spawns.sh b/utils/run_fib_40_workers_spawns.sh
new file mode 100755
index 0000000..5f80ef4
--- /dev/null
+++ b/utils/run_fib_40_workers_spawns.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+
+export i=40
+
+for w in 64 128 256 512 768 1024 2048
+do
+	for s in 4 6 8 10 12
+	do
+		echo "fib $i workers $w spawns $s"
+		SPAWNS=$s WORKERS=$w FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+	done
+done
\ No newline at end of file

From 327af627c8cac1db772e8e1178020e5b0d08d4bb Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 16:07:14 +0000
Subject: [PATCH 152/276] Removed smaller workers

---
 utils/run_fib_40_workers_spawns.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/run_fib_40_workers_spawns.sh b/utils/run_fib_40_workers_spawns.sh
index 5f80ef4..1a093a5 100755
--- a/utils/run_fib_40_workers_spawns.sh
+++ b/utils/run_fib_40_workers_spawns.sh
@@ -2,7 +2,7 @@
 
 export i=40
 
-for w in 64 128 256 512 768 1024 2048
+for w in 256 512 768 1024 2048
 do
 	for s in 4 6 8 10 12
 	do

From 2c471914b617c05255fb69cfa5571cced29f718b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:08:57 +0000
Subject: [PATCH 153/276] Removed 256

---
 utils/run_fib_40_workers_spawns.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/run_fib_40_workers_spawns.sh b/utils/run_fib_40_workers_spawns.sh
index 1a093a5..538e233 100755
--- a/utils/run_fib_40_workers_spawns.sh
+++ b/utils/run_fib_40_workers_spawns.sh
@@ -2,7 +2,7 @@
 
 export i=40
 
-for w in 256 512 768 1024 2048
+for w in 512 768 1024 2048
 do
 	for s in 4 6 8 10 12
 	do

From bdbf91fd88be027478844bd40f314a105ae17662 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:29:01 +0000
Subject: [PATCH 154/276] Restored Ranged

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index fc6b525..9bf8411 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -157,7 +157,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			System.out.println("Row: " + a);
 			
 			filterAndSplitFirst(workUnits, rs);
-			//copyRangeBuffers(ctx);
+			copyRangeBuffers(ctx);
 			workUnits = starts.size(); // TODO: Remove this 
 			
 		} while (!isDone);
@@ -196,12 +196,10 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		}
 		if (done == workUnits) isDone = true;
 		
-		/*
 		while (starts.size() < workUnits && starts.size() > 0) {
 			int diff = workUnits - starts.size();
 			extendFirst(diff+1);
 		}
-		*/
 		
 		if (System.getenv("DEBUG") != null) {
 			System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);

From 71af67ea49078912e1a024005ab558e5f734efc0 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:31:31 +0000
Subject: [PATCH 155/276] Arrays have full size

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 9bf8411..1ed402f 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -114,8 +114,8 @@ public void execute(CLContext ctx, CLQueue q) {
 				strategy.getEnd(), strategy.getTop(), strategy.getBottom(),
 				NUM_WORKERS);
 		copyRangeBuffers(ctx);
-		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), workUnits);
-		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", workUnits);
+		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), NUM_WORKERS);
+		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", NUM_WORKERS);
 		do {
 			abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 			synchronized(kernel) {

From a839b23e43d2373d85887a49bf5755412dc3a7db Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:32:51 +0000
Subject: [PATCH 156/276] Commented expansion

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 1ed402f..9171681 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -196,10 +196,10 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		}
 		if (done == workUnits) isDone = true;
 		
-		while (starts.size() < workUnits && starts.size() > 0) {
+		/*while (starts.size() < workUnits && starts.size() > 0) {
 			int diff = workUnits - starts.size();
 			extendFirst(diff+1);
-		}
+		*/
 		
 		if (System.getenv("DEBUG") != null) {
 			System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);

From 9485f794016aa79ffe29347be36e002a900ce45d Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:36:28 +0000
Subject: [PATCH 157/276] Result is cleaned in-kernel

---
 templates/opencl/Recursive1DKernel.clt | 1 -
 templates/opencl/Recursive1DLambda.clt | 1 +
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index e3484c8..705dbf5 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -39,7 +39,6 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
  		tacc = {{iter_lambda_name}}( starts[iter_global_id], end, &rs {{extra_args_call}});
 		if (rs == 1) {
 			results[iter_global_id] = 1;
-			rs = 0;
 			starts[iter_global_id] = end;
 			accs[iter_global_id] = accs[iter_global_id] + tacc;
 		} else {	
diff --git a/templates/opencl/Recursive1DLambda.clt b/templates/opencl/Recursive1DLambda.clt
index 244b5aa..7ac9d33 100644
--- a/templates/opencl/Recursive1DLambda.clt
+++ b/templates/opencl/Recursive1DLambda.clt
@@ -1,3 +1,4 @@
 inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, __local int* {{iter_lambda_par5}} {{extra_args}}) {
+	*{{iter_lambda_par5}} = 0;
 	{{source}}
 }

From 081499e381a44dfcf773f488e3dcd778a8712133 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:39:59 +0000
Subject: [PATCH 158/276] Better debugging

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 ++
 templates/opencl/Recursive1DKernel.clt                    | 3 +--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 9171681..5b0e009 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -151,8 +151,10 @@ public void execute(CLContext ctx, CLQueue q) {
 			
 			T a = strategy.getSeed();
 			for (T acc : accs2) {
+				System.out.print(acc + ", ");
 				a = strategy.combine(a, acc);
 			}
+			System.out.println();
 			output = strategy.combine(a, output);
 			System.out.println("Row: " + a);
 			
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 705dbf5..41b0fcc 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -11,7 +11,6 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	
 	results[iter_global_id] = 0;
 	__local int rs;
-	rs = 0;
 	
 	__local int counter;
 	counter = 0;
@@ -40,7 +39,7 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 		if (rs == 1) {
 			results[iter_global_id] = 1;
 			starts[iter_global_id] = end;
-			accs[iter_global_id] = accs[iter_global_id] + tacc;
+			accs[iter_global_id] += tacc;
 		} else {	
 			{{split}}
 			steps[iter_global_id] = stepX;

From 750f8c10734ef98937bd5b5a26611a035f2855db Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:41:52 +0000
Subject: [PATCH 159/276] Better debugging

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java   | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 5b0e009..04cc0b9 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -117,6 +117,16 @@ public void execute(CLContext ctx, CLQueue q) {
 		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), NUM_WORKERS);
 		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", NUM_WORKERS);
 		do {
+			for (R a : starts) {
+				System.out.print(a + ", ");
+			}
+			System.out.println("< -- Starts");
+			
+			for (R a : ends) {
+				System.out.print(a + ", ");
+			}
+			System.out.println("< -- Ends");
+			
 			abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 			synchronized(kernel) {
 				if (is2D) {
@@ -151,10 +161,10 @@ public void execute(CLContext ctx, CLQueue q) {
 			
 			T a = strategy.getSeed();
 			for (T acc : accs2) {
-				System.out.print(acc + ", ");
+				//System.out.print(acc + ", ");
 				a = strategy.combine(a, acc);
 			}
-			System.out.println();
+			//System.out.println();
 			output = strategy.combine(a, output);
 			System.out.println("Row: " + a);
 			

From 50ce911672c15c629f7a2a3901d0d3c8a1fcb35b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:44:20 +0000
Subject: [PATCH 160/276] Always reset accumulator

---
 templates/opencl/Recursive1DKernel.clt | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 41b0fcc..1b0efc5 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -18,9 +18,7 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	__local {{r_type}} stepX, end;
 	
 	__local {{t_type}} tacc;
-	if (rec_counter == 0) {
-		accs[iter_global_id] = 0;
-	}
+	accs[iter_global_id] = 0;
 	
 	if (reuse_steps) {
 		stepX = steps[iter_global_id];

From be5eae67232667638ff09e3d075eb9cbea30cc96 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:49:39 +0000
Subject: [PATCH 161/276] Always reset accumulator

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java | 16 ++++------------
 templates/opencl/RecursiveCallKernel.clt         |  1 +
 2 files changed, 5 insertions(+), 12 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 04cc0b9..34ce031 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -117,16 +117,6 @@ public void execute(CLContext ctx, CLQueue q) {
 		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), NUM_WORKERS);
 		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", NUM_WORKERS);
 		do {
-			for (R a : starts) {
-				System.out.print(a + ", ");
-			}
-			System.out.println("< -- Starts");
-			
-			for (R a : ends) {
-				System.out.print(a + ", ");
-			}
-			System.out.println("< -- Ends");
-			
 			abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 			synchronized(kernel) {
 				if (is2D) {
@@ -160,11 +150,13 @@ public void execute(CLContext ctx, CLQueue q) {
 							.getSimpleName(), workUnits);
 			
 			T a = strategy.getSeed();
+			int i=0;
 			for (T acc : accs2) {
-				//System.out.print(acc + ", ");
+				System.out.print(starts.get(i) + "|" + ends.get(i) + "|" + acc + ", ");
 				a = strategy.combine(a, acc);
+				i++;
 			}
-			//System.out.println();
+			System.out.println();
 			output = strategy.combine(a, output);
 			System.out.println("Row: " + a);
 			
diff --git a/templates/opencl/RecursiveCallKernel.clt b/templates/opencl/RecursiveCallKernel.clt
index ac5d05a..7fd7a35 100644
--- a/templates/opencl/RecursiveCallKernel.clt
+++ b/templates/opencl/RecursiveCallKernel.clt
@@ -1,3 +1,4 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
 
 // Other Sources Required
 {{other_sources}}

From c3c7179a78ec929d115cb74e2c23d43816247d1a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:52:35 +0000
Subject: [PATCH 162/276] __local on OpenCL int

---
 src/aeminium/gpu/examples/RecIntegral.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 969474b..aa365c4 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -45,7 +45,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "double h = (r - l) * 0.5;\n double c = l + h;\n double fr = (r * r + 1.0) * r;\n double fl = (l * l + 1.0) * l;\n double fc = (c * c + 1.0) * c;\n double hh = h * 0.5;\n double al = (fl + fc) * hh;\n double ar = (fr + fc) * hh;\n double alr = al + ar;\n double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[0] = 1; }\n return alr;"; 
+				return "__local double h = (r - l) * 0.5;\n __local double c = l + h;\n __local double fr = (r * r + 1.0) * r;\n __local double fl = (l * l + 1.0) * l;\n __local double fc = (c * c + 1.0) * c;\n __local double hh = h * 0.5;\n __local double al = (fl + fc) * hh;\n __local double ar = (fr + fc) * hh;\n __local double alr = al + ar;\n __local double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[0] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {

From cf34fb51d5aac3603f826385124c53ddf3c1b189 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:56:35 +0000
Subject: [PATCH 163/276] All local at the top

---
 src/aeminium/gpu/examples/RecIntegral.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index aa365c4..f2a3a5d 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -45,7 +45,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "__local double h = (r - l) * 0.5;\n __local double c = l + h;\n __local double fr = (r * r + 1.0) * r;\n __local double fl = (l * l + 1.0) * l;\n __local double fc = (c * c + 1.0) * c;\n __local double hh = h * 0.5;\n __local double al = (fl + fc) * hh;\n __local double ar = (fr + fc) * hh;\n __local double alr = al + ar;\n __local double prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[0] = 1; }\n return alr;"; 
+				return "__local double h, hh, c, fr, fl, fc, ar, al, alr, prev;\n h = (r - l) * 0.5;\n c = l + h;\n fr = (r * r + 1.0) * r;\n fl = (l * l + 1.0) * l;\n fc = (c * c + 1.0) * c;\n hh = h * 0.5;\n al = (fl + fc) * hh;\n ar = (fr + fc) * hh;\n alr = al + ar;\n prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[0] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {

From 92f43e6dc9bdd51cec9ca1aa074b430acf64dfd1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 17:58:11 +0000
Subject: [PATCH 164/276] tacc temp

---
 templates/opencl/Recursive1DKernel.clt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 1b0efc5..4c47a13 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -17,7 +17,7 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	
 	__local {{r_type}} stepX, end;
 	
-	__local {{t_type}} tacc;
+	//__local {{t_type}} tacc;
 	accs[iter_global_id] = 0;
 	
 	if (reuse_steps) {
@@ -33,7 +33,7 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 		}
 		end = starts[iter_global_id] + stepX;
 		if (end > ends[iter_global_id]) end = ends[iter_global_id];
- 		tacc = {{iter_lambda_name}}( starts[iter_global_id], end, &rs {{extra_args_call}});
+ 		{{t_type}} tacc = {{iter_lambda_name}}( starts[iter_global_id], end, &rs {{extra_args_call}});
 		if (rs == 1) {
 			results[iter_global_id] = 1;
 			starts[iter_global_id] = end;

From f38e4803c9ca4b77481fd8506b4a5937f381c90c Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:08:01 +0000
Subject: [PATCH 165/276] No __local

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java     |  4 ++--
 templates/opencl/Recursive1DKernel.clt               | 12 ++++++++----
 2 files changed, 10 insertions(+), 6 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 34ce031..57cddac 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -123,10 +123,10 @@ public void execute(CLContext ctx, CLQueue q) {
 					// TODO
 				} else {
 					int reuse_steps = reuseControlBuffers ? 1 : 0;
-					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, 0, reuse_steps, pbuffer);
+					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, starts.size(), 0, reuse_steps, pbuffer);
 				}
 				setExtraDataArgs(7, kernel);
-				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { workUnits }, eventsArr);
+				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { NUM_WORKERS }, eventsArr);
 			}
 			
 			reuseControlBuffers = true;
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 4c47a13..1911a89 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -6,16 +6,20 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int rec_counter, const int reuse_steps, __global {{r_type}}* steps {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int max_workers, const int rec_counter, const int reuse_steps, __global {{r_type}}* steps {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	
+	if (iter_global_id >= max_workers) {
+		return;
+	}
+	
 	results[iter_global_id] = 0;
-	__local int rs;
+	int rs;
 	
-	__local int counter;
+	int counter;
 	counter = 0;
 	
-	__local {{r_type}} stepX, end;
+	{{r_type}} stepX, end;
 	
 	//__local {{t_type}} tacc;
 	accs[iter_global_id] = 0;

From 430addaeb3d00ba632ac57865f6010f956f1c2f3 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:10:35 +0000
Subject: [PATCH 166/276] lambda as well

---
 templates/opencl/Recursive1DLambda.clt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/templates/opencl/Recursive1DLambda.clt b/templates/opencl/Recursive1DLambda.clt
index 7ac9d33..124ab6c 100644
--- a/templates/opencl/Recursive1DLambda.clt
+++ b/templates/opencl/Recursive1DLambda.clt
@@ -1,4 +1,4 @@
-inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, __local int* {{iter_lambda_par5}} {{extra_args}}) {
+inline {{t_type}} {{iter_lambda_name}}({{r_type}} {{iter_lambda_par1}}, {{r_type}} {{iter_lambda_par2}}, int* {{iter_lambda_par5}} {{extra_args}}) {
 	*{{iter_lambda_par5}} = 0;
 	{{source}}
 }

From 50df8ae52da385f6fbd9dcc4918d75880b4b5e17 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:11:45 +0000
Subject: [PATCH 167/276] Integral as well

---
 src/aeminium/gpu/examples/RecIntegral.java | 2 +-
 templates/opencl/Recursive1DKernel.clt     | 1 -
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index f2a3a5d..d29c8c8 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -45,7 +45,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "__local double h, hh, c, fr, fl, fc, ar, al, alr, prev;\n h = (r - l) * 0.5;\n c = l + h;\n fr = (r * r + 1.0) * r;\n fl = (l * l + 1.0) * l;\n fc = (c * c + 1.0) * c;\n hh = h * 0.5;\n al = (fl + fc) * hh;\n ar = (fr + fc) * hh;\n alr = al + ar;\n prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[0] = 1; }\n return alr;"; 
+				return "double h, hh, c, fr, fl, fc, ar, al, alr, prev;\n h = (r - l) * 0.5;\n c = l + h;\n fr = (r * r + 1.0) * r;\n fl = (l * l + 1.0) * l;\n fc = (c * c + 1.0) * c;\n hh = h * 0.5;\n al = (fl + fc) * hh;\n ar = (fr + fc) * hh;\n alr = al + ar;\n prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[0] = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 1911a89..d8f9374 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -21,7 +21,6 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	
 	{{r_type}} stepX, end;
 	
-	//__local {{t_type}} tacc;
 	accs[iter_global_id] = 0;
 	
 	if (reuse_steps) {

From cda73a49581d7fdf5886cd24cc644c36a5cca625 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:15:05 +0000
Subject: [PATCH 168/276] removed prints

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 57cddac..4c682ba 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -150,15 +150,10 @@ public void execute(CLContext ctx, CLQueue q) {
 							.getSimpleName(), workUnits);
 			
 			T a = strategy.getSeed();
-			int i=0;
 			for (T acc : accs2) {
-				System.out.print(starts.get(i) + "|" + ends.get(i) + "|" + acc + ", ");
 				a = strategy.combine(a, acc);
-				i++;
 			}
-			System.out.println();
 			output = strategy.combine(a, output);
-			System.out.println("Row: " + a);
 			
 			filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);

From 8c1b9873a6309b77e441437cc92d1b2f0e8452ea Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:23:04 +0000
Subject: [PATCH 169/276] Optional granularity

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java      | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 4c682ba..5035133 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -150,10 +150,21 @@ public void execute(CLContext ctx, CLQueue q) {
 							.getSimpleName(), workUnits);
 			
 			T a = strategy.getSeed();
+			int i=0;
+			
+			
 			for (T acc : accs2) {
+				if (System.getenv("DEBUG") != null) {
+					System.out.print(starts.get(i) + "|" + ends.get(i) + "|" + acc + ", ");
+					i++;
+				}
 				a = strategy.combine(a, acc);
 			}
 			output = strategy.combine(a, output);
+			if (System.getenv("DEBUG") != null) {
+				System.out.println();
+				System.out.println("Row: " + a);
+			}
 			
 			filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);

From 2e724fd1f0d148c03fd9b37fd16d1366b247c520 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:37:12 +0000
Subject: [PATCH 170/276] Accelerator only in the end

---
 .../backends/gpu/GPURangedRecursiveCall.java  | 29 +++----------------
 templates/opencl/Recursive1DKernel.clt        |  8 +++--
 2 files changed, 9 insertions(+), 28 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 5035133..5ebbbdc 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -116,14 +116,15 @@ public void execute(CLContext ctx, CLQueue q) {
 		copyRangeBuffers(ctx);
 		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), NUM_WORKERS);
 		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", NUM_WORKERS);
+		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), NUM_WORKERS);
+		int global_counter = 0;
 		do {
-			abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), workUnits);
 			synchronized(kernel) {
 				if (is2D) {
 					// TODO
 				} else {
 					int reuse_steps = reuseControlBuffers ? 1 : 0;
-					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, starts.size(), 0, reuse_steps, pbuffer);
+					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, starts.size(), global_counter++, reuse_steps, pbuffer);
 				}
 				setExtraDataArgs(7, kernel);
 				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { NUM_WORKERS }, eventsArr);
@@ -145,38 +146,16 @@ public void execute(CLContext ctx, CLQueue q) {
 				continue;
 			}
 			
-			PList<T> accs2 = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
-					eventsArr[0], strategy.getSeed().getClass()
-							.getSimpleName(), workUnits);
-			
-			T a = strategy.getSeed();
-			int i=0;
-			
-			
-			for (T acc : accs2) {
-				if (System.getenv("DEBUG") != null) {
-					System.out.print(starts.get(i) + "|" + ends.get(i) + "|" + acc + ", ");
-					i++;
-				}
-				a = strategy.combine(a, acc);
-			}
-			output = strategy.combine(a, output);
-			if (System.getenv("DEBUG") != null) {
-				System.out.println();
-				System.out.println("Row: " + a);
-			}
-			
 			filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);
 			workUnits = starts.size(); // TODO: Remove this 
-			
 		} while (!isDone);
 		rbuffer.release();
 		PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
 				eventsArr[0], strategy.getSeed().getClass()
 						.getSimpleName(), workUnits);
 		
-		//output = strategy.getSeed();
+		output = strategy.getSeed();
 		for (T acc : accs) {
 			output = strategy.combine(output, acc);
 		}
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index d8f9374..4cd139a 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -6,9 +6,13 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int max_workers, const int rec_counter, const int reuse_steps, __global {{r_type}}* steps {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int max_workers, const int global_counter, const int reuse_steps, __global {{r_type}}* steps {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	
+	if (global_counter == 0) {
+		accs[iter_global_id] = 0;
+	}
+	
 	if (iter_global_id >= max_workers) {
 		return;
 	}
@@ -21,8 +25,6 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	
 	{{r_type}} stepX, end;
 	
-	accs[iter_global_id] = 0;
-	
 	if (reuse_steps) {
 		stepX = steps[iter_global_id];
 	} else {

From c3fcb506137a7117a07528b85691d94adc40570d Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:37:55 +0000
Subject: [PATCH 171/276] Fixed bug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 5ebbbdc..544a46d 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -153,7 +153,7 @@ public void execute(CLContext ctx, CLQueue q) {
 		rbuffer.release();
 		PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
 				eventsArr[0], strategy.getSeed().getClass()
-						.getSimpleName(), workUnits);
+						.getSimpleName(), NUM_WORKERS);
 		
 		output = strategy.getSeed();
 		for (T acc : accs) {

From 572ad259b587fa0d7e32981064e941864c22caa5 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:40:33 +0000
Subject: [PATCH 172/276] Added split

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 544a46d..d8a5cb3 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -185,10 +185,10 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		}
 		if (done == workUnits) isDone = true;
 		
-		/*while (starts.size() < workUnits && starts.size() > 0) {
+		while (starts.size() < workUnits && starts.size() > 0) {
 			int diff = workUnits - starts.size();
 			extendFirst(diff+1);
-		*/
+		}
 		
 		if (System.getenv("DEBUG") != null) {
 			System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);

From 0acdbff686f4ac29e82a2adea7a7bf523a4f6bb6 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:45:01 +0000
Subject: [PATCH 173/276] Remove from end to beginning

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java     | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index d8a5cb3..eb67a19 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -144,7 +144,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					System.out.println("Repeating with more granularity: " + stepXprobe + " with control " + rs[0]);
 				}
 				continue;
-			}
+			}	
 			
 			filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);
@@ -167,16 +167,12 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		int done = 0;
 		int partial = 0;
 		int zero = 0;
-		int removed = 0;
-		
 		
-
-		for (int i=0; i<workUnits; i++) {
+		for (int i=workUnits-1; i>=0; i--) {
 			if (rs[i] == 2) {
 				done++;
-				starts.remove(i - removed);
-				ends.remove(i - removed);
-				removed++;
+				starts.remove(i);
+				ends.remove(i);
 			} else if (rs[i] == 1) {
 				partial++;
 			}else {

From 5f389571d621ea70393f94bba43673834e6e3591 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:45:55 +0000
Subject: [PATCH 174/276] Debug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index eb67a19..47ddc74 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -168,6 +168,9 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		int partial = 0;
 		int zero = 0;
 		
+		System.out.println("rs: " + rs.length);
+		System.out.println("w: " + workUnits);
+		
 		for (int i=workUnits-1; i>=0; i--) {
 			if (rs[i] == 2) {
 				done++;

From eb62385d6984f4064b14a5f40fc6f44802c6723d Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:49:00 +0000
Subject: [PATCH 175/276] Removed +1

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 47ddc74..691a9fb 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -186,7 +186,7 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		
 		while (starts.size() < workUnits && starts.size() > 0) {
 			int diff = workUnits - starts.size();
-			extendFirst(diff+1);
+			extendFirst(diff);
 		}
 		
 		if (System.getenv("DEBUG") != null) {

From 0a1547c154c640e253349f5b156dd087c2f759f5 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:51:29 +0000
Subject: [PATCH 176/276] Print while

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 691a9fb..bd1ba53 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -90,9 +90,9 @@ public void copyRangeBuffers(CLContext ctx) {
 	public int extendFirst(int size) {
 		Range2D<R, R2> ranges;
 		if (is2D) {
-			ranges = strategy.split(starts.remove(0), ends.remove(0), tops.remove(0), bottoms.remove(0), size);
+			ranges = strategy.split(starts.remove(0), ends.remove(0), tops.remove(0), bottoms.remove(0), size+1);
 		} else {
-			ranges = strategy.split(starts.remove(0), ends.remove(0), null, null, size);
+			ranges = strategy.split(starts.remove(0), ends.remove(0), null, null, size+1);
 		} 
 		starts.extend(ranges.starts);
 		ends.extend(ranges.ends);
@@ -187,6 +187,7 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		while (starts.size() < workUnits && starts.size() > 0) {
 			int diff = workUnits - starts.size();
 			extendFirst(diff);
+			System.out.println(starts.size() + "<--");
 		}
 		
 		if (System.getenv("DEBUG") != null) {

From 85ac0fcbb7fc091ec33d62398ab86b97be04c64f Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:52:42 +0000
Subject: [PATCH 177/276] Debug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index bd1ba53..958664d 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -168,9 +168,6 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		int partial = 0;
 		int zero = 0;
 		
-		System.out.println("rs: " + rs.length);
-		System.out.println("w: " + workUnits);
-		
 		for (int i=workUnits-1; i>=0; i--) {
 			if (rs[i] == 2) {
 				done++;
@@ -184,10 +181,13 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		}
 		if (done == workUnits) isDone = true;
 		
+		
 		while (starts.size() < workUnits && starts.size() > 0) {
+			System.out.println("w: " + workUnits);
 			int diff = workUnits - starts.size();
 			extendFirst(diff);
 			System.out.println(starts.size() + "<--");
+			System.out.println("w: " + workUnits);
 		}
 		
 		if (System.getenv("DEBUG") != null) {

From d8aa5f66fb5882b0e19e11087b4169d5b6a34722 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 18:54:51 +0000
Subject: [PATCH 178/276] Debug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 958664d..c34ee46 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -185,9 +185,10 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		while (starts.size() < workUnits && starts.size() > 0) {
 			System.out.println("w: " + workUnits);
 			int diff = workUnits - starts.size();
+			System.out.println("b: d: " + diff + " size: " + starts.size());
 			extendFirst(diff);
-			System.out.println(starts.size() + "<--");
-			System.out.println("w: " + workUnits);
+			System.out.println("a: d: " + diff + " size: " + starts.size());
+			
 		}
 		
 		if (System.getenv("DEBUG") != null) {

From ceb3b80a05952cbe6b253ae0edbe364350a467eb Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 19:43:21 +0000
Subject: [PATCH 179/276] Fixed range split

---
 src/aeminium/gpu/examples/RecIntegral.java | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index d29c8c8..0110829 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -72,8 +72,13 @@ public Range2D<Double, Void> split(Double start, Double end, int n) {
 				double step = (end-start)/((double) n);
 				Range1D<Double> r = new Range1D<Double>("Double");
 				while (start < end) {
-					r.add(start, start+step);
-					start = start+step;
+					if (r.size() == n-1) {
+						r.add(start, end);
+						break;
+					} else {
+						r.add(start, start+step);
+						start = start+step;
+					}
 				}
 				return r;
 			}

From 9cc14ff4cd0c3bc510996be5c8c269b4e44d704f Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 19:52:39 +0000
Subject: [PATCH 180/276] Removed debug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index c34ee46..f7a1d5f 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -148,7 +148,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			
 			filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);
-			workUnits = starts.size(); // TODO: Remove this 
+			workUnits = starts.size(); 
 		} while (!isDone);
 		rbuffer.release();
 		PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
@@ -183,11 +183,8 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		
 		
 		while (starts.size() < workUnits && starts.size() > 0) {
-			System.out.println("w: " + workUnits);
 			int diff = workUnits - starts.size();
-			System.out.println("b: d: " + diff + " size: " + starts.size());
 			extendFirst(diff);
-			System.out.println("a: d: " + diff + " size: " + starts.size());
 			
 		}
 		

From f3031f99a246bced9afbd37b1e3e2553da531c1c Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 20:00:39 +0000
Subject: [PATCH 181/276] No split

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index f7a1d5f..3d24e4c 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -146,7 +146,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				continue;
 			}	
 			
-			filterAndSplitFirst(workUnits, rs);
+			//filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);
 			workUnits = starts.size(); 
 		} while (!isDone);

From 6b6f908216d92dd7739e734f06ef8a12cd4aa318 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 20:02:13 +0000
Subject: [PATCH 182/276] Fixed kernel args

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 3d24e4c..a887da8 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -126,7 +126,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					int reuse_steps = reuseControlBuffers ? 1 : 0;
 					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, starts.size(), global_counter++, reuse_steps, pbuffer);
 				}
-				setExtraDataArgs(7, kernel);
+				setExtraDataArgs(8, kernel);
 				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { NUM_WORKERS }, eventsArr);
 			}
 			

From 12d01b59813e538f0d464fe6b20ad1b2e5826918 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 20:03:21 +0000
Subject: [PATCH 183/276] fix

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java         | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index a887da8..0f36063 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -146,9 +146,9 @@ public void execute(CLContext ctx, CLQueue q) {
 				continue;
 			}	
 			
-			//filterAndSplitFirst(workUnits, rs);
+			filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);
-			workUnits = starts.size(); 
+			workUnits = starts.size();
 		} while (!isDone);
 		rbuffer.release();
 		PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
@@ -182,11 +182,10 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		if (done == workUnits) isDone = true;
 		
 		
-		while (starts.size() < workUnits && starts.size() > 0) {
+		/*while (starts.size() < workUnits && starts.size() > 0) {
 			int diff = workUnits - starts.size();
 			extendFirst(diff);
-			
-		}
+		}*/
 		
 		if (System.getenv("DEBUG") != null) {
 			System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);

From e9d1075b0f7e21524e72e2d833c95a77e06c7398 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 23:28:48 +0000
Subject: [PATCH 184/276] Back to split

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 0f36063..efdbccf 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -182,10 +182,10 @@ private void filterAndSplitFirst(int workUnits, int[] rs) {
 		if (done == workUnits) isDone = true;
 		
 		
-		/*while (starts.size() < workUnits && starts.size() > 0) {
+		while (starts.size() < workUnits && starts.size() > 0) {
 			int diff = workUnits - starts.size();
 			extendFirst(diff);
-		}*/
+		}
 		
 		if (System.getenv("DEBUG") != null) {
 			System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);

From 18903078434ab5c1d6f1194597cde42fcf08406b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 23:37:30 +0000
Subject: [PATCH 185/276] Save initial stepX

---
 templates/opencl/Recursive1DKernel.clt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index 4cd139a..a910db7 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -29,6 +29,7 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 		stepX = steps[iter_global_id];
 	} else {
 		stepX = ends[iter_global_id] - starts[iter_global_id];
+		steps[iter_global_id] = stepX;
 	}
 	
 	while (starts[iter_global_id] < ends[iter_global_id]) {

From 1156649c6b27969773067b420d08ac5e7b3e6094 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 23:40:02 +0000
Subject: [PATCH 186/276] Acc

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java    | 13 +++++++++----
 1 file changed, 9 insertions(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index efdbccf..90a136e 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -130,6 +130,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { NUM_WORKERS }, eventsArr);
 			}
 			
+			System.out.println("Acc: " + extractAccs(q, eventsArr));
 			reuseControlBuffers = true;
 			rs = rbuffer.read(q, eventsArr[0]).getInts();
 			for (int i=0; i<workUnits; i++) {
@@ -145,22 +146,26 @@ public void execute(CLContext ctx, CLQueue q) {
 				}
 				continue;
 			}	
-			
 			filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);
 			workUnits = starts.size();
 		} while (!isDone);
 		rbuffer.release();
+		extractAccs(q, eventsArr);
+		abuffer.release();
+		
+	}
+
+	private T extractAccs(CLQueue q, CLEvent[] eventsArr) {
+		@SuppressWarnings("unchecked")
 		PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
 				eventsArr[0], strategy.getSeed().getClass()
 						.getSimpleName(), NUM_WORKERS);
-		
 		output = strategy.getSeed();
 		for (T acc : accs) {
 			output = strategy.combine(output, acc);
 		}
-		abuffer.release();
-		
+		return output;
 	}
 	
 	private void filterAndSplitFirst(int workUnits, int[] rs) {

From d4ec6243be264ebaf02600821dd0bdd518962b0e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 4 Feb 2015 23:51:18 +0000
Subject: [PATCH 187/276] Debug

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java         | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 90a136e..90bfb77 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -130,7 +130,6 @@ public void execute(CLContext ctx, CLQueue q) {
 				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { NUM_WORKERS }, eventsArr);
 			}
 			
-			System.out.println("Acc: " + extractAccs(q, eventsArr));
 			reuseControlBuffers = true;
 			rs = rbuffer.read(q, eventsArr[0]).getInts();
 			for (int i=0; i<workUnits; i++) {
@@ -146,6 +145,14 @@ public void execute(CLContext ctx, CLQueue q) {
 				}
 				continue;
 			}	
+			
+			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
+					eventsArr[0], strategy.getSeed().getClass()
+							.getSimpleName(), NUM_WORKERS);
+			for (int i=0; i<workUnits; i++) {
+				System.out.print(accs.get(i) + "|" + starts.get(i) + "|" + ends.get(i) + ", ");
+			}
+			System.out.println();
 			filterAndSplitFirst(workUnits, rs);
 			copyRangeBuffers(ctx);
 			workUnits = starts.size();

From e3dac1fed61e78e202165a03ffb9eda96165c858 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 10:36:05 +0000
Subject: [PATCH 188/276] Fixed save in integral

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 1 +
 src/aeminium/gpu/examples/RecIntegral.java                | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 90bfb77..a124b62 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -278,3 +278,4 @@ public int getRecursionLimit() {
 	}
 
 }
+	
\ No newline at end of file
diff --git a/src/aeminium/gpu/examples/RecIntegral.java b/src/aeminium/gpu/examples/RecIntegral.java
index 0110829..6200eac 100644
--- a/src/aeminium/gpu/examples/RecIntegral.java
+++ b/src/aeminium/gpu/examples/RecIntegral.java
@@ -45,7 +45,7 @@ public Double iterative(Double r, Double l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "double h, hh, c, fr, fl, fc, ar, al, alr, prev;\n h = (r - l) * 0.5;\n c = l + h;\n fr = (r * r + 1.0) * r;\n fl = (l * l + 1.0) * l;\n fc = (c * c + 1.0) * c;\n hh = h * 0.5;\n al = (fl + fc) * hh;\n ar = (fr + fc) * hh;\n alr = al + ar;\n prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { result[0] = 1; }\n return alr;"; 
+				return "double h, hh, c, fr, fl, fc, ar, al, alr, prev;\n h = (r - l) * 0.5;\n c = l + h;\n fr = (r * r + 1.0) * r;\n fl = (l * l + 1.0) * l;\n fc = (c * c + 1.0) * c;\n hh = h * 0.5;\n al = (fl + fc) * hh;\n ar = (fr + fc) * hh;\n alr = al + ar;\n prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { *result = 1; }\n return alr;"; 
 			}
 			
 			public String[] getParameters() {

From a1f59bfb4af216b018247fbfdfb4f77220187764 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 10:50:50 +0000
Subject: [PATCH 189/276] New Ranged

---
 .../backends/gpu/GPURangedRecursiveCall.java  | 191 ++++--------------
 templates/opencl/Recursive1DKernel.clt        |  32 ++-
 2 files changed, 55 insertions(+), 168 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index a124b62..0fc28ed 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -1,7 +1,5 @@
 package aeminium.gpu.backends.gpu;
 
-import java.util.Stack;
-
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.backends.gpu.generators.RecursiveCodeGen;
@@ -10,7 +8,6 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.Range2D;
 import aeminium.gpu.operations.functions.Recursive2DStrategy;
-import aeminium.gpu.utils.Quad;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
@@ -20,8 +17,8 @@
 public class GPURangedRecursiveCall<R extends Number, R2, T> extends GPUGenericKernel
 		implements RecursiveTemplateSource<R, R2, T> {
 
-	public static final int NUM_WORKERS = 128;
-	private static final int RECURSION_LIMIT = 512;
+	public static final int MAX_WORKERS = 128;
+	private static final int KERNEL_RECURSION_LIMIT = 512;
 
 	public T output;
 	public Recursive2DStrategy<R, R2, T> strategy;
@@ -29,20 +26,17 @@ public class GPURangedRecursiveCall<R extends Number, R2, T> extends GPUGenericK
 	PList<R> ends;
 	PList<R2> tops;
 	PList<R2> bottoms;
-	PList<Boolean> results;
-	Stack<Quad<R, R2>> stack = new Stack<Quad<R, R2>>();
-	
-	int maxWorkUnits = 0;
-	boolean isDone;
-	boolean is2D = true;
 
 	protected CLBuffer<?> sbuffer;
-	protected CLBuffer<?> pbuffer;
 	protected CLBuffer<?> ebuffer;
-	protected CLBuffer<?> tbuffer = null;
-	protected CLBuffer<?> bbuffer = null;
 	protected CLBuffer<?> abuffer;
+	protected CLBuffer<?> stepbuffer;
 	protected CLBuffer<Integer> rbuffer;
+	
+	protected String tType;
+	protected String rType;
+	
+	protected int workUnits = 0;
 
 	private RecursiveCodeGen<R, R2, T> gen;
 
@@ -50,160 +44,70 @@ public GPURangedRecursiveCall(Recursive2DStrategy<R, R2, T> recursiveStrategy) {
 		strategy = recursiveStrategy;
 		gen = new RecursiveCodeGen<R, R2, T>(this);
 		output = strategy.getSeed();
-		
-		if (strategy.getTop() == null) is2D = false;
 
 		otherData = OtherData.extractOtherData(recursiveStrategy);
 		gen.setOtherData(otherData);
+		
+		tType = strategy.getSeed().getClass().getSimpleName();
+		rType = strategy.getStart().getClass().getSimpleName();
 	}
 
 	@Override
 	public void prepareBuffers(CLContext ctx) {
 		super.prepareBuffers(ctx);
 		createEmptyLists();
+		Range2D<R, R2> range = strategy.split(strategy.getStart(), strategy.getEnd(), null, null, MAX_WORKERS);
+		extendRange(range);
 	}
-
-	public int prepareReadBuffers(R st, R end, R2 top, R2 bottom, int splits) {
-		Range2D<R, R2> ranges = strategy.split(st, end, top, bottom, splits);
-		starts = ranges.starts;
-		ends = ranges.ends;
-		if (is2D) {
-			tops = ranges.tops;
-			bottoms = ranges.bottoms;
-		}
-		return ranges.size();
+	
+	private void extendRange(Range2D<R, R2> range) {
+		starts.extend(range.starts);
+		ends.extend(range.ends);
+		workUnits += range.size();
 	}
 
-	
 	public void copyRangeBuffers(CLContext ctx) {
-		sbuffer = BufferHelper.createInputOutputBufferFor(ctx, starts,
-				starts.size());
+		sbuffer = BufferHelper.createInputOutputBufferFor(ctx, starts, starts.size());
 		ebuffer = BufferHelper.createInputBufferFor(ctx, ends, ends.size());
-		if (is2D) {
-			tbuffer = BufferHelper.createInputOutputBufferFor(ctx, tops,
-					tops.size());
-			bbuffer = BufferHelper.createInputBufferFor(ctx, bottoms,
-					bottoms.size());
-		}
 	}
 	
-	public int extendFirst(int size) {
-		Range2D<R, R2> ranges;
-		if (is2D) {
-			ranges = strategy.split(starts.remove(0), ends.remove(0), tops.remove(0), bottoms.remove(0), size+1);
-		} else {
-			ranges = strategy.split(starts.remove(0), ends.remove(0), null, null, size+1);
-		} 
-		starts.extend(ranges.starts);
-		ends.extend(ranges.ends);
-		if (is2D) {
-			tops.extend(ranges.tops);
-			bottoms.extend(ranges.bottoms);
-		}
-		return ranges.size();
-	}
 	
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute(CLContext ctx, CLQueue q) {
 		CLEvent[] eventsArr = new CLEvent[1];
-		int[] rs;
-		boolean reuseControlBuffers = false;
 		
-		int workUnits = prepareReadBuffers(strategy.getStart(),
-				strategy.getEnd(), strategy.getTop(), strategy.getBottom(),
-				NUM_WORKERS);
-		copyRangeBuffers(ctx);
-		pbuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getStart().getClass().getSimpleName(), NUM_WORKERS);
-		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", NUM_WORKERS);
-		abuffer = BufferHelper.createOutputBufferFor(ctx, strategy.getSeed().getClass().getSimpleName(), NUM_WORKERS);
+		int itemsLeft = workUnits;
+		rbuffer = (CLBuffer<Integer>) BufferHelper.createOutputBufferFor(ctx, "Integer", MAX_WORKERS);
+		abuffer = BufferHelper.createOutputBufferFor(ctx, tType, MAX_WORKERS);
+		stepbuffer = BufferHelper.createOutputBufferFor(ctx, rType, MAX_WORKERS);
 		int global_counter = 0;
-		do {
+		while (itemsLeft > 0) {
+			copyRangeBuffers(ctx);
 			synchronized(kernel) {
-				if (is2D) {
-					// TODO
-				} else {
-					int reuse_steps = reuseControlBuffers ? 1 : 0;
-					kernel.setArgs(sbuffer, ebuffer, abuffer, rbuffer, starts.size(), global_counter++, reuse_steps, pbuffer);
-				}
-				setExtraDataArgs(8, kernel);
-				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { NUM_WORKERS }, eventsArr);
+				kernel.setArgs(workUnits, sbuffer, ebuffer, abuffer, rbuffer, stepbuffer, global_counter++);
+				setExtraDataArgs(5, kernel);
+				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { MAX_WORKERS }, eventsArr);
 			}
-			
-			reuseControlBuffers = true;
-			rs = rbuffer.read(q, eventsArr[0]).getInts();
-			for (int i=0; i<workUnits; i++) {
+			int[] rs = rbuffer.read(q, eventsArr[0]).getInts();
+			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], tType, workUnits);
+			itemsLeft = 0;
+			for (int i=workUnits-1; i>=0; i--) {
 				if (rs[i] == 2) {
-					reuseControlBuffers = false;
-					break;
-				}
-			}
-			if (reuseControlBuffers) {
-				if (System.getenv("DEBUG") != null) {
-					R stepXprobe = (R) BufferHelper.extractElementFromBuffer(pbuffer, q, eventsArr[0], strategy.getStart().getClass().getSimpleName());
-					System.out.println("Repeating with more granularity: " + stepXprobe + " with control " + rs[0]);
+					ends.remove(i);
+					starts.remove(i);
+					output = strategy.combine(output, accs.get(i));
+				} else {
+					itemsLeft++;
 				}
-				continue;
-			}	
-			
-			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
-					eventsArr[0], strategy.getSeed().getClass()
-							.getSimpleName(), NUM_WORKERS);
-			for (int i=0; i<workUnits; i++) {
-				System.out.print(accs.get(i) + "|" + starts.get(i) + "|" + ends.get(i) + ", ");
-			}
-			System.out.println();
-			filterAndSplitFirst(workUnits, rs);
-			copyRangeBuffers(ctx);
-			workUnits = starts.size();
-		} while (!isDone);
-		rbuffer.release();
-		extractAccs(q, eventsArr);
-		abuffer.release();
-		
-	}
-
-	private T extractAccs(CLQueue q, CLEvent[] eventsArr) {
-		@SuppressWarnings("unchecked")
-		PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q,
-				eventsArr[0], strategy.getSeed().getClass()
-						.getSimpleName(), NUM_WORKERS);
-		output = strategy.getSeed();
-		for (T acc : accs) {
-			output = strategy.combine(output, acc);
-		}
-		return output;
-	}
-	
-	private void filterAndSplitFirst(int workUnits, int[] rs) {
-		int done = 0;
-		int partial = 0;
-		int zero = 0;
-		
-		for (int i=workUnits-1; i>=0; i--) {
-			if (rs[i] == 2) {
-				done++;
-				starts.remove(i);
-				ends.remove(i);
-			} else if (rs[i] == 1) {
-				partial++;
-			}else {
-				zero++;
 			}
+			workUnits = itemsLeft;
 		}
-		if (done == workUnits) isDone = true;
 		
-		
-		while (starts.size() < workUnits && starts.size() > 0) {
-			int diff = workUnits - starts.size();
-			extendFirst(diff);
-		}
-		
-		if (System.getenv("DEBUG") != null) {
-			System.out.println("WorkUnits: " + workUnits + ", Done: " + done + ", Partial: " + partial + ", Zero: " + zero);
-		}
+				
 	}
 
+
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
 		// Nothing to do!
@@ -225,16 +129,8 @@ public T getOutput() {
 
 	@SuppressWarnings("unchecked")
 	public void createEmptyLists() {
-		starts = (PList<R>) CollectionFactory.listFromType(strategy.getStart()
-				.getClass().getSimpleName());
-		ends = (PList<R>) CollectionFactory.listFromType(strategy.getEnd()
-				.getClass().getSimpleName());
-		if (is2D) {
-			tops = (PList<R2>) CollectionFactory.listFromType(strategy.getTop()
-					.getClass().getSimpleName());
-			bottoms = (PList<R2>) CollectionFactory.listFromType(strategy
-					.getBottom().getClass().getSimpleName());
-		}
+		starts = (PList<R>) CollectionFactory.listFromType(rType);
+		ends = (PList<R>) CollectionFactory.listFromType(rType);
 	}
 
 	class Pair {
@@ -274,8 +170,7 @@ public Recursive2DStrategy<R, R2, T> getRecursiveStrategy() {
 
 	@Override
 	public int getRecursionLimit() {
-		return RECURSION_LIMIT;
+		return KERNEL_RECURSION_LIMIT;
 	}
 
 }
-	
\ No newline at end of file
diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index a910db7..e817f23 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -6,18 +6,19 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, const int max_workers, const int global_counter, const int reuse_steps, __global {{r_type}}* steps {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(__global int workUnits, __global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, __global {{r_type}}* steps, __global int global_counter {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
+	accs[iter_global_id] = 0;
+	results[iter_global_id] = 0;
 	
-	if (global_counter == 0) {
-		accs[iter_global_id] = 0;
+	if (iter_global_id >= workUnits) {
+		return;
 	}
 	
-	if (iter_global_id >= max_workers) {
-		return;
+	if (global_counter == 0) {
+		steps[iter_global_id] = ends[iter_global_id] - starts[iter_global_id];
 	}
 	
-	results[iter_global_id] = 0;
 	int rs;
 	
 	int counter;
@@ -25,28 +26,19 @@ __kernel void {{recursive_kernel_name}}(__global {{r_type}}* starts, __global co
 	
 	{{r_type}} stepX, end;
 	
-	if (reuse_steps) {
-		stepX = steps[iter_global_id];
-	} else {
-		stepX = ends[iter_global_id] - starts[iter_global_id];
-		steps[iter_global_id] = stepX;
-	}
-	
-	while (starts[iter_global_id] < ends[iter_global_id]) {
+	while (starts[iter_global_id] < ends[iter_global_id] && counter < {{limit}} ) {
 		counter++;
-		if (counter > {{limit}}) {
-			return;
-		}
-		end = starts[iter_global_id] + stepX;
+		end = starts[iter_global_id] + steps[iter_global_id];
 		if (end > ends[iter_global_id]) end = ends[iter_global_id];
  		{{t_type}} tacc = {{iter_lambda_name}}( starts[iter_global_id], end, &rs {{extra_args_call}});
 		if (rs == 1) {
 			results[iter_global_id] = 1;
 			starts[iter_global_id] = end;
 			accs[iter_global_id] += tacc;
-		} else {	
+		} else {
+			stepX = steps[iter_global_id];
 			{{split}}
-			steps[iter_global_id] = stepX;
+			steps[iter_global_id]; = stepX;
 		}
 	}
 	results[iter_global_id] = 2;

From feac6c259451595e58df777aa5b6dc1ab4d6530a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 10:52:41 +0000
Subject: [PATCH 190/276] CL bugs fixed

---
 templates/opencl/Recursive1DKernel.clt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index e817f23..e00dad7 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -6,7 +6,7 @@
 // Specific Map Lambda Function
 {{iter_lambda_def}}
 
-__kernel void {{recursive_kernel_name}}(__global int workUnits, __global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, __global {{r_type}}* steps, __global int global_counter {{extra_args}}) {
+__kernel void {{recursive_kernel_name}}(int workUnits, __global {{r_type}}* starts, __global const {{r_type}}* ends, __global {{t_type}}* accs, __global int* results, __global {{r_type}}* steps, int global_counter {{extra_args}}) {
 	int iter_global_id = get_global_id(0);
 	accs[iter_global_id] = 0;
 	results[iter_global_id] = 0;
@@ -38,7 +38,7 @@ __kernel void {{recursive_kernel_name}}(__global int workUnits, __global {{r_typ
 		} else {
 			stepX = steps[iter_global_id];
 			{{split}}
-			steps[iter_global_id]; = stepX;
+			steps[iter_global_id] = stepX;
 		}
 	}
 	results[iter_global_id] = 2;

From d4c3df7762501e65d01ec686d9a4f40b336c63ac Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 10:55:22 +0000
Subject: [PATCH 191/276] Debug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 0fc28ed..170fdd5 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -93,6 +93,8 @@ public void execute(CLContext ctx, CLQueue q) {
 			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], tType, workUnits);
 			itemsLeft = 0;
 			for (int i=workUnits-1; i>=0; i--) {
+				System.out.print(rs[i] + "|" + starts.get(i) + "|" + ends.get(i) + "|" + accs.get(i) );
+				
 				if (rs[i] == 2) {
 					ends.remove(i);
 					starts.remove(i);

From f64284aee5214c97579205d3e89048f007f9fd48 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 10:56:17 +0000
Subject: [PATCH 192/276] Spacing

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 170fdd5..9ff94f6 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -93,7 +93,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], tType, workUnits);
 			itemsLeft = 0;
 			for (int i=workUnits-1; i>=0; i--) {
-				System.out.print(rs[i] + "|" + starts.get(i) + "|" + ends.get(i) + "|" + accs.get(i) );
+				System.out.print(rs[i] + "|" + starts.get(i) + "|" + ends.get(i) + "|" + accs.get(i) + ", ");
 				
 				if (rs[i] == 2) {
 					ends.remove(i);
@@ -103,6 +103,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					itemsLeft++;
 				}
 			}
+			System.out.println();
 			workUnits = itemsLeft;
 		}
 		

From f95f3bded1e3c6df42bd1cf96c25c00ad0c8d3c3 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 10:57:10 +0000
Subject: [PATCH 193/276] div

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 9ff94f6..93bf5a4 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -103,7 +103,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					itemsLeft++;
 				}
 			}
-			System.out.println();
+			System.out.println("========");
 			workUnits = itemsLeft;
 		}
 		

From 7ce446b7b7a1666ca0ab350579a05baa78b15145 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 10:59:14 +0000
Subject: [PATCH 194/276] Fixed end

---
 templates/opencl/Recursive1DKernel.clt | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/templates/opencl/Recursive1DKernel.clt b/templates/opencl/Recursive1DKernel.clt
index e00dad7..c037091 100644
--- a/templates/opencl/Recursive1DKernel.clt
+++ b/templates/opencl/Recursive1DKernel.clt
@@ -26,7 +26,10 @@ __kernel void {{recursive_kernel_name}}(int workUnits, __global {{r_type}}* star
 	
 	{{r_type}} stepX, end;
 	
-	while (starts[iter_global_id] < ends[iter_global_id] && counter < {{limit}} ) {
+	while (starts[iter_global_id] < ends[iter_global_id] ) {
+		if (counter >= {{limit}}) {
+			return;
+		}
 		counter++;
 		end = starts[iter_global_id] + steps[iter_global_id];
 		if (end > ends[iter_global_id]) end = ends[iter_global_id];

From 491075cfa8d7266f2113e14dd4ff22cbfa918606 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:04:33 +0000
Subject: [PATCH 195/276] Debug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 93bf5a4..bbd6842 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -93,7 +93,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], tType, workUnits);
 			itemsLeft = 0;
 			for (int i=workUnits-1; i>=0; i--) {
-				System.out.print(rs[i] + "|" + starts.get(i) + "|" + ends.get(i) + "|" + accs.get(i) + ", ");
+				if (System.getenv("DEBUG") != null) System.out.print(rs[i] + "|" + starts.get(i) + "|" + ends.get(i) + "|" + accs.get(i) + ", ");
 				
 				if (rs[i] == 2) {
 					ends.remove(i);
@@ -103,7 +103,7 @@ public void execute(CLContext ctx, CLQueue q) {
 					itemsLeft++;
 				}
 			}
-			System.out.println("========");
+			if (System.getenv("DEBUG") != null) System.out.println("========");
 			workUnits = itemsLeft;
 		}
 		

From 2cc2bd5db5cc31cfc35fe96050b9ce1bcab875ca Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:09:24 +0000
Subject: [PATCH 196/276] Load balance

---
 .../backends/gpu/GPURangedRecursiveCall.java  | 20 +++++++++++++++----
 1 file changed, 16 insertions(+), 4 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index bbd6842..6093fd4 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -96,20 +96,32 @@ public void execute(CLContext ctx, CLQueue q) {
 				if (System.getenv("DEBUG") != null) System.out.print(rs[i] + "|" + starts.get(i) + "|" + ends.get(i) + "|" + accs.get(i) + ", ");
 				
 				if (rs[i] == 2) {
-					ends.remove(i);
-					starts.remove(i);
+					removeRangeIndex(i);
 					output = strategy.combine(output, accs.get(i));
 				} else {
 					itemsLeft++;
 				}
 			}
-			if (System.getenv("DEBUG") != null) System.out.println("========");
-			workUnits = itemsLeft;
+			
+			while (itemsLeft < MAX_WORKERS) {
+				int removeIndex = itemsLeft-1;
+				Range2D<R, R2> range = strategy.split(starts.get(removeIndex), ends.get(removeIndex), null, null, MAX_WORKERS-itemsLeft+1);
+				removeRangeIndex(removeIndex);
+				extendRange(range);
+			}
+			
+			if (System.getenv("DEBUG") != null) System.out.println("===== " + starts.size()  + "===");
+			workUnits = starts.size();
 		}
 		
 				
 	}
 
+	private void removeRangeIndex(int i) {
+		ends.remove(i);
+		starts.remove(i);
+	}
+
 
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {

From e1c92cbf0dcb2d670fb9420c7ce35ddcba2563b1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:12:57 +0000
Subject: [PATCH 197/276] Fixed remove

---
 src/aeminium/gpu/collections/lists/DoubleList.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 3dc1f72..77a16f2 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -60,7 +60,7 @@ public void set(int index, Double e) {
 	@Override
 	public Double remove(int index) {
 		double e = box[index];
-		System.arraycopy(box, index + 1, box, index, size - index);
+		System.arraycopy(box, index + 1, box, index, size - index + 1);
 		size--;
 		return e;
 	}

From 2513d5db8c3553ae10c491236484046255acb189 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:14:32 +0000
Subject: [PATCH 198/276] Debug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 6093fd4..b4be2a2 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -106,6 +106,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			while (itemsLeft < MAX_WORKERS) {
 				int removeIndex = itemsLeft-1;
 				Range2D<R, R2> range = strategy.split(starts.get(removeIndex), ends.get(removeIndex), null, null, MAX_WORKERS-itemsLeft+1);
+				System.out.println(range.starts.size() + ".");
 				removeRangeIndex(removeIndex);
 				extendRange(range);
 			}

From 5b095adb791e4359c9bccc07fc6495913da12b5a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:16:43 +0000
Subject: [PATCH 199/276] Fixed ensure

---
 src/aeminium/gpu/collections/lists/DoubleList.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 77a16f2..6ef3c02 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -91,14 +91,14 @@ public double[] getArray() {
 	}
 
 	protected void ensureNMore(int n) {
-		if (size >= box.length) {
+		if (size+n > box.length) {
 			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
 			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
 
 	protected void ensureOneMore() {
-		if (size == box.length) {
+		if (size+1 > box.length) {
 			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}

From f7c48a26169fbcc255540febd77b4035ee769eb6 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:19:12 +0000
Subject: [PATCH 200/276] Fixed loop

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index b4be2a2..dfa59de 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -109,6 +109,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				System.out.println(range.starts.size() + ".");
 				removeRangeIndex(removeIndex);
 				extendRange(range);
+				itemsLeft += range.size()-1;
 			}
 			
 			if (System.getenv("DEBUG") != null) System.out.println("===== " + starts.size()  + "===");

From 2c4e3e00b76437cb020871c883f78bb2402d84ba Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:20:54 +0000
Subject: [PATCH 201/276] Fixed recursive call

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index dfa59de..3270b33 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -103,9 +103,10 @@ public void execute(CLContext ctx, CLQueue q) {
 				}
 			}
 			
-			while (itemsLeft < MAX_WORKERS) {
+			while (itemsLeft < MAX_WORKERS && itemsLeft > 0) {
 				int removeIndex = itemsLeft-1;
-				Range2D<R, R2> range = strategy.split(starts.get(removeIndex), ends.get(removeIndex), null, null, MAX_WORKERS-itemsLeft+1);
+				int diff = MAX_WORKERS-itemsLeft+1;
+				Range2D<R, R2> range = strategy.split(starts.get(removeIndex), ends.get(removeIndex), null, null, diff);
 				System.out.println(range.starts.size() + ".");
 				removeRangeIndex(removeIndex);
 				extendRange(range);

From a0ac5f2610256018e240d3050dd120648436b5a8 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:22:09 +0000
Subject: [PATCH 202/276] DEBUG level 2

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 3270b33..6522caf 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -93,7 +93,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			PList<T> accs = (PList<T>) BufferHelper.extractFromBuffer(abuffer, q, eventsArr[0], tType, workUnits);
 			itemsLeft = 0;
 			for (int i=workUnits-1; i>=0; i--) {
-				if (System.getenv("DEBUG") != null) System.out.print(rs[i] + "|" + starts.get(i) + "|" + ends.get(i) + "|" + accs.get(i) + ", ");
+				if (System.getenv("DEBUG") != null && System.getenv("DEBUG").equals("2")) System.out.print(rs[i] + "|" + starts.get(i) + "|" + ends.get(i) + "|" + accs.get(i) + ", ");
 				
 				if (rs[i] == 2) {
 					removeRangeIndex(i);

From a7514ad27e47046ce91e53699d335c41bdae6b5f Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:28:29 +0000
Subject: [PATCH 203/276] Improved par

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 6522caf..58301f4 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -17,8 +17,8 @@
 public class GPURangedRecursiveCall<R extends Number, R2, T> extends GPUGenericKernel
 		implements RecursiveTemplateSource<R, R2, T> {
 
-	public static final int MAX_WORKERS = 128;
-	private static final int KERNEL_RECURSION_LIMIT = 512;
+	public static final int MAX_WORKERS = 4096;
+	private static final int KERNEL_RECURSION_LIMIT = 1024;
 
 	public T output;
 	public Recursive2DStrategy<R, R2, T> strategy;

From 184f8515ac7305c304535b2613ef811513b07347 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:32:28 +0000
Subject: [PATCH 204/276] Par

---
 .../gpu/backends/gpu/GPURangedRecursiveCall.java      | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 58301f4..84ad9e7 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -17,8 +17,13 @@
 public class GPURangedRecursiveCall<R extends Number, R2, T> extends GPUGenericKernel
 		implements RecursiveTemplateSource<R, R2, T> {
 
-	public static final int MAX_WORKERS = 4096;
-	private static final int KERNEL_RECURSION_LIMIT = 1024;
+	public static int MAX_WORKERS = 4096;
+	private static int KERNEL_RECURSION_LIMIT = 1024;
+	
+	static {
+		if (System.getenv("WORKERS") != null) MAX_WORKERS = Integer.parseInt(System.getenv("WORKERS"));
+		if (System.getenv("RECs") != null) KERNEL_RECURSION_LIMIT = Integer.parseInt(System.getenv("RECS"));
+	}
 
 	public T output;
 	public Recursive2DStrategy<R, R2, T> strategy;
@@ -104,7 +109,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			}
 			
 			while (itemsLeft < MAX_WORKERS && itemsLeft > 0) {
-				int removeIndex = itemsLeft-1;
+				int removeIndex = 0;
 				int diff = MAX_WORKERS-itemsLeft+1;
 				Range2D<R, R2> range = strategy.split(starts.get(removeIndex), ends.get(removeIndex), null, null, diff);
 				System.out.println(range.starts.size() + ".");

From c40d8d45d04245a50c2af90094ed5d817678595b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:33:50 +0000
Subject: [PATCH 205/276] Another debug

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 84ad9e7..7da9b36 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -108,17 +108,16 @@ public void execute(CLContext ctx, CLQueue q) {
 				}
 			}
 			
+			if (System.getenv("DEBUG") != null && itemsLeft == 0) System.out.println(" No items left ");
+			
 			while (itemsLeft < MAX_WORKERS && itemsLeft > 0) {
 				int removeIndex = 0;
 				int diff = MAX_WORKERS-itemsLeft+1;
 				Range2D<R, R2> range = strategy.split(starts.get(removeIndex), ends.get(removeIndex), null, null, diff);
-				System.out.println(range.starts.size() + ".");
 				removeRangeIndex(removeIndex);
 				extendRange(range);
 				itemsLeft += range.size()-1;
 			}
-			
-			if (System.getenv("DEBUG") != null) System.out.println("===== " + starts.size()  + "===");
 			workUnits = starts.size();
 		}
 		

From a9b736a7ef3e261dd5a90159335b93c5a20a9832 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:54:47 +0000
Subject: [PATCH 206/276] Added bench

---
 utils/run_integral_size_gpu.sh | 6 ++++++
 1 file changed, 6 insertions(+)
 create mode 100755 utils/run_integral_size_gpu.sh

diff --git a/utils/run_integral_size_gpu.sh b/utils/run_integral_size_gpu.sh
new file mode 100755
index 0000000..9d2411b
--- /dev/null
+++ b/utils/run_integral_size_gpu.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in {1..24..2}
+do
+  echo "integral $i 2 gpu"
+  WORKERS=512 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh $i 2 | grep -v R
+done
\ No newline at end of file

From cad74a6cd42d678eef247a5afb8824d838aef34a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 11:58:54 +0000
Subject: [PATCH 207/276] Better bench

---
 utils/run_integral_size_gpu.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/run_integral_size_gpu.sh b/utils/run_integral_size_gpu.sh
index 9d2411b..5240f42 100755
--- a/utils/run_integral_size_gpu.sh
+++ b/utils/run_integral_size_gpu.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-for i in {1..24..2}
+for i in 1 {2..24..2}
 do
   echo "integral $i 2 gpu"
   WORKERS=512 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh $i 2 | grep -v R

From cd380a79911c27388613da712b2bcf82e4839de1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 12:08:44 +0000
Subject: [PATCH 208/276] CPU bench

---
 utils/run_integral_size_cpu.sh | 6 ++++++
 utils/run_integral_size_gpu.sh | 2 +-
 2 files changed, 7 insertions(+), 1 deletion(-)
 create mode 100755 utils/run_integral_size_cpu.sh

diff --git a/utils/run_integral_size_cpu.sh b/utils/run_integral_size_cpu.sh
new file mode 100755
index 0000000..36a8871
--- /dev/null
+++ b/utils/run_integral_size_cpu.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in 1 {2..28..2}
+do
+  echo "integral $i 2 cpu"
+  WORKERS=512 FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh $i 2 | grep -v R
+done
\ No newline at end of file
diff --git a/utils/run_integral_size_gpu.sh b/utils/run_integral_size_gpu.sh
index 5240f42..070c338 100755
--- a/utils/run_integral_size_gpu.sh
+++ b/utils/run_integral_size_gpu.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-for i in 1 {2..24..2}
+for i in 1 {2..28..2}
 do
   echo "integral $i 2 gpu"
   WORKERS=512 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh $i 2 | grep -v R

From b2f4c2bf3f54ce1a83bde9d937900bcb1bb76c71 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 5 Feb 2015 16:13:19 +0000
Subject: [PATCH 209/276] Depth instead of breath

---
 utils/run_integral_size_cpu.sh | 6 +++---
 utils/run_integral_size_gpu.sh | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/utils/run_integral_size_cpu.sh b/utils/run_integral_size_cpu.sh
index 36a8871..0570a5c 100755
--- a/utils/run_integral_size_cpu.sh
+++ b/utils/run_integral_size_cpu.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
-for i in 1 {2..28..2}
+for i in {1..7}
 do
-  echo "integral $i 2 cpu"
-  WORKERS=512 FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh $i 2 | grep -v R
+  echo "integral 1 $i cpu"
+  WORKERS=512 FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh 1 $i | grep -v R
 done
\ No newline at end of file
diff --git a/utils/run_integral_size_gpu.sh b/utils/run_integral_size_gpu.sh
index 070c338..ea46f7a 100755
--- a/utils/run_integral_size_gpu.sh
+++ b/utils/run_integral_size_gpu.sh
@@ -1,6 +1,6 @@
 #!/bin/bash
-for i in 1 {2..28..2}
+for i in {1..7}
 do
-  echo "integral $i 2 gpu"
-  WORKERS=512 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh $i 2 | grep -v R
+  echo "integral 1 $i gpu"
+  WORKERS=512 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh 1 $i | grep -v R
 done
\ No newline at end of file

From d7a9f92b2cc57a5070b5de4f6396b4a3e0c5037d Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Fri, 6 Feb 2015 17:51:18 +0000
Subject: [PATCH 210/276] Integral workers

---
 utils/run_integral_workers.sh | 12 ++++++++++++
 1 file changed, 12 insertions(+)
 create mode 100755 utils/run_integral_workers.sh

diff --git a/utils/run_integral_workers.sh b/utils/run_integral_workers.sh
new file mode 100755
index 0000000..af40408
--- /dev/null
+++ b/utils/run_integral_workers.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+
+for i in 6 7
+do
+
+for w in 1024 2048 4096 8192 16384 32768
+do
+  echo "integral 1 $i gpu workers $i"
+  WORKERS=$w FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh 1 $i | grep -v R
+done
+
+done
\ No newline at end of file

From ee9588f734543aadc036e899bbfc549d9954c3cd Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Fri, 6 Feb 2015 17:58:05 +0000
Subject: [PATCH 211/276] Fixed bug in print

---
 utils/run_integral_workers.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/run_integral_workers.sh b/utils/run_integral_workers.sh
index af40408..2121fab 100755
--- a/utils/run_integral_workers.sh
+++ b/utils/run_integral_workers.sh
@@ -5,7 +5,7 @@ do
 
 for w in 1024 2048 4096 8192 16384 32768
 do
-  echo "integral 1 $i gpu workers $i"
+  echo "integral 1 $i gpu workers $w"
   WORKERS=$w FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh 1 $i | grep -v R
 done
 

From df44481ad2985eed62e9e0f74f6f6244481896cc Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 7 Feb 2015 12:08:17 +0000
Subject: [PATCH 212/276] LIFO

---
 utils/run_fib_lifo_gpu.sh | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)
 mode change 100644 => 100755 utils/run_fib_lifo_gpu.sh

diff --git a/utils/run_fib_lifo_gpu.sh b/utils/run_fib_lifo_gpu.sh
old mode 100644
new mode 100755
index c173f7e..45e91ab
--- a/utils/run_fib_lifo_gpu.sh
+++ b/utils/run_fib_lifo_gpu.sh
@@ -1,3 +1,6 @@
-export i=35
-echo "fib $i lifo"
-FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
\ No newline at end of file
+#!/bin/bash
+for i in {1..37}
+do
+  echo "fib $i gpu lifo"
+  FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done
\ No newline at end of file

From 33fab6011f1dd69ef9ef3472fdf0aa5bfb5b3ef4 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 10:55:39 +0000
Subject: [PATCH 213/276] CPU Recursive 1D

---
 .../gpu/backends/cpu/CPURecursive.java        | 42 ++++++++++++++++++-
 1 file changed, 41 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/cpu/CPURecursive.java b/src/aeminium/gpu/backends/cpu/CPURecursive.java
index ce00698..c6984b7 100644
--- a/src/aeminium/gpu/backends/cpu/CPURecursive.java
+++ b/src/aeminium/gpu/backends/cpu/CPURecursive.java
@@ -29,7 +29,47 @@ public CPURecursive(Recursive1DStrategy<R, T> recursiveStrategy, R start, R end,
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute() {
-		// TODO: Equal to GPU
+		if (strategy.getStart() instanceof Double) {
+			executeDouble((Recursive1DStrategy<Double, T>) strategy);
+		}
+		if (strategy.getStart() instanceof Integer) {
+			executeInt((Recursive1DStrategy<Integer, T>) strategy);
+		}
+	}
+	
+	public void executeDouble(Recursive1DStrategy<Double, T> strat) {
+		double s = start.doubleValue();
+		double e = end.doubleValue();
+		double step = e - s;
+		while (s < e) {
+			T a = strat.iterative(s, e, this);
+			if (isDone) {
+				output = strategy.combine(output, a);
+				this.isDone = false;
+				e = e + step;
+				s = e;
+			} else {
+				step = step/2;
+			}
+		}
+	}
+	
+	public void executeInt(Recursive1DStrategy<Integer, T> strat) {
+		int s = start.intValue();
+		int e = end.intValue();
+		int step = e - s;
+		while (s < e) {
+			T a = strat.iterative(s, e, this);
+			if (isDone) {
+				output = strategy.combine(output, a);
+				this.isDone = false;
+				e = e + step;
+				s = e;
+			} else {
+				step = step/2;
+				if (step < 1) step = 1;
+			}
+		}
 	}
 
 	@Override

From db9b47a4c61233aa2e0af8394c75cf984a1e336f Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 10:55:54 +0000
Subject: [PATCH 214/276] Fib workers to higher numbers

---
 utils/run_fib_40_workers_spawns.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/run_fib_40_workers_spawns.sh b/utils/run_fib_40_workers_spawns.sh
index 538e233..a45f12d 100755
--- a/utils/run_fib_40_workers_spawns.sh
+++ b/utils/run_fib_40_workers_spawns.sh
@@ -2,7 +2,7 @@
 
 export i=40
 
-for w in 512 768 1024 2048
+for w in 512 768 1024 2048 4096 8192 16384 32768
 do
 	for s in 4 6 8 10 12
 	do

From 6b69106d4d5bb9700809edea6bd21be26bfaa147 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 10:58:02 +0000
Subject: [PATCH 215/276] Added Integral2

---
 src/aeminium/gpu/examples/RecIntegral2.java | 103 ++++++++++++++++++++
 utils/run_integral2.sh                      |   1 +
 2 files changed, 104 insertions(+)
 create mode 100644 src/aeminium/gpu/examples/RecIntegral2.java
 create mode 100644 utils/run_integral2.sh

diff --git a/src/aeminium/gpu/examples/RecIntegral2.java b/src/aeminium/gpu/examples/RecIntegral2.java
new file mode 100644
index 0000000..c3131a1
--- /dev/null
+++ b/src/aeminium/gpu/examples/RecIntegral2.java
@@ -0,0 +1,103 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.operations.functions.Range1D;
+import aeminium.gpu.operations.functions.Range2D;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+import aeminium.gpu.operations.functions.Recursive1DStrategy;
+
+public class RecIntegral2 {
+	
+	private static final long NPS = (1000L * 1000 * 1000);
+	
+	public static void main(String[] args) {
+		double width = 1.0;
+		if (args.length > 0) width = 1.0 * Integer.parseInt(args[0]);
+		final double widthi = width;
+		
+		int depth = 2;
+		if (args.length > 1) depth = Integer.parseInt(args[1]);
+		final int depthi = depth;
+		
+		long startTime = System.nanoTime();
+		
+		Recursive1DStrategy<Double, Double> integral = new Recursive1DStrategy<Double, Double>() {
+
+			public Double getStart() { return 0.0; }
+			public Double getEnd() { return widthi; }
+			
+			@Override
+			public Double iterative(Double r, Double l, RecursiveCallback result) {
+				double h = (r - l) * 0.5;
+				double c = l + h;
+				double fr = (r + 1.0) * r;
+				double fl = (l + 1.0) * l;
+				double fc = (c + 1.0) * c;
+				double hh = h * 0.5;
+				double al = (fl + fc) * hh;
+				double ar = (fr + fc) * hh;
+				double alr = al + ar;
+				double prev = (fl+fr) * hh;
+				if (Math.abs(alr - prev) <= Math.pow(10,-depthi)) {
+					result.markDone();
+				}
+				return alr;
+			}
+			
+			@Override
+			public String getSource() {
+				return "double h, hh, c, fr, fl, fc, ar, al, alr, prev;\n h = (r - l) * 0.5;\n c = l + h;\n fr = (r + 1.0) * r;\n fl = (l + 1.0) * l;\n fc = (c + 1.0) * c;\n hh = h * 0.5;\n al = (fl + fc) * hh;\n ar = (fr + fc) * hh;\n alr = al + ar;\n prev = (fl+fr) * hh;\n if (fabs(alr - prev) <= 1.0e-" + depthi + ") { *result = 1; }\n return alr;"; 
+			}
+			
+			public String[] getParameters() {
+				return new String[] { "r", "l", "__t", "__b", "result" };
+			}
+			
+			
+			@Override
+			public Double combine(Double input, Double other) {
+				return input+other;
+			}
+			
+			@Override
+			public String getCombineSource() {
+				return "return first + second;";
+			}
+			
+			public String[] getCombineParameters() {
+				return new String[] { "first", "second" };
+			}
+			
+			@Override
+			public Range2D<Double, Void> split(Double start, Double end, int n) {
+				double step = (end-start)/((double) n);
+				Range1D<Double> r = new Range1D<Double>("Double");
+				while (start < end) {
+					if (r.size() == n-1) {
+						r.add(start, end);
+						break;
+					} else {
+						r.add(start, start+step);
+						start = start+step;
+					}
+				}
+				return r;
+			}
+			@Override
+			public String getSplitSource() {
+				return "stepX = stepX/2;";
+			}
+			
+			@Override
+			public Double getSeed() {
+				return 0.0;
+			}
+			
+		};
+		
+		double value = integral.evaluate();
+		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
+		System.out.println("# R: " + value);
+		System.out.println(time);
+
+	}
+}
diff --git a/utils/run_integral2.sh b/utils/run_integral2.sh
new file mode 100644
index 0000000..550fa54
--- /dev/null
+++ b/utils/run_integral2.sh
@@ -0,0 +1 @@
+CL_LOG_ERRORS=stdout java -Xmx20G -cp dist/AeminiumGPU.jar  aeminium.gpu.examples.RecIntegral2 $@
\ No newline at end of file

From b96bcc72d6cfd422c54e2ad0e546b26bcd00370b Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 10:58:57 +0000
Subject: [PATCH 216/276] Hybrid updated without fifo

---
 utils/run_all_fibs_hybrid.sh | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/utils/run_all_fibs_hybrid.sh b/utils/run_all_fibs_hybrid.sh
index b298123..45d7bf1 100755
--- a/utils/run_all_fibs_hybrid.sh
+++ b/utils/run_all_fibs_hybrid.sh
@@ -2,5 +2,5 @@
 for i in {1..38}
 do
   echo "fib $i hybrid"
-  FIFO=1 $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
-done
\ No newline at end of file
+  $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_fib.sh $i | grep -v R
+done

From a6c42de63d722b65843b6714a47f6ef5b58a97cb Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 11:13:18 +0000
Subject: [PATCH 217/276] Hybrid runs half of twice the GPU workers

---
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 4 ++++
 src/aeminium/gpu/backends/gpu/GPURecursiveCall.java       | 4 ++++
 src/aeminium/gpu/operations/RangedRecursiveCall.java      | 4 ++--
 src/aeminium/gpu/operations/RecursiveCall.java            | 2 +-
 utils/run_integral2_size_cpu.sh                           | 6 ++++++
 utils/run_integral2_size_gpu.sh                           | 6 ++++++
 utils/run_integral_size_cpu.sh                            | 2 +-
 7 files changed, 24 insertions(+), 4 deletions(-)
 create mode 100755 utils/run_integral2_size_cpu.sh
 create mode 100755 utils/run_integral2_size_gpu.sh

diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 7da9b36..cda3b54 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -194,5 +194,9 @@ public Recursive2DStrategy<R, R2, T> getRecursiveStrategy() {
 	public int getRecursionLimit() {
 		return KERNEL_RECURSION_LIMIT;
 	}
+	
+	public int getNumWorkers() {
+		return MAX_WORKERS;
+	}
 
 }
diff --git a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
index 141b355..732c014 100644
--- a/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURecursiveCall.java
@@ -214,4 +214,8 @@ public static int fib(int n) {
 		return fib(n-1) + fib(n-2);
 	}
 
+	public int getNumWorkers() {
+		return MAX_ITEMS;
+	}
+	
 }
diff --git a/src/aeminium/gpu/operations/RangedRecursiveCall.java b/src/aeminium/gpu/operations/RangedRecursiveCall.java
index 87e641a..2c3f74b 100644
--- a/src/aeminium/gpu/operations/RangedRecursiveCall.java
+++ b/src/aeminium/gpu/operations/RangedRecursiveCall.java
@@ -30,12 +30,12 @@ public T getOutput() {
 
 	@Override
 	protected int getParallelUnits() {
-		return 1024;
+		return gpuOp.getNumWorkers()*2;
 	}
 
 	@Override
 	protected int getBalanceSplitPoint() {
-		return 1024;
+		return gpuOp.getNumWorkers();
 	}
 
 	@Override
diff --git a/src/aeminium/gpu/operations/RecursiveCall.java b/src/aeminium/gpu/operations/RecursiveCall.java
index 1284ac2..7aefcb7 100644
--- a/src/aeminium/gpu/operations/RecursiveCall.java
+++ b/src/aeminium/gpu/operations/RecursiveCall.java
@@ -36,7 +36,7 @@ public R getOutput() {
 	protected int getParallelUnits() {
 		
 		futureArgs = strategy.split(arg);
-		for (int i=1; i < 512; i++) {
+		for (int i=1; i < gpuOp.getNumWorkers()*2; i++) {
 			if (futureArgs.size() <= 0) break;
 			A o = futureArgs.remove(0);
 			PList<A> more = strategy.split(o);
diff --git a/utils/run_integral2_size_cpu.sh b/utils/run_integral2_size_cpu.sh
new file mode 100755
index 0000000..0401815
--- /dev/null
+++ b/utils/run_integral2_size_cpu.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in {1..7}
+do
+  echo "integral 1 $i cpu"
+  FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh 1 $i | grep -v R
+done
\ No newline at end of file
diff --git a/utils/run_integral2_size_gpu.sh b/utils/run_integral2_size_gpu.sh
new file mode 100755
index 0000000..7a6cbae
--- /dev/null
+++ b/utils/run_integral2_size_gpu.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in {1..7}
+do
+  echo "integral 1 $i gpu"
+  WORKERS=8192 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral2.sh 1 $i | grep -v R
+done
\ No newline at end of file
diff --git a/utils/run_integral_size_cpu.sh b/utils/run_integral_size_cpu.sh
index 0570a5c..0a59989 100755
--- a/utils/run_integral_size_cpu.sh
+++ b/utils/run_integral_size_cpu.sh
@@ -2,5 +2,5 @@
 for i in {1..7}
 do
   echo "integral 1 $i cpu"
-  WORKERS=512 FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh 1 $i | grep -v R
+  WORKERS=512 FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral2.sh 1 $i | grep -v R
 done
\ No newline at end of file

From 5e7b2a92cdfe7f1bfe2a33a4eccb32b1a7f980e5 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:08:05 +0000
Subject: [PATCH 218/276] Added initial heat

---
 .../gpu/backends/gpu/buffers/OtherData.java   |   8 +-
 .../gpu/collections/AbstractPObject.java      |   2 +-
 .../gpu/collections/PNativeWrapper.java       |  18 ++
 src/aeminium/gpu/examples/RecHeat.java        | 163 ++++++++++++++++++
 utils/run_heat.sh                             |   1 +
 5 files changed, 189 insertions(+), 3 deletions(-)
 create mode 100644 src/aeminium/gpu/collections/PNativeWrapper.java
 create mode 100644 src/aeminium/gpu/examples/RecHeat.java
 create mode 100644 utils/run_heat.sh

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 213eb4b..bd73298 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -2,6 +2,7 @@
 
 import java.lang.reflect.Field;
 
+import aeminium.gpu.collections.PNativeWrapper;
 import aeminium.gpu.collections.PObject;
 
 import com.nativelibs4java.opencl.CLBuffer;
@@ -45,11 +46,14 @@ public static OtherData[] extractOtherData(Object fun) {
 		return otherData;
 	}
 
-	private static int fill(OtherData[] otherData, Object o, Field[] fs, int i) {
+	private static int fill(OtherData[] otherData, Object oi, Field[] fs, int i) {
 		for (Field f : fs) {
 			f.setAccessible(true);
 			try {
-				otherData[i++] = new OtherData(f.getName(), (PObject) f.get(o));
+				Object o = f.get(oi);
+				if (o instanceof Integer) o = new PNativeWrapper<Integer>((Integer) o);
+				if (o instanceof Double) o = new PNativeWrapper<Double>((Double) o);
+				otherData[i++] = new OtherData(f.getName(), (PObject) o);
 			} catch (IllegalArgumentException e) {
 				// Avoided
 				e.printStackTrace();
diff --git a/src/aeminium/gpu/collections/AbstractPObject.java b/src/aeminium/gpu/collections/AbstractPObject.java
index 19fdb79..6df6ae2 100644
--- a/src/aeminium/gpu/collections/AbstractPObject.java
+++ b/src/aeminium/gpu/collections/AbstractPObject.java
@@ -3,7 +3,7 @@
 import aeminium.gpu.devices.DefaultDeviceFactory;
 import aeminium.gpu.devices.GPUDevice;
 
-public class AbstractPObject {
+public abstract class AbstractPObject {
 	
 	protected GPUDevice device;
 	
diff --git a/src/aeminium/gpu/collections/PNativeWrapper.java b/src/aeminium/gpu/collections/PNativeWrapper.java
new file mode 100644
index 0000000..c1d4566
--- /dev/null
+++ b/src/aeminium/gpu/collections/PNativeWrapper.java
@@ -0,0 +1,18 @@
+package aeminium.gpu.collections;
+
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+
+public class PNativeWrapper<T extends Number> extends AbstractPObject implements PObject {
+
+	T cont;
+	
+	public PNativeWrapper(T v) {
+		cont = v;
+	}
+	
+	@Override
+	public String getCLType() {
+		return BufferHelper.getCLTypeOf(cont.getClass());
+	}
+
+}
diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
new file mode 100644
index 0000000..efa19fc
--- /dev/null
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -0,0 +1,163 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.matrices.DoubleMatrix;
+import aeminium.gpu.collections.matrices.PMatrix;
+import aeminium.gpu.operations.functions.Range1D;
+import aeminium.gpu.operations.functions.Range2D;
+import aeminium.gpu.operations.functions.Recursive1DStrategy;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+
+public class RecHeat {
+	
+	private static final long NPS = (1000L * 1000 * 1000);
+	
+	public static void main(String[] args) {
+		int width = 10;
+		if (args.length > 0) width = Integer.parseInt(args[0]);
+		final int widthi = width;
+		
+		int depth = 2;
+		if (args.length > 1) depth = Integer.parseInt(args[1]);
+		final int depthi = depth;
+		
+		long startTime = System.nanoTime();
+		
+		final PMatrix<Double> m = new DoubleMatrix(width, width);
+		final PMatrix<Double> n = new DoubleMatrix(width, width);
+		
+		fill(m, width);
+		
+		Recursive1DStrategy<Integer, Double> heat = new Recursive1DStrategy<Integer, Double>() {
+
+			public Integer getStart() { return 0; }
+			public Integer getEnd() { return widthi; }
+			
+			public PMatrix<Double> old = m;
+			public PMatrix<Double> newM = n;
+			public int size = widthi;
+			public double dx = 1.570796326794896558;
+			
+			@Override
+			public Double iterative(Integer r, Integer l, RecursiveCallback result) {
+				if (l - r > 10) return 0.0;
+				int lb = (r <= 0) ? 1 : r;
+				int ub = (l >= size-1) ? size-2 : l;
+				for (int a = lb; a < ub; a++) {
+					for (int b = 1; b < size-1; b++) {
+						double val = 1/dx * (old.get(a+1, b) - 2 * old.get(a,b) + old.get(a-1,b)) + 1/dx * ( old.get(a, b+1) - 2 * old.get(a, b) + old.get(a, b-1)) + old.get(a, b);
+						newM.set(a, b, val);
+					}
+				}
+				result.markDone();
+				return 1.0 * (l-r);
+			}
+			
+			@Override
+			public String getSource() {
+				return "if (l - r > 0) return 0.0;"
+						+ "int lb = (r<=0) ? 1 : r;"
+						+ "int ub = (l>=size-1) ? size -2 : l;"
+						+ "for (int a = lb; a<ub; a++) {"
+						+ "for (int b=1; b<size-1; b++) {"
+						+ "double val = 1/dx * ( old[(a+1) * 10 + b] - 2 * old[a * 10 + b] + old[(a-1) * 10 + b]) + "
+						+ "1/dx * ( old[a * 10 + (b+1)] - 2 * old[a * 10 + b] + old[a * 10 + (b-1)]) + old[a * 10 + b];"
+						+ "newM[a * 10 + b] = val;"
+						+ "}"
+						+ "}"
+						+ "*result = 1;"
+						+ "return l-r;"; 
+			}
+			
+			public String[] getParameters() {
+				return new String[] { "r", "l", "__t", "__b", "result" };
+			}
+			
+			
+			@Override
+			public Double combine(Double input, Double other) {
+				return input+other;
+			}
+			
+			@Override
+			public String getCombineSource() {
+				return "return first + second;";
+			}
+			
+			public String[] getCombineParameters() {
+				return new String[] { "first", "second" };
+			}
+			
+			@Override
+			public Range2D<Integer, Void> split(Integer start, Integer end, int n) {
+				int step = (end-start)/n;
+				if (step == 0) step = 1;
+				Range1D<Integer> r = new Range1D<Integer>("Integer");
+				while (start < end) {
+					if (r.size() == n-1) {
+						r.add(start, end);
+						break;
+					} else {
+						r.add(start, start+step);
+						start = start+step;
+					}
+				}
+				return r;
+			}
+			@Override
+			public String getSplitSource() {
+				return "stepX = stepX/2;";
+			}
+			
+			@Override
+			public Double getSeed() {
+				return 0.0;
+			}
+			
+		};
+		
+		double val = heat.evaluate();
+		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
+		System.out.println("# R: " + val + " : " + n.get(5, 4));
+		System.out.println(time);
+
+	}
+
+	public static double f(double x, double y) {
+		return Math.sin(x) * Math.sin(y);
+	}
+	
+	public static double randa(double x, double t) {
+		return 0.0;
+	}
+	
+	public static double randb(double x, double t) {
+		return Math.exp(-2*(t))*Math.sin(x);
+	}
+	
+	public static double randc(double y, double t) {
+		return 0.0;
+	}
+	
+	public static double randd(double y, double t) {
+		return Math.exp(-2*(t))*Math.sin(y);
+	}
+	
+	private static void fill(PMatrix<Double> m, int size) {
+		double dx = 1.570796326794896558;
+		for (int a=0; a < size; a++) {
+			for (int b=0; b < size; b++) {
+				if (a == 0) {
+					m.set(a, b, randa(a * dx, 0));
+				} else if (a == size-1) {
+					m.set(a, b, randd(b * dx, 0));
+				} else if (b == 0) {
+					m.set(a, b, randd(a * dx, 0));
+				} else if (b == size-1) {
+					m.set(a, b, randc(b * dx, 0));
+				} else {
+					m.set(a, b, f(a*dx, b*dx));
+				}
+			}
+		}
+	}
+}
diff --git a/utils/run_heat.sh b/utils/run_heat.sh
new file mode 100644
index 0000000..18038bd
--- /dev/null
+++ b/utils/run_heat.sh
@@ -0,0 +1 @@
+CL_LOG_ERRORS=stdout java -Xmx20G -cp dist/AeminiumGPU.jar  aeminium.gpu.examples.RecHeat $@
\ No newline at end of file

From ea43f9a2aef556b136fdb38f8261d3708bbf5e09 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:16:09 +0000
Subject: [PATCH 219/276] Added native support for OtherData

---
 .../gpu/backends/gpu/generators/AbstractCodeGen.java        | 6 +++++-
 src/aeminium/gpu/collections/AbstractPObject.java           | 4 ++++
 src/aeminium/gpu/collections/PNativeWrapper.java            | 2 ++
 src/aeminium/gpu/collections/PObject.java                   | 1 +
 src/aeminium/gpu/collections/lazyness/RandomList.java       | 2 ++
 src/aeminium/gpu/collections/lazyness/Range.java            | 2 ++
 src/aeminium/gpu/examples/RecHeat.java                      | 4 ----
 7 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
index 0c2204a..37140f5 100644
--- a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
@@ -26,7 +26,11 @@ public String getExtraArgs() {
 		} else {
 			StringBuilder b = new StringBuilder();
 			for (OtherData o : otherData) {
-				b.append(", __global " + o.type + " " + o.name);
+				if (o.obj.isNative()) {
+					b.append(", " + o.type + " " + o.name);
+				} else {
+					b.append(", __global " + o.type + " " + o.name);
+				}
 			}
 			return b.toString();
 		}
diff --git a/src/aeminium/gpu/collections/AbstractPObject.java b/src/aeminium/gpu/collections/AbstractPObject.java
index 6df6ae2..9e6109b 100644
--- a/src/aeminium/gpu/collections/AbstractPObject.java
+++ b/src/aeminium/gpu/collections/AbstractPObject.java
@@ -7,6 +7,8 @@ public abstract class AbstractPObject {
 	
 	protected GPUDevice device;
 	
+	public boolean isNative() { return false; }
+	
 	public GPUDevice getDevice() {
 		if (device == null) device = (new DefaultDeviceFactory()).getDevice();
 		return device;
@@ -15,4 +17,6 @@ public GPUDevice getDevice() {
 	public void setDevice(GPUDevice device) {
 		this.device = device;
 	}
+	
+	
 }
diff --git a/src/aeminium/gpu/collections/PNativeWrapper.java b/src/aeminium/gpu/collections/PNativeWrapper.java
index c1d4566..4ab6648 100644
--- a/src/aeminium/gpu/collections/PNativeWrapper.java
+++ b/src/aeminium/gpu/collections/PNativeWrapper.java
@@ -15,4 +15,6 @@ public String getCLType() {
 		return BufferHelper.getCLTypeOf(cont.getClass());
 	}
 
+	public boolean isNative() { return false; }
+	
 }
diff --git a/src/aeminium/gpu/collections/PObject.java b/src/aeminium/gpu/collections/PObject.java
index 9cb92e8..289c089 100644
--- a/src/aeminium/gpu/collections/PObject.java
+++ b/src/aeminium/gpu/collections/PObject.java
@@ -2,4 +2,5 @@
 
 public interface PObject {
 	public String getCLType();
+	public boolean isNative();
 }
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index 94e5af5..5362b1b 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -24,6 +24,8 @@
 
 public class RandomList implements PList<Float>, LazyCollection {
 
+	public boolean isNative() { return false; }
+	
 	protected class FloatIdentityMapper extends LambdaMapper<Float, Float> {
 		@Override
 		public Float map(Float input) {
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index 9df6238..a7b091f 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -21,6 +21,8 @@
 
 public class Range implements PList<Integer>, LazyCollection {
 
+	public boolean isNative() { return false; }
+	
 	protected class IntegerIdentityMapper extends
 			LambdaMapper<Integer, Integer> {
 		@Override
diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index efa19fc..b2f61e2 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -16,10 +16,6 @@ public static void main(String[] args) {
 		if (args.length > 0) width = Integer.parseInt(args[0]);
 		final int widthi = width;
 		
-		int depth = 2;
-		if (args.length > 1) depth = Integer.parseInt(args[1]);
-		final int depthi = depth;
-		
 		long startTime = System.nanoTime();
 		
 		final PMatrix<Double> m = new DoubleMatrix(width, width);

From 7afdaeaf2c7c9092d3628d2edb7f8a0329ed68bd Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:17:53 +0000
Subject: [PATCH 220/276] Fixed typo

---
 src/aeminium/gpu/collections/PNativeWrapper.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/collections/PNativeWrapper.java b/src/aeminium/gpu/collections/PNativeWrapper.java
index 4ab6648..157564e 100644
--- a/src/aeminium/gpu/collections/PNativeWrapper.java
+++ b/src/aeminium/gpu/collections/PNativeWrapper.java
@@ -15,6 +15,6 @@ public String getCLType() {
 		return BufferHelper.getCLTypeOf(cont.getClass());
 	}
 
-	public boolean isNative() { return false; }
+	public boolean isNative() { return true; }
 	
 }

From e500ba37879f1a4d1fb742c037552c2f5db968d1 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:27:37 +0000
Subject: [PATCH 221/276] Fixed parameter passing

---
 .../gpu/backends/gpu/GPUGenericKernel.java    |  2 +-
 .../gpu/backends/gpu/buffers/OtherData.java   | 22 ++++++++++++++++++-
 .../gpu/collections/PNativeWrapper.java       |  2 ++
 3 files changed, 24 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
index ccdfdbc..9d26225 100644
--- a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
+++ b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
@@ -58,7 +58,7 @@ protected void setExtraDataArgs(int nArgs, CLKernel kernel) {
 		int i = nArgs - otherData.length;
 		for (OtherData o : otherData) {
 			if (o == null) continue;
-			kernel.setArg(i++, o.getBuffer());
+			o.setArg(kernel, i++);
 		}
 	}
 
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index bd73298..bcea696 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -7,6 +7,7 @@
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLKernel;
 
 public class OtherData {
 	public String name;
@@ -21,13 +22,18 @@ public OtherData(String n, PObject o) {
 	}
 	
 	public void createBuffer(CLContext ctx) {
-		buffer = BufferHelper.createInputOutputBufferFor(ctx, obj);
+		if (!isNative())
+			buffer = BufferHelper.createInputOutputBufferFor(ctx, obj);
 	}
 	
 	public CLBuffer<?> getBuffer() {
 		return buffer;
 	}
 	
+	public boolean isNative() {
+		return obj.isNative();
+	}
+	
 	public static OtherData[] extractOtherData(Object fun, Object fun2) {
 		Field[] fs = fun.getClass().getFields();
 		Field[] fs2 = fun2.getClass().getFields();
@@ -64,4 +70,18 @@ private static int fill(OtherData[] otherData, Object oi, Field[] fs, int i) {
 		}
 		return i;
 	}
+
+	public void setArg(CLKernel kernel, int i) {
+		if (!isNative()) {
+			kernel.setArg(i, getBuffer());
+			return;
+		}
+		PNativeWrapper<?> wrapper = (PNativeWrapper<?>) obj;
+		Object c = wrapper.getVal();
+		
+		if (c instanceof Integer) kernel.setArg(i, ((Integer) c).intValue());
+		if (c instanceof Double) kernel.setArg(i, ((Double) c).doubleValue());
+		if (c instanceof Float) kernel.setArg(i, ((Float) c).floatValue());
+		
+	}
 }
diff --git a/src/aeminium/gpu/collections/PNativeWrapper.java b/src/aeminium/gpu/collections/PNativeWrapper.java
index 157564e..a8a90b6 100644
--- a/src/aeminium/gpu/collections/PNativeWrapper.java
+++ b/src/aeminium/gpu/collections/PNativeWrapper.java
@@ -17,4 +17,6 @@ public String getCLType() {
 
 	public boolean isNative() { return true; }
 	
+	public T getVal() { return cont; }
+	
 }

From c88fdbf9bd28af0c77272d2ea0c34883a32a6c74 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:31:39 +0000
Subject: [PATCH 222/276] Added debugging

---
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index bcea696..d6fe3aa 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -22,8 +22,10 @@ public OtherData(String n, PObject o) {
 	}
 	
 	public void createBuffer(CLContext ctx) {
-		if (!isNative())
+		if (!isNative()) {
+			System.out.println("Creating buffer for " + name);
 			buffer = BufferHelper.createInputOutputBufferFor(ctx, obj);
+		}
 	}
 	
 	public CLBuffer<?> getBuffer() {
@@ -73,6 +75,7 @@ private static int fill(OtherData[] otherData, Object oi, Field[] fs, int i) {
 
 	public void setArg(CLKernel kernel, int i) {
 		if (!isNative()) {
+			System.out.println("Using buffer for " + name);
 			kernel.setArg(i, getBuffer());
 			return;
 		}

From dfeabbe0818544b7df341a5c8eaa8a7c19ef9f28 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:32:48 +0000
Subject: [PATCH 223/276] Better debugging

---
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index d6fe3aa..5456f41 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -23,8 +23,8 @@ public OtherData(String n, PObject o) {
 	
 	public void createBuffer(CLContext ctx) {
 		if (!isNative()) {
-			System.out.println("Creating buffer for " + name);
 			buffer = BufferHelper.createInputOutputBufferFor(ctx, obj);
+			System.out.println("Creating buffer for " + name + " ==> " + buffer);
 		}
 	}
 	
@@ -75,7 +75,7 @@ private static int fill(OtherData[] otherData, Object oi, Field[] fs, int i) {
 
 	public void setArg(CLKernel kernel, int i) {
 		if (!isNative()) {
-			System.out.println("Using buffer for " + name);
+			System.out.println("Using buffer for " + name + " ==> " + getBuffer());
 			kernel.setArg(i, getBuffer());
 			return;
 		}

From ed3b49eb8d9ee28fe3e57b078d826de0f9ee268a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:34:23 +0000
Subject: [PATCH 224/276] Fixed AbstractList check

---
 src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java | 3 ++-
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java    | 1 -
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 6b0a1c8..91ec78f 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -3,6 +3,7 @@
 import java.util.HashMap;
 
 import aeminium.gpu.collections.PObject;
+import aeminium.gpu.collections.lists.AbstractList;
 import aeminium.gpu.collections.lists.BooleanList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.LazyCollection;
@@ -141,7 +142,7 @@ public static Object extractElementFromBuffer(CLBuffer<?> outbuffer,
 	
 	public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
 			PObject o) {
-		if (o instanceof PList) {
+		if (o instanceof AbstractList) {
 			PList<?> l = (PList<?>) o;
 			return createInputOutputBufferFor(ctx, l);
 		}
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 5456f41..36c3263 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -75,7 +75,6 @@ private static int fill(OtherData[] otherData, Object oi, Field[] fs, int i) {
 
 	public void setArg(CLKernel kernel, int i) {
 		if (!isNative()) {
-			System.out.println("Using buffer for " + name + " ==> " + getBuffer());
 			kernel.setArg(i, getBuffer());
 			return;
 		}

From a2447fabfc386986fb270c6d04e458ba8b266687 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:35:23 +0000
Subject: [PATCH 225/276] More debug

---
 src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 91ec78f..24571b2 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -142,6 +142,7 @@ public static Object extractElementFromBuffer(CLBuffer<?> outbuffer,
 	
 	public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
 			PObject o) {
+		System.out.println(o.getClass() + ".-");
 		if (o instanceof AbstractList) {
 			PList<?> l = (PList<?>) o;
 			return createInputOutputBufferFor(ctx, l);

From 45119df0f468f9baef09f7f6eb00b671ebaf7529 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:37:18 +0000
Subject: [PATCH 226/276] Added support to Matrices

---
 src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 24571b2..ebfe31a 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -6,6 +6,8 @@
 import aeminium.gpu.collections.lists.AbstractList;
 import aeminium.gpu.collections.lists.BooleanList;
 import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.collections.matrices.AbstractMatrix;
+import aeminium.gpu.collections.matrices.PMatrix;
 import aeminium.gpu.collections.properties.evaluation.LazyCollection;
 
 import com.nativelibs4java.opencl.CLBuffer;
@@ -147,6 +149,10 @@ public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
 			PList<?> l = (PList<?>) o;
 			return createInputOutputBufferFor(ctx, l);
 		}
+		if (o instanceof AbstractMatrix) {
+			PMatrix<?> l = (PMatrix<?>) o;
+			return createInputOutputBufferFor(ctx, l);
+		}
 		return null;
 	}
 

From 1bab12f42ebe299cfb8b85de1e550181d3fe06cc Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:38:27 +0000
Subject: [PATCH 227/276] Removed debugging

---
 src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java | 1 -
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java    | 1 -
 2 files changed, 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index ebfe31a..eb1cda1 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -144,7 +144,6 @@ public static Object extractElementFromBuffer(CLBuffer<?> outbuffer,
 	
 	public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
 			PObject o) {
-		System.out.println(o.getClass() + ".-");
 		if (o instanceof AbstractList) {
 			PList<?> l = (PList<?>) o;
 			return createInputOutputBufferFor(ctx, l);
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 36c3263..7fde2fb 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -24,7 +24,6 @@ public OtherData(String n, PObject o) {
 	public void createBuffer(CLContext ctx) {
 		if (!isNative()) {
 			buffer = BufferHelper.createInputOutputBufferFor(ctx, obj);
-			System.out.println("Creating buffer for " + name + " ==> " + buffer);
 		}
 	}
 	

From 3cbe5133539c4c0f59fe2e8e06e449c5a123089e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:40:17 +0000
Subject: [PATCH 228/276] Matrix to List

---
 src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index eb1cda1..b00a3db 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -150,7 +150,7 @@ public static CLBuffer<?> createInputOutputBufferFor(CLContext ctx,
 		}
 		if (o instanceof AbstractMatrix) {
 			PMatrix<?> l = (PMatrix<?>) o;
-			return createInputOutputBufferFor(ctx, l);
+			return createInputOutputBufferFor(ctx, l.elements());
 		}
 		return null;
 	}

From 29a9821104dcef956f75acac4448a431f5de3d35 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:47:57 +0000
Subject: [PATCH 229/276] Debug

---
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 7fde2fb..8a38410 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -80,7 +80,7 @@ public void setArg(CLKernel kernel, int i) {
 		PNativeWrapper<?> wrapper = (PNativeWrapper<?>) obj;
 		Object c = wrapper.getVal();
 		
-		if (c instanceof Integer) kernel.setArg(i, ((Integer) c).intValue());
+		if (c instanceof Integer) {System.out.println(i + " => " + c); kernel.setArg(i, ((Integer) c).intValue()); }
 		if (c instanceof Double) kernel.setArg(i, ((Double) c).doubleValue());
 		if (c instanceof Float) kernel.setArg(i, ((Float) c).floatValue());
 		

From e01be0b015fed5b783b6fa66002650c843982e25 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:50:14 +0000
Subject: [PATCH 230/276] Fixed otherdata index

---
 src/aeminium/gpu/backends/gpu/GPUGenericKernel.java       | 2 +-
 src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java | 2 +-
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java      | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
index 9d26225..d98c69d 100644
--- a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
+++ b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
@@ -55,7 +55,7 @@ public void prepareBuffers(CLContext ctx) {
 	
 	protected void setExtraDataArgs(int nArgs, CLKernel kernel) {
 		if (kernel == null) return;
-		int i = nArgs - otherData.length;
+		int i = nArgs;
 		for (OtherData o : otherData) {
 			if (o == null) continue;
 			o.setArg(kernel, i++);
diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index cda3b54..22b7c36 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -91,7 +91,7 @@ public void execute(CLContext ctx, CLQueue q) {
 			copyRangeBuffers(ctx);
 			synchronized(kernel) {
 				kernel.setArgs(workUnits, sbuffer, ebuffer, abuffer, rbuffer, stepbuffer, global_counter++);
-				setExtraDataArgs(5, kernel);
+				setExtraDataArgs(7, kernel);
 				eventsArr[0] = kernel.enqueueNDRange(q, new int[] { MAX_WORKERS }, eventsArr);
 			}
 			int[] rs = rbuffer.read(q, eventsArr[0]).getInts();
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 8a38410..7fde2fb 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -80,7 +80,7 @@ public void setArg(CLKernel kernel, int i) {
 		PNativeWrapper<?> wrapper = (PNativeWrapper<?>) obj;
 		Object c = wrapper.getVal();
 		
-		if (c instanceof Integer) {System.out.println(i + " => " + c); kernel.setArg(i, ((Integer) c).intValue()); }
+		if (c instanceof Integer) kernel.setArg(i, ((Integer) c).intValue());
 		if (c instanceof Double) kernel.setArg(i, ((Double) c).doubleValue());
 		if (c instanceof Float) kernel.setArg(i, ((Float) c).floatValue());
 		

From 3386328cae8e7d7c0ee4a516e53255bb863af7a5 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:52:43 +0000
Subject: [PATCH 231/276] Fixed step limit

---
 src/aeminium/gpu/examples/RecHeat.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index b2f61e2..7c76553 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -101,7 +101,7 @@ public Range2D<Integer, Void> split(Integer start, Integer end, int n) {
 			}
 			@Override
 			public String getSplitSource() {
-				return "stepX = stepX/2;";
+				return "stepX = stepX/2; if (stepX < 1) stepX=1;";
 			}
 			
 			@Override

From d0ac91c3f502ff351e37951825b21f132dbbf8d2 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:54:22 +0000
Subject: [PATCH 232/276] Fixed Heat

---
 src/aeminium/gpu/examples/RecHeat.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index 7c76553..c8f9fdb 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -50,7 +50,7 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "if (l - r > 0) return 0.0;"
+				return "if (l - r > 10) return 0.0;"
 						+ "int lb = (r<=0) ? 1 : r;"
 						+ "int ub = (l>=size-1) ? size -2 : l;"
 						+ "for (int a = lb; a<ub; a++) {"

From fddbbb70f799868996b68883a608419d64ef1049 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 12:59:24 +0000
Subject: [PATCH 233/276] Dynamic columns

---
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java | 4 ++++
 src/aeminium/gpu/examples/RecHeat.java               | 6 +++---
 2 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 7fde2fb..a0f61e0 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -4,6 +4,7 @@
 
 import aeminium.gpu.collections.PNativeWrapper;
 import aeminium.gpu.collections.PObject;
+import aeminium.gpu.collections.matrices.AbstractMatrix;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
@@ -61,6 +62,9 @@ private static int fill(OtherData[] otherData, Object oi, Field[] fs, int i) {
 				if (o instanceof Integer) o = new PNativeWrapper<Integer>((Integer) o);
 				if (o instanceof Double) o = new PNativeWrapper<Double>((Double) o);
 				otherData[i++] = new OtherData(f.getName(), (PObject) o);
+				if (o instanceof AbstractMatrix) {
+					otherData[i++] = new OtherData("__" + f.getName() + "_cols", new PNativeWrapper<Integer>(((AbstractMatrix<?>) o).cols()));
+				}
 			} catch (IllegalArgumentException e) {
 				// Avoided
 				e.printStackTrace();
diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index c8f9fdb..b36f2d3 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -55,9 +55,9 @@ public String getSource() {
 						+ "int ub = (l>=size-1) ? size -2 : l;"
 						+ "for (int a = lb; a<ub; a++) {"
 						+ "for (int b=1; b<size-1; b++) {"
-						+ "double val = 1/dx * ( old[(a+1) * 10 + b] - 2 * old[a * 10 + b] + old[(a-1) * 10 + b]) + "
-						+ "1/dx * ( old[a * 10 + (b+1)] - 2 * old[a * 10 + b] + old[a * 10 + (b-1)]) + old[a * 10 + b];"
-						+ "newM[a * 10 + b] = val;"
+						+ "double val = 1/dx * ( old[(a+1) * __old_cols + b] - 2 * old[a * __old_cols + b] + old[(a-1) * __old_cols + b]) + "
+						+ "1/dx * ( old[a * __old_cols + (b+1)] - 2 * old[a * __old_cols + b] + old[a * __old_cols + (b-1)]) + old[a * __old_cols + b];"
+						+ "newM[a * __newM_cols + b] = val;"
 						+ "}"
 						+ "}"
 						+ "*result = 1;"

From 0966f7b5c15a1a0d2509f38e6cd37376f8b68506 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 13:02:19 +0000
Subject: [PATCH 234/276] More flexible otherdata

---
 .../gpu/backends/gpu/buffers/OtherData.java       | 15 ++++++++-------
 1 file changed, 8 insertions(+), 7 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index a0f61e0..1368809 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -1,6 +1,7 @@
 package aeminium.gpu.backends.gpu.buffers;
 
 import java.lang.reflect.Field;
+import java.util.ArrayList;
 
 import aeminium.gpu.collections.PNativeWrapper;
 import aeminium.gpu.collections.PObject;
@@ -39,31 +40,31 @@ public boolean isNative() {
 	public static OtherData[] extractOtherData(Object fun, Object fun2) {
 		Field[] fs = fun.getClass().getFields();
 		Field[] fs2 = fun2.getClass().getFields();
-		OtherData[] otherData = new OtherData[fs.length + fs2.length];
+		ArrayList<OtherData> otherData = new ArrayList<OtherData>();
 		int i = 0;
 		i = fill(otherData, fun, fs, i);
 		i = fill(otherData, fun2, fs2, i);
-		return otherData;
+		return (OtherData[]) otherData.toArray();
 	}
 	
 	public static OtherData[] extractOtherData(Object fun) {
 		Field[] fs = fun.getClass().getFields();
-		OtherData[] otherData = new OtherData[fs.length];
+		ArrayList<OtherData> otherData = new ArrayList<OtherData>();
 		int i = 0;
 		i = fill(otherData, fun, fs, i);
-		return otherData;
+		return (OtherData[]) otherData.toArray();
 	}
 
-	private static int fill(OtherData[] otherData, Object oi, Field[] fs, int i) {
+	private static int fill(ArrayList<OtherData> otherData, Object oi, Field[] fs, int i) {
 		for (Field f : fs) {
 			f.setAccessible(true);
 			try {
 				Object o = f.get(oi);
 				if (o instanceof Integer) o = new PNativeWrapper<Integer>((Integer) o);
 				if (o instanceof Double) o = new PNativeWrapper<Double>((Double) o);
-				otherData[i++] = new OtherData(f.getName(), (PObject) o);
+				otherData.add(new OtherData(f.getName(), (PObject) o));
 				if (o instanceof AbstractMatrix) {
-					otherData[i++] = new OtherData("__" + f.getName() + "_cols", new PNativeWrapper<Integer>(((AbstractMatrix<?>) o).cols()));
+					otherData.add(new OtherData("__" + f.getName() + "_cols", new PNativeWrapper<Integer>(((AbstractMatrix<?>) o).cols())));
 				}
 			} catch (IllegalArgumentException e) {
 				// Avoided

From ee15a8063662e354bcea61461f846f8cd3d79091 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 13:05:01 +0000
Subject: [PATCH 235/276] Arraylist all over the place

---
 src/aeminium/gpu/backends/gpu/GPUGenericKernel.java    |  4 +++-
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java   |  8 ++++----
 .../gpu/backends/gpu/generators/AbstractCodeGen.java   | 10 ++++++----
 3 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
index d98c69d..102a383 100644
--- a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
+++ b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
@@ -1,5 +1,7 @@
 package aeminium.gpu.backends.gpu;
 
+import java.util.ArrayList;
+
 import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.devices.GPUDevice;
 
@@ -16,7 +18,7 @@ public abstract class GPUGenericKernel implements GPUKernel {
 	protected CLKernel kernel;
 	protected CLEvent kernelCompletion;
 	
-	protected OtherData[] otherData;
+	protected ArrayList<OtherData> otherData;
 	
 	protected String otherSources;
 
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 1368809..91b6dc5 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -37,22 +37,22 @@ public boolean isNative() {
 		return obj.isNative();
 	}
 	
-	public static OtherData[] extractOtherData(Object fun, Object fun2) {
+	public static ArrayList<OtherData> extractOtherData(Object fun, Object fun2) {
 		Field[] fs = fun.getClass().getFields();
 		Field[] fs2 = fun2.getClass().getFields();
 		ArrayList<OtherData> otherData = new ArrayList<OtherData>();
 		int i = 0;
 		i = fill(otherData, fun, fs, i);
 		i = fill(otherData, fun2, fs2, i);
-		return (OtherData[]) otherData.toArray();
+		return otherData;
 	}
 	
-	public static OtherData[] extractOtherData(Object fun) {
+	public static ArrayList<OtherData> extractOtherData(Object fun) {
 		Field[] fs = fun.getClass().getFields();
 		ArrayList<OtherData> otherData = new ArrayList<OtherData>();
 		int i = 0;
 		i = fill(otherData, fun, fs, i);
-		return (OtherData[]) otherData.toArray();
+		return otherData;
 	}
 
 	private static int fill(ArrayList<OtherData> otherData, Object oi, Field[] fs, int i) {
diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
index 37140f5..666e08b 100644
--- a/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractCodeGen.java
@@ -1,14 +1,16 @@
 package aeminium.gpu.backends.gpu.generators;
 
+import java.util.ArrayList;
+
 import aeminium.gpu.backends.gpu.buffers.OtherData;
 
 public abstract class AbstractCodeGen {
-	protected OtherData[] otherData;
+	protected ArrayList<OtherData> otherData;
 	protected String otherSources = "";
 	protected boolean isRange = false;
 	protected String id;
 	
-	public void setOtherData(OtherData[] ods) {
+	public void setOtherData(ArrayList<OtherData> ods) {
 		this.otherData = ods;
 	}
 	
@@ -21,7 +23,7 @@ public void setRange(boolean isRange) {
 	}
 	
 	public String getExtraArgs() {
-		if (otherData == null || otherData.length == 0) {
+		if (otherData == null || otherData.size() == 0) {
 			return "";
 		} else {
 			StringBuilder b = new StringBuilder();
@@ -37,7 +39,7 @@ public String getExtraArgs() {
 	}
 	
 	public String getExtraArgsCall() {
-		if (otherData == null || otherData.length == 0) {
+		if (otherData == null || otherData.size() == 0) {
 			return "";
 		} else {
 			StringBuilder b = new StringBuilder();

From e1c155567c0f5768722b37b5bc90f083c95e4b83 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 13:23:06 +0000
Subject: [PATCH 236/276] Extract Data

---
 .../gpu/backends/gpu/GPUGenericKernel.java    |  6 +++-
 .../backends/gpu/GPURangedRecursiveCall.java  |  2 +-
 .../gpu/backends/gpu/buffers/OtherData.java   | 34 +++++++++++++++++--
 3 files changed, 37 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
index 102a383..a76824c 100644
--- a/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
+++ b/src/aeminium/gpu/backends/gpu/GPUGenericKernel.java
@@ -66,7 +66,11 @@ protected void setExtraDataArgs(int nArgs, CLKernel kernel) {
 
 	abstract public void execute(CLContext ctx, CLQueue q);
 
-	abstract public void retrieveResults(CLContext ctx, CLQueue q);
+	public void retrieveResults(CLContext ctx, CLQueue q) {
+		for (OtherData o : otherData) {
+			o.readFromBuffer(ctx, q);
+		}
+	}
 	
 	@Override
 	public void waitExecution(CLContext context, CLQueue queue) {
diff --git a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
index 22b7c36..d86ee29 100644
--- a/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
+++ b/src/aeminium/gpu/backends/gpu/GPURangedRecursiveCall.java
@@ -132,7 +132,7 @@ private void removeRangeIndex(int i) {
 
 	@Override
 	public void retrieveResults(CLContext ctx, CLQueue q) {
-		// Nothing to do!
+		super.retrieveResults(ctx, q);
 	}
 
 	@Override
diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 91b6dc5..1db8157 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -5,19 +5,25 @@
 
 import aeminium.gpu.collections.PNativeWrapper;
 import aeminium.gpu.collections.PObject;
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.matrices.AbstractMatrix;
+import aeminium.gpu.collections.matrices.PMatrix;
 
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
 import com.nativelibs4java.opencl.CLKernel;
+import com.nativelibs4java.opencl.CLQueue;
 
 public class OtherData {
 	public String name;
 	public PObject obj;
 	public CLBuffer<?> buffer;
 	public String type;
+	public Field f;
 	
-	public OtherData(String n, PObject o) {
+	public OtherData(Field f, String n, PObject o) {
+		this.f = f;
 		this.name = n;
 		this.obj = o;
 		this.type = obj.getCLType();
@@ -62,9 +68,9 @@ private static int fill(ArrayList<OtherData> otherData, Object oi, Field[] fs, i
 				Object o = f.get(oi);
 				if (o instanceof Integer) o = new PNativeWrapper<Integer>((Integer) o);
 				if (o instanceof Double) o = new PNativeWrapper<Double>((Double) o);
-				otherData.add(new OtherData(f.getName(), (PObject) o));
+				otherData.add(new OtherData(f, f.getName(), (PObject) o));
 				if (o instanceof AbstractMatrix) {
-					otherData.add(new OtherData("__" + f.getName() + "_cols", new PNativeWrapper<Integer>(((AbstractMatrix<?>) o).cols())));
+					otherData.add(new OtherData(f, "__" + f.getName() + "_cols", new PNativeWrapper<Integer>(((AbstractMatrix<?>) o).cols())));
 				}
 			} catch (IllegalArgumentException e) {
 				// Avoided
@@ -90,4 +96,26 @@ public void setArg(CLKernel kernel, int i) {
 		if (c instanceof Float) kernel.setArg(i, ((Float) c).floatValue());
 		
 	}
+
+	public void readFromBuffer(CLContext ctx, CLQueue q) {
+		if (!isNative()) {
+			Object target;
+			PList<?> newList = BufferHelper.extractFromBuffer(buffer, q, null, obj.getClass().getSimpleName(), buffer.getElementSize());
+			if (obj instanceof AbstractMatrix) {
+				PMatrix<?> newMatrix = CollectionFactory.matrixfromPList(newList, ((AbstractMatrix<?>) obj).rows(), ((AbstractMatrix<?>) obj).cols());
+				target = newMatrix;
+			} else {
+				target = newList;
+			}
+			try {
+				f.set(name, target);
+			} catch (IllegalArgumentException e) {
+				// TODO Auto-generated catch block
+				e.printStackTrace();
+			} catch (IllegalAccessException e) {
+				// TODO Auto-generated catch block
+				e.printStackTrace();
+			}
+		}
+	}
 }

From d98de111d23c8a513f2ad935260610cad8af70f3 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 13:33:44 +0000
Subject: [PATCH 237/276] Added debug

---
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index 1db8157..d2a5847 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -107,6 +107,7 @@ public void readFromBuffer(CLContext ctx, CLQueue q) {
 			} else {
 				target = newList;
 			}
+			System.out.println(target);
 			try {
 				f.set(name, target);
 			} catch (IllegalArgumentException e) {

From fe5f8c89298da9a9e30fd43196fcd249d278ccc6 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 13:36:03 +0000
Subject: [PATCH 238/276] Changed to countaining type

---
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index d2a5847..f28dea7 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -3,6 +3,7 @@
 import java.lang.reflect.Field;
 import java.util.ArrayList;
 
+import aeminium.gpu.collections.AbstractCollection;
 import aeminium.gpu.collections.PNativeWrapper;
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.factories.CollectionFactory;
@@ -100,7 +101,7 @@ public void setArg(CLKernel kernel, int i) {
 	public void readFromBuffer(CLContext ctx, CLQueue q) {
 		if (!isNative()) {
 			Object target;
-			PList<?> newList = BufferHelper.extractFromBuffer(buffer, q, null, obj.getClass().getSimpleName(), buffer.getElementSize());
+			PList<?> newList = BufferHelper.extractFromBuffer(buffer, q, null, ((AbstractCollection<?>) obj).getContainingType().getSimpleName(), buffer.getElementSize());
 			if (obj instanceof AbstractMatrix) {
 				PMatrix<?> newMatrix = CollectionFactory.matrixfromPList(newList, ((AbstractMatrix<?>) obj).rows(), ((AbstractMatrix<?>) obj).cols());
 				target = newMatrix;

From 03b838cfe8d615d9a16e8742134de909e48b1e00 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 13:38:47 +0000
Subject: [PATCH 239/276] Fixed reflection

---
 src/aeminium/gpu/backends/gpu/buffers/OtherData.java | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index f28dea7..be8f26c 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -22,8 +22,9 @@ public class OtherData {
 	public CLBuffer<?> buffer;
 	public String type;
 	public Field f;
-	
-	public OtherData(Field f, String n, PObject o) {
+	public Object oi; 
+	public OtherData(Object oi, Field f, String n, PObject o) {
+		this.oi = oi;
 		this.f = f;
 		this.name = n;
 		this.obj = o;
@@ -69,9 +70,9 @@ private static int fill(ArrayList<OtherData> otherData, Object oi, Field[] fs, i
 				Object o = f.get(oi);
 				if (o instanceof Integer) o = new PNativeWrapper<Integer>((Integer) o);
 				if (o instanceof Double) o = new PNativeWrapper<Double>((Double) o);
-				otherData.add(new OtherData(f, f.getName(), (PObject) o));
+				otherData.add(new OtherData(oi, f, f.getName(), (PObject) o));
 				if (o instanceof AbstractMatrix) {
-					otherData.add(new OtherData(f, "__" + f.getName() + "_cols", new PNativeWrapper<Integer>(((AbstractMatrix<?>) o).cols())));
+					otherData.add(new OtherData(oi, f, "__" + f.getName() + "_cols", new PNativeWrapper<Integer>(((AbstractMatrix<?>) o).cols())));
 				}
 			} catch (IllegalArgumentException e) {
 				// Avoided
@@ -108,9 +109,8 @@ public void readFromBuffer(CLContext ctx, CLQueue q) {
 			} else {
 				target = newList;
 			}
-			System.out.println(target);
 			try {
-				f.set(name, target);
+				f.set(oi, target);
 			} catch (IllegalArgumentException e) {
 				// TODO Auto-generated catch block
 				e.printStackTrace();

From ab68f3ec68c37f4a12d813f47baf1e295cd60a96 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Mon, 9 Feb 2015 13:50:46 +0000
Subject: [PATCH 240/276] Replace in place

---
 .../gpu/backends/gpu/buffers/OtherData.java        | 14 ++------------
 .../gpu/collections/lazyness/LazyPList.java        |  6 ++++++
 .../gpu/collections/lazyness/LazyPMatrix.java      |  7 +++++++
 .../gpu/collections/lazyness/RandomList.java       |  5 +++++
 src/aeminium/gpu/collections/lazyness/Range.java   |  5 +++++
 .../gpu/collections/lists/BooleanList.java         |  6 ++++++
 src/aeminium/gpu/collections/lists/CharList.java   |  6 ++++++
 src/aeminium/gpu/collections/lists/DoubleList.java |  6 ++++++
 src/aeminium/gpu/collections/lists/FloatList.java  |  6 ++++++
 src/aeminium/gpu/collections/lists/IntList.java    |  6 ++++++
 src/aeminium/gpu/collections/lists/LongList.java   |  6 ++++++
 src/aeminium/gpu/collections/lists/PList.java      |  2 ++
 .../gpu/collections/matrices/BooleanMatrix.java    |  5 +++++
 .../gpu/collections/matrices/CharMatrix.java       |  5 +++++
 .../gpu/collections/matrices/DoubleMatrix.java     |  5 +++++
 .../gpu/collections/matrices/FloatMatrix.java      |  4 ++++
 .../gpu/collections/matrices/IntMatrix.java        |  5 +++++
 .../gpu/collections/matrices/LongMatrix.java       |  5 +++++
 src/aeminium/gpu/collections/matrices/PMatrix.java |  2 ++
 19 files changed, 94 insertions(+), 12 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
index be8f26c..d8815f9 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/OtherData.java
@@ -101,22 +101,12 @@ public void setArg(CLKernel kernel, int i) {
 
 	public void readFromBuffer(CLContext ctx, CLQueue q) {
 		if (!isNative()) {
-			Object target;
 			PList<?> newList = BufferHelper.extractFromBuffer(buffer, q, null, ((AbstractCollection<?>) obj).getContainingType().getSimpleName(), buffer.getElementSize());
 			if (obj instanceof AbstractMatrix) {
 				PMatrix<?> newMatrix = CollectionFactory.matrixfromPList(newList, ((AbstractMatrix<?>) obj).rows(), ((AbstractMatrix<?>) obj).cols());
-				target = newMatrix;
+				((PMatrix<?>) obj).replaceBy(newMatrix);
 			} else {
-				target = newList;
-			}
-			try {
-				f.set(oi, target);
-			} catch (IllegalArgumentException e) {
-				// TODO Auto-generated catch block
-				e.printStackTrace();
-			} catch (IllegalAccessException e) {
-				// TODO Auto-generated catch block
-				e.printStackTrace();
+				((PList<?>) obj).replaceBy(newList);
 			}
 		}
 	}
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPList.java b/src/aeminium/gpu/collections/lazyness/LazyPList.java
index 8072219..be879fd 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPList.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPList.java
@@ -133,4 +133,10 @@ public PList<T> extendAt(int i, PList<T> extra) {
 		return actual.extendAt(i, extra);
 	}
 
+	@SuppressWarnings("unchecked")
+	@Override
+	public void replaceBy(PList<?> newList) {
+		actual = (PList<T>) newList;
+	}
+
 }
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java b/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
index 5a5fcce..20e711f 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
@@ -2,6 +2,7 @@
 
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.matrices.AbstractMatrix;
+import aeminium.gpu.collections.matrices.PMatrix;
 
 public class LazyPMatrix<T> extends AbstractMatrix<T> {
 
@@ -31,4 +32,10 @@ public PList<T> elements() {
 	public Class<?> getContainingType() {
 		return source.getContainingType();
 	}
+	
+	@SuppressWarnings("unchecked")
+	@Override
+	public void replaceBy(PMatrix<?> newMatrix) {
+		source = (PList<T>) newMatrix.elements();
+	}
 }
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index 5362b1b..5d36b3a 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -125,6 +125,11 @@ public void set(int index, Float e) {
 	public void clear() {
 		throw new ReadOnlyListException();
 	}
+	
+	@Override
+	public void replaceBy(PList<?> newList) {
+		throw new ReadOnlyListException();
+	}
 
 	@Override
 	public PList<Float> subList(int fromIndex, int toIndex) {
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index a7b091f..2e56035 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -104,6 +104,11 @@ public void set(int index, Integer e) {
 	public void clear() {
 		throw new ReadOnlyListException();
 	}
+	
+	@Override
+	public void replaceBy(PList<?> newList) {
+		throw new ReadOnlyListException();
+	}
 
 	@Override
 	public PList<Integer> subList(int fromIndex, int toIndex) {
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index 5b062da..0124dd7 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -143,4 +143,10 @@ public PList<Boolean> extendAt(int i, PList<Boolean> extra) {
 		}
 		return null;
 	}
+	
+	@Override
+	public void replaceBy(PList<?> newList) {
+		box = ((BooleanList) newList).box;
+		size = newList.size();
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index 1f99e81..d4ec4e6 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -137,5 +137,11 @@ public PList<Character> extendAt(int i, PList<Character> extra) {
 		}
 		return null;
 	}
+	
+	@Override
+	public void replaceBy(PList<?> newList) {
+		box = ((CharList) newList).box;
+		size = newList.size();
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 6ef3c02..5f2e6a4 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -132,5 +132,11 @@ public PList<Double> extendAt(int i, PList<Double> extra) {
 		}
 		return null;
 	}
+	
+	@Override
+	public void replaceBy(PList<?> newList) {
+		box = ((DoubleList) newList).box;
+		size = newList.size();
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index 14ec94b..fa21260 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -133,4 +133,10 @@ public PList<Float> extendAt(int i, PList<Float> extra) {
 		return null;
 	}
 
+	@Override
+	public void replaceBy(PList<?> newList) {
+		box = ((FloatList) newList).box;
+		size = newList.size();
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 1a78c80..3e73b80 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -132,4 +132,10 @@ public PList<Integer> extendAt(int i, PList<Integer> extra) {
 		return null;
 	}
 	
+	@Override
+	public void replaceBy(PList<?> newList) {
+		box = ((IntList) newList).box;
+		size = newList.size();
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index 8b75dfa..5db2e5d 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -129,4 +129,10 @@ public PList<Long> extendAt(int i, PList<Long> extra) {
 		}
 		return null;
 	}
+	
+	@Override
+	public void replaceBy(PList<?> newList) {
+		box = ((LongList) newList).box;
+		size = newList.size();
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/PList.java b/src/aeminium/gpu/collections/lists/PList.java
index 413bf5c..2a5047c 100644
--- a/src/aeminium/gpu/collections/lists/PList.java
+++ b/src/aeminium/gpu/collections/lists/PList.java
@@ -37,4 +37,6 @@ public interface PList<T> extends PCollection<T>, Mappable<T>,
 	public PList<T> extend(PList<T> extra);
 	public PList<T> extendAt(int i, PList<T> extra);
 
+	public void replaceBy(PList<?> newList);
+
 }
diff --git a/src/aeminium/gpu/collections/matrices/BooleanMatrix.java b/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
index a7067ea..53ef7a8 100644
--- a/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
@@ -38,4 +38,9 @@ public PList<Boolean> elements() {
 		return new BooleanList(box, size);
 	}
 
+	public void replaceBy(PMatrix<?> newMatrix) {
+		BooleanMatrix nb = (BooleanMatrix) newMatrix;
+		box = nb.box;
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/matrices/CharMatrix.java b/src/aeminium/gpu/collections/matrices/CharMatrix.java
index 5b0fee6..5f9c04a 100644
--- a/src/aeminium/gpu/collections/matrices/CharMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/CharMatrix.java
@@ -37,5 +37,10 @@ public Class<?> getContainingType() {
 	public PList<Character> elements() {
 		return new CharList(box, size);
 	}
+	
+	public void replaceBy(PMatrix<?> newMatrix) {
+		CharMatrix nb = (CharMatrix) newMatrix;
+		box = nb.box;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/matrices/DoubleMatrix.java b/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
index 21df03d..958c482 100644
--- a/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
@@ -37,5 +37,10 @@ public Class<?> getContainingType() {
 	public PList<Double> elements() {
 		return new DoubleList(box, size);
 	}
+	
+	public void replaceBy(PMatrix<?> newMatrix) {
+		DoubleMatrix nb = (DoubleMatrix) newMatrix;
+		box = nb.box;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/matrices/FloatMatrix.java b/src/aeminium/gpu/collections/matrices/FloatMatrix.java
index 4b0c66e..274cbe2 100644
--- a/src/aeminium/gpu/collections/matrices/FloatMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/FloatMatrix.java
@@ -38,4 +38,8 @@ public PList<Float> elements() {
 		return new FloatList(box, size);
 	}
 
+	public void replaceBy(PMatrix<?> newMatrix) {
+		FloatMatrix nb = (FloatMatrix) newMatrix;
+		box = nb.box;
+	}
 }
diff --git a/src/aeminium/gpu/collections/matrices/IntMatrix.java b/src/aeminium/gpu/collections/matrices/IntMatrix.java
index b714f91..2c4a2db 100644
--- a/src/aeminium/gpu/collections/matrices/IntMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/IntMatrix.java
@@ -38,4 +38,9 @@ public PList<Integer> elements() {
 		return new IntList(box, size);
 	}
 
+	public void replaceBy(PMatrix<?> newMatrix) {
+		IntMatrix nb = (IntMatrix) newMatrix;
+		box = nb.box;
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/matrices/LongMatrix.java b/src/aeminium/gpu/collections/matrices/LongMatrix.java
index b9800d6..cf1c657 100644
--- a/src/aeminium/gpu/collections/matrices/LongMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/LongMatrix.java
@@ -37,5 +37,10 @@ public Class<?> getContainingType() {
 	public PList<Long> elements() {
 		return new LongList(box, size);
 	}
+	
+	public void replaceBy(PMatrix<?> newMatrix) {
+		LongMatrix nb = (LongMatrix) newMatrix;
+		box = nb.box;
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/matrices/PMatrix.java b/src/aeminium/gpu/collections/matrices/PMatrix.java
index e7bb8bd..b4e4ef7 100644
--- a/src/aeminium/gpu/collections/matrices/PMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/PMatrix.java
@@ -21,4 +21,6 @@ public interface PMatrix<T> extends PCollection<T>, MappableToMatrix<T>,
 
 	public PList<T> elements();
 
+	public void replaceBy(PMatrix<?> newMatrix);
+
 }

From 580a7799496017b2c695a21cf11e17009c0de092 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 10 Feb 2015 13:13:38 +0000
Subject: [PATCH 241/276] Updated scripts

---
 utils/run_integral2_size_cpu.sh | 8 ++++++--
 utils/run_integral2_size_gpu.sh | 4 ++--
 utils/run_integral_size_cpu.sh  | 4 ++--
 3 files changed, 10 insertions(+), 6 deletions(-)

diff --git a/utils/run_integral2_size_cpu.sh b/utils/run_integral2_size_cpu.sh
index 0401815..480582f 100755
--- a/utils/run_integral2_size_cpu.sh
+++ b/utils/run_integral2_size_cpu.sh
@@ -2,5 +2,9 @@
 for i in {1..7}
 do
   echo "integral 1 $i cpu"
-  FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral.sh 1 $i | grep -v R
-done
\ No newline at end of file
+  FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral2.sh 1 $i | grep -v R
+  sudo /sbin/sysctl -w vm.drop_caches=1 > /dev/null
+  sudo /sbin/sysctl -w vm.drop_caches=2 > /dev/null
+  sudo /sbin/sysctl -w vm.drop_caches=3 > /dev/null
+  sleep 1
+done
diff --git a/utils/run_integral2_size_gpu.sh b/utils/run_integral2_size_gpu.sh
index 7a6cbae..13baab8 100755
--- a/utils/run_integral2_size_gpu.sh
+++ b/utils/run_integral2_size_gpu.sh
@@ -2,5 +2,5 @@
 for i in {1..7}
 do
   echo "integral 1 $i gpu"
-  WORKERS=8192 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral2.sh 1 $i | grep -v R
-done
\ No newline at end of file
+  FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral2.sh 1 $i | grep -v R
+done
diff --git a/utils/run_integral_size_cpu.sh b/utils/run_integral_size_cpu.sh
index 0a59989..9262137 100755
--- a/utils/run_integral_size_cpu.sh
+++ b/utils/run_integral_size_cpu.sh
@@ -2,5 +2,5 @@
 for i in {1..7}
 do
   echo "integral 1 $i cpu"
-  WORKERS=512 FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral2.sh 1 $i | grep -v R
-done
\ No newline at end of file
+  FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_integral2.sh 1 $i | grep -v R
+done

From 5e9b65488ab0af855294c62ddea68ca400e9ae40 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 11 Feb 2015 18:28:59 +0000
Subject: [PATCH 242/276] Heat updated

---
 src/aeminium/gpu/examples/RecHeat.java | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index b36f2d3..ea5fc08 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -18,8 +18,8 @@ public static void main(String[] args) {
 		
 		long startTime = System.nanoTime();
 		
-		final PMatrix<Double> m = new DoubleMatrix(width, width);
-		final PMatrix<Double> n = new DoubleMatrix(width, width);
+		final PMatrix<Double> m = new DoubleMatrix(width, 5000);
+		final PMatrix<Double> n = new DoubleMatrix(width, 5000);
 		
 		fill(m, width);
 		
@@ -39,7 +39,7 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 				int lb = (r <= 0) ? 1 : r;
 				int ub = (l >= size-1) ? size-2 : l;
 				for (int a = lb; a < ub; a++) {
-					for (int b = 1; b < size-1; b++) {
+					for (int b = 1; b < 5000-1; b++) {
 						double val = 1/dx * (old.get(a+1, b) - 2 * old.get(a,b) + old.get(a-1,b)) + 1/dx * ( old.get(a, b+1) - 2 * old.get(a, b) + old.get(a, b-1)) + old.get(a, b);
 						newM.set(a, b, val);
 					}
@@ -52,9 +52,9 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 			public String getSource() {
 				return "if (l - r > 10) return 0.0;"
 						+ "int lb = (r<=0) ? 1 : r;"
-						+ "int ub = (l>=size-1) ? size -2 : l;"
+						+ "int ub = (l>=5000-1) ? size -2 : l;"
 						+ "for (int a = lb; a<ub; a++) {"
-						+ "for (int b=1; b<size-1; b++) {"
+						+ "for (int b=1; b<5000-1; b++) {"
 						+ "double val = 1/dx * ( old[(a+1) * __old_cols + b] - 2 * old[a * __old_cols + b] + old[(a-1) * __old_cols + b]) + "
 						+ "1/dx * ( old[a * __old_cols + (b+1)] - 2 * old[a * __old_cols + b] + old[a * __old_cols + (b-1)]) + old[a * __old_cols + b];"
 						+ "newM[a * __newM_cols + b] = val;"

From de0b65a229a79479b720e6f5e24470dc21e29508 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 11 Feb 2015 18:33:21 +0000
Subject: [PATCH 243/276] Heat fixed

---
 src/aeminium/gpu/examples/RecHeat.java | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index ea5fc08..30ada7e 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -9,6 +9,7 @@
 
 public class RecHeat {
 	
+	private static final int COLUMNS = 5000;
 	private static final long NPS = (1000L * 1000 * 1000);
 	
 	public static void main(String[] args) {
@@ -18,8 +19,8 @@ public static void main(String[] args) {
 		
 		long startTime = System.nanoTime();
 		
-		final PMatrix<Double> m = new DoubleMatrix(width, 5000);
-		final PMatrix<Double> n = new DoubleMatrix(width, 5000);
+		final PMatrix<Double> m = new DoubleMatrix(width, COLUMNS);
+		final PMatrix<Double> n = new DoubleMatrix(width, COLUMNS);
 		
 		fill(m, width);
 		
@@ -39,7 +40,7 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 				int lb = (r <= 0) ? 1 : r;
 				int ub = (l >= size-1) ? size-2 : l;
 				for (int a = lb; a < ub; a++) {
-					for (int b = 1; b < 5000-1; b++) {
+					for (int b = 1; b < COLUMNS-1; b++) {
 						double val = 1/dx * (old.get(a+1, b) - 2 * old.get(a,b) + old.get(a-1,b)) + 1/dx * ( old.get(a, b+1) - 2 * old.get(a, b) + old.get(a, b-1)) + old.get(a, b);
 						newM.set(a, b, val);
 					}
@@ -52,9 +53,9 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 			public String getSource() {
 				return "if (l - r > 10) return 0.0;"
 						+ "int lb = (r<=0) ? 1 : r;"
-						+ "int ub = (l>=5000-1) ? size -2 : l;"
+						+ "int ub = (l>=size-1) ? size -2 : l;"
 						+ "for (int a = lb; a<ub; a++) {"
-						+ "for (int b=1; b<5000-1; b++) {"
+						+ "for (int b=1; b<"+COLUMNS+"-1; b++) {"
 						+ "double val = 1/dx * ( old[(a+1) * __old_cols + b] - 2 * old[a * __old_cols + b] + old[(a-1) * __old_cols + b]) + "
 						+ "1/dx * ( old[a * __old_cols + (b+1)] - 2 * old[a * __old_cols + b] + old[a * __old_cols + (b-1)]) + old[a * __old_cols + b];"
 						+ "newM[a * __newM_cols + b] = val;"
@@ -141,7 +142,7 @@ public static double randd(double y, double t) {
 	private static void fill(PMatrix<Double> m, int size) {
 		double dx = 1.570796326794896558;
 		for (int a=0; a < size; a++) {
-			for (int b=0; b < size; b++) {
+			for (int b=0; b < COLUMNS; b++) {
 				if (a == 0) {
 					m.set(a, b, randa(a * dx, 0));
 				} else if (a == size-1) {

From b6aabce185205e0cb5db768ceae71fbfc5d05a03 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 00:00:07 +0000
Subject: [PATCH 244/276] Initial Nqueens example

---
 .../gpu/collections/PNativeWrapper.java       |   5 +
 src/aeminium/gpu/collections/PObject.java     |   1 +
 .../factories/CollectionFactory.java          |   1 +
 .../gpu/collections/lazyness/LazyPList.java   |   7 +
 .../gpu/collections/lazyness/LazyPMatrix.java |   7 +
 .../gpu/collections/lazyness/RandomList.java  |   6 +
 .../gpu/collections/lazyness/Range.java       |   6 +
 .../gpu/collections/lists/BooleanList.java    |   6 +
 .../gpu/collections/lists/CharList.java       |   6 +
 .../gpu/collections/lists/DoubleList.java     |   6 +
 .../gpu/collections/lists/FloatList.java      |   6 +
 .../gpu/collections/lists/IntList.java        |   6 +
 .../gpu/collections/lists/LongList.java       |   6 +
 .../collections/matrices/AbstractMatrix.java  |   2 +-
 .../collections/matrices/BooleanMatrix.java   |   6 +
 .../gpu/collections/matrices/CharMatrix.java  |   6 +
 .../collections/matrices/DoubleMatrix.java    |   6 +
 .../gpu/collections/matrices/FloatMatrix.java |   6 +
 .../gpu/collections/matrices/IntMatrix.java   |   6 +
 .../gpu/collections/matrices/LongMatrix.java  |   5 +
 .../gpu/collections/stacks/Stack2.java        |  61 +++++
 .../gpu/collections/stacks/StackList2.java    | 213 ++++++++++++++++++
 src/aeminium/gpu/examples/RecNqueens.java     |  93 ++++++++
 23 files changed, 472 insertions(+), 1 deletion(-)
 create mode 100644 src/aeminium/gpu/collections/stacks/Stack2.java
 create mode 100644 src/aeminium/gpu/collections/stacks/StackList2.java
 create mode 100644 src/aeminium/gpu/examples/RecNqueens.java

diff --git a/src/aeminium/gpu/collections/PNativeWrapper.java b/src/aeminium/gpu/collections/PNativeWrapper.java
index a8a90b6..9f49926 100644
--- a/src/aeminium/gpu/collections/PNativeWrapper.java
+++ b/src/aeminium/gpu/collections/PNativeWrapper.java
@@ -19,4 +19,9 @@ public String getCLType() {
 	
 	public T getVal() { return cont; }
 	
+	@Override
+	public PObject copy() {
+		return new PNativeWrapper<T>(cont);
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/PObject.java b/src/aeminium/gpu/collections/PObject.java
index 289c089..c681be8 100644
--- a/src/aeminium/gpu/collections/PObject.java
+++ b/src/aeminium/gpu/collections/PObject.java
@@ -3,4 +3,5 @@
 public interface PObject {
 	public String getCLType();
 	public boolean isNative();
+	public PObject copy();
 }
diff --git a/src/aeminium/gpu/collections/factories/CollectionFactory.java b/src/aeminium/gpu/collections/factories/CollectionFactory.java
index 2ae909b..508e6de 100644
--- a/src/aeminium/gpu/collections/factories/CollectionFactory.java
+++ b/src/aeminium/gpu/collections/factories/CollectionFactory.java
@@ -32,6 +32,7 @@ public static PList<?> listFromType(String outputType) {
 			return new CharList();
 		if (outputType.equals("Boolean"))
 			return new BooleanList();
+
 		return null;
 	}
 
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPList.java b/src/aeminium/gpu/collections/lazyness/LazyPList.java
index be879fd..e963792 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPList.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPList.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.lazyness;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.AbstractList;
 import aeminium.gpu.collections.lists.PList;
@@ -139,4 +140,10 @@ public void replaceBy(PList<?> newList) {
 		actual = (PList<T>) newList;
 	}
 
+	@Override
+	public PObject copy() {
+		this.evaluate();
+		return actual.copy();
+	}
+
 }
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java b/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
index 20e711f..ec31bff 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPMatrix.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.lazyness;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.matrices.AbstractMatrix;
 import aeminium.gpu.collections.matrices.PMatrix;
@@ -38,4 +39,10 @@ public Class<?> getContainingType() {
 	public void replaceBy(PMatrix<?> newMatrix) {
 		source = (PList<T>) newMatrix.elements();
 	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public PObject copy() {
+		return new LazyPMatrix<T>((PList<T>) source.copy(), cols, rows);
+	}
 }
diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index 5d36b3a..422a844 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -6,6 +6,7 @@
 import aeminium.gpu.backends.cpu.MersenneTwisterFast;
 import aeminium.gpu.backends.gpu.MersenneTwisterGPU;
 import aeminium.gpu.backends.mcpu.MersenneTwister;
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.matrices.PMatrix;
@@ -205,4 +206,9 @@ public PList<Float> extendAt(int i, PList<Float> extra) {
 	public String getCLType() {
 		return "float[]";
 	}
+
+	@Override
+	public PObject copy() {
+		return new RandomList(max);
+	}
 }
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index 2e56035..0ddeba0 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -4,6 +4,7 @@
 
 import org.bridj.Pointer;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.matrices.PMatrix;
@@ -176,4 +177,9 @@ public PList<Integer> extendAt(int i, PList<Integer> extra) {
 	public String getCLType() {
 		return "int[]";
 	}
+
+	@Override
+	public PObject copy() {
+		return new Range(max);
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index 0124dd7..e46122f 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -2,6 +2,7 @@
 
 import java.util.Arrays;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
 public class BooleanList extends AbstractList<Boolean> implements
@@ -149,4 +150,9 @@ public void replaceBy(PList<?> newList) {
 		box = ((BooleanList) newList).box;
 		size = newList.size();
 	}
+
+	@Override
+	public PObject copy() {
+		return new BooleanList(box, size);
+	}
 }
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index d4ec4e6..27ffb04 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -2,6 +2,7 @@
 
 import java.util.Arrays;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
 public class CharList extends AbstractList<Character> implements
@@ -144,4 +145,9 @@ public void replaceBy(PList<?> newList) {
 		size = newList.size();
 	}
 
+	@Override
+	public PObject copy() {
+		return new CharList(box, size);
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index 5f2e6a4..aaf4194 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -2,6 +2,7 @@
 
 import java.util.Arrays;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
 public class DoubleList extends AbstractList<Double> implements
@@ -138,5 +139,10 @@ public void replaceBy(PList<?> newList) {
 		box = ((DoubleList) newList).box;
 		size = newList.size();
 	}
+	
+	@Override
+	public PObject copy() {
+		return new DoubleList(box, size);
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index fa21260..0f056e8 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -2,6 +2,7 @@
 
 import java.util.Arrays;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
 public class FloatList extends AbstractList<Float> implements
@@ -139,4 +140,9 @@ public void replaceBy(PList<?> newList) {
 		size = newList.size();
 	}
 	
+	@Override
+	public PObject copy() {
+		return new FloatList(box, size);
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 3e73b80..4191d33 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -2,6 +2,7 @@
 
 import java.util.Arrays;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
 public class IntList extends AbstractList<Integer> implements
@@ -138,4 +139,9 @@ public void replaceBy(PList<?> newList) {
 		size = newList.size();
 	}
 	
+	@Override
+	public PObject copy() {
+		return new IntList(box, size);
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index 5db2e5d..28513c6 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -2,6 +2,7 @@
 
 import java.util.Arrays;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
 public class LongList extends AbstractList<Long> implements ConcreteCollection {
@@ -135,4 +136,9 @@ public void replaceBy(PList<?> newList) {
 		box = ((LongList) newList).box;
 		size = newList.size();
 	}
+	
+	@Override
+	public PObject copy() {
+		return new LongList(box, size);
+	}
 }
diff --git a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
index 6d23a7e..cb5cec7 100644
--- a/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/AbstractMatrix.java
@@ -13,7 +13,7 @@ public abstract class AbstractMatrix<T> extends AbstractCollection<T> implements
 	protected int cols;
 	protected int rows;
 
-	public AbstractMatrix(int cols, int rows) {
+	public AbstractMatrix(int rows, int cols) {
 		this.cols = cols;
 		this.rows = rows;
 		this.size = cols * rows;
diff --git a/src/aeminium/gpu/collections/matrices/BooleanMatrix.java b/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
index 53ef7a8..254b963 100644
--- a/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/BooleanMatrix.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.matrices;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lists.BooleanList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
@@ -43,4 +44,9 @@ public void replaceBy(PMatrix<?> newMatrix) {
 		box = nb.box;
 	}
 	
+	@Override
+	public PObject copy() {
+		return new BooleanMatrix(box, cols, rows);
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/matrices/CharMatrix.java b/src/aeminium/gpu/collections/matrices/CharMatrix.java
index 5f9c04a..ffb319c 100644
--- a/src/aeminium/gpu/collections/matrices/CharMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/CharMatrix.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.matrices;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lists.CharList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
@@ -42,5 +43,10 @@ public void replaceBy(PMatrix<?> newMatrix) {
 		CharMatrix nb = (CharMatrix) newMatrix;
 		box = nb.box;
 	}
+	
+	@Override
+	public PObject copy() {
+		return new CharMatrix(box, cols, rows);
+	}
 
 }
diff --git a/src/aeminium/gpu/collections/matrices/DoubleMatrix.java b/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
index 958c482..5d00e59 100644
--- a/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/DoubleMatrix.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.matrices;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lists.DoubleList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
@@ -43,4 +44,9 @@ public void replaceBy(PMatrix<?> newMatrix) {
 		box = nb.box;
 	}
 
+	@Override
+	public PObject copy() {
+		return new DoubleMatrix(box, cols, rows);
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/matrices/FloatMatrix.java b/src/aeminium/gpu/collections/matrices/FloatMatrix.java
index 274cbe2..08459e4 100644
--- a/src/aeminium/gpu/collections/matrices/FloatMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/FloatMatrix.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.matrices;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lists.FloatList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
@@ -42,4 +43,9 @@ public void replaceBy(PMatrix<?> newMatrix) {
 		FloatMatrix nb = (FloatMatrix) newMatrix;
 		box = nb.box;
 	}
+	
+	@Override
+	public PObject copy() {
+		return new FloatMatrix(box, cols, rows);
+	}
 }
diff --git a/src/aeminium/gpu/collections/matrices/IntMatrix.java b/src/aeminium/gpu/collections/matrices/IntMatrix.java
index 2c4a2db..6e52c02 100644
--- a/src/aeminium/gpu/collections/matrices/IntMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/IntMatrix.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.matrices;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lists.IntList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
@@ -43,4 +44,9 @@ public void replaceBy(PMatrix<?> newMatrix) {
 		box = nb.box;
 	}
 	
+	@Override
+	public PObject copy() {
+		return new IntMatrix(box, cols, rows);
+	}
+	
 }
diff --git a/src/aeminium/gpu/collections/matrices/LongMatrix.java b/src/aeminium/gpu/collections/matrices/LongMatrix.java
index cf1c657..a120f79 100644
--- a/src/aeminium/gpu/collections/matrices/LongMatrix.java
+++ b/src/aeminium/gpu/collections/matrices/LongMatrix.java
@@ -1,5 +1,6 @@
 package aeminium.gpu.collections.matrices;
 
+import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.lists.LongList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
@@ -43,4 +44,8 @@ public void replaceBy(PMatrix<?> newMatrix) {
 		box = nb.box;
 	}
 
+	@Override
+	public PObject copy() {
+		return new LongMatrix(box, cols, rows);
+	}
 }
diff --git a/src/aeminium/gpu/collections/stacks/Stack2.java b/src/aeminium/gpu/collections/stacks/Stack2.java
new file mode 100644
index 0000000..3e68b9d
--- /dev/null
+++ b/src/aeminium/gpu/collections/stacks/Stack2.java
@@ -0,0 +1,61 @@
+package aeminium.gpu.collections.stacks;
+
+import aeminium.gpu.collections.AbstractPObject;
+import aeminium.gpu.collections.PNativeWrapper;
+import aeminium.gpu.collections.PObject;
+
+public class Stack2<A, B> extends AbstractPObject implements PObject {
+
+	A a;
+	B b;
+	
+	public Stack2(A a, B b) {
+		this.a = a;
+		this.b = b;
+	}
+	
+	@Override
+	public String getCLType() {
+		return convert(a).getCLType() + "," + convert(b).getCLType();
+	}
+	
+	
+	public PObject convert(Object o) {
+		if (o instanceof PObject) {
+			return (PObject) o;
+		}
+		if (o instanceof Number) {
+			return new PNativeWrapper<Number>((Number) o);
+		}
+		return null;
+	}
+	
+	
+	public A get1() {
+		return a;
+	}
+	
+	public void set1(A n) {
+		a = n;
+	}
+	
+	public B get2() {
+		return b;
+	}
+	
+	public void set3(B n) {
+		b = n;
+	}
+	
+	@SuppressWarnings("unchecked")
+	public Stack2<A, B> copy() {
+		A na = null;
+		B nb = null;
+		if (a instanceof Number) na = a;
+		else if (a instanceof PObject) na = (A) ((PObject) a).copy();
+		if (b instanceof Number) nb = b;
+		else if (b instanceof PObject) nb = (B) ((PObject) b).copy();
+		return new Stack2<A, B>(na, nb);
+	}
+
+}
diff --git a/src/aeminium/gpu/collections/stacks/StackList2.java b/src/aeminium/gpu/collections/stacks/StackList2.java
new file mode 100644
index 0000000..4645c6f
--- /dev/null
+++ b/src/aeminium/gpu/collections/stacks/StackList2.java
@@ -0,0 +1,213 @@
+package aeminium.gpu.collections.stacks;
+
+import java.util.Iterator;
+
+import aeminium.gpu.collections.PObject;
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.collections.matrices.PMatrix;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+public class StackList2<A,B> implements PList<Stack2<A,B>> {
+	PList<A> as;
+	PList<B> bs;
+	PList<Integer> bStart;
+	PList<Integer> bEnd;
+	
+	public StackList2(PList<A> as, PList<B> bs) {
+		this.as = as;
+		this.bs = bs;
+	}
+	
+	public StackList2(PList<A> as, PList<B> bs, PList<Integer> bIndex, PList<Integer> bEnd) {
+		this.as = as;
+		this.bs = bs;
+		this.bStart = bIndex;
+		this.bEnd = bEnd;
+	}
+	
+	
+	@SuppressWarnings("unchecked")
+	public StackList2(String t1, String t2) {
+		as = (PList<A>) CollectionFactory.listFromType(t1);
+		if (t2.endsWith("List")) {
+			bs = (PList<B>) CollectionFactory.listFromType(t2.replace("List", ""));
+			bStart = new IntList();
+		} else {
+			bs = (PList<B>) CollectionFactory.listFromType(t2);
+		}
+	}
+
+	@Override
+	public int size() {
+		return as.size();
+	}
+
+	@Override
+	public Class<?> getContainingType() {
+		return Stack2.class;
+	}
+
+	@Override
+	public String getCLType() {
+		return as.getCLType() + ";" + bs.getCLType();
+	}
+
+	@Override
+	public boolean isNative() {
+		return false;
+	}
+
+	@Override
+	public PObject copy() {
+		return null;
+	}
+
+	@Override
+	public <O> PList<O> map(LambdaMapper<Stack2<A, B>, O> mapper) {
+		throw new RuntimeException("Not implemented");
+	}
+
+	@Override
+	public Stack2<A, B> reduce(LambdaReducerWithSeed<Stack2<A, B>> reducer) {
+		throw new RuntimeException("Not implemented");
+	}
+
+	@Override
+	public PMatrix<Stack2<A, B>> groupBy(int n) {
+		throw new RuntimeException("Not implemented");
+	}
+
+	@Override
+	public Iterator<Stack2<A, B>> iterator() {
+		throw new RuntimeException("Not implemented");
+	}
+
+	@Override
+	public int length() {
+		return as.length();
+	}
+
+	@Override
+	public boolean isEmpty() {
+		return as.isEmpty();
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void add(Stack2<A, B> e) {
+		as.add(e.get1());
+		if (bStart == null) {
+			bs.add(e.get2());
+		} else {
+			PList<B> l = (PList<B>) e.get2();
+			bEnd.add(bStart.size() + l.size());
+			bStart.add(bStart.size());
+			bs.extend(l);
+		}
+	}
+
+	@Override
+	public void add(int index, Stack2<A, B> e) {
+		if (index < size()) {
+			add(e);
+			return;
+		}
+		
+		as.add(index, e.get1());
+		if (bStart == null) {
+			bs.add(index, e.get2());
+		} else {
+			@SuppressWarnings("unchecked")
+			PList<B> appendix = (PList<B>) e.get2();
+			bStart.add(index, bStart.get(index) + appendix.size());
+			bEnd.add(index, bEnd.get(index) + appendix.size());
+			bStart.add(bStart.size());
+			for (int i=index; i<bStart.size();i++) {
+				bStart.set(i, bStart.get(i) + appendix.size());
+				bEnd.set(i, bEnd.get(i) + appendix.size());
+			}
+			int i = 0;
+			for (B b : appendix) {
+				bs.add(index+i, b);
+				i++;
+			}
+		}
+	}
+
+	@Override
+	public void remove(Stack2<A, B> o) {
+		as.remove(o.get1());
+		bs.remove(o.get2());
+	}
+
+	@Override
+	public Stack2<A, B> remove(int index) {
+		A a = as.remove(index);
+		B b = bs.remove(index);
+		return new Stack2<A,B>(a,b);
+	}
+
+	@Override
+	public Stack2<A, B> get(int index) {
+		A a = as.get(index);
+		B b = bs.get(index);
+		return new Stack2<A,B>(a,b);
+	}
+
+	@Override
+	public void set(int index, Stack2<A, B> e) {
+		as.set(index, e.get1());
+		bs.set(index, e.get2());
+	}
+
+	@Override
+	public void clear() {
+		as.clear();
+		bs.clear();
+	}
+
+	@Override
+	public PList<Stack2<A, B>> subList(int fromIndex, int toIndex) {
+		return new StackList2<A,B>(as.subList(fromIndex, toIndex), bs.subList(fromIndex, toIndex));
+	}
+
+	@Override
+	public PList<Stack2<A, B>> evaluate() {
+		return this;
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public PList<Stack2<A, B>> extend(PList<Stack2<A, B>> extra) {
+		as.extend(((StackList2<A, B>) extra).getAs());
+		bs.extend(((StackList2<A, B>) extra).getBs());
+		return this;
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public PList<Stack2<A, B>> extendAt(int i, PList<Stack2<A, B>> extra) {
+		as.extend(((StackList2<A, B>) extra).getAs());
+		bs.extend(((StackList2<A, B>) extra).getBs());
+		return this;
+	}
+
+	@SuppressWarnings("unchecked")
+	@Override
+	public void replaceBy(PList<?> newList) {
+		as = ((StackList2<A, B>) newList).getAs();
+		bs = ((StackList2<A, B>) newList).getBs();
+	}
+	
+	public PList<A> getAs() {
+		return as;
+	}
+	
+	public PList<B> getBs() {
+		return bs;
+	}
+
+}
diff --git a/src/aeminium/gpu/examples/RecNqueens.java b/src/aeminium/gpu/examples/RecNqueens.java
new file mode 100644
index 0000000..3d1b790
--- /dev/null
+++ b/src/aeminium/gpu/examples/RecNqueens.java
@@ -0,0 +1,93 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.collections.stacks.Stack2;
+import aeminium.gpu.collections.stacks.StackList2;
+import aeminium.gpu.operations.functions.BinaryRecursiveStrategy;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+
+public class RecNqueens {
+
+	private static final long NPS = (1000L * 1000 * 1000);
+	
+	public static void main(String[] args) {
+		int n = 8;
+		if (args.length > 0) n = Integer.parseInt(args[0]);
+		final int SIZE = n;
+				
+		long startTime = System.nanoTime();
+		
+		BinaryRecursiveStrategy<Integer, Stack2<Integer,IntList>> integral = new BinaryRecursiveStrategy<Integer, Stack2<Integer,IntList>>() {
+
+			public int size = SIZE;
+			
+			@Override
+			public Integer call(Stack2<Integer,IntList> stack, RecursiveCallback result) {
+				// TODO: Check OK
+				if (stack.get1() == SIZE) {
+					result.markDone();
+					return 1;
+				} 
+				return 0;
+			}
+			
+			@Override
+			public String getSource() {
+				return "if (n <= 2) { *result = 1; return 1; } return 0;"; 
+			}
+			
+			public String[] getParameters() {
+				return new String[] { "n", "result" };
+			}
+			
+			@Override
+			public String getCombineSource() {
+				return "return first + second;";
+			}
+			
+			public String[] getCombineParameters() {
+				return new String[] { "first", "second" };
+			}
+			
+			
+			@Override
+			public Integer combine(Integer input, Integer other) {
+				return input+other;
+			}
+			
+			@Override
+			public Integer getSeed() {
+				return 0;
+			}
+			
+			@Override
+			public PList<Stack2<Integer,IntList>> split(Stack2<Integer,IntList> stack) {
+				PList<Stack2<Integer,IntList>> l = new StackList2<Integer, IntList>("Integer", "IntList");
+				for (int i=0; i < size; i++) {
+					Stack2<Integer,IntList> s = stack.copy();
+					System.out.println("S: " +s.get2() + ", stack: " + stack.get2());
+					System.out.println("---");
+					s.get2().set(s.get1(), i);
+					s.set1(s.get1()+1);
+				}
+				return l;
+			}
+			
+			public String getSplitSource() {
+				return "if (n <= 2) { return 0; } else { current[0] = n-1; next[0] = n-2; return 1;}";
+			}
+
+			@Override
+			public Stack2<Integer,IntList> getArgument() {
+				return new Stack2<Integer, IntList>(0, new IntList(new int[8], 8));
+			}
+		};
+		
+		int value = integral.evaluate();
+		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
+		System.out.println("# R: " + value);
+		System.out.println(time);
+
+	}
+}

From 12dbf9e9d6b2bd64a35fcb49ed9d14e589c140ea Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 09:43:30 +0000
Subject: [PATCH 245/276] More granularity in heat

---
 src/aeminium/gpu/examples/RecHeat.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index 30ada7e..e3238fb 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -36,7 +36,7 @@ public static void main(String[] args) {
 			
 			@Override
 			public Double iterative(Integer r, Integer l, RecursiveCallback result) {
-				if (l - r > 10) return 0.0;
+				if (l - r > 100) return 0.0;
 				int lb = (r <= 0) ? 1 : r;
 				int ub = (l >= size-1) ? size-2 : l;
 				for (int a = lb; a < ub; a++) {
@@ -51,7 +51,7 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "if (l - r > 10) return 0.0;"
+				return "if (l - r > 100) return 0.0;"
 						+ "int lb = (r<=0) ? 1 : r;"
 						+ "int ub = (l>=size-1) ? size -2 : l;"
 						+ "for (int a = lb; a<ub; a++) {"

From a5efceba725dfc7578a2debaa110b2b9c3f8b525 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 09:46:32 +0000
Subject: [PATCH 246/276] More granularity in heat

---
 src/aeminium/gpu/examples/RecHeat.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index e3238fb..caa125a 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -36,7 +36,7 @@ public static void main(String[] args) {
 			
 			@Override
 			public Double iterative(Integer r, Integer l, RecursiveCallback result) {
-				if (l - r > 100) return 0.0;
+				if (l - r > 3) return 0.0;
 				int lb = (r <= 0) ? 1 : r;
 				int ub = (l >= size-1) ? size-2 : l;
 				for (int a = lb; a < ub; a++) {
@@ -51,7 +51,7 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "if (l - r > 100) return 0.0;"
+				return "if (l - r > 3) return 0.0;"
 						+ "int lb = (r<=0) ? 1 : r;"
 						+ "int ub = (l>=size-1) ? size -2 : l;"
 						+ "for (int a = lb; a<ub; a++) {"

From 891552a25781d3f8fffb5869428a59efb6408448 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 09:50:06 +0000
Subject: [PATCH 247/276] More granularity in heat

---
 src/aeminium/gpu/examples/RecHeat.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index caa125a..dc39897 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -36,7 +36,7 @@ public static void main(String[] args) {
 			
 			@Override
 			public Double iterative(Integer r, Integer l, RecursiveCallback result) {
-				if (l - r > 3) return 0.0;
+				if (l - r > 1) return 0.0;
 				int lb = (r <= 0) ? 1 : r;
 				int ub = (l >= size-1) ? size-2 : l;
 				for (int a = lb; a < ub; a++) {
@@ -51,7 +51,7 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "if (l - r > 3) return 0.0;"
+				return "if (l - r > 1) return 0.0;"
 						+ "int lb = (r<=0) ? 1 : r;"
 						+ "int ub = (l>=size-1) ? size -2 : l;"
 						+ "for (int a = lb; a<ub; a++) {"

From 5b9aac88baeb26c9293cb57c6677965f93b41c37 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 09:52:04 +0000
Subject: [PATCH 248/276] More columns

---
 src/aeminium/gpu/examples/RecHeat.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index dc39897..c04dd99 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -9,7 +9,7 @@
 
 public class RecHeat {
 	
-	private static final int COLUMNS = 5000;
+	private static final int COLUMNS = 1000;
 	private static final long NPS = (1000L * 1000 * 1000);
 	
 	public static void main(String[] args) {

From 1a266f951b00b68bcfb7750ad24eaf06f832d86d Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 09:57:39 +0000
Subject: [PATCH 249/276] no gpu cutoff

---
 src/aeminium/gpu/examples/RecHeat.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index c04dd99..bf9d100 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -51,7 +51,7 @@ public Double iterative(Integer r, Integer l, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "if (l - r > 1) return 0.0;"
+				return "" // if (l - r > 1) return 0.0;
 						+ "int lb = (r<=0) ? 1 : r;"
 						+ "int ub = (l>=size-1) ? size -2 : l;"
 						+ "for (int a = lb; a<ub; a++) {"

From 7f40d21e0bcb3157a002b02d86cc128b0a6adb72 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 10:00:59 +0000
Subject: [PATCH 250/276] More granularity in heat

---
 src/aeminium/gpu/examples/RecHeat.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index bf9d100..6e893d2 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -9,7 +9,7 @@
 
 public class RecHeat {
 	
-	private static final int COLUMNS = 1000;
+	private static final int COLUMNS = 10;
 	private static final long NPS = (1000L * 1000 * 1000);
 	
 	public static void main(String[] args) {

From 05eca286cd13fc70f146db627d58ad29dff42b6e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 10:09:14 +0000
Subject: [PATCH 251/276] Added heat scripts

---
 utils/run_heat_cpu.sh    | 6 ++++++
 utils/run_heat_gpu.sh    | 6 ++++++
 utils/run_heat_hybrid.sh | 6 ++++++
 3 files changed, 18 insertions(+)
 create mode 100755 utils/run_heat_cpu.sh
 create mode 100755 utils/run_heat_gpu.sh
 create mode 100755 utils/run_heat_hybrid.sh

diff --git a/utils/run_heat_cpu.sh b/utils/run_heat_cpu.sh
new file mode 100755
index 0000000..279c42c
--- /dev/null
+++ b/utils/run_heat_cpu.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in 100 500 1000 5000 10000 50000 100000 500000 1000000
+do
+  echo "heat $i 100 cpu"
+  WORKERS=8192 FORCE=CPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_heat.sh 1 $i | grep -v R
+done
diff --git a/utils/run_heat_gpu.sh b/utils/run_heat_gpu.sh
new file mode 100755
index 0000000..a04e34a
--- /dev/null
+++ b/utils/run_heat_gpu.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in 100 500 1000 5000 10000 50000 100000 500000 1000000
+do
+  echo "heat $i 100 gpu"
+  WORKERS=8192 FORCE=GPU $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_heat.sh 1 $i | grep -v R
+done
diff --git a/utils/run_heat_hybrid.sh b/utils/run_heat_hybrid.sh
new file mode 100755
index 0000000..fcdcad3
--- /dev/null
+++ b/utils/run_heat_hybrid.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for i in 100 500 1000 5000 10000 50000 100000 500000 1000000
+do
+  echo "heat $i 100 hybrid"
+  WORKERS=8192 $APPLEBIN/bin/_repeat.sh sudo -E bash utils/run_heat.sh 1 $i | grep -v R
+done

From e2c4d895b457e732fdabecc44753338ad11ac79e Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 10:11:55 +0000
Subject: [PATCH 252/276] Debug off

---
 src/aeminium/gpu/examples/RecHeat.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/examples/RecHeat.java b/src/aeminium/gpu/examples/RecHeat.java
index 6e893d2..187e290 100644
--- a/src/aeminium/gpu/examples/RecHeat.java
+++ b/src/aeminium/gpu/examples/RecHeat.java
@@ -114,7 +114,7 @@ public Double getSeed() {
 		
 		double val = heat.evaluate();
 		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
-		System.out.println("# R: " + val + " : " + n.get(5, 4));
+		System.out.println("# R: " + val + " : " + n.get(0, 0));
 		System.out.println(time);
 
 	}

From b2b1a39b770a8322f51b76eb0a02c34092937736 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 11:15:02 +0000
Subject: [PATCH 253/276] Initial quacksort

---
 .../gpu/generators/RecursiveCallCodeGen.java  |   3 +
 .../gpu/backends/mcpu/MCPURecursiveCall.java  |   2 +-
 .../gpu/collections/stacks/StackList2.java    |  17 ++-
 src/aeminium/gpu/examples/RecFibonacci.java   |   2 +-
 src/aeminium/gpu/examples/RecNqueens.java     |   2 +-
 src/aeminium/gpu/examples/RecQuackSort.java   | 135 ++++++++++++++++++
 .../gpu/operations/RecursiveCall.java         |  18 +--
 .../functions/BinaryRecursiveStrategy.java    |   3 +-
 utils/run_quacksort.sh                        |   1 +
 9 files changed, 169 insertions(+), 14 deletions(-)
 create mode 100644 src/aeminium/gpu/examples/RecQuackSort.java
 create mode 100644 utils/run_quacksort.sh

diff --git a/src/aeminium/gpu/backends/gpu/generators/RecursiveCallCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/RecursiveCallCodeGen.java
index 4b23494..185635a 100644
--- a/src/aeminium/gpu/backends/gpu/generators/RecursiveCallCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/RecursiveCallCodeGen.java
@@ -35,6 +35,9 @@ public String getRecursiveKernelName() {
 	
 	public String getRecursiveLambdaSource() {
 		HashMap<String, String> mapping = new HashMap<String, String>();
+		
+		System.out.println(rType);
+		
 		mapping.put("r_type", rType);
 		mapping.put("a_type", aType);
 		mapping.put("iter_lambda_name", getIterativeLambdaName());
diff --git a/src/aeminium/gpu/backends/mcpu/MCPURecursiveCall.java b/src/aeminium/gpu/backends/mcpu/MCPURecursiveCall.java
index 5ef9e03..571ed2d 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPURecursiveCall.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPURecursiveCall.java
@@ -68,7 +68,7 @@ public RecursiveCallBody(MCPURecursiveCall<R, A> op, A arg, R acc) {
 		public void execute(Runtime rt, Task current) throws Exception {
 			R itacc = op.strategy.call(arg, this);
 			if (!isDone) {
-				PList<A> next = op.strategy.split(arg);
+				PList<A> next = op.strategy.split(arg, itacc);
 				List<RecursiveCallBody<R, A>> bodies = new ArrayList<RecursiveCallBody<R, A>>();
 				List<Task> tasks = new ArrayList<Task>();
 				
diff --git a/src/aeminium/gpu/collections/stacks/StackList2.java b/src/aeminium/gpu/collections/stacks/StackList2.java
index 4645c6f..7c98423 100644
--- a/src/aeminium/gpu/collections/stacks/StackList2.java
+++ b/src/aeminium/gpu/collections/stacks/StackList2.java
@@ -82,7 +82,22 @@ public PMatrix<Stack2<A, B>> groupBy(int n) {
 
 	@Override
 	public Iterator<Stack2<A, B>> iterator() {
-		throw new RuntimeException("Not implemented");
+		return new Iterator<Stack2<A, B>>() {
+			
+			private int counter = 0;
+			private int size = as.size();
+
+			@Override
+			public boolean hasNext() {
+				return counter < size;
+			}
+
+			@Override
+			public Stack2<A, B> next() {
+				return new Stack2<A,B>(as.get(counter), bs.get(counter++));
+			}
+			
+		};
 	}
 
 	@Override
diff --git a/src/aeminium/gpu/examples/RecFibonacci.java b/src/aeminium/gpu/examples/RecFibonacci.java
index 1ce551b..129d60f 100644
--- a/src/aeminium/gpu/examples/RecFibonacci.java
+++ b/src/aeminium/gpu/examples/RecFibonacci.java
@@ -58,7 +58,7 @@ public Integer getSeed() {
 			}
 			
 			@Override
-			public PList<Integer> split(Integer n) {
+			public PList<Integer> split(Integer n, Integer acc) {
 				PList<Integer> l = new IntList();
 				if (n <= 2) {
 					l.add(n);
diff --git a/src/aeminium/gpu/examples/RecNqueens.java b/src/aeminium/gpu/examples/RecNqueens.java
index 3d1b790..0f06735 100644
--- a/src/aeminium/gpu/examples/RecNqueens.java
+++ b/src/aeminium/gpu/examples/RecNqueens.java
@@ -62,7 +62,7 @@ public Integer getSeed() {
 			}
 			
 			@Override
-			public PList<Stack2<Integer,IntList>> split(Stack2<Integer,IntList> stack) {
+			public PList<Stack2<Integer,IntList>> split(Stack2<Integer,IntList> stack, Integer acc) {
 				PList<Stack2<Integer,IntList>> l = new StackList2<Integer, IntList>("Integer", "IntList");
 				for (int i=0; i < size; i++) {
 					Stack2<Integer,IntList> s = stack.copy();
diff --git a/src/aeminium/gpu/examples/RecQuackSort.java b/src/aeminium/gpu/examples/RecQuackSort.java
new file mode 100644
index 0000000..8c29972
--- /dev/null
+++ b/src/aeminium/gpu/examples/RecQuackSort.java
@@ -0,0 +1,135 @@
+package aeminium.gpu.examples;
+
+import java.util.Random;
+
+import aeminium.gpu.collections.lists.DoubleList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.collections.stacks.Stack2;
+import aeminium.gpu.collections.stacks.StackList2;
+import aeminium.gpu.operations.functions.BinaryRecursiveStrategy;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+
+public class RecQuackSort {
+	
+	private static final long NPS = (1000L * 1000 * 1000);
+	
+	public static void main(String[] args) {
+		int n = 10;
+		if (args.length > 0) n = Integer.parseInt(args[0]);
+		final int size = n;		
+	
+		final PList<Double> arr = new DoubleList();
+		for (int i=0; i<n; i++) {
+			arr.add((new Random()).nextDouble());
+			System.out.print(arr.get(i) + ", ");
+		}
+		System.out.println("");
+		
+		long startTime = System.nanoTime();
+		
+		BinaryRecursiveStrategy<Integer, Stack2<Integer,Integer>> integral = new BinaryRecursiveStrategy<Integer, Stack2<Integer,Integer>>() {
+
+			public PList<Double> array = arr;
+			
+			@Override
+			public Integer call(Stack2<Integer,Integer> n, RecursiveCallback result) {
+				if (n.get2() - n.get1() <= 1) {
+					result.markDone();
+					return 0;
+				}
+				System.out.println("left:" + n.get1() + ", right " + n.get2());
+				double tmp;
+				int left = n.get1();
+				int right = n.get2();
+				int leftIdx = left;
+				int rightIdx = right;
+				int pivot = (left + right) / 2;
+			    while (leftIdx <= pivot && rightIdx >= pivot){
+			      while (array.get(leftIdx) < array.get(pivot) && leftIdx <= pivot){
+			        leftIdx++;
+			      }
+			      while (array.get(rightIdx) > array.get(pivot) && rightIdx >= pivot){
+			        rightIdx--;
+			      }
+			      tmp = array.get(leftIdx);
+			      array.set(leftIdx, array.get(rightIdx));
+			      array.set(rightIdx, tmp);
+
+			      leftIdx++;
+			      rightIdx--;
+			      if (leftIdx - 1 == pivot){
+			        pivot = ++rightIdx;
+			      }
+			      else if (rightIdx + 1 == pivot){
+			        pivot = --leftIdx;
+			      }
+			    }
+				return pivot;
+			}
+			
+			@Override
+			public String getSource() {
+				return "if (n <= 2) { *result = 1; return 1; } return 0;"
+						+ ""
+						+ "current[0]_1 = left; next[0] = n-2;"; 
+			}
+			
+			public String[] getParameters() {
+				return new String[] { "n_get1", "n_get2", "result" };
+			}
+			
+			@Override
+			public String getCombineSource() {
+				return "return first + second;";
+			}
+			
+			public String[] getCombineParameters() {
+				return new String[] { "first", "second" };
+			}
+			
+			
+			@Override
+			public Integer combine(Integer input, Integer other) {
+				return input+other;
+			}
+			
+			@Override
+			public Integer getSeed() {
+				return 0;
+			}
+			
+			@Override
+			public PList<Stack2<Integer,Integer>> split(Stack2<Integer,Integer> n, Integer pivot) {
+				PList<Stack2<Integer,Integer>> l = new StackList2<Integer, Integer>("Integer", "Integer");
+				if (pivot == null || pivot == 0) {
+					l.add(n);
+					return l;
+				}
+				if (pivot - n.get1() > 0) l.add(new Stack2<Integer,Integer>(n.get1(), pivot-1));
+				if (n.get2() - pivot > 0) l.add(new Stack2<Integer,Integer>(pivot+1, n.get2()));
+				
+				return l;
+			}
+			
+			public String getSplitSource() {
+				return "return 0;";
+			}
+
+			@Override
+			public Stack2<Integer,Integer> getArgument() {
+				return new Stack2<Integer, Integer>(0, size);
+			}
+			
+		};
+		
+		integral.evaluate();
+		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
+		System.out.print("# R: ");
+		for (Double d : arr) {
+			System.out.print(d + ", ");
+		}
+		System.out.println();
+		System.out.println(time);
+
+	}
+}
\ No newline at end of file
diff --git a/src/aeminium/gpu/operations/RecursiveCall.java b/src/aeminium/gpu/operations/RecursiveCall.java
index 7aefcb7..99e0695 100644
--- a/src/aeminium/gpu/operations/RecursiveCall.java
+++ b/src/aeminium/gpu/operations/RecursiveCall.java
@@ -34,17 +34,17 @@ public R getOutput() {
 	
 	@Override
 	protected int getParallelUnits() {
-		
-		futureArgs = strategy.split(arg);
-		for (int i=1; i < gpuOp.getNumWorkers()*2; i++) {
-			if (futureArgs.size() <= 0) break;
-			A o = futureArgs.remove(0);
-			PList<A> more = strategy.split(o);
-			for (A m : more) {
-				futureArgs.add(m);
+		futureArgs = strategy.split(arg, null);
+		if (futureArgs.size() > 1) { 
+			for (int i=1; i < gpuOp.getNumWorkers()*2; i++) {
+				if (futureArgs.size() <= 0) break;
+				A o = futureArgs.remove(0);
+				PList<A> more = strategy.split(o, null);
+				for (A m : more) {
+					futureArgs.add(m);
+				}
 			}
 		}
-		
 		cpuOp.setArgs(futureArgs);
 		gpuOp.setArgs(futureArgs);
 		return futureArgs.size();
diff --git a/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java b/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
index 1c3a646..b6f36b3 100644
--- a/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
+++ b/src/aeminium/gpu/operations/functions/BinaryRecursiveStrategy.java
@@ -7,6 +7,7 @@
 import aeminium.gpu.utils.UniqCounter;
 
 public abstract class BinaryRecursiveStrategy<R, A> extends AbstractPObject implements ReducerWithSeed<R> {
+
 	
 	protected String id = null;
 	
@@ -18,7 +19,7 @@ public abstract class BinaryRecursiveStrategy<R, A> extends AbstractPObject impl
 	public abstract R combine(R input, R other);
 	public abstract R getSeed();
 	
-	public abstract PList<A> split(A n);
+	public abstract PList<A> split(A n, R tmp);
 	public abstract String getSplitSource();
 	
 	public R evaluate() {
diff --git a/utils/run_quacksort.sh b/utils/run_quacksort.sh
new file mode 100644
index 0000000..6915c78
--- /dev/null
+++ b/utils/run_quacksort.sh
@@ -0,0 +1 @@
+CL_LOG_ERRORS=stdout java -Xmx20G -cp dist/AeminiumGPU.jar  aeminium.gpu.examples.RecQuackSort $@
\ No newline at end of file

From 73b449f21dadbbb7a102c93fb3a0a6eed4e12888 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 11:27:45 +0000
Subject: [PATCH 254/276] Added factorial

---
 src/aeminium/gpu/examples/RecFactorial.java | 96 +++++++++++++++++++++
 utils/run_factorial.sh                      |  1 +
 2 files changed, 97 insertions(+)
 create mode 100644 src/aeminium/gpu/examples/RecFactorial.java
 create mode 100644 utils/run_factorial.sh

diff --git a/src/aeminium/gpu/examples/RecFactorial.java b/src/aeminium/gpu/examples/RecFactorial.java
new file mode 100644
index 0000000..1f712d9
--- /dev/null
+++ b/src/aeminium/gpu/examples/RecFactorial.java
@@ -0,0 +1,96 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.operations.functions.Range1D;
+import aeminium.gpu.operations.functions.Recursive1DStrategy;
+import aeminium.gpu.operations.functions.RecursiveCallback;
+
+public class RecFactorial {
+
+
+	private static final long NPS = (1000L * 1000 * 1000);
+	
+	public static void main(String[] args) {
+		int width = 100000;
+		if (args.length > 0) width = Integer.parseInt(args[0]);
+		final int widthi = width;
+		
+		long startTime = System.nanoTime();
+		
+		Recursive1DStrategy<Integer, Long> integral = new Recursive1DStrategy<Integer, Long>() {
+
+			public Integer getStart() { return 1; }
+			public Integer getEnd() { return widthi; }
+			
+			@Override
+			public Long iterative(Integer l, Integer r, RecursiveCallback result) {
+				if (r - l < 10) {
+					long acc = 1;
+					for (int i=l;i<r;i++)
+						acc *= i;
+					result.markDone();
+					return acc;
+				}
+				return 1L;
+			}
+			
+			@Override
+			public String getSource() {
+				return "if (r - l < 10) { long acc = 1; for (int i=l;i<r;i++) { acc *= i }"
+						+ "*result = 1; return acc }\n return 1;"; 
+			}
+			
+			public String[] getParameters() {
+				return new String[] { "l", "r", "__t", "__b", "result" };
+			}
+			
+			
+			@Override
+			public Long combine(Long input, Long other) {
+				return input*other;
+			}
+			
+			@Override
+			public String getCombineSource() {
+				return "return first * second;";
+			}
+			
+			public String[] getCombineParameters() {
+				return new String[] { "first", "second" };
+			}
+			
+			@Override
+			public Range1D<Integer> split(Integer start, Integer end, int n) {
+				Range1D<Integer> r = new Range1D<Integer>("Integer");
+				 
+				int step = (end-start)/n;
+				if (step <= 0) return r;
+				while (start < end) {
+					if (r.size() == n-1) {
+						r.add(start, end);
+						break;
+					} else {
+						r.add(start, start+step);
+						start = start+step;
+					}
+				}
+				return r;
+			}
+			@Override
+			public String getSplitSource() {
+				return "stepX = stepX/2;";
+			}
+			
+			@Override
+			public Long getSeed() {
+				return 1L;
+			}
+			
+		};
+		
+		double value = integral.evaluate();
+		double time = (System.nanoTime() - startTime) * 1.0 / NPS;
+		System.out.println("# R: " + value);
+		System.out.println(time);
+
+	}
+}
diff --git a/utils/run_factorial.sh b/utils/run_factorial.sh
new file mode 100644
index 0000000..23e6729
--- /dev/null
+++ b/utils/run_factorial.sh
@@ -0,0 +1 @@
+CL_LOG_ERRORS=stdout java -Xmx20G -cp dist/AeminiumGPU.jar  aeminium.gpu.examples.RecFactorial $@
\ No newline at end of file

From 56bba195a1962d1606c3e573c6c339dda684dacf Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 12 Feb 2015 11:28:32 +0000
Subject: [PATCH 255/276] Fixed

---
 src/aeminium/gpu/examples/RecFactorial.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/examples/RecFactorial.java b/src/aeminium/gpu/examples/RecFactorial.java
index 1f712d9..c9bc492 100644
--- a/src/aeminium/gpu/examples/RecFactorial.java
+++ b/src/aeminium/gpu/examples/RecFactorial.java
@@ -35,8 +35,8 @@ public Long iterative(Integer l, Integer r, RecursiveCallback result) {
 			
 			@Override
 			public String getSource() {
-				return "if (r - l < 10) { long acc = 1; for (int i=l;i<r;i++) { acc *= i }"
-						+ "*result = 1; return acc }\n return 1;"; 
+				return "if (r - l < 10) { long acc = 1; for (int i=l;i<r;i++) { acc *= i; }"
+						+ "*result = 1; return acc; }\n return 1;"; 
 			}
 			
 			public String[] getParameters() {

From 63473ae8aa772ff295659607004e409dd55aeee7 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 23 Apr 2015 14:22:37 +0100
Subject: [PATCH 256/276] Updated javacl to RC4

---
 .classpath                                    |   2 +-
 ...shaded.jar => javacl-1.0.0-RC4-shaded.jar} | Bin 2274632 -> 2272988 bytes
 2 files changed, 1 insertion(+), 1 deletion(-)
 rename lib/{javacl-1.0-20140629.155754-80-shaded.jar => javacl-1.0.0-RC4-shaded.jar} (60%)

diff --git a/.classpath b/.classpath
index 7406f0f..0124f6f 100644
--- a/.classpath
+++ b/.classpath
@@ -3,7 +3,7 @@
 	<classpathentry kind="src" path="src"/>
 	<classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER/org.eclipse.jdt.internal.debug.ui.launcher.StandardVMType/JavaSE-1.6"/>
 	<classpathentry kind="lib" path="lib/junit-4.10.jar"/>
-	<classpathentry kind="lib" path="lib/javacl-1.0-20140629.155754-80-shaded.jar"/>
+	<classpathentry kind="lib" path="lib/javacl-1.0.0-RC4-shaded.jar"/>
 	<classpathentry kind="lib" path="lib/AeminiumRuntime.jar"/>
 	<classpathentry kind="output" path="bin"/>
 </classpath>
diff --git a/lib/javacl-1.0-20140629.155754-80-shaded.jar b/lib/javacl-1.0.0-RC4-shaded.jar
similarity index 60%
rename from lib/javacl-1.0-20140629.155754-80-shaded.jar
rename to lib/javacl-1.0.0-RC4-shaded.jar
index a5c76c026a783452c7f5dcf0f7f5af3e41162665..04cec614665b83a5d3bcab2b42224ca9598b15db 100644
GIT binary patch
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From f041f738d2055c904e33ee957a626feab9bc5894 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 11 Oct 2016 11:51:35 +0100
Subject: [PATCH 257/276] ML as a flag for feature-based selection

---
 src/aeminium/gpu/operations/Map.java                   |  2 +-
 src/aeminium/gpu/operations/MapReduce.java             |  4 +++-
 src/aeminium/gpu/operations/PartialReduce.java         |  2 +-
 src/aeminium/gpu/operations/Reduce.java                |  2 +-
 .../gpu/operations/deciders/OpenCLDecider.java         | 10 +++++-----
 5 files changed, 11 insertions(+), 9 deletions(-)

diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index ce454ca..63aaa89 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -52,7 +52,7 @@ protected int getParallelUnits() {
 	@Override
 	protected int getBalanceSplitPoint() {
 		return OpenCLDecider.getSplitPoint(input.size(), input.size(), input.size(),
-				mapFun.getSource(), mapFun.getSourceComplexity());
+				mapFun.getSource(), mapFun.getSourceComplexity(), getFeatures());
 	}
 	
 	public String getFeatures() {
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index 6b435d5..3a0e749 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -55,7 +55,9 @@ protected int getBalanceSplitPoint() {
 				1,
 				mapFun.getSource() + reduceFun.getSource(),
 				mergeComplexities(mapFun.getSourceComplexity(),
-						reduceFun.getSourceComplexity()));
+						reduceFun.getSourceComplexity()),
+				getFeatures()
+				);
 		if (s < GPUReduce.DEFAULT_MAX_REDUCTION_SIZE) return 0;
 		return s;
 	}
diff --git a/src/aeminium/gpu/operations/PartialReduce.java b/src/aeminium/gpu/operations/PartialReduce.java
index d2e4ccd..7df17f5 100644
--- a/src/aeminium/gpu/operations/PartialReduce.java
+++ b/src/aeminium/gpu/operations/PartialReduce.java
@@ -50,7 +50,7 @@ public int getParallelUnits() {
 	@Override
 	protected int getBalanceSplitPoint() {
 		int s = OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(), outputSize,
-				reduceFun.getSource(), reduceFun.getSourceComplexity());
+				reduceFun.getSource(), reduceFun.getSourceComplexity(), getFeatures());
 		if (s < GPUReduce.DEFAULT_MAX_REDUCTION_SIZE) return 0;
 		return s;
 	}
diff --git a/src/aeminium/gpu/operations/Reduce.java b/src/aeminium/gpu/operations/Reduce.java
index 632c230..235bf47 100644
--- a/src/aeminium/gpu/operations/Reduce.java
+++ b/src/aeminium/gpu/operations/Reduce.java
@@ -56,7 +56,7 @@ public int getParallelUnits() {
 	@Override
 	protected int getBalanceSplitPoint() {
 		int s = OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(), 1,
-				reduceFun.getSource(), reduceFun.getSourceComplexity());
+				reduceFun.getSource(), reduceFun.getSourceComplexity(), getFeatures());
 		if (s < GPUReduce.DEFAULT_MAX_REDUCTION_SIZE) return 0;
 		return s;
 	}
diff --git a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
index 28c39bf..4385035 100644
--- a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
+++ b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
@@ -20,16 +20,16 @@
 public class OpenCLDecider {
 
 	private static final int LOOP_LIMIT = 20;
+	private static final boolean USE_ML = System.getenv().containsKey("ML");
 
 	public static int getSplitPoint(int units, int size, int rsize, String code,
-			String complexity) {
+			String complexity, String features) {
+		if (USE_ML) {
+			return OpenCLDecider.decide(units, size, features);
+		}
 		return OpenCLDecider.decide(units, size, rsize, code, complexity, false);
 	}
 	
-	public static int getSplitPoint(int units, int size, String features) {
-		return OpenCLDecider.decide(units, size, features);
-	}
-	
 	
 	// DECIDES
 	public static int decide(int units, int size, String features) {

From 012e17ba6af31724687cc6df63e31b5877d01436 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 11 Oct 2016 12:39:10 +0100
Subject: [PATCH 258/276] Debug float

---
 src/aeminium/gpu/collections/lists/FloatList.java | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index 0f056e8..67167e8 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -55,6 +55,7 @@ public void set(int index, Float e) {
 		if (index >= box.length) {
 			ensureNMore(index + 1 - box.length);
 		}
+		System.out.println("box: " + box.length + ", index:" + index);
 		box[index] = e;
 	}
 
@@ -91,14 +92,14 @@ public float[] getArray() {
 		return box;
 	}
 
-	protected void ensureNMore(int n) {
+	protected synchronized void ensureNMore(int n) {
 		if (size >= box.length) {
 			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
 			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
 
-	protected void ensureOneMore() {
+	protected synchronized void ensureOneMore() {
 		if (size == box.length) {
 			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}

From 0dca9335df2bda68b87f3074a64ed70d400d7a08 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Tue, 11 Oct 2016 15:25:06 +0100
Subject: [PATCH 259/276] Removed debug

---
 src/aeminium/gpu/collections/lists/FloatList.java | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index 67167e8..4a61646 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -55,7 +55,6 @@ public void set(int index, Float e) {
 		if (index >= box.length) {
 			ensureNMore(index + 1 - box.length);
 		}
-		System.out.println("box: " + box.length + ", index:" + index);
 		box[index] = e;
 	}
 

From b9b19608de46e284cd0d8fbb8f16977b6e3f19e9 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 12 Oct 2016 15:00:09 +0100
Subject: [PATCH 260/276] Fixed Collection Factory usage of SimpleName

---
 .settings/org.eclipse.jdt.core.prefs          | 12 -------
 src/aeminium/gpu/backends/mcpu/MCPUMap.java   |  4 ++-
 .../factories/CollectionFactory.java          | 24 +++++++-------
 .../gpu/devices/BestContextDeviceFactory.java | 32 +++++++++++--------
 src/aeminium/gpu/devices/CPUDevice.java       |  3 +-
 .../operations/deciders/OpenCLDecider.java    |  8 -----
 6 files changed, 34 insertions(+), 49 deletions(-)
 delete mode 100644 .settings/org.eclipse.jdt.core.prefs

diff --git a/.settings/org.eclipse.jdt.core.prefs b/.settings/org.eclipse.jdt.core.prefs
deleted file mode 100644
index dab6828..0000000
--- a/.settings/org.eclipse.jdt.core.prefs
+++ /dev/null
@@ -1,12 +0,0 @@
-#Wed Mar 09 11:01:16 EST 2011
-eclipse.preferences.version=1
-org.eclipse.jdt.core.compiler.codegen.inlineJsrBytecode=enabled
-org.eclipse.jdt.core.compiler.codegen.targetPlatform=1.6
-org.eclipse.jdt.core.compiler.codegen.unusedLocal=preserve
-org.eclipse.jdt.core.compiler.compliance=1.6
-org.eclipse.jdt.core.compiler.debug.lineNumber=generate
-org.eclipse.jdt.core.compiler.debug.localVariable=generate
-org.eclipse.jdt.core.compiler.debug.sourceFile=generate
-org.eclipse.jdt.core.compiler.problem.assertIdentifier=error
-org.eclipse.jdt.core.compiler.problem.enumIdentifier=error
-org.eclipse.jdt.core.compiler.source=1.6
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUMap.java b/src/aeminium/gpu/backends/mcpu/MCPUMap.java
index 6903c40..af5fdd3 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPUMap.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPUMap.java
@@ -34,8 +34,10 @@ public MCPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
 	@Override
 	public void execute() {
 		output = (PList<O>) CollectionFactory.listFromType(outputType);
+		int top = input.size()-1;
+		output.set(top, mapFun.map(input.get(top)));
 		final int start = this.start;
-		task = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, input.size()), new ForBody<Integer>() {
+		task = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, top), new ForBody<Integer>() {
 
 			@Override
 			public void iterate(Integer i, aeminium.runtime.Runtime rt,
diff --git a/src/aeminium/gpu/collections/factories/CollectionFactory.java b/src/aeminium/gpu/collections/factories/CollectionFactory.java
index 508e6de..165263c 100644
--- a/src/aeminium/gpu/collections/factories/CollectionFactory.java
+++ b/src/aeminium/gpu/collections/factories/CollectionFactory.java
@@ -20,34 +20,34 @@
 
 public class CollectionFactory {
 	public static PList<?> listFromType(String outputType) {
-		if (outputType.equals("Integer"))
+		if (outputType.equals("Integer") || outputType.equals("java.lang.Integer"))
 			return new IntList();
-		if (outputType.equals("Float"))
+		if (outputType.equals("Float") || outputType.equals("java.lang.Float"))
 			return new FloatList();
-		if (outputType.equals("Double"))
+		if (outputType.equals("Double") || outputType.equals("java.lang.Double"))
 			return new DoubleList();
-		if (outputType.equals("Long"))
+		if (outputType.equals("Long") || outputType.equals("java.lang.Long"))
 			return new LongList();
-		if (outputType.equals("Character"))
+		if (outputType.equals("Character") || outputType.equals("java.lang.Character"))
 			return new CharList();
-		if (outputType.equals("Boolean"))
+		if (outputType.equals("Boolean") || outputType.equals("java.lang.Boolean"))
 			return new BooleanList();
 
 		return null;
 	}
 
 	public static PMatrix<?> matrixFromType(String outputType, int m, int n) {
-		if (outputType.equals("Integer"))
+		if (outputType.equals("Integer") || outputType.equals("java.lang.Integer"))
 			return new IntMatrix(m, n);
-		if (outputType.equals("Float"))
+		if (outputType.equals("Float") || outputType.equals("java.lang.Float"))
 			return new FloatMatrix(m, n);
-		if (outputType.equals("Double"))
+		if (outputType.equals("Double") || outputType.equals("java.lang.Double"))
 			return new DoubleMatrix(m, n);
-		if (outputType.equals("Long"))
+		if (outputType.equals("Long") || outputType.equals("java.lang.Long"))
 			return new LongMatrix(m, n);
-		if (outputType.equals("Character"))
+		if (outputType.equals("Character") || outputType.equals("java.lang.Character"))
 			return new CharMatrix(m, n);
-		if (outputType.equals("Boolean"))
+		if (outputType.equals("Boolean") || outputType.equals("java.lang.Boolean"))
 			return new BooleanMatrix(m, n);
 		return null;
 	}
diff --git a/src/aeminium/gpu/devices/BestContextDeviceFactory.java b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
index 6448f62..40f5a7a 100644
--- a/src/aeminium/gpu/devices/BestContextDeviceFactory.java
+++ b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
@@ -13,23 +13,27 @@ public class BestContextDeviceFactory implements DeviceFactory {
 	@Override
 	public GPUDevice getDevice() {
 		if (d != null) return d;
-		for (CLPlatform p : JavaCL.listGPUPoweredPlatforms()) {
-			for (CLDevice dev : p.listDevices(CLDevice.Type.GPU, true)) {
-				if (System.getenv("DEBUGCL") != null) {
-					System.out.println(p);
-					System.out.println(dev);
-					System.out.println(dev.getVendor());
-				}
-				try {
-					CLContext ctx = JavaCL.createContext(null, dev);
-					if (dev.getType().contains(CLDevice.Type.GPU)) {
-						d = new GPUDevice(ctx);
-						return d;
+		try {
+			for (CLPlatform p : JavaCL.listGPUPoweredPlatforms()) {
+				for (CLDevice dev : p.listDevices(CLDevice.Type.GPU, true)) {
+					if (System.getenv("DEBUGCL") != null) {
+						System.out.println(p);
+						System.out.println(dev);
+						System.out.println(dev.getVendor());
+					}
+					try {
+						CLContext ctx = JavaCL.createContext(null, dev);
+						if (dev.getType().contains(CLDevice.Type.GPU)) {
+							d = new GPUDevice(ctx);
+							return d;
+						}
+					} catch (CLException e) {
+						continue;
 					}
-				} catch (CLException e) {
-					continue;
 				}
 			}
+		} catch (UnsatisfiedLinkError e) {
+			return null;
 		}
 		return null;
 	}
diff --git a/src/aeminium/gpu/devices/CPUDevice.java b/src/aeminium/gpu/devices/CPUDevice.java
index 442aa7d..82a0cf4 100644
--- a/src/aeminium/gpu/devices/CPUDevice.java
+++ b/src/aeminium/gpu/devices/CPUDevice.java
@@ -10,7 +10,7 @@
 import aeminium.runtime.implementations.Factory;
 
 public class CPUDevice {
-	public static int rtcalls = 0;
+	public static volatile int rtcalls = 0;
 	public final static Runtime rt = Factory.getRuntime();
 	
 	public static void init() {
@@ -87,7 +87,6 @@ public static int getParallelism() {
 	
 	public static void waitFor(Task t) {
 		rt.waitToEmpty();
-		shutdown();
 	}
 
 	public static boolean isMulticore() {
diff --git a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
index 4385035..efe50c0 100644
--- a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
+++ b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
@@ -38,14 +38,6 @@ public static int decide(int units, int size, String features) {
 			System.out.println(features);
 		}
 		
-		if (System.getProperties().containsKey("FORCE")) {
-			if (System.getProperties().getProperty("FORCE").equals("GPU")) {
-				return 0;
-			} else {
-				return units;
-			}
-		}
-		
 		if (size < 5000) { // Small sizes are for CPU
 			return units;
 		}

From d4f907844beecfda563da29bf2baba3364ce991f Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 12 Oct 2016 15:58:51 +0100
Subject: [PATCH 261/276] removed parallel random generator

---
 .../gpu/collections/lazyness/RandomList.java  | 206 +-----------------
 src/aeminium/gpu/devices/CPUDevice.java       |   1 +
 2 files changed, 12 insertions(+), 195 deletions(-)

diff --git a/src/aeminium/gpu/collections/lazyness/RandomList.java b/src/aeminium/gpu/collections/lazyness/RandomList.java
index 422a844..0072202 100644
--- a/src/aeminium/gpu/collections/lazyness/RandomList.java
+++ b/src/aeminium/gpu/collections/lazyness/RandomList.java
@@ -1,214 +1,30 @@
 package aeminium.gpu.collections.lazyness;
 
-import java.util.Iterator;
 import java.util.Random;
 
-import aeminium.gpu.backends.cpu.MersenneTwisterFast;
-import aeminium.gpu.backends.gpu.MersenneTwisterGPU;
-import aeminium.gpu.backends.mcpu.MersenneTwister;
-import aeminium.gpu.collections.PObject;
-import aeminium.gpu.collections.factories.CollectionFactory;
-import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.collections.matrices.PMatrix;
-import aeminium.gpu.collections.properties.evaluation.LazyCollection;
-import aeminium.gpu.collections.properties.evaluation.LazyGPUHelper;
-import aeminium.gpu.devices.CPUDevice;
-import aeminium.gpu.devices.DefaultDeviceFactory;
-import aeminium.gpu.devices.GPUDevice;
-import aeminium.gpu.operations.Map;
-import aeminium.gpu.operations.Reduce;
-import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.collections.lists.FloatList;
 
-import com.nativelibs4java.opencl.CLBuffer;
-import com.nativelibs4java.opencl.CLContext;
-
-public class RandomList implements PList<Float>, LazyCollection {
-
-	public boolean isNative() { return false; }
-	
-	protected class FloatIdentityMapper extends LambdaMapper<Float, Float> {
-		@Override
-		public Float map(Float input) {
-			return input;
-		}
-
-		@Override
-		public String getSource() {
-			return "return input;";
-		}
-	}
+public class RandomList extends FloatList {
 
 	protected int max;
 	protected int seed;
-	protected GPUDevice device;
-	protected MersenneTwister mt = null;
-	protected MersenneTwisterFast mtf = null;
+	protected float[] arr;
 
 	public RandomList(int max) {
 		this(max, new Random().nextInt());
 	}
 
 	public RandomList(int max, int seed) {
+		this(new float[max], max, seed);
+	}
+	
+	protected RandomList(float[] arr, int max, int seed) {
+		super(arr, max);
 		this.max = max;
 		this.seed = seed;
-		device = (new DefaultDeviceFactory()).getDevice();
-	}
-
-	@Override
-	public <O> PList<O> map(LambdaMapper<Float, O> mapper) {
-		Map<Float, O> mapOperation = new Map<Float, O>(mapper, this, device);
-		return mapOperation.getOutput();
-	}
-
-	@Override
-	public Float reduce(LambdaReducerWithSeed<Float> reducer) {
-		PList<Float> result = map(new FloatIdentityMapper());
-		Reduce<Float> reduceOperation = new Reduce<Float>(reducer, result,
-				device);
-		return reduceOperation.getOutput();
-	}
-
-	@Override
-	public int size() {
-		return max;
-	}
-
-	@Override
-	public int length() {
-		return max;
-	}
-
-	@Override
-	public boolean isEmpty() {
-		return (max > 0);
-	}
-
-	@Override
-	public void add(Float e) {
-		throw new ReadOnlyListException();
-	}
-
-	@Override
-	public void add(int index, Float e) {
-		throw new ReadOnlyListException();
-	}
-
-	@Override
-	public void remove(Float o) {
-		throw new ReadOnlyListException();
-	}
-
-	@Override
-	public Float remove(int index) {
-		throw new ReadOnlyListException();
-	}
-
-	@Override
-	public Float get(int index) {
-		if (CPUDevice.isMulticore()) {
-			if (mt == null)
-				mt = new MersenneTwister(seed);
-			return mt.nextFloat();
-		} else {
-			if (mtf == null)
-				mtf = new MersenneTwisterFast(seed);
-			return mtf.nextFloat();
+		Random r = new Random(seed);
+		for (int i=0; i < max; i++) {
+			arr[i] = r.nextFloat();
 		}
 	}
-
-	@Override
-	public void set(int index, Float e) {
-		throw new ReadOnlyListException();
-	}
-
-	@Override
-	public void clear() {
-		throw new ReadOnlyListException();
-	}
-	
-	@Override
-	public void replaceBy(PList<?> newList) {
-		throw new ReadOnlyListException();
-	}
-
-	@Override
-	public PList<Float> subList(int fromIndex, int toIndex) {
-		assert (toIndex >= fromIndex);
-		return new RandomList(toIndex - fromIndex);
-	}
-
-	@Override
-	public Class<?> getContainingType() {
-		return Float.class;
-	}
-
-	@Override
-	public PList<Float> evaluate() {
-		return this;
-	}
-
-	public int getSeed() {
-		return seed;
-	}
-
-	@Override
-	public PMatrix<Float> groupBy(int cols) {
-		return CollectionFactory.matrixfromPList(this, cols);
-	}
-
-	@Override
-	public LazyGPUHelper getGPUHelper() {
-		return new LazyGPUHelper() {
-
-			@Override
-			public CLBuffer<?> getInputBuffer(CLContext ctx) {
-				MersenneTwisterGPU mt = new MersenneTwisterGPU(device, size(),
-						getSeed());
-				device.startExecution(mt);
-				device.awaitExecution(mt);
-				return mt.getOutputBuffer();
-			}
-
-		};
-	}
-
-	@Override
-	public Iterator<Float> iterator() {
-		return new Iterator<Float>() {
-			
-			private int counter = 0;
-
-			@Override
-			public boolean hasNext() {
-				return counter < size();
-			}
-
-			@Override
-			public Float next() {
-				return get(counter++);
-			}
-			
-		};
-	}
-
-	@Override
-	public PList<Float> extend(PList<Float> extra) {
-		throw new ReadOnlyListException();
-	}
-
-	@Override
-	public PList<Float> extendAt(int i, PList<Float> extra) {
-		throw new ReadOnlyListException();
-	}
-	
-	@Override
-	public String getCLType() {
-		return "float[]";
-	}
-
-	@Override
-	public PObject copy() {
-		return new RandomList(max);
-	}
 }
diff --git a/src/aeminium/gpu/devices/CPUDevice.java b/src/aeminium/gpu/devices/CPUDevice.java
index 82a0cf4..e978245 100644
--- a/src/aeminium/gpu/devices/CPUDevice.java
+++ b/src/aeminium/gpu/devices/CPUDevice.java
@@ -87,6 +87,7 @@ public static int getParallelism() {
 	
 	public static void waitFor(Task t) {
 		rt.waitToEmpty();
+		shutdown();
 	}
 
 	public static boolean isMulticore() {

From 86b76745ecd417eda4ba421da27cd0a61a8cdda2 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 12 Oct 2016 22:55:40 +0100
Subject: [PATCH 262/276] Buffer fixed

---
 src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
index 228aecd..f1e4313 100644
--- a/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
+++ b/src/aeminium/gpu/backends/gpu/buffers/BufferHelper.java
@@ -58,6 +58,9 @@ private static <T> IBufferFactory getFactory(PList<T> list) {
 	}
 
 	private static <T> IBufferFactory getFactory(String type) {
+		if (type.startsWith("java.lang.")) {
+			type = type.substring(10);
+		}
 		IBufferFactory f = factories.get(type);
 		if (f == null) {
 			System.out.println("No buffer for type " + type + ".");

From d9552f00b9b76d9593e9901fc45cba7372a38836 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 12 Oct 2016 23:45:50 +0100
Subject: [PATCH 263/276] Fixes in PartialReduce

---
 src/aeminium/gpu/backends/mcpu/MCPUMap.java           | 5 ++---
 src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java | 5 +++--
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/aeminium/gpu/backends/mcpu/MCPUMap.java b/src/aeminium/gpu/backends/mcpu/MCPUMap.java
index af5fdd3..894e99a 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPUMap.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPUMap.java
@@ -34,10 +34,9 @@ public MCPUMap(PList<I> input, LambdaMapper<I, O> mapFun) {
 	@Override
 	public void execute() {
 		output = (PList<O>) CollectionFactory.listFromType(outputType);
-		int top = input.size()-1;
-		output.set(top, mapFun.map(input.get(top)));
+		output.set(end - 1 - start, mapFun.map(input.get(end-1)));
 		final int start = this.start;
-		task = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, top), new ForBody<Integer>() {
+		task = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, end), new ForBody<Integer>() {
 
 			@Override
 			public void iterate(Integer i, aeminium.runtime.Runtime rt,
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
index 9dc832d..a686f7f 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
@@ -5,6 +5,7 @@
 import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.utils.ExtractTypes;
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
 import aeminium.runtime.helpers.loops.ForBody;
@@ -29,9 +30,9 @@ public MCPUPartialReduce(PList<O> input,
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute() {
-		output = (PList<O>) CollectionFactory.listFromType(getOutputType());
+		output = (PList<O>) CollectionFactory.listFromType(input.getContainingType().toString());
 		if (end > start) {
-			output.set(end-1, input.get(0));
+			output.set(end-1-start, input.get(0));
 		}
 		cTask = ForTask.createFor(CPUDevice.rt, new aeminium.runtime.helpers.loops.Range(start, end), new ForBody<Integer>() {
 

From a685e119ea7b0f9bb2873bc56ca168a151e41194 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 12 Oct 2016 23:50:04 +0100
Subject: [PATCH 264/276] debug message

---
 .classpath                                            | 2 +-
 src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.classpath b/.classpath
index d10fbdf..4843534 100644
--- a/.classpath
+++ b/.classpath
@@ -5,6 +5,6 @@
 	<classpathentry kind="lib" path="lib/weka.jar"/>
 	<classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER"/>
 	<classpathentry kind="lib" path="lib/javacl-1.0.0-RC4-shaded.jar"/>
-	<classpathentry combineaccessrules="false" kind="src" path="/Aeminium"/>
+	<classpathentry kind="lib" path="lib/AeminiumRuntime.jar"/>
 	<classpathentry kind="output" path="bin"/>
 </classpath>
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
index a686f7f..36215fc 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
@@ -5,7 +5,6 @@
 import aeminium.gpu.devices.CPUDevice;
 import aeminium.gpu.operations.functions.LambdaReducer;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.gpu.utils.ExtractTypes;
 import aeminium.runtime.Runtime;
 import aeminium.runtime.Task;
 import aeminium.runtime.helpers.loops.ForBody;
@@ -30,6 +29,7 @@ public MCPUPartialReduce(PList<O> input,
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute() {
+		System.out.println("t:" + input.getContainingType().toString());
 		output = (PList<O>) CollectionFactory.listFromType(input.getContainingType().toString());
 		if (end > start) {
 			output.set(end-1-start, input.get(0));

From b6e436162c00457034b8b15248dd9e5cd3fdff7a Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Wed, 12 Oct 2016 23:51:03 +0100
Subject: [PATCH 265/276] Fixed issue with partial reduce

---
 src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
index 36215fc..be1f27e 100644
--- a/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
+++ b/src/aeminium/gpu/backends/mcpu/MCPUPartialReduce.java
@@ -29,8 +29,7 @@ public MCPUPartialReduce(PList<O> input,
 	@SuppressWarnings("unchecked")
 	@Override
 	public void execute() {
-		System.out.println("t:" + input.getContainingType().toString());
-		output = (PList<O>) CollectionFactory.listFromType(input.getContainingType().toString());
+		output = (PList<O>) CollectionFactory.listFromType(input.getContainingType().getSimpleName());
 		if (end > start) {
 			output.set(end-1-start, input.get(0));
 		}

From f2d70c3a22c015f19d91816f23430b6150fc6125 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 13 Oct 2016 00:26:49 +0100
Subject: [PATCH 266/276] Improved benchmarking of decisions

---
 .../gpu/devices/BestContextDeviceFactory.java |  2 ++
 .../operations/contracts/GenericProgram.java  |  2 +-
 .../operations/deciders/OpenCLDecider.java    | 35 +++++--------------
 .../gpu/operations/utils/FeatureHelper.java   |  4 +--
 4 files changed, 13 insertions(+), 30 deletions(-)

diff --git a/src/aeminium/gpu/devices/BestContextDeviceFactory.java b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
index 40f5a7a..9a6b237 100644
--- a/src/aeminium/gpu/devices/BestContextDeviceFactory.java
+++ b/src/aeminium/gpu/devices/BestContextDeviceFactory.java
@@ -34,6 +34,8 @@ public GPUDevice getDevice() {
 			}
 		} catch (UnsatisfiedLinkError e) {
 			return null;
+		} catch (NoClassDefFoundError e) {
+			return null;
 		}
 		return null;
 	}
diff --git a/src/aeminium/gpu/operations/contracts/GenericProgram.java b/src/aeminium/gpu/operations/contracts/GenericProgram.java
index 68f507a..d9f412e 100644
--- a/src/aeminium/gpu/operations/contracts/GenericProgram.java
+++ b/src/aeminium/gpu/operations/contracts/GenericProgram.java
@@ -20,8 +20,8 @@ public void execute() {
 		int units = getParallelUnits();
 		int split = 0;
 		
+		
 		/* Do we have a GPU available? */
-
 		if (device == null) {
 			if (System.getenv("DEBUG") != null) {
 				System.out.println("No GPU device available.");
diff --git a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
index efe50c0..9fe8b58 100644
--- a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
+++ b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
@@ -24,19 +24,22 @@ public class OpenCLDecider {
 
 	public static int getSplitPoint(int units, int size, int rsize, String code,
 			String complexity, String features) {
+		
+		if (System.getenv().containsKey("DEBUG_ML")) {
+			System.out.print("Features:");
+			System.out.println(features);
+		}
+
 		if (USE_ML) {
 			return OpenCLDecider.decide(units, size, features);
+		} else {
+			return OpenCLDecider.decide(units, size, rsize, code, complexity, false);
 		}
-		return OpenCLDecider.decide(units, size, rsize, code, complexity, false);
 	}
 	
 	
 	// DECIDES
 	public static int decide(int units, int size, String features) {
-		if (System.getProperties().containsKey("DEBUG_ML")) {
-			System.out.print("Features:");
-			System.out.println(features);
-		}
 		
 		if (size < 5000) { // Small sizes are for CPU
 			return units;
@@ -49,33 +52,11 @@ public static int decide(int units, int size, String features) {
 			}
 			return units;
 		}
-		/*
-		try {
-			Classifier classifier = OpenCLDecider.getClassifier();
-			Instance i = new DenseInstance(30);
-			StringTokenizer split = new StringTokenizer(features);
-			int c = 0;
-			while (split.hasMoreElements()) {
-				i.setValue(c, Integer.parseInt(split.nextToken()));
-				c++;
-			}
-			return classifier.classifyInstance(i) == 1;
-		} catch (Exception e) {
-			return false;
-		} */
 		return units;
 	}
 	
 	public static int decide(int units, int size, int rsize, String code,
 			String complexity, boolean isRange) {
-		
-		if (System.getProperties().containsKey("FORCE")) {
-			if (System.getProperties().getProperty("FORCE").equals("GPU")) {
-				return 0;
-			} else {
-				return units;
-			}
-		}
 		int tasks_per_cpu_core = units / (10 * CPUDevice.getParallelism());
 		int defaultSplit = units - (tasks_per_cpu_core * CPUDevice.getParallelism());
 		
diff --git a/src/aeminium/gpu/operations/utils/FeatureHelper.java b/src/aeminium/gpu/operations/utils/FeatureHelper.java
index 9d709b2..1109e74 100644
--- a/src/aeminium/gpu/operations/utils/FeatureHelper.java
+++ b/src/aeminium/gpu/operations/utils/FeatureHelper.java
@@ -20,13 +20,13 @@ public static String sumFeatures(String f1, String f2) {
 		parts = f1.split(",");
 		int i = 0;
 		for (String p : parts) {
-			int t = Integer.parseInt(p);
+			int t = Integer.parseInt(p.trim());
 			features[i++] = t;
 		}
 		parts = f2.split(",");
 		i = 0;
 		for (String p : parts) {
-			int t = Integer.parseInt(p);
+			int t = Integer.parseInt(p.trim());
 			features[i++] += t;
 		}
 		StringBuilder sb = new StringBuilder();

From 0f317d4d6b612a445a70171ad94d675057292756 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Fri, 14 Oct 2016 16:04:24 +0100
Subject: [PATCH 267/276] Fixed output type on Reduce

---
 src/aeminium/gpu/backends/gpu/GPUReduce.java | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index f4135f6..c647a33 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -227,11 +227,11 @@ public String getInputType() {
 	}
 
 	public String getOutputType() {
-		return input.getContainingType().getSimpleName().toString();
+		return reduceFun.getSeed().getClass().getSimpleName();
 	}
 
 	public int getOutputSize() {
-		return input.size();
+		return input.size(); // TODO 1
 	}
 
 	public LambdaMapper<I, O> getMapFun() {

From 1c444da0e23a2edd269f44315958c9ed4f96aab8 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Sat, 15 Oct 2016 15:41:53 +0100
Subject: [PATCH 268/276] Added more op support

---
 src/aeminium/gpu/operations/deciders/OpenCLDecider.java | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
index 9fe8b58..e707de3 100644
--- a/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
+++ b/src/aeminium/gpu/operations/deciders/OpenCLDecider.java
@@ -121,7 +121,7 @@ public static long getCPUEstimation(int size, int rsize, String code,
 
 	private static String sameOperationAs(String op) {
 		if (op.equals("div") || op.equals("plus") || op.equals("minus")
-				|| op.equals("mod"))
+				|| op.equals("mod") || op.equals("lt") || op.equals("gt"))
 			return "mul";
 		if (op.equals("cos"))
 			return "sin";

From 52b8c51c185a25cae0a81e1be35656b5673838cb Mon Sep 17 00:00:00 2001
From: maxiwoj <max.wojczuk@appliscale.io>
Date: Tue, 14 Jan 2020 17:55:20 +0000
Subject: [PATCH 269/276] Added basic filtering classes

---
 .gitignore                                    |   3 +
 src/aeminium/gpu/backends/cpu/CPUFilter.java  |  68 ++++++++++
 src/aeminium/gpu/backends/gpu/GPUFilter.java  | 119 ++++++++++++++++++
 .../gpu/generators/FilterCodeGen.java         |  76 +++++++++++
 .../properties/operations/Filter.java         |   5 +
 .../operations/functions/LambdaFilter.java    |  35 ++++++
 templates/opencl/FilterKernel.clt             |  12 ++
 templates/opencl/FilterLambdaDef.clt          |   3 +
 8 files changed, 321 insertions(+)
 create mode 100644 src/aeminium/gpu/backends/cpu/CPUFilter.java
 create mode 100644 src/aeminium/gpu/backends/gpu/GPUFilter.java
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/FilterCodeGen.java
 create mode 100644 src/aeminium/gpu/collections/properties/operations/Filter.java
 create mode 100644 src/aeminium/gpu/operations/functions/LambdaFilter.java
 create mode 100644 templates/opencl/FilterKernel.clt
 create mode 100644 templates/opencl/FilterLambdaDef.clt

diff --git a/.gitignore b/.gitignore
index 5b8fb26..8233cfc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,6 @@ bin
 dist
 aeminiumgpu.config
 .settings
+
+.idea
+*.iml
diff --git a/src/aeminium/gpu/backends/cpu/CPUFilter.java b/src/aeminium/gpu/backends/cpu/CPUFilter.java
new file mode 100644
index 0000000..51f463f
--- /dev/null
+++ b/src/aeminium/gpu/backends/cpu/CPUFilter.java
@@ -0,0 +1,68 @@
+package aeminium.gpu.backends.cpu;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaFilter;
+
+public class CPUFilter<O> extends CPUGenericKernel {
+
+    protected PList<O> input;
+    protected PList<O> output;
+    protected LambdaFilter<O> filterFun;
+    protected String outputType;
+
+    public CPUFilter(PList<O> input, LambdaFilter<O> filterFun) {
+        this.input = input;
+        this.filterFun = filterFun;
+        this.outputType = input.getContainingType().getSimpleName();
+    }
+
+    @SuppressWarnings("unchecked")
+    @Override
+    public void execute() {
+        output = (PList<O>) CollectionFactory.listFromType(outputType);
+        for (int i = start; i < end; i++) {
+            final O inputElement = input.get(i);
+            if (filterFun.filter(inputElement)) {
+                output.add(inputElement);
+            }
+        }
+    }
+
+    @Override
+    public void waitForExecution() {
+
+    }
+
+    public PList<O> getInput() {
+        return input;
+    }
+
+    public void setInput(PList<O> input) {
+        this.input = input;
+    }
+
+    public PList<O> getOutput() {
+        return output;
+    }
+
+    public void setOutput(PList<O> output) {
+        this.output = output;
+    }
+
+    public LambdaFilter<O> getFilterFun() {
+        return filterFun;
+    }
+
+    public void setFilterFun(LambdaFilter<O> filterFun) {
+        this.filterFun = filterFun;
+    }
+
+    public String getOutputType() {
+        return outputType;
+    }
+
+    public void setOutputType(String outputType) {
+        this.outputType = outputType;
+    }
+}
diff --git a/src/aeminium/gpu/backends/gpu/GPUFilter.java b/src/aeminium/gpu/backends/gpu/GPUFilter.java
new file mode 100644
index 0000000..66f7a99
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/GPUFilter.java
@@ -0,0 +1,119 @@
+package aeminium.gpu.backends.gpu;
+
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.backends.gpu.buffers.OtherData;
+import aeminium.gpu.backends.gpu.generators.FilterCodeGen;
+import aeminium.gpu.collections.lazyness.Range;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import com.nativelibs4java.opencl.CLBuffer;
+import com.nativelibs4java.opencl.CLContext;
+import com.nativelibs4java.opencl.CLEvent;
+import com.nativelibs4java.opencl.CLQueue;
+
+public class GPUFilter<T> extends GPUGenericKernel {
+
+    protected PList<T> input;
+    protected PList<T> output;
+    protected LambdaFilter filterFun;
+
+    protected CLBuffer<?> inbuffer;
+    private CLBuffer<?> outbuffer;
+
+    private FilterCodeGen gen;
+
+    public GPUFilter(PList<T> input, LambdaFilter filterFun, String otherSources) {
+        this.input = input;
+        this.filterFun = filterFun;
+        this.setOtherSources(otherSources);
+
+        gen = new FilterCodeGen(this);
+        if (input instanceof Range) {
+            gen.setRange(true);
+        }
+        otherData = OtherData.extractOtherData(filterFun);
+        gen.setOtherData(otherData);
+    }
+
+    @Override
+    public String getKernelName() {
+        return gen.getFilterKernelName();
+    }
+
+    @Override
+    public String getSource() {
+        return gen.getFilterKernelSource();
+    }
+
+    @Override
+    public void prepareBuffers(CLContext ctx) {
+        super.prepareBuffers(ctx);
+        inbuffer = BufferHelper.createInputBufferFor(ctx, input, end);
+        outbuffer = BufferHelper.createOutputBufferFor(ctx, output, end);
+    }
+
+    @Override
+    public void execute(CLContext ctx, CLQueue q) {
+        synchronized (kernel) {
+            // setArgs will throw an exception at runtime if the types / sizes
+            // of the arguments are incorrect
+            kernel.setArgs(inbuffer, outbuffer);
+            setExtraDataArgs(2, kernel);
+
+            // Ask for 1-dimensional execution of length dataSize, with auto
+            // choice of local workgroup size :
+            kernelCompletion = kernel.enqueueNDRange(q,
+                    new int[]{end}, new CLEvent[]{});
+        }
+    }
+
+    @SuppressWarnings("unchecked")
+    @Override
+    public void retrieveResults(CLContext ctx, CLQueue q) {
+        output = (PList<T>) BufferHelper.extractFromBuffer(outbuffer, q,
+                kernelCompletion, end, output);
+    }
+
+    @Override
+    public void release() {
+        super.release();
+        this.inbuffer.release();
+        this.outbuffer.release();
+    }
+
+    public String getFilterOpenCLSource() {
+        return gen.getFilterLambdaSource();
+    }
+
+    public String getFilterOpenCLName() {
+        return gen.getFilterLambdaName();
+    }
+
+    public String getType() {
+        return input.getContainingType().getSimpleName();
+    }
+
+    public PList<T> getInput() {
+        return input;
+    }
+
+    public void setInput(PList<T> input) {
+        this.input = input;
+    }
+
+    public PList<T> getOutput() {
+        return output;
+    }
+
+    public void setOutput(PList<T> output) {
+        this.output = output;
+    }
+
+    public LambdaFilter getFilterFun() {
+        return filterFun;
+    }
+
+    public void setFilterFun(LambdaFilter filterFun) {
+        this.filterFun = filterFun;
+    }
+}
diff --git a/src/aeminium/gpu/backends/gpu/generators/FilterCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/FilterCodeGen.java
new file mode 100644
index 0000000..a56cd30
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/FilterCodeGen.java
@@ -0,0 +1,76 @@
+package aeminium.gpu.backends.gpu.generators;
+
+import aeminium.gpu.backends.gpu.GPUFilter;
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.templates.Template;
+import aeminium.gpu.templates.TemplateWrapper;
+
+import java.util.HashMap;
+
+public class FilterCodeGen extends AbstractCodeGen {
+    private String type;
+    private String clSource;
+    private String[] parameters;
+
+    public FilterCodeGen(GPUFilter filterOp) {
+        type = BufferHelper.getCLTypeOf(filterOp.getType());
+        clSource = filterOp.getFilterFun().getSource();
+        otherSources = filterOp.getOtherSources();
+        parameters = filterOp.getFilterFun().getParameters();
+        id = filterOp.getFilterFun().getId();
+    }
+
+    public FilterCodeGen(String type, String clSource,
+                         String[] pars, String id) {
+        this(type, clSource, pars, id, "");
+    }
+
+    public FilterCodeGen(String type, String clSource,
+                         String[] pars, String id, String otherSources) {
+        this.type = BufferHelper.getCLTypeOf(type);
+        this.clSource = clSource;
+        this.otherSources = otherSources;
+        this.parameters = pars;
+        this.id = id;
+    }
+
+    public String getFilterLambdaSource() {
+        HashMap<String, String> mapping = new HashMap<>();
+        mapping.put("type", type);
+        mapping.put("filter_lambda_name", getFilterLambdaName());
+        mapping.put("filter_lambda_par", parameters[0]);
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("source", clSource);
+        Template t = new Template(
+                new TemplateWrapper("opencl/FilterLambdaDef.clt"));
+        return t.apply(mapping);
+    }
+
+    public String getFilterKernelSource() {
+        HashMap<String, String> mapping = new HashMap<>();
+        mapping.put("type", type);
+        mapping.put("filter_lambda_name", getFilterLambdaName());
+        mapping.put("filter_kernel_name", getFilterKernelName());
+
+        mapping.put("filter_lambda_def", getFilterLambdaSource());
+        mapping.put("otherSources", otherSources);
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("extra_args_call", getExtraArgsCall());
+
+        if (isRange) {
+            mapping.put("get_input", "filter_global_id");
+        } else {
+            mapping.put("get_input", "filter_input[filter_global_id]");
+        }
+        Template t = new Template(new TemplateWrapper("opencl/FilterKernel.clt"));
+        return t.apply(mapping);
+    }
+
+    public String getFilterLambdaName() {
+        return "filter_function_" + id;
+    }
+
+    public String getFilterKernelName() {
+        return "filter_kernel_" + id;
+    }
+}
diff --git a/src/aeminium/gpu/collections/properties/operations/Filter.java b/src/aeminium/gpu/collections/properties/operations/Filter.java
new file mode 100644
index 0000000..02f2f5c
--- /dev/null
+++ b/src/aeminium/gpu/collections/properties/operations/Filter.java
@@ -0,0 +1,5 @@
+package aeminium.gpu.collections.properties.operations;
+
+public interface Filter<I> {
+    boolean filter(I input);
+}
diff --git a/src/aeminium/gpu/operations/functions/LambdaFilter.java b/src/aeminium/gpu/operations/functions/LambdaFilter.java
new file mode 100644
index 0000000..2283e46
--- /dev/null
+++ b/src/aeminium/gpu/operations/functions/LambdaFilter.java
@@ -0,0 +1,35 @@
+package aeminium.gpu.operations.functions;
+
+import aeminium.gpu.collections.properties.operations.Filter;
+import aeminium.gpu.utils.UniqCounter;
+
+public abstract class LambdaFilter<I> implements Filter<I>, GPUFunction {
+    private String id = null;
+
+    /* This method should be overridden by the Aeminium GPU Compiler */
+    public String getSource() {
+        return null;
+    }
+
+    /* This method should be overridden by the Aeminium GPU Compiler */
+    public String getSourceComplexity() {
+        return null;
+    }
+
+    /* This method should be overridden by the Aeminium GPU Compiler */
+    public String[] getParameters() {
+        return new String[]{"input"};
+    }
+
+    /* This method should be overridden by the Aeminium GPU Compiler */
+    public String getFeatures() {
+        return null;
+    }
+
+    /* This method should be overridden by the Aeminium GPU Compiler */
+    public String getId() {
+        if (id == null)
+            id = UniqCounter.getNewId();
+        return id;
+    }
+}
diff --git a/templates/opencl/FilterKernel.clt b/templates/opencl/FilterKernel.clt
new file mode 100644
index 0000000..fa691c8
--- /dev/null
+++ b/templates/opencl/FilterKernel.clt
@@ -0,0 +1,12 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
+// Other Sources Required
+{{other_sources}}
+
+// Specific Map Lambda Function
+{{filter_lambda_def}}
+
+__kernel void {{filter_kernel_name}}(__global const {{type}}* map_input, __global {{type}}* map_output {{extra_args}}) {
+	int map_global_id = get_global_id(0);
+	filter_output[map_global_id] = {{filter_lambda_name}}({{get_input}} {{extra_args_call}});
+}
diff --git a/templates/opencl/FilterLambdaDef.clt b/templates/opencl/FilterLambdaDef.clt
new file mode 100644
index 0000000..03ed284
--- /dev/null
+++ b/templates/opencl/FilterLambdaDef.clt
@@ -0,0 +1,3 @@
+inline {{type}} {{filter_lambda_name}}({{type}} {{filter_lambda_par}} {{extra_args}}) {
+	{{source}}
+}

From cc74bc89feee64f30f7157e885e3dc5fd06ffe2c Mon Sep 17 00:00:00 2001
From: Pawel <fc54101@alunos.fc.ul.pt>
Date: Mon, 20 Jan 2020 21:09:00 +0000
Subject: [PATCH 270/276] Cuda works only for small nuber of threads <= 64 due
 to atomics sync. OpenCL not finished yet.

---
 filter_temp/filterKernel.cu       | 228 +++++++++++++++++++++++++++++
 filter_temp/filterKernel.ocl      | 229 ++++++++++++++++++++++++++++++
 templates/opencl/FilterKernel.clt |   6 +-
 3 files changed, 460 insertions(+), 3 deletions(-)
 create mode 100644 filter_temp/filterKernel.cu
 create mode 100644 filter_temp/filterKernel.ocl

diff --git a/filter_temp/filterKernel.cu b/filter_temp/filterKernel.cu
new file mode 100644
index 0000000..ab95c3c
--- /dev/null
+++ b/filter_temp/filterKernel.cu
@@ -0,0 +1,228 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <time.h>
+
+#define START_LENGTH 128
+#define MAX_BLOCK_SIZE 64
+
+int predicate(int value) {
+    if( (value > 7) && (value % 2) && !(value % 3) ) {
+        return 1;
+    } else {
+        return 0;
+    }
+}
+
+int* check_array(int *array, int length) {
+    int *array_out = (int*)malloc(sizeof(int) * length);
+    for(int i=0; i<length; i++) {
+        array_out[i] = predicate(array[i]);
+    }
+    return array_out;
+}
+
+int* prefix_sum(int *array, int length) {
+    int *array_out = (int*)malloc(sizeof(int) * length);
+    array_out[0] = array[0];
+    for(int i=1; i<length; i++) {
+        array_out[i] = array[i] + array_out[i-1];
+    }
+    return array_out;
+}
+
+int* sieve_out(int *values, int *booleans, int *indexes, int *length) {
+    int new_length = 0;
+    for(int i=0; i<*length; i++) {
+        if(booleans[i]) {
+            new_length++;
+        }
+    }
+
+    int *array_out = (int*)malloc(sizeof(int) * new_length);
+    for(int i=0; i<*length; i++) {
+        if(booleans[i]) {
+            array_out[indexes[i]-1] = values[i];
+        }
+    }
+
+    *length = new_length;
+    return array_out;
+}
+
+void print_array(int *array, int length) {
+    int *ptr = array;
+    int counter = 0;
+    while(ptr < array+length) {
+        printf("array[%d] = %d\n", counter, *ptr);
+        counter++;
+        ptr++;
+    }
+}
+
+int* seq_filter(int *array, int *length) {
+    int *checked = check_array(array, *length);
+    int *aggregated = prefix_sum(checked, *length);
+    int *filtered = sieve_out(array, checked, aggregated, length);
+
+    return filtered;
+}
+
+// #pragma OPENCL EXTENSION cl_khr_global_int32_base_atomics : enable
+
+__global__ void filterKernel(int *values, int *bools, int *prefix_sum, int *output, int *array_length, int *semaphore) {
+    int idx = blockIdx.x * blockDim.x + threadIdx.x;  // <---------<< 
+    int covered_id = *array_length-1 - 2*idx;
+    int threads = *array_length / 2;
+    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
+    int modulo = 2;
+
+    // printf("Idx: %d, blockIdx.x: %d, blockDim.x: %d, threadIdx.x: %d\n", idx, blockIdx.x, blockDim.x, threadIdx.x);
+
+    if((values[covered_id] > 7) && (values[covered_id] % 2) && !(values[covered_id] % 3)) {
+        bools[covered_id] = 1;
+        prefix_sum[covered_id] = 1;
+    } else {
+        bools[covered_id] = 0;
+        prefix_sum[covered_id] = 0;
+    }
+
+    if(covered_id-1 >= 0) {
+        if((values[covered_id-1] > 7) && (values[covered_id-1] % 2) && !(values[covered_id-1] % 3)) {
+            bools[covered_id-1] = 1;
+            prefix_sum[covered_id-1] = 1;
+        } else {
+            bools[covered_id-1] = 0;
+            prefix_sum[covered_id-1] = 0;
+        }
+    }
+
+    // //synchronizing before prefix_sum;
+    __syncthreads();  // <---------<< 
+    // opencl --> int atomic_inc(volatile __global *int)
+    // if(threads > MAX_BLOCK_SIZE) {
+    //     if(threadIdx.x == 0)
+    //         atomicInc((unsigned int*)semaphore, *array_length);
+    //     while(*semaphore != blocks) {}
+    //     if(idx == 0)
+    //         atomicXor(semaphore, *semaphore);
+    // }
+
+    // counting the prefix sum
+    while(modulo < (2**array_length)) {
+        // int active_threads = (threads + (modulo/2 -1)) / (modulo/2);
+        if((covered_id % modulo) == ((*array_length-1) % modulo)) {
+            if((covered_id - modulo/2) >= 0) {
+                prefix_sum[covered_id] += prefix_sum[covered_id-modulo/2];
+            }
+
+            // sync in between levels of summing
+            __syncthreads();  // <---------<< 
+        }
+        modulo *= 2;
+    }
+
+    if(covered_id == *array_length-1) {
+        prefix_sum[covered_id] = 0;
+    }
+
+    // sync after up-sweep
+    __syncthreads();  // <---------<< 
+
+    while(modulo >= 2) {
+        if((covered_id % modulo) == ((*array_length-1) % modulo)) {
+            if((covered_id - modulo/2) >= 0) {
+                int temp = prefix_sum[covered_id];
+                prefix_sum[covered_id] += prefix_sum[covered_id - modulo/2];
+                prefix_sum[covered_id - modulo/2] = temp;
+            }
+        }
+
+        __syncthreads();  // <---------<< 
+        __syncthreads();  // <---------<< 
+        modulo /= 2;
+    }
+
+    if(bools[covered_id])
+        prefix_sum[covered_id] += 1;
+    if((covered_id-1) >= 0)
+        if(bools[covered_id-1])
+            prefix_sum[covered_id-1] += 1;
+
+    __syncthreads();  // <---------<< 
+
+    if(bools[covered_id]) {
+        output[prefix_sum[covered_id]-1] = values[covered_id];
+    }
+    if(((covered_id - 1) >= 0) && (bools[covered_id-1])) {
+        output[prefix_sum[covered_id-1]-1] = values[covered_id-1];
+    }
+
+    if(idx == 0) {
+        *array_length = prefix_sum[*array_length-1];
+    }
+
+}
+
+int* gpu_filter(int* array, int *length) {
+    int *values, *bools, *prefix_sum, *output, *array_length, *semaphore;
+    int size = sizeof(int) * *length;
+    cudaMalloc(&values, size);  // <---------<< 
+    cudaMalloc(&bools, size);  // <---------<< 
+    cudaMalloc(&prefix_sum, size);  // <---------<< 
+    cudaMalloc(&output, size);  // <---------<< 
+    cudaMalloc(&array_length, sizeof(int));  // <---------<< 
+    cudaMalloc(&semaphore, sizeof(int)*2);  // <---------<< 
+    cudaMemcpy(values, array, size, cudaMemcpyHostToDevice);  // <---------<< 
+    cudaMemcpy(array_length, length, sizeof(int), cudaMemcpyHostToDevice);  // <---------<< 
+
+    
+    int threads = *length / 2;
+    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
+    int threads_in_block = (threads + blocks-1) / blocks;
+
+    filterKernel<<<blocks, threads_in_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
+
+    cudaMemcpy(length, array_length, sizeof(int), cudaMemcpyDeviceToHost);  // <---------<< 
+    int new_size = *length * sizeof(int);  // <---------<< 
+    cudaMemcpy(array, output, new_size, cudaMemcpyDeviceToHost);  // <---------<< 
+    cudaFree(&values);  // <---------<< 
+    cudaFree(&bools);  // <---------<< 
+    cudaFree(&prefix_sum);  // <---------<< 
+    cudaFree(&output);  // <---------<< 
+    cudaFree(&array_length);  // <---------<< 
+    cudaFree(&semaphore);  // <---------<< 
+
+    return array;
+}
+
+int main() {
+    srand(time(NULL));
+    int length = START_LENGTH;
+
+    int *array = (int*)malloc(sizeof(int) * length);
+    for(int i=0, *ptr=array; i<length; i++, ptr++) {
+        *ptr = rand()%length;
+    }
+
+    int* filtered = seq_filter(array, &length);
+    print_array(filtered, length);
+
+    printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
+
+    length = START_LENGTH;
+    int* gpu_filtered = gpu_filter(array, &length);
+    print_array(gpu_filtered, length);
+
+    bool coherent = true;
+    int iter = 0;
+    while(coherent && (iter < length)) {
+        if(filtered[iter] != array[iter]) {
+            coherent = false;
+        }
+        iter++;
+    }
+    if(coherent)
+        printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
+    else
+        printf("\x1b[1;40;31mIncorrect!\x1b[0m\n");
+}
\ No newline at end of file
diff --git a/filter_temp/filterKernel.ocl b/filter_temp/filterKernel.ocl
new file mode 100644
index 0000000..e342ec4
--- /dev/null
+++ b/filter_temp/filterKernel.ocl
@@ -0,0 +1,229 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <time.h>
+
+#define START_LENGTH 128
+#define MAX_BLOCK_SIZE 64
+
+int predicate(int value) {
+    if( (value > 7) && (value % 2) && !(value % 3) ) {
+        return 1;
+    } else {
+        return 0;
+    }
+}
+
+int* check_array(int *array, int length) {
+    int *array_out = (int*)malloc(sizeof(int) * length);
+    for(int i=0; i<length; i++) {
+        array_out[i] = predicate(array[i]);
+    }
+    return array_out;
+}
+
+int* prefix_sum(int *array, int length) {
+    int *array_out = (int*)malloc(sizeof(int) * length);
+    array_out[0] = array[0];
+    for(int i=1; i<length; i++) {
+        array_out[i] = array[i] + array_out[i-1];
+    }
+    return array_out;
+}
+
+int* sieve_out(int *values, int *booleans, int *indexes, int *length) {
+    int new_length = 0;
+    for(int i=0; i<*length; i++) {
+        if(booleans[i]) {
+            new_length++;
+        }
+    }
+
+    int *array_out = (int*)malloc(sizeof(int) * new_length);
+    for(int i=0; i<*length; i++) {
+        if(booleans[i]) {
+            array_out[indexes[i]-1] = values[i];
+        }
+    }
+
+    *length = new_length;
+    return array_out;
+}
+
+void print_array(int *array, int length) {
+    int *ptr = array;
+    int counter = 0;
+    while(ptr < array+length) {
+        printf("array[%d] = %d\n", counter, *ptr);
+        counter++;
+        ptr++;
+    }
+}
+
+int* seq_filter(int *array, int *length) {
+    int *checked = check_array(array, *length);
+    int *aggregated = prefix_sum(checked, *length);
+    int *filtered = sieve_out(array, checked, aggregated, length);
+
+    return filtered;
+}
+
+// #pragma OPENCL EXTENSION cl_khr_global_int32_base_atomics : enable
+
+__kernel void filterKernel(__global int *values, __global int *bools, __global int *prefix_sum, __global int *output, __global int *array_length, __global int *semaphore) {
+    int idx = get_global_id(0);
+    int covered_id = *array_length-1 - 2*idx;
+    int threads = *array_length / 2;
+    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
+    int modulo = 2;
+
+    // printf("Idx: %d, blockIdx.x: %d, blockDim.x: %d, threadIdx.x: %d\n", idx, blockIdx.x, blockDim.x, threadIdx.x);
+
+    if((values[covered_id] > 7) && (values[covered_id] % 2) && !(values[covered_id] % 3)) {
+        bools[covered_id] = 1;
+        prefix_sum[covered_id] = 1;
+    } else {
+        bools[covered_id] = 0;
+        prefix_sum[covered_id] = 0;
+    }
+
+    if(covered_id-1 >= 0) {
+        if((values[covered_id-1] > 7) && (values[covered_id-1] % 2) && !(values[covered_id-1] % 3)) {
+            bools[covered_id-1] = 1;
+            prefix_sum[covered_id-1] = 1;
+        } else {
+            bools[covered_id-1] = 0;
+            prefix_sum[covered_id-1] = 0;
+        }
+    }
+
+    // //synchronizing before prefix_sum;
+    barrier(CLK_GLOBAL_MEM_FENCE);
+    // opencl --> int atomic_inc(volatile __global *int)
+    // if(threads > MAX_BLOCK_SIZE) {
+    //     if(threadIdx.x == 0)
+    //         atomicInc((unsigned int*)semaphore, *array_length);
+    //     while(*semaphore != blocks) {}
+    //     if(idx == 0)
+    //         atomicXor(semaphore, *semaphore);
+    // }
+
+    // counting the prefix sum
+    while(modulo < (2**array_length)) {
+        // int active_threads = (threads + (modulo/2 -1)) / (modulo/2);
+        if((covered_id % modulo) == ((*array_length-1) % modulo)) {
+            if((covered_id - modulo/2) >= 0) {
+                prefix_sum[covered_id] += prefix_sum[covered_id-modulo/2];
+            }
+
+            // sync in between levels of summing
+            barrier(CLK_GLOBAL_MEM_FENCE);
+        }
+        modulo *= 2;
+    }
+
+    if(covered_id == *array_length-1) {
+        prefix_sum[covered_id] = 0;
+    }
+
+    // sync after up-sweep
+    barrier(CLK_GLOBAL_MEM_FENCE);
+
+    while(modulo >= 2) {
+        if((covered_id % modulo) == ((*array_length-1) % modulo)) {
+            if((covered_id - modulo/2) >= 0) {
+                int temp = prefix_sum[covered_id];
+                prefix_sum[covered_id] += prefix_sum[covered_id - modulo/2];
+                prefix_sum[covered_id - modulo/2] = temp;
+            }
+        }
+
+        barrier(CLK_GLOBAL_MEM_FENCE);
+        barrier(CLK_GLOBAL_MEM_FENCE);
+        modulo /= 2;
+    }
+
+    if(bools[covered_id])
+        prefix_sum[covered_id] += 1;
+    if((covered_id-1) >= 0)
+        if(bools[covered_id-1])
+            prefix_sum[covered_id-1] += 1;
+
+    barrier(CLK_GLOBAL_MEM_FENCE);
+
+    if(bools[covered_id]) {
+        output[prefix_sum[covered_id]-1] = values[covered_id];
+    }
+    if(((covered_id - 1) >= 0) && (bools[covered_id-1])) {
+        output[prefix_sum[covered_id-1]-1] = values[covered_id-1];
+    }
+
+    if(idx == 0) {
+        *array_length = prefix_sum[*array_length-1];
+    }
+
+}
+
+int* gpu_filter(int* array, int *length) {
+    int *values, *bools, *prefix_sum, *output, *array_length, *semaphore;
+    int size = sizeof(int) * *length;
+    /// define this ret thing...
+    cl_mem values = clCreateBuffer(context, CL_MEM_READ_WRITE, size, NULL, &ret);  // <---------<< 
+    cudaMalloc(&bools, size);  // <---------<< 
+    cudaMalloc(&prefix_sum, size);  // <---------<< 
+    cudaMalloc(&output, size);  // <---------<< 
+    cudaMalloc(&array_length, sizeof(int));  // <---------<< 
+    cudaMalloc(&semaphore, sizeof(int)*2);  // <---------<< 
+    cudaMemcpy(values, array, size, cudaMemcpyHostToDevice);  // <---------<< 
+    cudaMemcpy(array_length, length, sizeof(int), cudaMemcpyHostToDevice);  // <---------<< 
+
+    
+    int threads = *length / 2;
+    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
+    int threads_in_block = (threads + blocks-1) / blocks;
+
+    filterKernel<<<blocks, threads_in_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
+
+    cudaMemcpy(length, array_length, sizeof(int), cudaMemcpyDeviceToHost);  // <---------<< 
+    int new_size = *length * sizeof(int);  // <---------<< 
+    cudaMemcpy(array, output, new_size, cudaMemcpyDeviceToHost);  // <---------<< 
+    cudaFree(&values);  // <---------<< 
+    cudaFree(&bools);  // <---------<< 
+    cudaFree(&prefix_sum);  // <---------<< 
+    cudaFree(&output);  // <---------<< 
+    cudaFree(&array_length);  // <---------<< 
+    cudaFree(&semaphore);  // <---------<< 
+
+    return array;
+}
+
+int main() {
+    srand(time(NULL));
+    int length = START_LENGTH;
+
+    int *array = (int*)malloc(sizeof(int) * length);
+    for(int i=0, *ptr=array; i<length; i++, ptr++) {
+        *ptr = rand()%length;
+    }
+
+    int* filtered = seq_filter(array, &length);
+    print_array(filtered, length);
+
+    printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
+
+    length = START_LENGTH;
+    int* gpu_filtered = gpu_filter(array, &length);
+    print_array(gpu_filtered, length);
+
+    bool coherent = true;
+    int iter = 0;
+    while(coherent && (iter < length)) {
+        if(filtered[iter] != array[iter]) {
+            coherent = false;
+        }
+        iter++;
+    }
+    if(coherent)
+        printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
+    else
+        printf("\x1b[1;40;31mIncorrect!\x1b[0m\n");
+}
\ No newline at end of file
diff --git a/templates/opencl/FilterKernel.clt b/templates/opencl/FilterKernel.clt
index fa691c8..0f07bb4 100644
--- a/templates/opencl/FilterKernel.clt
+++ b/templates/opencl/FilterKernel.clt
@@ -6,7 +6,7 @@
 // Specific Map Lambda Function
 {{filter_lambda_def}}
 
-__kernel void {{filter_kernel_name}}(__global const {{type}}* map_input, __global {{type}}* map_output {{extra_args}}) {
-	int map_global_id = get_global_id(0);
-	filter_output[map_global_id] = {{filter_lambda_name}}({{get_input}} {{extra_args_call}});
+__kernel void {{filter_kernel_name}}(__global const {{type}}* filter_input, __global {{type}}* filter_output {{extra_args}}) {
+	int filter_global_id = get_global_id(0);
+	filter_output[filter_global_id] = {{filter_lambda_name}}({{get_input}} {{extra_args_call}});
 }

From 80f317d1184e351d477395e20be1122fcf63304b Mon Sep 17 00:00:00 2001
From: Pawel <fc54101@alunos.fc.ul.pt>
Date: Thu, 23 Jan 2020 21:25:21 +0000
Subject: [PATCH 271/276] Working cuda wersion with atomics. OpenCL for tests

---
 filter_temp/filterKernel.cu  | 193 +++++++++++++++++++++++++---------
 filter_temp/filterKernel.ocl | 197 ++++++++++++++++++++++++++---------
 2 files changed, 292 insertions(+), 98 deletions(-)

diff --git a/filter_temp/filterKernel.cu b/filter_temp/filterKernel.cu
index ab95c3c..04dbd93 100644
--- a/filter_temp/filterKernel.cu
+++ b/filter_temp/filterKernel.cu
@@ -2,9 +2,13 @@
 #include <stdlib.h>
 #include <time.h>
 
-#define START_LENGTH 128
-#define MAX_BLOCK_SIZE 64
+// #define START_LENGTH 16384
+// #define START_LENGTH 8192
+#define START_LENGTH 4096
+// #define START_LENGTH 2048
+#define MAX_BLOCK_SIZE 1024
 
+// universal
 int predicate(int value) {
     if( (value > 7) && (value % 2) && !(value % 3) ) {
         return 1;
@@ -13,6 +17,7 @@ int predicate(int value) {
     }
 }
 
+// cpu
 int* check_array(int *array, int length) {
     int *array_out = (int*)malloc(sizeof(int) * length);
     for(int i=0; i<length; i++) {
@@ -21,6 +26,7 @@ int* check_array(int *array, int length) {
     return array_out;
 }
 
+// cpu
 int* prefix_sum(int *array, int length) {
     int *array_out = (int*)malloc(sizeof(int) * length);
     array_out[0] = array[0];
@@ -30,6 +36,7 @@ int* prefix_sum(int *array, int length) {
     return array_out;
 }
 
+// cpu
 int* sieve_out(int *values, int *booleans, int *indexes, int *length) {
     int new_length = 0;
     for(int i=0; i<*length; i++) {
@@ -59,6 +66,7 @@ void print_array(int *array, int length) {
     }
 }
 
+// cpu
 int* seq_filter(int *array, int *length) {
     int *checked = check_array(array, *length);
     int *aggregated = prefix_sum(checked, *length);
@@ -72,12 +80,10 @@ int* seq_filter(int *array, int *length) {
 __global__ void filterKernel(int *values, int *bools, int *prefix_sum, int *output, int *array_length, int *semaphore) {
     int idx = blockIdx.x * blockDim.x + threadIdx.x;  // <---------<< 
     int covered_id = *array_length-1 - 2*idx;
-    int threads = *array_length / 2;
+    int threads = *array_length / 2 + *array_length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
     int modulo = 2;
 
-    // printf("Idx: %d, blockIdx.x: %d, blockDim.x: %d, threadIdx.x: %d\n", idx, blockIdx.x, blockDim.x, threadIdx.x);
-
     if((values[covered_id] > 7) && (values[covered_id] % 2) && !(values[covered_id] % 3)) {
         bools[covered_id] = 1;
         prefix_sum[covered_id] = 1;
@@ -96,37 +102,69 @@ __global__ void filterKernel(int *values, int *bools, int *prefix_sum, int *outp
         }
     }
 
-    // //synchronizing before prefix_sum;
-    __syncthreads();  // <---------<< 
     // opencl --> int atomic_inc(volatile __global *int)
-    // if(threads > MAX_BLOCK_SIZE) {
-    //     if(threadIdx.x == 0)
-    //         atomicInc((unsigned int*)semaphore, *array_length);
-    //     while(*semaphore != blocks) {}
-    //     if(idx == 0)
-    //         atomicXor(semaphore, *semaphore);
-    // }
-
-    // counting the prefix sum
-    while(modulo < (2**array_length)) {
-        // int active_threads = (threads + (modulo/2 -1)) / (modulo/2);
+    __syncthreads();  // <---------<< 
+    if(blocks > 1) {
+        if(threadIdx.x == 0)
+            atomicInc((unsigned int*)semaphore, *array_length);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
+
+    while(modulo < *array_length) {
         if((covered_id % modulo) == ((*array_length-1) % modulo)) {
             if((covered_id - modulo/2) >= 0) {
                 prefix_sum[covered_id] += prefix_sum[covered_id-modulo/2];
             }
-
-            // sync in between levels of summing
-            __syncthreads();  // <---------<< 
+        }
+        __syncthreads();  // <---------<< 
+        if(blocks > 1) {
+            if(threadIdx.x == 0)
+                atomicInc((unsigned int*)semaphore, *array_length);
+            do
+                if(idx == 0)
+                    if(semaphore[0] == blocks)
+                        semaphore[0] = -1;
+            while(semaphore[0] != -1);
+            if(idx == 0)
+                semaphore[0] = 0;
         }
         modulo *= 2;
     }
+    __syncthreads();  // <---------<< 
+    if(blocks > 1) {
+        if(threadIdx.x == 0)
+            atomicInc((unsigned int*)semaphore, *array_length);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
 
     if(covered_id == *array_length-1) {
         prefix_sum[covered_id] = 0;
     }
 
-    // sync after up-sweep
     __syncthreads();  // <---------<< 
+    if(blocks > 1) {
+        if(threadIdx.x == 0)
+            atomicInc((unsigned int*)semaphore, *array_length);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
 
     while(modulo >= 2) {
         if((covered_id % modulo) == ((*array_length-1) % modulo)) {
@@ -138,25 +176,67 @@ __global__ void filterKernel(int *values, int *bools, int *prefix_sum, int *outp
         }
 
         __syncthreads();  // <---------<< 
-        __syncthreads();  // <---------<< 
+        if(blocks > 1) {
+            if(threadIdx.x == 0)
+                atomicInc((unsigned int*)semaphore, *array_length);
+            do
+                if(idx == 0)
+                    if(semaphore[0] == blocks)
+                        semaphore[0] = -1;
+            while(semaphore[0] != -1);
+            if(idx == 0)
+                semaphore[0] = 0;
+        }
         modulo /= 2;
     }
 
-    if(bools[covered_id])
-        prefix_sum[covered_id] += 1;
-    if((covered_id-1) >= 0)
-        if(bools[covered_id-1])
-            prefix_sum[covered_id-1] += 1;
-
     __syncthreads();  // <---------<< 
+    if(blocks > 1) {
+        if(threadIdx.x == 0)
+            atomicInc((unsigned int*)semaphore, *array_length);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
 
+    __syncthreads();  // <---------<< 
+    if(blocks > 1) {
+        if(threadIdx.x == 0)
+            atomicInc((unsigned int*)semaphore, *array_length);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
     if(bools[covered_id]) {
+        prefix_sum[covered_id] += 1;
         output[prefix_sum[covered_id]-1] = values[covered_id];
     }
     if(((covered_id - 1) >= 0) && (bools[covered_id-1])) {
+        prefix_sum[covered_id-1] += 1;
         output[prefix_sum[covered_id-1]-1] = values[covered_id-1];
     }
 
+    __syncthreads();  // <---------<< 
+    if(blocks > 1) {
+        if(threadIdx.x == 0)
+            atomicInc((unsigned int*)semaphore, *array_length);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
+
     if(idx == 0) {
         *array_length = prefix_sum[*array_length-1];
     }
@@ -176,15 +256,17 @@ int* gpu_filter(int* array, int *length) {
     cudaMemcpy(array_length, length, sizeof(int), cudaMemcpyHostToDevice);  // <---------<< 
 
     
-    int threads = *length / 2;
+    int threads = *length / 2 + *length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
     int threads_in_block = (threads + blocks-1) / blocks;
+    // printf("length:%d -> threads:%d -> blocks:%d -> threads_per_block:%d\n", *length, threads, blocks, threads_in_block);
 
     filterKernel<<<blocks, threads_in_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
 
     cudaMemcpy(length, array_length, sizeof(int), cudaMemcpyDeviceToHost);  // <---------<< 
     int new_size = *length * sizeof(int);  // <---------<< 
-    cudaMemcpy(array, output, new_size, cudaMemcpyDeviceToHost);  // <---------<< 
+    int *h_output = (int*)malloc(new_size);
+    cudaMemcpy(h_output, output, new_size, cudaMemcpyDeviceToHost);  // <---------<< 
     cudaFree(&values);  // <---------<< 
     cudaFree(&bools);  // <---------<< 
     cudaFree(&prefix_sum);  // <---------<< 
@@ -192,11 +274,11 @@ int* gpu_filter(int* array, int *length) {
     cudaFree(&array_length);  // <---------<< 
     cudaFree(&semaphore);  // <---------<< 
 
-    return array;
+    return h_output;
 }
 
 int main() {
-    srand(time(NULL));
+    srand(1920);
     int length = START_LENGTH;
 
     int *array = (int*)malloc(sizeof(int) * length);
@@ -205,24 +287,39 @@ int main() {
     }
 
     int* filtered = seq_filter(array, &length);
-    print_array(filtered, length);
+    // print_array(filtered, length);
 
-    printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
+    // printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
 
-    length = START_LENGTH;
-    int* gpu_filtered = gpu_filter(array, &length);
-    print_array(gpu_filtered, length);
+    int i = 0;
+    int repeats = 1000000;
+    bool broken = false;
 
-    bool coherent = true;
-    int iter = 0;
-    while(coherent && (iter < length)) {
-        if(filtered[iter] != array[iter]) {
-            coherent = false;
+    while(!broken && (i < repeats)) {
+        length = START_LENGTH;
+        int* gpu_filtered = gpu_filter(array, &length);
+        // print_array(gpu_filtered, length);
+    
+        // check
+        bool coherent = true;
+        int iter = 0;
+        while(coherent && (iter < length)) {
+            if(filtered[iter] != gpu_filtered[iter]) {
+                coherent = false;
+            }
+            iter++;
         }
-        iter++;
+        // if(coherent)
+            // printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
+        // else {
+        if(!coherent) {
+            broken = true;
+            printf("\x1b[1;40;31mIncorrect!\x1b[0m\npassed correctly %d times\n", i);
+        }
+        i++;
+    }
+    if(i == repeats) {
+        printf("\x1b[1;40;33mSuccess!\x1b[0m\n");
     }
-    if(coherent)
-        printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
-    else
-        printf("\x1b[1;40;31mIncorrect!\x1b[0m\n");
+    
 }
\ No newline at end of file
diff --git a/filter_temp/filterKernel.ocl b/filter_temp/filterKernel.ocl
index e342ec4..9b639eb 100644
--- a/filter_temp/filterKernel.ocl
+++ b/filter_temp/filterKernel.ocl
@@ -2,9 +2,13 @@
 #include <stdlib.h>
 #include <time.h>
 
-#define START_LENGTH 128
-#define MAX_BLOCK_SIZE 64
+// #define START_LENGTH 16384
+// #define START_LENGTH 8192
+#define START_LENGTH 4096
+// #define START_LENGTH 2048
+#define MAX_BLOCK_SIZE 1024
 
+// universal
 int predicate(int value) {
     if( (value > 7) && (value % 2) && !(value % 3) ) {
         return 1;
@@ -13,6 +17,7 @@ int predicate(int value) {
     }
 }
 
+// cpu
 int* check_array(int *array, int length) {
     int *array_out = (int*)malloc(sizeof(int) * length);
     for(int i=0; i<length; i++) {
@@ -21,6 +26,7 @@ int* check_array(int *array, int length) {
     return array_out;
 }
 
+// cpu
 int* prefix_sum(int *array, int length) {
     int *array_out = (int*)malloc(sizeof(int) * length);
     array_out[0] = array[0];
@@ -30,6 +36,7 @@ int* prefix_sum(int *array, int length) {
     return array_out;
 }
 
+// cpu
 int* sieve_out(int *values, int *booleans, int *indexes, int *length) {
     int new_length = 0;
     for(int i=0; i<*length; i++) {
@@ -59,6 +66,7 @@ void print_array(int *array, int length) {
     }
 }
 
+// cpu
 int* seq_filter(int *array, int *length) {
     int *checked = check_array(array, *length);
     int *aggregated = prefix_sum(checked, *length);
@@ -72,12 +80,10 @@ int* seq_filter(int *array, int *length) {
 __kernel void filterKernel(__global int *values, __global int *bools, __global int *prefix_sum, __global int *output, __global int *array_length, __global int *semaphore) {
     int idx = get_global_id(0);
     int covered_id = *array_length-1 - 2*idx;
-    int threads = *array_length / 2;
+    int threads = *array_length / 2 + *array_length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
     int modulo = 2;
 
-    // printf("Idx: %d, blockIdx.x: %d, blockDim.x: %d, threadIdx.x: %d\n", idx, blockIdx.x, blockDim.x, threadIdx.x);
-
     if((values[covered_id] > 7) && (values[covered_id] % 2) && !(values[covered_id] % 3)) {
         bools[covered_id] = 1;
         prefix_sum[covered_id] = 1;
@@ -96,37 +102,70 @@ __kernel void filterKernel(__global int *values, __global int *bools, __global i
         }
     }
 
-    // //synchronizing before prefix_sum;
-    barrier(CLK_GLOBAL_MEM_FENCE);
     // opencl --> int atomic_inc(volatile __global *int)
-    // if(threads > MAX_BLOCK_SIZE) {
-    //     if(threadIdx.x == 0)
-    //         atomicInc((unsigned int*)semaphore, *array_length);
-    //     while(*semaphore != blocks) {}
-    //     if(idx == 0)
-    //         atomicXor(semaphore, *semaphore);
-    // }
-
-    // counting the prefix sum
-    while(modulo < (2**array_length)) {
-        // int active_threads = (threads + (modulo/2 -1)) / (modulo/2);
+    barrier(CLK_GLOBAL_MEM_FENCE);
+    if(blocks > 1) {
+        if(get_local_id(0) == 0)
+            atomic_inc(semaphore);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
+
+    while(modulo < *array_length) {
         if((covered_id % modulo) == ((*array_length-1) % modulo)) {
             if((covered_id - modulo/2) >= 0) {
                 prefix_sum[covered_id] += prefix_sum[covered_id-modulo/2];
             }
-
-            // sync in between levels of summing
-            barrier(CLK_GLOBAL_MEM_FENCE);
+        }
+        barrier(CLK_GLOBAL_MEM_FENCE);
+        if(blocks > 1) {
+            if(get_local_id(0) == 0)
+                atomic_inc(semaphore);
+            do
+                if(idx == 0)
+                    if(semaphore[0] == blocks)
+                        semaphore[0] = -1;
+            while(semaphore[0] != -1);
+            if(idx == 0)
+                semaphore[0] = 0;
         }
         modulo *= 2;
     }
 
+    barrier(CLK_GLOBAL_MEM_FENCE);
+    if(blocks > 1) {
+        if(get_local_id(0) == 0)
+            atomic_inc(semaphore);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
+
     if(covered_id == *array_length-1) {
         prefix_sum[covered_id] = 0;
     }
 
-    // sync after up-sweep
     barrier(CLK_GLOBAL_MEM_FENCE);
+    if(blocks > 1) {
+        if(get_local_id(0) == 0)
+            atomic_inc(semaphore);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
 
     while(modulo >= 2) {
         if((covered_id % modulo) == ((*array_length-1) % modulo)) {
@@ -138,25 +177,67 @@ __kernel void filterKernel(__global int *values, __global int *bools, __global i
         }
 
         barrier(CLK_GLOBAL_MEM_FENCE);
-        barrier(CLK_GLOBAL_MEM_FENCE);
+        if(blocks > 1) {
+            if(get_local_id(0) == 0)
+                atomic_inc(semaphore);
+            do
+                if(idx == 0)
+                    if(semaphore[0] == blocks)
+                        semaphore[0] = -1;
+            while(semaphore[0] != -1);
+            if(idx == 0)
+                semaphore[0] = 0;
+        }
         modulo /= 2;
     }
 
-    if(bools[covered_id])
-        prefix_sum[covered_id] += 1;
-    if((covered_id-1) >= 0)
-        if(bools[covered_id-1])
-            prefix_sum[covered_id-1] += 1;
-
     barrier(CLK_GLOBAL_MEM_FENCE);
+    if(blocks > 1) {
+        if(get_local_id(0) == 0)
+            atomic_inc(semaphore);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
 
+    barrier(CLK_GLOBAL_MEM_FENCE);
+    if(blocks > 1) {
+        if(get_local_id(0) == 0)
+            atomic_inc(semaphore);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
     if(bools[covered_id]) {
+        prefix_sum[covered_id] += 1;
         output[prefix_sum[covered_id]-1] = values[covered_id];
     }
     if(((covered_id - 1) >= 0) && (bools[covered_id-1])) {
+        prefix_sum[covered_id-1] += 1;
         output[prefix_sum[covered_id-1]-1] = values[covered_id-1];
     }
 
+    barrier(CLK_GLOBAL_MEM_FENCE);
+    if(blocks > 1) {
+        if(get_local_id(0) == 0)
+            atomic_inc(semaphore);
+        do
+            if(idx == 0)
+                if(semaphore[0] == blocks)
+                    semaphore[0] = -1;
+        while(semaphore[0] != -1);
+        if(idx == 0)
+            semaphore[0] = 0;
+    }
+
     if(idx == 0) {
         *array_length = prefix_sum[*array_length-1];
     }
@@ -166,8 +247,7 @@ __kernel void filterKernel(__global int *values, __global int *bools, __global i
 int* gpu_filter(int* array, int *length) {
     int *values, *bools, *prefix_sum, *output, *array_length, *semaphore;
     int size = sizeof(int) * *length;
-    /// define this ret thing...
-    cl_mem values = clCreateBuffer(context, CL_MEM_READ_WRITE, size, NULL, &ret);  // <---------<< 
+    cudaMalloc(&values, size);  // <---------<< 
     cudaMalloc(&bools, size);  // <---------<< 
     cudaMalloc(&prefix_sum, size);  // <---------<< 
     cudaMalloc(&output, size);  // <---------<< 
@@ -177,15 +257,17 @@ int* gpu_filter(int* array, int *length) {
     cudaMemcpy(array_length, length, sizeof(int), cudaMemcpyHostToDevice);  // <---------<< 
 
     
-    int threads = *length / 2;
+    int threads = *length / 2 + *length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
     int threads_in_block = (threads + blocks-1) / blocks;
+    // printf("length:%d -> threads:%d -> blocks:%d -> threads_per_block:%d\n", *length, threads, blocks, threads_in_block);
 
     filterKernel<<<blocks, threads_in_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
 
     cudaMemcpy(length, array_length, sizeof(int), cudaMemcpyDeviceToHost);  // <---------<< 
     int new_size = *length * sizeof(int);  // <---------<< 
-    cudaMemcpy(array, output, new_size, cudaMemcpyDeviceToHost);  // <---------<< 
+    int *h_output = (int*)malloc(new_size);
+    cudaMemcpy(h_output, output, new_size, cudaMemcpyDeviceToHost);  // <---------<< 
     cudaFree(&values);  // <---------<< 
     cudaFree(&bools);  // <---------<< 
     cudaFree(&prefix_sum);  // <---------<< 
@@ -193,11 +275,11 @@ int* gpu_filter(int* array, int *length) {
     cudaFree(&array_length);  // <---------<< 
     cudaFree(&semaphore);  // <---------<< 
 
-    return array;
+    return h_output;
 }
 
 int main() {
-    srand(time(NULL));
+    srand(1920);
     int length = START_LENGTH;
 
     int *array = (int*)malloc(sizeof(int) * length);
@@ -206,24 +288,39 @@ int main() {
     }
 
     int* filtered = seq_filter(array, &length);
-    print_array(filtered, length);
+    // print_array(filtered, length);
 
-    printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
+    // printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
 
-    length = START_LENGTH;
-    int* gpu_filtered = gpu_filter(array, &length);
-    print_array(gpu_filtered, length);
+    int i = 0;
+    int repeats = 1000000;
+    bool broken = false;
 
-    bool coherent = true;
-    int iter = 0;
-    while(coherent && (iter < length)) {
-        if(filtered[iter] != array[iter]) {
-            coherent = false;
+    while(!broken && (i < repeats)) {
+        length = START_LENGTH;
+        int* gpu_filtered = gpu_filter(array, &length);
+        // print_array(gpu_filtered, length);
+    
+        // check
+        bool coherent = true;
+        int iter = 0;
+        while(coherent && (iter < length)) {
+            if(filtered[iter] != gpu_filtered[iter]) {
+                coherent = false;
+            }
+            iter++;
         }
-        iter++;
+        // if(coherent)
+            // printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
+        // else {
+        if(!coherent) {
+            broken = true;
+            printf("\x1b[1;40;31mIncorrect!\x1b[0m\npassed correctly %d times\n", i);
+        }
+        i++;
+    }
+    if(i == repeats) {
+        printf("\x1b[1;40;33mSuccess!\x1b[0m\n");
     }
-    if(coherent)
-        printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
-    else
-        printf("\x1b[1;40;31mIncorrect!\x1b[0m\n");
+    
 }
\ No newline at end of file

From 23e27776e57b45eef1082978e5b7aeb5a5e8103e Mon Sep 17 00:00:00 2001
From: Pawel <fc54101@alunos.fc.ul.pt>
Date: Fri, 24 Jan 2020 13:23:02 +0000
Subject: [PATCH 272/276] 1 block version. Cuda works, OpenCL ready for tests.

---
 filter_temp/filterKernel.cu  | 196 ++++++++++------------------------
 filter_temp/filterKernel.ocl | 197 ++++++++++-------------------------
 2 files changed, 112 insertions(+), 281 deletions(-)

diff --git a/filter_temp/filterKernel.cu b/filter_temp/filterKernel.cu
index 04dbd93..5c7a879 100644
--- a/filter_temp/filterKernel.cu
+++ b/filter_temp/filterKernel.cu
@@ -2,10 +2,12 @@
 #include <stdlib.h>
 #include <time.h>
 
-// #define START_LENGTH 16384
+// #define START_LENGTH 134217728
+#define START_LENGTH 16384
 // #define START_LENGTH 8192
-#define START_LENGTH 4096
+// #define START_LENGTH 4096
 // #define START_LENGTH 2048
+// #define START_LENGTH 100
 #define MAX_BLOCK_SIZE 1024
 
 // universal
@@ -78,166 +80,79 @@ int* seq_filter(int *array, int *length) {
 // #pragma OPENCL EXTENSION cl_khr_global_int32_base_atomics : enable
 
 __global__ void filterKernel(int *values, int *bools, int *prefix_sum, int *output, int *array_length, int *semaphore) {
-    int idx = blockIdx.x * blockDim.x + threadIdx.x;  // <---------<< 
-    int covered_id = *array_length-1 - 2*idx;
     int threads = *array_length / 2 + *array_length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
+    int threads_per_block = (threads + blocks-1) / blocks;
+    int idx = 2*threadIdx.x + (1 - threads%2) + (threads % blocks > 0);
     int modulo = 2;
 
-    if((values[covered_id] > 7) && (values[covered_id] % 2) && !(values[covered_id] % 3)) {
-        bools[covered_id] = 1;
-        prefix_sum[covered_id] = 1;
-    } else {
-        bools[covered_id] = 0;
-        prefix_sum[covered_id] = 0;
-    }
+    for(int i=0; i<threads; i+=threads_per_block) {
+        if(i+idx < *array_length) {
+            if((values[i+idx] > 7) && (values[i+idx] % 2) && !(values[i+idx] % 3)) {
+                bools[i+idx] = 1;
+                prefix_sum[i+idx] = 1;
+            } else {
+                bools[i+idx] = 0;
+                prefix_sum[i+idx] = 0;
+            }
 
-    if(covered_id-1 >= 0) {
-        if((values[covered_id-1] > 7) && (values[covered_id-1] % 2) && !(values[covered_id-1] % 3)) {
-            bools[covered_id-1] = 1;
-            prefix_sum[covered_id-1] = 1;
-        } else {
-            bools[covered_id-1] = 0;
-            prefix_sum[covered_id-1] = 0;
+            if(i+idx > 0) {
+                if((values[i+idx-1] > 7) && (values[i+idx-1] % 2) && !(values[i+idx-1] % 3)) {
+                    bools[i+idx-1] = 1;
+                    prefix_sum[i+idx-1] = 1;
+                } else {
+                    bools[i+idx-1] = 0;
+                    prefix_sum[i+idx-1] = 0;
+                }
+            }
         }
     }
 
-    // opencl --> int atomic_inc(volatile __global *int)
     __syncthreads();  // <---------<< 
-    if(blocks > 1) {
-        if(threadIdx.x == 0)
-            atomicInc((unsigned int*)semaphore, *array_length);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
-    }
 
     while(modulo < *array_length) {
-        if((covered_id % modulo) == ((*array_length-1) % modulo)) {
-            if((covered_id - modulo/2) >= 0) {
-                prefix_sum[covered_id] += prefix_sum[covered_id-modulo/2];
+        for(int i=0; i<threads; i+=threads_per_block) {
+            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
+                if((i+idx - modulo/2) >= 0) {
+                    prefix_sum[i+idx] += prefix_sum[i+idx-modulo/2];
+                }
             }
         }
         __syncthreads();  // <---------<< 
-        if(blocks > 1) {
-            if(threadIdx.x == 0)
-                atomicInc((unsigned int*)semaphore, *array_length);
-            do
-                if(idx == 0)
-                    if(semaphore[0] == blocks)
-                        semaphore[0] = -1;
-            while(semaphore[0] != -1);
-            if(idx == 0)
-                semaphore[0] = 0;
-        }
         modulo *= 2;
     }
-    __syncthreads();  // <---------<< 
-    if(blocks > 1) {
-        if(threadIdx.x == 0)
-            atomicInc((unsigned int*)semaphore, *array_length);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
-    }
-
-    if(covered_id == *array_length-1) {
-        prefix_sum[covered_id] = 0;
-    }
 
-    __syncthreads();  // <---------<< 
-    if(blocks > 1) {
-        if(threadIdx.x == 0)
-            atomicInc((unsigned int*)semaphore, *array_length);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
+    if(threadIdx.x == 0) {  // <---------<< 
+        prefix_sum[*array_length-1] = 0;
     }
 
     while(modulo >= 2) {
-        if((covered_id % modulo) == ((*array_length-1) % modulo)) {
-            if((covered_id - modulo/2) >= 0) {
-                int temp = prefix_sum[covered_id];
-                prefix_sum[covered_id] += prefix_sum[covered_id - modulo/2];
-                prefix_sum[covered_id - modulo/2] = temp;
+        for(int i=0; i<threads; i+=threads_per_block) {
+            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
+                if((i+idx - modulo/2) >= 0) {
+                    int temp = prefix_sum[i+idx];
+                    prefix_sum[i+idx] += prefix_sum[i+idx - modulo/2];
+                    prefix_sum[i+idx - modulo/2] = temp;
+                }
             }
         }
-
         __syncthreads();  // <---------<< 
-        if(blocks > 1) {
-            if(threadIdx.x == 0)
-                atomicInc((unsigned int*)semaphore, *array_length);
-            do
-                if(idx == 0)
-                    if(semaphore[0] == blocks)
-                        semaphore[0] = -1;
-            while(semaphore[0] != -1);
-            if(idx == 0)
-                semaphore[0] = 0;
-        }
         modulo /= 2;
     }
 
-    __syncthreads();  // <---------<< 
-    if(blocks > 1) {
-        if(threadIdx.x == 0)
-            atomicInc((unsigned int*)semaphore, *array_length);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
-    }
-
-    __syncthreads();  // <---------<< 
-    if(blocks > 1) {
-        if(threadIdx.x == 0)
-            atomicInc((unsigned int*)semaphore, *array_length);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
-    }
-    if(bools[covered_id]) {
-        prefix_sum[covered_id] += 1;
-        output[prefix_sum[covered_id]-1] = values[covered_id];
-    }
-    if(((covered_id - 1) >= 0) && (bools[covered_id-1])) {
-        prefix_sum[covered_id-1] += 1;
-        output[prefix_sum[covered_id-1]-1] = values[covered_id-1];
-    }
-
-    __syncthreads();  // <---------<< 
-    if(blocks > 1) {
-        if(threadIdx.x == 0)
-            atomicInc((unsigned int*)semaphore, *array_length);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
+    for(int i=0; i<threads; i+=threads_per_block) {
+        if(bools[i+idx]) {
+            prefix_sum[i+idx] += 1;
+            output[prefix_sum[i+idx]-1] = values[i+idx];
+        }
+        if(((i+idx - 1) >= 0) && (bools[i+idx-1])) {
+            prefix_sum[i+idx-1] += 1;
+            output[prefix_sum[i+idx-1]-1] = values[i+idx-1];
+        }
+        __syncthreads();  // <---------<< 
     }
 
-    if(idx == 0) {
+    if(threadIdx.x == 0) {  // <---------<< 
         *array_length = prefix_sum[*array_length-1];
     }
 
@@ -258,10 +173,10 @@ int* gpu_filter(int* array, int *length) {
     
     int threads = *length / 2 + *length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
-    int threads_in_block = (threads + blocks-1) / blocks;
-    // printf("length:%d -> threads:%d -> blocks:%d -> threads_per_block:%d\n", *length, threads, blocks, threads_in_block);
+    int threads_per_block = (threads + blocks-1) / blocks;
+    // printf("length:%d -> threads:%d -> blocks:%d -> threads_per_block:%d\n", *length, threads, blocks, threads_per_block);
 
-    filterKernel<<<blocks, threads_in_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
+    filterKernel<<<1, threads_per_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
 
     cudaMemcpy(length, array_length, sizeof(int), cudaMemcpyDeviceToHost);  // <---------<< 
     int new_size = *length * sizeof(int);  // <---------<< 
@@ -280,19 +195,20 @@ int* gpu_filter(int* array, int *length) {
 int main() {
     srand(1920);
     int length = START_LENGTH;
+    int repeats = 10000;
 
     int *array = (int*)malloc(sizeof(int) * length);
     for(int i=0, *ptr=array; i<length; i++, ptr++) {
         *ptr = rand()%length;
     }
 
-    int* filtered = seq_filter(array, &length);
+    int *filtered = seq_filter(array, &length);
     // print_array(filtered, length);
+    printf("\x1b[1;40;34mCPU done\x1b[0m\n");
 
     // printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
 
     int i = 0;
-    int repeats = 1000000;
     bool broken = false;
 
     while(!broken && (i < repeats)) {
@@ -310,7 +226,7 @@ int main() {
             iter++;
         }
         // if(coherent)
-            // printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
+        //     printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
         // else {
         if(!coherent) {
             broken = true;
diff --git a/filter_temp/filterKernel.ocl b/filter_temp/filterKernel.ocl
index 9b639eb..b334ec5 100644
--- a/filter_temp/filterKernel.ocl
+++ b/filter_temp/filterKernel.ocl
@@ -2,10 +2,12 @@
 #include <stdlib.h>
 #include <time.h>
 
-// #define START_LENGTH 16384
+// #define START_LENGTH 134217728
+#define START_LENGTH 16384
 // #define START_LENGTH 8192
-#define START_LENGTH 4096
+// #define START_LENGTH 4096
 // #define START_LENGTH 2048
+// #define START_LENGTH 100
 #define MAX_BLOCK_SIZE 1024
 
 // universal
@@ -78,167 +80,79 @@ int* seq_filter(int *array, int *length) {
 // #pragma OPENCL EXTENSION cl_khr_global_int32_base_atomics : enable
 
 __kernel void filterKernel(__global int *values, __global int *bools, __global int *prefix_sum, __global int *output, __global int *array_length, __global int *semaphore) {
-    int idx = get_global_id(0);
-    int covered_id = *array_length-1 - 2*idx;
     int threads = *array_length / 2 + *array_length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
+    int threads_per_block = (threads + blocks-1) / blocks;
+    int idx = 2*get_global_id(0) + (1 - threads%2) + (threads % blocks > 0);
     int modulo = 2;
 
-    if((values[covered_id] > 7) && (values[covered_id] % 2) && !(values[covered_id] % 3)) {
-        bools[covered_id] = 1;
-        prefix_sum[covered_id] = 1;
-    } else {
-        bools[covered_id] = 0;
-        prefix_sum[covered_id] = 0;
-    }
+    for(int i=0; i<threads; i+=threads_per_block) {
+        if(i+idx < *array_length) {
+            if((values[i+idx] > 7) && (values[i+idx] % 2) && !(values[i+idx] % 3)) {
+                bools[i+idx] = 1;
+                prefix_sum[i+idx] = 1;
+            } else {
+                bools[i+idx] = 0;
+                prefix_sum[i+idx] = 0;
+            }
 
-    if(covered_id-1 >= 0) {
-        if((values[covered_id-1] > 7) && (values[covered_id-1] % 2) && !(values[covered_id-1] % 3)) {
-            bools[covered_id-1] = 1;
-            prefix_sum[covered_id-1] = 1;
-        } else {
-            bools[covered_id-1] = 0;
-            prefix_sum[covered_id-1] = 0;
+            if(i+idx > 0) {
+                if((values[i+idx-1] > 7) && (values[i+idx-1] % 2) && !(values[i+idx-1] % 3)) {
+                    bools[i+idx-1] = 1;
+                    prefix_sum[i+idx-1] = 1;
+                } else {
+                    bools[i+idx-1] = 0;
+                    prefix_sum[i+idx-1] = 0;
+                }
+            }
         }
     }
 
-    // opencl --> int atomic_inc(volatile __global *int)
     barrier(CLK_GLOBAL_MEM_FENCE);
-    if(blocks > 1) {
-        if(get_local_id(0) == 0)
-            atomic_inc(semaphore);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
-    }
 
     while(modulo < *array_length) {
-        if((covered_id % modulo) == ((*array_length-1) % modulo)) {
-            if((covered_id - modulo/2) >= 0) {
-                prefix_sum[covered_id] += prefix_sum[covered_id-modulo/2];
+        for(int i=0; i<threads; i+=threads_per_block) {
+            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
+                if((i+idx - modulo/2) >= 0) {
+                    prefix_sum[i+idx] += prefix_sum[i+idx-modulo/2];
+                }
             }
         }
         barrier(CLK_GLOBAL_MEM_FENCE);
-        if(blocks > 1) {
-            if(get_local_id(0) == 0)
-                atomic_inc(semaphore);
-            do
-                if(idx == 0)
-                    if(semaphore[0] == blocks)
-                        semaphore[0] = -1;
-            while(semaphore[0] != -1);
-            if(idx == 0)
-                semaphore[0] = 0;
-        }
         modulo *= 2;
     }
 
-    barrier(CLK_GLOBAL_MEM_FENCE);
-    if(blocks > 1) {
-        if(get_local_id(0) == 0)
-            atomic_inc(semaphore);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
-    }
-
-    if(covered_id == *array_length-1) {
-        prefix_sum[covered_id] = 0;
-    }
-
-    barrier(CLK_GLOBAL_MEM_FENCE);
-    if(blocks > 1) {
-        if(get_local_id(0) == 0)
-            atomic_inc(semaphore);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
+    if(get_global_id(0) == 0) {
+        prefix_sum[*array_length-1] = 0;
     }
 
     while(modulo >= 2) {
-        if((covered_id % modulo) == ((*array_length-1) % modulo)) {
-            if((covered_id - modulo/2) >= 0) {
-                int temp = prefix_sum[covered_id];
-                prefix_sum[covered_id] += prefix_sum[covered_id - modulo/2];
-                prefix_sum[covered_id - modulo/2] = temp;
+        for(int i=0; i<threads; i+=threads_per_block) {
+            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
+                if((i+idx - modulo/2) >= 0) {
+                    int temp = prefix_sum[i+idx];
+                    prefix_sum[i+idx] += prefix_sum[i+idx - modulo/2];
+                    prefix_sum[i+idx - modulo/2] = temp;
+                }
             }
         }
-
         barrier(CLK_GLOBAL_MEM_FENCE);
-        if(blocks > 1) {
-            if(get_local_id(0) == 0)
-                atomic_inc(semaphore);
-            do
-                if(idx == 0)
-                    if(semaphore[0] == blocks)
-                        semaphore[0] = -1;
-            while(semaphore[0] != -1);
-            if(idx == 0)
-                semaphore[0] = 0;
-        }
         modulo /= 2;
     }
 
-    barrier(CLK_GLOBAL_MEM_FENCE);
-    if(blocks > 1) {
-        if(get_local_id(0) == 0)
-            atomic_inc(semaphore);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
-    }
-
-    barrier(CLK_GLOBAL_MEM_FENCE);
-    if(blocks > 1) {
-        if(get_local_id(0) == 0)
-            atomic_inc(semaphore);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
-    }
-    if(bools[covered_id]) {
-        prefix_sum[covered_id] += 1;
-        output[prefix_sum[covered_id]-1] = values[covered_id];
-    }
-    if(((covered_id - 1) >= 0) && (bools[covered_id-1])) {
-        prefix_sum[covered_id-1] += 1;
-        output[prefix_sum[covered_id-1]-1] = values[covered_id-1];
-    }
-
-    barrier(CLK_GLOBAL_MEM_FENCE);
-    if(blocks > 1) {
-        if(get_local_id(0) == 0)
-            atomic_inc(semaphore);
-        do
-            if(idx == 0)
-                if(semaphore[0] == blocks)
-                    semaphore[0] = -1;
-        while(semaphore[0] != -1);
-        if(idx == 0)
-            semaphore[0] = 0;
+    for(int i=0; i<threads; i+=threads_per_block) {
+        if(bools[i+idx]) {
+            prefix_sum[i+idx] += 1;
+            output[prefix_sum[i+idx]-1] = values[i+idx];
+        }
+        if(((i+idx - 1) >= 0) && (bools[i+idx-1])) {
+            prefix_sum[i+idx-1] += 1;
+            output[prefix_sum[i+idx-1]-1] = values[i+idx-1];
+        }
+        barrier(CLK_GLOBAL_MEM_FENCE);
     }
 
-    if(idx == 0) {
+    if(get_global_id(0) == 0) {
         *array_length = prefix_sum[*array_length-1];
     }
 
@@ -259,10 +173,10 @@ int* gpu_filter(int* array, int *length) {
     
     int threads = *length / 2 + *length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
-    int threads_in_block = (threads + blocks-1) / blocks;
-    // printf("length:%d -> threads:%d -> blocks:%d -> threads_per_block:%d\n", *length, threads, blocks, threads_in_block);
+    int threads_per_block = (threads + blocks-1) / blocks;
+    // printf("length:%d -> threads:%d -> blocks:%d -> threads_per_block:%d\n", *length, threads, blocks, threads_per_block);
 
-    filterKernel<<<blocks, threads_in_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
+    filterKernel<<<1, threads_per_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
 
     cudaMemcpy(length, array_length, sizeof(int), cudaMemcpyDeviceToHost);  // <---------<< 
     int new_size = *length * sizeof(int);  // <---------<< 
@@ -281,19 +195,20 @@ int* gpu_filter(int* array, int *length) {
 int main() {
     srand(1920);
     int length = START_LENGTH;
+    int repeats = 10000;
 
     int *array = (int*)malloc(sizeof(int) * length);
     for(int i=0, *ptr=array; i<length; i++, ptr++) {
         *ptr = rand()%length;
     }
 
-    int* filtered = seq_filter(array, &length);
+    int *filtered = seq_filter(array, &length);
     // print_array(filtered, length);
+    printf("\x1b[1;40;34mCPU done\x1b[0m\n");
 
     // printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
 
     int i = 0;
-    int repeats = 1000000;
     bool broken = false;
 
     while(!broken && (i < repeats)) {
@@ -311,7 +226,7 @@ int main() {
             iter++;
         }
         // if(coherent)
-            // printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
+        //     printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
         // else {
         if(!coherent) {
             broken = true;

From 159b02ff6e0a9dcd3a14537108806f904635244a Mon Sep 17 00:00:00 2001
From: Pawel <fc54101@alunos.fc.ul.pt>
Date: Fri, 24 Jan 2020 13:53:04 +0000
Subject: [PATCH 273/276] Not sure about the get_input part

---
 templates/opencl/FilterKernel.clt | 87 +++++++++++++++++++++++++++++--
 1 file changed, 84 insertions(+), 3 deletions(-)

diff --git a/templates/opencl/FilterKernel.clt b/templates/opencl/FilterKernel.clt
index 0f07bb4..ba670c1 100644
--- a/templates/opencl/FilterKernel.clt
+++ b/templates/opencl/FilterKernel.clt
@@ -3,10 +3,91 @@
 // Other Sources Required
 {{other_sources}}
 
-// Specific Map Lambda Function
+// Specific Filter Lambda Function
 {{filter_lambda_def}}
 
-__kernel void {{filter_kernel_name}}(__global const {{type}}* filter_input, __global {{type}}* filter_output {{extra_args}}) {
-	int filter_global_id = get_global_id(0);
+__kernel void {{filter_kernel_name}} (
+	__global const {{type}}* filter_input, 
+	__global bool* booleans,
+	__global int* prefix_sum,
+	__global {{type}}* filter_output,
+	__gloabl int* array_length {{extra_args}}) {
+
+    int threads = *array_length / 2 + *array_length % 2;
+    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
+    int threads_per_block = (threads + blocks-1) / blocks;
+    int idx = 2*get_global_id(0) + (1 - threads%2) + (threads % blocks > 0);
+    int modulo = 2;
+
+	for(int i=0; i<threads; i+=threads_per_block) {
+        if(i+idx < *array_length) {
+            if({{filter_lambda_name}}({{		get_input		}} {{extra_args_call}})) {
+                booleans[i+idx] = 1;
+                prefix_sum[i+idx] = 1;
+            } else {
+                booleans[i+idx] = 0;
+                prefix_sum[i+idx] = 0;
+            }
+
+            if(i+idx > 0) {
+                if({{filter_lambda_name}}({{		get_input		}} {{extra_args_call}})) {
+                    booleans[i+idx-1] = 1;
+                    prefix_sum[i+idx-1] = 1;
+                } else {
+                    booleans[i+idx-1] = 0;
+                    prefix_sum[i+idx-1] = 0;
+                }
+            }
+        }
+    }
+
+    barrier(CLK_GLOBAL_MEM_FENCE);
+
+    while(modulo < *array_length) {
+        for(int i=0; i<threads; i+=threads_per_block) {
+            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
+                if((i+idx - modulo/2) >= 0) {
+                    prefix_sum[i+idx] += prefix_sum[i+idx-modulo/2];
+                }
+            }
+        }
+        barrier(CLK_GLOBAL_MEM_FENCE);
+        modulo *= 2;
+    }
+
+    if(get_global_id(0) == 0) {
+        prefix_sum[*array_length-1] = 0;
+    }
+
+    while(modulo >= 2) {
+        for(int i=0; i<threads; i+=threads_per_block) {
+            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
+                if((i+idx - modulo/2) >= 0) {
+                    int temp = prefix_sum[i+idx];
+                    prefix_sum[i+idx] += prefix_sum[i+idx - modulo/2];
+                    prefix_sum[i+idx - modulo/2] = temp;
+                }
+            }
+        }
+        barrier(CLK_GLOBAL_MEM_FENCE);
+        modulo /= 2;
+    }
+
+    for(int i=0; i<threads; i+=threads_per_block) {
+        if(booleans[i+idx]) {
+            prefix_sum[i+idx] += 1;
+            filter_output[prefix_sum[i+idx]-1] = filter_input[i+idx];
+        }
+        if(((i+idx - 1) >= 0) && (booleans[i+idx-1])) {
+            prefix_sum[i+idx-1] += 1;
+            filter_output[prefix_sum[i+idx-1]-1] = filter_input[i+idx-1];
+        }
+        barrier(CLK_GLOBAL_MEM_FENCE);
+    }
+
+    if(get_global_id(0) == 0) {
+        *array_length = prefix_sum[*array_length-1];
+    }
+
 	filter_output[filter_global_id] = {{filter_lambda_name}}({{get_input}} {{extra_args_call}});
 }

From b3c210cd869bd9f94ce12836195b6a604f551a23 Mon Sep 17 00:00:00 2001
From: maxiwoj <max.wojczuk@appliscale.io>
Date: Sat, 25 Jan 2020 12:20:57 +0000
Subject: [PATCH 274/276] Almost working version of FilterKernel

---
 templates/opencl/FilterKernel.clt | 20 +++++++++++---------
 1 file changed, 11 insertions(+), 9 deletions(-)

diff --git a/templates/opencl/FilterKernel.clt b/templates/opencl/FilterKernel.clt
index ba670c1..db7cd92 100644
--- a/templates/opencl/FilterKernel.clt
+++ b/templates/opencl/FilterKernel.clt
@@ -7,21 +7,24 @@
 {{filter_lambda_def}}
 
 __kernel void {{filter_kernel_name}} (
-	__global const {{type}}* filter_input, 
-	__global bool* booleans,
-	__global int* prefix_sum,
+	__global const {{type}}* filter_input,
 	__global {{type}}* filter_output,
-	__gloabl int* array_length {{extra_args}}) {
+    __global bool* booleans,
+    __global int* prefix_sum,
+	__global int* array_length {{extra_args}}) {
+
+	int MAX_BLOCK_SIZE = 1024;
 
     int threads = *array_length / 2 + *array_length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
     int threads_per_block = (threads + blocks-1) / blocks;
-    int idx = 2*get_global_id(0) + (1 - threads%2) + (threads % blocks > 0);
+    int idx = 2*get_global_id(0) + (*array_length % 2 == 0 ? 1 : 0) + (threads % blocks > 0 ? 1 : 0);
+    //int idx = 2*get_global_id(0) + ((threads + 1) % 2 == 0 ? 1 : 0);
     int modulo = 2;
 
 	for(int i=0; i<threads; i+=threads_per_block) {
         if(i+idx < *array_length) {
-            if({{filter_lambda_name}}({{		get_input		}} {{extra_args_call}})) {
+            if({{filter_lambda_name}}(filter_input[i + idx] {{extra_args_call}})) {
                 booleans[i+idx] = 1;
                 prefix_sum[i+idx] = 1;
             } else {
@@ -30,7 +33,7 @@ __kernel void {{filter_kernel_name}} (
             }
 
             if(i+idx > 0) {
-                if({{filter_lambda_name}}({{		get_input		}} {{extra_args_call}})) {
+                if({{filter_lambda_name}}(filter_input[i + idx - 1] {{extra_args_call}})) {
                     booleans[i+idx-1] = 1;
                     prefix_sum[i+idx-1] = 1;
                 } else {
@@ -52,6 +55,7 @@ __kernel void {{filter_kernel_name}} (
             }
         }
         barrier(CLK_GLOBAL_MEM_FENCE);
+
         modulo *= 2;
     }
 
@@ -88,6 +92,4 @@ __kernel void {{filter_kernel_name}} (
     if(get_global_id(0) == 0) {
         *array_length = prefix_sum[*array_length-1];
     }
-
-	filter_output[filter_global_id] = {{filter_lambda_name}}({{get_input}} {{extra_args_call}});
 }

From 38d8cacfac97c814b8c37e41e4b7ed9bf2f68207 Mon Sep 17 00:00:00 2001
From: maxiwoj <max.wojczuk@appliscale.io>
Date: Sun, 26 Jan 2020 23:40:25 +0000
Subject: [PATCH 275/276] Added all code working Filter, FilterFilter chaining
 and FilerReduce

---
 build.xml                                     |   7 +-
 filter_temp/filterKernel.cu                   | 241 ------------------
 filter_temp/filterKernel.ocl                  | 241 ------------------
 src/aeminium/gpu/backends/gpu/GPUFilter.java  |  29 ++-
 src/aeminium/gpu/backends/gpu/GPUMap.java     |   6 +-
 src/aeminium/gpu/backends/gpu/GPUReduce.java  |  48 ++--
 .../AbstractFilterReduceCodeGen.java          |   7 +
 .../generators/AbstractMapReduceCodeGen.java  |   7 +
 .../gpu/generators/AbstractReduceCodeGen.java |  26 +-
 .../gpu/generators/FilterCodeGen.java         |  16 +-
 .../gpu/generators/FilterReduceCodeGen.java   |  94 +++++++
 .../gpu/generators/MapFilterCodeGen.java      | 117 +++++++++
 .../gpu/generators/MapReduceCodeGen.java      | 141 +++++-----
 .../gpu/generators/ReduceCodeGen.java         |  15 +-
 .../gpu/backends/mcpu/MCPUAbstractReduce.java |  62 +++++
 .../gpu/backends/mcpu/MCPUFilter.java         | 125 +++++++++
 .../gpu/backends/mcpu/MCPUFilterReduce.java   |  55 ++++
 .../gpu/backends/mcpu/MCPUMapReduce.java      |  57 +++++
 .../gpu/backends/mcpu/MCPUReduce.java         |  95 -------
 .../collections/lazyness/LazyEvaluator.java   |  17 +-
 .../gpu/collections/lazyness/LazyPList.java   |  20 +-
 .../gpu/collections/lazyness/Range.java       |  43 ++--
 .../gpu/collections/lists/AbstractList.java   |  14 +-
 .../gpu/collections/lists/BooleanList.java    |   8 +-
 .../gpu/collections/lists/CharList.java       |   8 +-
 .../gpu/collections/lists/DoubleList.java     |   6 +-
 .../gpu/collections/lists/FloatList.java      |  21 +-
 .../gpu/collections/lists/IntList.java        |   8 +-
 .../gpu/collections/lists/LongList.java       |   8 +-
 src/aeminium/gpu/collections/lists/PList.java |   3 +-
 .../collections/properties/Filterable.java    |   8 +
 .../gpu/collections/stacks/StackList2.java    |  11 +-
 src/aeminium/gpu/examples/FilterExample.java  |  30 +++
 .../gpu/examples/FilterReduceExample.java     |  48 ++++
 .../gpu/examples/FilterToFilterExample.java   |  57 +++++
 src/aeminium/gpu/operations/Filter.java       | 161 ++++++++++++
 src/aeminium/gpu/operations/FilterReduce.java | 141 ++++++++++
 src/aeminium/gpu/operations/Map.java          |  12 +
 src/aeminium/gpu/operations/MapReduce.java    |   8 +-
 src/aeminium/gpu/operations/Reduce.java       |   8 +-
 .../mergers/FilterToFilterMerger.java         |  95 +++++++
 .../mergers/FilterToReduceMerger.java         |  76 ++++++
 .../operations/mergers/MapToMapMerger.java    |  13 +
 .../operations/mergers/MapToReduceMerger.java |  12 +
 src/aeminium/gpu/recorder/FilterRecorder.java | 129 ++++++++++
 src/aeminium/gpu/recorder/Recorder.java       |   7 +-
 templates/opencl/FilterKernel.clt             |  23 +-
 templates/opencl/FilterLambdaDef.clt          |   2 +-
 templates/opencl/FilterReduceKernel.clt       |  44 ++++
 49 files changed, 1633 insertions(+), 797 deletions(-)
 delete mode 100644 filter_temp/filterKernel.cu
 delete mode 100644 filter_temp/filterKernel.ocl
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/AbstractFilterReduceCodeGen.java
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/AbstractMapReduceCodeGen.java
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/FilterReduceCodeGen.java
 create mode 100644 src/aeminium/gpu/backends/gpu/generators/MapFilterCodeGen.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUAbstractReduce.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUFilter.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUFilterReduce.java
 create mode 100644 src/aeminium/gpu/backends/mcpu/MCPUMapReduce.java
 delete mode 100644 src/aeminium/gpu/backends/mcpu/MCPUReduce.java
 create mode 100644 src/aeminium/gpu/collections/properties/Filterable.java
 create mode 100644 src/aeminium/gpu/examples/FilterExample.java
 create mode 100644 src/aeminium/gpu/examples/FilterReduceExample.java
 create mode 100644 src/aeminium/gpu/examples/FilterToFilterExample.java
 create mode 100644 src/aeminium/gpu/operations/Filter.java
 create mode 100644 src/aeminium/gpu/operations/FilterReduce.java
 create mode 100644 src/aeminium/gpu/operations/mergers/FilterToFilterMerger.java
 create mode 100644 src/aeminium/gpu/operations/mergers/FilterToReduceMerger.java
 create mode 100644 src/aeminium/gpu/recorder/FilterRecorder.java
 create mode 100644 templates/opencl/FilterReduceKernel.clt

diff --git a/build.xml b/build.xml
index dd6a444..dd47481 100644
--- a/build.xml
+++ b/build.xml
@@ -8,8 +8,11 @@
     <property name="jar.dir"     value="dist"/>
     <property name="templates.dir"     value="templates"/>
 	<property name="verbose" value="false" />
-   
-    <property name="main-class"  value="aeminium.gpu.examples.RecIntegral"/>
+
+	<!--	<property name="main-class"  value="aeminium.gpu.examples.RecIntegral"/>-->
+	<!--    <property name="main-class" value="aeminium.gpu.examples.FilterToFilterExample"/>-->
+	<!--	<property name="main-class"  value="aeminium.gpu.recorder.FilterRecorder"/>-->
+	<property name="main-class" value="aeminium.gpu.examples.FilterExample"/>
 	<property name="info-class"  value="aeminium.gpu.utils.HardwareReport"/>
 	<property name="bench-class"  value="aeminium.gpu.recorder.Recorder"/>
      <property name="lib.dir"     value="lib"/>
diff --git a/filter_temp/filterKernel.cu b/filter_temp/filterKernel.cu
deleted file mode 100644
index 5c7a879..0000000
--- a/filter_temp/filterKernel.cu
+++ /dev/null
@@ -1,241 +0,0 @@
-#include <stdio.h>
-#include <stdlib.h>
-#include <time.h>
-
-// #define START_LENGTH 134217728
-#define START_LENGTH 16384
-// #define START_LENGTH 8192
-// #define START_LENGTH 4096
-// #define START_LENGTH 2048
-// #define START_LENGTH 100
-#define MAX_BLOCK_SIZE 1024
-
-// universal
-int predicate(int value) {
-    if( (value > 7) && (value % 2) && !(value % 3) ) {
-        return 1;
-    } else {
-        return 0;
-    }
-}
-
-// cpu
-int* check_array(int *array, int length) {
-    int *array_out = (int*)malloc(sizeof(int) * length);
-    for(int i=0; i<length; i++) {
-        array_out[i] = predicate(array[i]);
-    }
-    return array_out;
-}
-
-// cpu
-int* prefix_sum(int *array, int length) {
-    int *array_out = (int*)malloc(sizeof(int) * length);
-    array_out[0] = array[0];
-    for(int i=1; i<length; i++) {
-        array_out[i] = array[i] + array_out[i-1];
-    }
-    return array_out;
-}
-
-// cpu
-int* sieve_out(int *values, int *booleans, int *indexes, int *length) {
-    int new_length = 0;
-    for(int i=0; i<*length; i++) {
-        if(booleans[i]) {
-            new_length++;
-        }
-    }
-
-    int *array_out = (int*)malloc(sizeof(int) * new_length);
-    for(int i=0; i<*length; i++) {
-        if(booleans[i]) {
-            array_out[indexes[i]-1] = values[i];
-        }
-    }
-
-    *length = new_length;
-    return array_out;
-}
-
-void print_array(int *array, int length) {
-    int *ptr = array;
-    int counter = 0;
-    while(ptr < array+length) {
-        printf("array[%d] = %d\n", counter, *ptr);
-        counter++;
-        ptr++;
-    }
-}
-
-// cpu
-int* seq_filter(int *array, int *length) {
-    int *checked = check_array(array, *length);
-    int *aggregated = prefix_sum(checked, *length);
-    int *filtered = sieve_out(array, checked, aggregated, length);
-
-    return filtered;
-}
-
-// #pragma OPENCL EXTENSION cl_khr_global_int32_base_atomics : enable
-
-__global__ void filterKernel(int *values, int *bools, int *prefix_sum, int *output, int *array_length, int *semaphore) {
-    int threads = *array_length / 2 + *array_length % 2;
-    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
-    int threads_per_block = (threads + blocks-1) / blocks;
-    int idx = 2*threadIdx.x + (1 - threads%2) + (threads % blocks > 0);
-    int modulo = 2;
-
-    for(int i=0; i<threads; i+=threads_per_block) {
-        if(i+idx < *array_length) {
-            if((values[i+idx] > 7) && (values[i+idx] % 2) && !(values[i+idx] % 3)) {
-                bools[i+idx] = 1;
-                prefix_sum[i+idx] = 1;
-            } else {
-                bools[i+idx] = 0;
-                prefix_sum[i+idx] = 0;
-            }
-
-            if(i+idx > 0) {
-                if((values[i+idx-1] > 7) && (values[i+idx-1] % 2) && !(values[i+idx-1] % 3)) {
-                    bools[i+idx-1] = 1;
-                    prefix_sum[i+idx-1] = 1;
-                } else {
-                    bools[i+idx-1] = 0;
-                    prefix_sum[i+idx-1] = 0;
-                }
-            }
-        }
-    }
-
-    __syncthreads();  // <---------<< 
-
-    while(modulo < *array_length) {
-        for(int i=0; i<threads; i+=threads_per_block) {
-            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
-                if((i+idx - modulo/2) >= 0) {
-                    prefix_sum[i+idx] += prefix_sum[i+idx-modulo/2];
-                }
-            }
-        }
-        __syncthreads();  // <---------<< 
-        modulo *= 2;
-    }
-
-    if(threadIdx.x == 0) {  // <---------<< 
-        prefix_sum[*array_length-1] = 0;
-    }
-
-    while(modulo >= 2) {
-        for(int i=0; i<threads; i+=threads_per_block) {
-            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
-                if((i+idx - modulo/2) >= 0) {
-                    int temp = prefix_sum[i+idx];
-                    prefix_sum[i+idx] += prefix_sum[i+idx - modulo/2];
-                    prefix_sum[i+idx - modulo/2] = temp;
-                }
-            }
-        }
-        __syncthreads();  // <---------<< 
-        modulo /= 2;
-    }
-
-    for(int i=0; i<threads; i+=threads_per_block) {
-        if(bools[i+idx]) {
-            prefix_sum[i+idx] += 1;
-            output[prefix_sum[i+idx]-1] = values[i+idx];
-        }
-        if(((i+idx - 1) >= 0) && (bools[i+idx-1])) {
-            prefix_sum[i+idx-1] += 1;
-            output[prefix_sum[i+idx-1]-1] = values[i+idx-1];
-        }
-        __syncthreads();  // <---------<< 
-    }
-
-    if(threadIdx.x == 0) {  // <---------<< 
-        *array_length = prefix_sum[*array_length-1];
-    }
-
-}
-
-int* gpu_filter(int* array, int *length) {
-    int *values, *bools, *prefix_sum, *output, *array_length, *semaphore;
-    int size = sizeof(int) * *length;
-    cudaMalloc(&values, size);  // <---------<< 
-    cudaMalloc(&bools, size);  // <---------<< 
-    cudaMalloc(&prefix_sum, size);  // <---------<< 
-    cudaMalloc(&output, size);  // <---------<< 
-    cudaMalloc(&array_length, sizeof(int));  // <---------<< 
-    cudaMalloc(&semaphore, sizeof(int)*2);  // <---------<< 
-    cudaMemcpy(values, array, size, cudaMemcpyHostToDevice);  // <---------<< 
-    cudaMemcpy(array_length, length, sizeof(int), cudaMemcpyHostToDevice);  // <---------<< 
-
-    
-    int threads = *length / 2 + *length % 2;
-    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
-    int threads_per_block = (threads + blocks-1) / blocks;
-    // printf("length:%d -> threads:%d -> blocks:%d -> threads_per_block:%d\n", *length, threads, blocks, threads_per_block);
-
-    filterKernel<<<1, threads_per_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
-
-    cudaMemcpy(length, array_length, sizeof(int), cudaMemcpyDeviceToHost);  // <---------<< 
-    int new_size = *length * sizeof(int);  // <---------<< 
-    int *h_output = (int*)malloc(new_size);
-    cudaMemcpy(h_output, output, new_size, cudaMemcpyDeviceToHost);  // <---------<< 
-    cudaFree(&values);  // <---------<< 
-    cudaFree(&bools);  // <---------<< 
-    cudaFree(&prefix_sum);  // <---------<< 
-    cudaFree(&output);  // <---------<< 
-    cudaFree(&array_length);  // <---------<< 
-    cudaFree(&semaphore);  // <---------<< 
-
-    return h_output;
-}
-
-int main() {
-    srand(1920);
-    int length = START_LENGTH;
-    int repeats = 10000;
-
-    int *array = (int*)malloc(sizeof(int) * length);
-    for(int i=0, *ptr=array; i<length; i++, ptr++) {
-        *ptr = rand()%length;
-    }
-
-    int *filtered = seq_filter(array, &length);
-    // print_array(filtered, length);
-    printf("\x1b[1;40;34mCPU done\x1b[0m\n");
-
-    // printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
-
-    int i = 0;
-    bool broken = false;
-
-    while(!broken && (i < repeats)) {
-        length = START_LENGTH;
-        int* gpu_filtered = gpu_filter(array, &length);
-        // print_array(gpu_filtered, length);
-    
-        // check
-        bool coherent = true;
-        int iter = 0;
-        while(coherent && (iter < length)) {
-            if(filtered[iter] != gpu_filtered[iter]) {
-                coherent = false;
-            }
-            iter++;
-        }
-        // if(coherent)
-        //     printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
-        // else {
-        if(!coherent) {
-            broken = true;
-            printf("\x1b[1;40;31mIncorrect!\x1b[0m\npassed correctly %d times\n", i);
-        }
-        i++;
-    }
-    if(i == repeats) {
-        printf("\x1b[1;40;33mSuccess!\x1b[0m\n");
-    }
-    
-}
\ No newline at end of file
diff --git a/filter_temp/filterKernel.ocl b/filter_temp/filterKernel.ocl
deleted file mode 100644
index b334ec5..0000000
--- a/filter_temp/filterKernel.ocl
+++ /dev/null
@@ -1,241 +0,0 @@
-#include <stdio.h>
-#include <stdlib.h>
-#include <time.h>
-
-// #define START_LENGTH 134217728
-#define START_LENGTH 16384
-// #define START_LENGTH 8192
-// #define START_LENGTH 4096
-// #define START_LENGTH 2048
-// #define START_LENGTH 100
-#define MAX_BLOCK_SIZE 1024
-
-// universal
-int predicate(int value) {
-    if( (value > 7) && (value % 2) && !(value % 3) ) {
-        return 1;
-    } else {
-        return 0;
-    }
-}
-
-// cpu
-int* check_array(int *array, int length) {
-    int *array_out = (int*)malloc(sizeof(int) * length);
-    for(int i=0; i<length; i++) {
-        array_out[i] = predicate(array[i]);
-    }
-    return array_out;
-}
-
-// cpu
-int* prefix_sum(int *array, int length) {
-    int *array_out = (int*)malloc(sizeof(int) * length);
-    array_out[0] = array[0];
-    for(int i=1; i<length; i++) {
-        array_out[i] = array[i] + array_out[i-1];
-    }
-    return array_out;
-}
-
-// cpu
-int* sieve_out(int *values, int *booleans, int *indexes, int *length) {
-    int new_length = 0;
-    for(int i=0; i<*length; i++) {
-        if(booleans[i]) {
-            new_length++;
-        }
-    }
-
-    int *array_out = (int*)malloc(sizeof(int) * new_length);
-    for(int i=0; i<*length; i++) {
-        if(booleans[i]) {
-            array_out[indexes[i]-1] = values[i];
-        }
-    }
-
-    *length = new_length;
-    return array_out;
-}
-
-void print_array(int *array, int length) {
-    int *ptr = array;
-    int counter = 0;
-    while(ptr < array+length) {
-        printf("array[%d] = %d\n", counter, *ptr);
-        counter++;
-        ptr++;
-    }
-}
-
-// cpu
-int* seq_filter(int *array, int *length) {
-    int *checked = check_array(array, *length);
-    int *aggregated = prefix_sum(checked, *length);
-    int *filtered = sieve_out(array, checked, aggregated, length);
-
-    return filtered;
-}
-
-// #pragma OPENCL EXTENSION cl_khr_global_int32_base_atomics : enable
-
-__kernel void filterKernel(__global int *values, __global int *bools, __global int *prefix_sum, __global int *output, __global int *array_length, __global int *semaphore) {
-    int threads = *array_length / 2 + *array_length % 2;
-    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
-    int threads_per_block = (threads + blocks-1) / blocks;
-    int idx = 2*get_global_id(0) + (1 - threads%2) + (threads % blocks > 0);
-    int modulo = 2;
-
-    for(int i=0; i<threads; i+=threads_per_block) {
-        if(i+idx < *array_length) {
-            if((values[i+idx] > 7) && (values[i+idx] % 2) && !(values[i+idx] % 3)) {
-                bools[i+idx] = 1;
-                prefix_sum[i+idx] = 1;
-            } else {
-                bools[i+idx] = 0;
-                prefix_sum[i+idx] = 0;
-            }
-
-            if(i+idx > 0) {
-                if((values[i+idx-1] > 7) && (values[i+idx-1] % 2) && !(values[i+idx-1] % 3)) {
-                    bools[i+idx-1] = 1;
-                    prefix_sum[i+idx-1] = 1;
-                } else {
-                    bools[i+idx-1] = 0;
-                    prefix_sum[i+idx-1] = 0;
-                }
-            }
-        }
-    }
-
-    barrier(CLK_GLOBAL_MEM_FENCE);
-
-    while(modulo < *array_length) {
-        for(int i=0; i<threads; i+=threads_per_block) {
-            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
-                if((i+idx - modulo/2) >= 0) {
-                    prefix_sum[i+idx] += prefix_sum[i+idx-modulo/2];
-                }
-            }
-        }
-        barrier(CLK_GLOBAL_MEM_FENCE);
-        modulo *= 2;
-    }
-
-    if(get_global_id(0) == 0) {
-        prefix_sum[*array_length-1] = 0;
-    }
-
-    while(modulo >= 2) {
-        for(int i=0; i<threads; i+=threads_per_block) {
-            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
-                if((i+idx - modulo/2) >= 0) {
-                    int temp = prefix_sum[i+idx];
-                    prefix_sum[i+idx] += prefix_sum[i+idx - modulo/2];
-                    prefix_sum[i+idx - modulo/2] = temp;
-                }
-            }
-        }
-        barrier(CLK_GLOBAL_MEM_FENCE);
-        modulo /= 2;
-    }
-
-    for(int i=0; i<threads; i+=threads_per_block) {
-        if(bools[i+idx]) {
-            prefix_sum[i+idx] += 1;
-            output[prefix_sum[i+idx]-1] = values[i+idx];
-        }
-        if(((i+idx - 1) >= 0) && (bools[i+idx-1])) {
-            prefix_sum[i+idx-1] += 1;
-            output[prefix_sum[i+idx-1]-1] = values[i+idx-1];
-        }
-        barrier(CLK_GLOBAL_MEM_FENCE);
-    }
-
-    if(get_global_id(0) == 0) {
-        *array_length = prefix_sum[*array_length-1];
-    }
-
-}
-
-int* gpu_filter(int* array, int *length) {
-    int *values, *bools, *prefix_sum, *output, *array_length, *semaphore;
-    int size = sizeof(int) * *length;
-    cudaMalloc(&values, size);  // <---------<< 
-    cudaMalloc(&bools, size);  // <---------<< 
-    cudaMalloc(&prefix_sum, size);  // <---------<< 
-    cudaMalloc(&output, size);  // <---------<< 
-    cudaMalloc(&array_length, sizeof(int));  // <---------<< 
-    cudaMalloc(&semaphore, sizeof(int)*2);  // <---------<< 
-    cudaMemcpy(values, array, size, cudaMemcpyHostToDevice);  // <---------<< 
-    cudaMemcpy(array_length, length, sizeof(int), cudaMemcpyHostToDevice);  // <---------<< 
-
-    
-    int threads = *length / 2 + *length % 2;
-    int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
-    int threads_per_block = (threads + blocks-1) / blocks;
-    // printf("length:%d -> threads:%d -> blocks:%d -> threads_per_block:%d\n", *length, threads, blocks, threads_per_block);
-
-    filterKernel<<<1, threads_per_block>>>(values, bools, prefix_sum, output, array_length, semaphore);  // <---------<< 
-
-    cudaMemcpy(length, array_length, sizeof(int), cudaMemcpyDeviceToHost);  // <---------<< 
-    int new_size = *length * sizeof(int);  // <---------<< 
-    int *h_output = (int*)malloc(new_size);
-    cudaMemcpy(h_output, output, new_size, cudaMemcpyDeviceToHost);  // <---------<< 
-    cudaFree(&values);  // <---------<< 
-    cudaFree(&bools);  // <---------<< 
-    cudaFree(&prefix_sum);  // <---------<< 
-    cudaFree(&output);  // <---------<< 
-    cudaFree(&array_length);  // <---------<< 
-    cudaFree(&semaphore);  // <---------<< 
-
-    return h_output;
-}
-
-int main() {
-    srand(1920);
-    int length = START_LENGTH;
-    int repeats = 10000;
-
-    int *array = (int*)malloc(sizeof(int) * length);
-    for(int i=0, *ptr=array; i<length; i++, ptr++) {
-        *ptr = rand()%length;
-    }
-
-    int *filtered = seq_filter(array, &length);
-    // print_array(filtered, length);
-    printf("\x1b[1;40;34mCPU done\x1b[0m\n");
-
-    // printf("\n-------------------- array[0] = %d --------------------\n\n", array[0]);
-
-    int i = 0;
-    bool broken = false;
-
-    while(!broken && (i < repeats)) {
-        length = START_LENGTH;
-        int* gpu_filtered = gpu_filter(array, &length);
-        // print_array(gpu_filtered, length);
-    
-        // check
-        bool coherent = true;
-        int iter = 0;
-        while(coherent && (iter < length)) {
-            if(filtered[iter] != gpu_filtered[iter]) {
-                coherent = false;
-            }
-            iter++;
-        }
-        // if(coherent)
-        //     printf("\x1b[1;40;32mCorrect :)\x1b[0m\n");
-        // else {
-        if(!coherent) {
-            broken = true;
-            printf("\x1b[1;40;31mIncorrect!\x1b[0m\npassed correctly %d times\n", i);
-        }
-        i++;
-    }
-    if(i == repeats) {
-        printf("\x1b[1;40;33mSuccess!\x1b[0m\n");
-    }
-    
-}
\ No newline at end of file
diff --git a/src/aeminium/gpu/backends/gpu/GPUFilter.java b/src/aeminium/gpu/backends/gpu/GPUFilter.java
index 66f7a99..3c2249f 100644
--- a/src/aeminium/gpu/backends/gpu/GPUFilter.java
+++ b/src/aeminium/gpu/backends/gpu/GPUFilter.java
@@ -4,6 +4,7 @@
 import aeminium.gpu.backends.gpu.buffers.OtherData;
 import aeminium.gpu.backends.gpu.generators.FilterCodeGen;
 import aeminium.gpu.collections.lazyness.Range;
+import aeminium.gpu.collections.lists.IntList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaFilter;
 import com.nativelibs4java.opencl.CLBuffer;
@@ -21,6 +22,9 @@ public class GPUFilter<T> extends GPUGenericKernel {
     private CLBuffer<?> outbuffer;
 
     private FilterCodeGen gen;
+    private CLBuffer<?> booleans;
+    private CLBuffer<?> prefix_sum;
+    private CLBuffer<?> array_length;
 
     public GPUFilter(PList<T> input, LambdaFilter filterFun, String otherSources) {
         this.input = input;
@@ -49,7 +53,12 @@ public String getSource() {
     public void prepareBuffers(CLContext ctx) {
         super.prepareBuffers(ctx);
         inbuffer = BufferHelper.createInputBufferFor(ctx, input, end);
-        outbuffer = BufferHelper.createOutputBufferFor(ctx, output, end);
+        booleans = BufferHelper.createInputOutputBufferFor(ctx, Integer.class.getSimpleName(), end);
+        prefix_sum = BufferHelper.createInputOutputBufferFor(ctx, Integer.class.getSimpleName(), end);
+        IntList tmp = new IntList();
+        tmp.add(size);
+        array_length = BufferHelper.createInputOutputBufferFor(ctx, tmp, 1);
+        outbuffer = BufferHelper.createOutputBufferFor(ctx, input.getContainingType().getSimpleName(), end);
     }
 
     @Override
@@ -57,13 +66,18 @@ public void execute(CLContext ctx, CLQueue q) {
         synchronized (kernel) {
             // setArgs will throw an exception at runtime if the types / sizes
             // of the arguments are incorrect
-            kernel.setArgs(inbuffer, outbuffer);
-            setExtraDataArgs(2, kernel);
+            kernel.setArgs(inbuffer, outbuffer, booleans, prefix_sum, array_length);
+            setExtraDataArgs(5, kernel);
+
+            final int MAXTHREADS_PER_BLOCK = 256;
+            int threads = this.size / 2 + this.size % 2;
+            int blocks = threads / MAXTHREADS_PER_BLOCK + ((threads % MAXTHREADS_PER_BLOCK > 0) ? 1 : 0);
+            int threads_per_block = (threads + blocks - 1) / blocks;
 
             // Ask for 1-dimensional execution of length dataSize, with auto
             // choice of local workgroup size :
             kernelCompletion = kernel.enqueueNDRange(q,
-                    new int[]{end}, new CLEvent[]{});
+                    new int[]{threads_per_block}, new CLEvent[]{});
         }
     }
 
@@ -71,7 +85,9 @@ public void execute(CLContext ctx, CLQueue q) {
     @Override
     public void retrieveResults(CLContext ctx, CLQueue q) {
         output = (PList<T>) BufferHelper.extractFromBuffer(outbuffer, q,
-                kernelCompletion, end, output);
+                kernelCompletion, input.getContainingType().getSimpleName(), end);
+        this.size = ((PList<Integer>) BufferHelper.extractFromBuffer(array_length, q, kernelCompletion, Integer.class.getSimpleName(), end)).get(0);
+        output = output.subList(0, this.size);
     }
 
     @Override
@@ -79,6 +95,9 @@ public void release() {
         super.release();
         this.inbuffer.release();
         this.outbuffer.release();
+        this.booleans.release();
+        this.prefix_sum.release();
+        this.array_length.release();
     }
 
     public String getFilterOpenCLSource() {
diff --git a/src/aeminium/gpu/backends/gpu/GPUMap.java b/src/aeminium/gpu/backends/gpu/GPUMap.java
index ac12824..599e512 100644
--- a/src/aeminium/gpu/backends/gpu/GPUMap.java
+++ b/src/aeminium/gpu/backends/gpu/GPUMap.java
@@ -7,7 +7,6 @@
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.utils.ExtractTypes;
-
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
 import com.nativelibs4java.opencl.CLEvent;
@@ -54,10 +53,7 @@ public String getSource() {
 	public void prepareBuffers(CLContext ctx) {
 		super.prepareBuffers(ctx);
 		inbuffer = BufferHelper.createInputBufferFor(ctx, input, end);
-		outbuffer = BufferHelper.createOutputBufferFor(ctx, outputType,
-				end);
-		
-		
+        outbuffer = BufferHelper.createOutputBufferFor(ctx, outputType, end);
 	}
 
 	@Override
diff --git a/src/aeminium/gpu/backends/gpu/GPUReduce.java b/src/aeminium/gpu/backends/gpu/GPUReduce.java
index c647a33..209e559 100644
--- a/src/aeminium/gpu/backends/gpu/GPUReduce.java
+++ b/src/aeminium/gpu/backends/gpu/GPUReduce.java
@@ -1,31 +1,23 @@
 package aeminium.gpu.backends.gpu;
 
-import org.bridj.Pointer;
-
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.backends.gpu.buffers.OtherData;
-import aeminium.gpu.backends.gpu.generators.AbstractReduceCodeGen;
-import aeminium.gpu.backends.gpu.generators.MapReduceCodeGen;
-import aeminium.gpu.backends.gpu.generators.ReduceCodeGen;
-import aeminium.gpu.backends.gpu.generators.ReduceTemplateSource;
+import aeminium.gpu.backends.gpu.generators.*;
 import aeminium.gpu.collections.lazyness.Range;
 import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-
-import com.nativelibs4java.opencl.CLBuffer;
-import com.nativelibs4java.opencl.CLContext;
-import com.nativelibs4java.opencl.CLEvent;
-import com.nativelibs4java.opencl.CLMem;
-import com.nativelibs4java.opencl.CLQueue;
+import com.nativelibs4java.opencl.*;
+import org.bridj.Pointer;
 
 public class GPUReduce<I, O> extends GPUGenericKernel implements ReduceTemplateSource<O> {
-	
 	public static final int DEFAULT_MAX_REDUCTION_SIZE = 4;
 	
 	protected PList<I> input;
 	protected O output;
-	protected LambdaMapper<I, O> mapFun;
+	protected LambdaMapper<I, O> mapFun = null;
+	protected LambdaFilter<I> filterFun = null;
 	protected LambdaReducerWithSeed<O> reduceFun;
 	
 	protected CLBuffer<?> inbuffer;
@@ -40,7 +32,6 @@ public class GPUReduce<I, O> extends GPUGenericKernel implements ReduceTemplateS
 	
 	public GPUReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
 		this.input = input;
-		this.mapFun = null;
 		this.reduceFun = reduceFun;
 		
 		gen = new ReduceCodeGen(this);
@@ -50,6 +41,22 @@ public GPUReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
 		otherData = OtherData.extractOtherData(reduceFun);
 		gen.setOtherData(otherData);
 	}
+
+	public GPUReduce(PList<I> input, LambdaFilter<I> filterFun, LambdaReducerWithSeed<O> reduceFun) {
+		this.input = input;
+		this.filterFun = filterFun;
+		this.reduceFun = reduceFun;
+
+		gen = new FilterReduceCodeGen(this);
+		if (reduceFun instanceof LambdaReducerWithSeed) {
+			gen.setHasSeed(true);
+		}
+		if (input instanceof Range) {
+			gen.setRange(true);
+		}
+		otherData = OtherData.extractOtherData(filterFun, reduceFun);
+		gen.setOtherData(otherData);
+	}
 	
 	public GPUReduce(PList<I> input,  LambdaMapper<I, O> mapFun, LambdaReducerWithSeed<O> reduceFun) {
 		this.input = input;
@@ -85,7 +92,7 @@ public String getReduceOpenCLSource() {
 	public void prepareBuffers(CLContext ctx) {
 		super.prepareBuffers(ctx);
 		inferBestValues();
-		if (mapFun == null) {
+		if (mapFun == null && filterFun == null) {
 			if (input instanceof Range) {
 				// Fake 1 byte data.
 				Pointer<Integer> ptr = Pointer.allocateInts(1).order(
@@ -125,7 +132,7 @@ public void execute(CLContext ctx, CLQueue q) {
 				outbuffer = tempBuffers[iOutput];
 			}
 			synchronized (kernel) {
-				if (gen instanceof MapReduceCodeGen) {
+				if (gen instanceof MapReduceCodeGen || gen instanceof FilterReduceCodeGen) {
 					kernel.setArgs(inbuffer, currentInput, outbuffer,
 							(long) current_size, (long) blocksInCurrentDepth,
 							(long) DEFAULT_MAX_REDUCTION_SIZE, (depth == 0) ? 1 : 0);
@@ -242,4 +249,11 @@ public void setMapFun(LambdaMapper<I, O> mapFun) {
 		this.mapFun = mapFun;
 	}
 
+	public LambdaFilter<I> getFilterFun() {
+		return filterFun;
+	}
+
+	public void setFilterFun(LambdaFilter<I> filterFun) {
+		this.filterFun = filterFun;
+	}
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractFilterReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractFilterReduceCodeGen.java
new file mode 100644
index 0000000..6ea505a
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractFilterReduceCodeGen.java
@@ -0,0 +1,7 @@
+package aeminium.gpu.backends.gpu.generators;
+
+public abstract class AbstractFilterReduceCodeGen extends AbstractReduceCodeGen {
+    public abstract String getFilterLambdaSource();
+
+    public abstract String getFilterLambdaName();
+}
diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractMapReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractMapReduceCodeGen.java
new file mode 100644
index 0000000..5e07324
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractMapReduceCodeGen.java
@@ -0,0 +1,7 @@
+package aeminium.gpu.backends.gpu.generators;
+
+public abstract class AbstractMapReduceCodeGen extends AbstractReduceCodeGen {
+    public abstract String getMapLambdaSource();
+
+    public abstract String getMapLambdaName();
+}
diff --git a/src/aeminium/gpu/backends/gpu/generators/AbstractReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/AbstractReduceCodeGen.java
index c07536b..b70aae0 100644
--- a/src/aeminium/gpu/backends/gpu/generators/AbstractReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/AbstractReduceCodeGen.java
@@ -1,15 +1,17 @@
 package aeminium.gpu.backends.gpu.generators;
 
-public abstract class AbstractReduceCodeGen extends AbstractCodeGen{
-	public abstract String getMapLambdaSource();
-	public abstract String getReduceLambdaSource();
-	public abstract String getReduceKernelSource();
-	public abstract String getReduceKernelName();
-	public abstract String getMapLambdaName();
-	protected boolean hasSeed = false;
-	
-	public void setHasSeed(boolean b) {
-		hasSeed = b;
-	}
-	
+public abstract class AbstractReduceCodeGen extends AbstractCodeGen {
+
+    public abstract String getReduceLambdaSource();
+
+    public abstract String getReduceKernelSource();
+
+    public abstract String getReduceKernelName();
+
+    protected boolean hasSeed = false;
+
+    public void setHasSeed(boolean b) {
+        hasSeed = b;
+    }
+
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/FilterCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/FilterCodeGen.java
index a56cd30..dde827b 100644
--- a/src/aeminium/gpu/backends/gpu/generators/FilterCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/FilterCodeGen.java
@@ -8,6 +8,7 @@
 import java.util.HashMap;
 
 public class FilterCodeGen extends AbstractCodeGen {
+    private int size;
     private String type;
     private String clSource;
     private String[] parameters;
@@ -17,21 +18,23 @@ public FilterCodeGen(GPUFilter filterOp) {
         clSource = filterOp.getFilterFun().getSource();
         otherSources = filterOp.getOtherSources();
         parameters = filterOp.getFilterFun().getParameters();
+        size = filterOp.getInput().size();
         id = filterOp.getFilterFun().getId();
     }
 
     public FilterCodeGen(String type, String clSource,
-                         String[] pars, String id) {
-        this(type, clSource, pars, id, "");
+                         String[] pars, String id, int size) {
+        this(type, clSource, pars, id, "", size);
     }
 
     public FilterCodeGen(String type, String clSource,
-                         String[] pars, String id, String otherSources) {
+                         String[] pars, String id, String otherSources, int size) {
         this.type = BufferHelper.getCLTypeOf(type);
         this.clSource = clSource;
         this.otherSources = otherSources;
         this.parameters = pars;
         this.id = id;
+        this.size = size;
     }
 
     public String getFilterLambdaSource() {
@@ -53,15 +56,10 @@ public String getFilterKernelSource() {
         mapping.put("filter_kernel_name", getFilterKernelName());
 
         mapping.put("filter_lambda_def", getFilterLambdaSource());
-        mapping.put("otherSources", otherSources);
+        mapping.put("other_sources", otherSources);
         mapping.put("extra_args", getExtraArgs());
         mapping.put("extra_args_call", getExtraArgsCall());
 
-        if (isRange) {
-            mapping.put("get_input", "filter_global_id");
-        } else {
-            mapping.put("get_input", "filter_input[filter_global_id]");
-        }
         Template t = new Template(new TemplateWrapper("opencl/FilterKernel.clt"));
         return t.apply(mapping);
     }
diff --git a/src/aeminium/gpu/backends/gpu/generators/FilterReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/FilterReduceCodeGen.java
new file mode 100644
index 0000000..39b9388
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/FilterReduceCodeGen.java
@@ -0,0 +1,94 @@
+package aeminium.gpu.backends.gpu.generators;
+
+import aeminium.gpu.backends.gpu.GPUReduce;
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.templates.Template;
+import aeminium.gpu.templates.TemplateWrapper;
+
+import java.util.HashMap;
+
+public class FilterReduceCodeGen extends AbstractFilterReduceCodeGen {
+    private GPUReduce op;
+    private String[] filter_parameters;
+
+    public FilterReduceCodeGen(GPUReduce op) {
+        this.op = op;
+        id = op.getFilterFun().getId() + "_" + op.getReduceFun().getId();
+        filter_parameters = op.getFilterFun().getParameters();
+    }
+
+    @Override
+    public String getFilterLambdaSource() {
+        HashMap<String, String> mapping = new HashMap<>();
+        mapping.put("type", BufferHelper.getCLTypeOf(op.getInputType()));
+        mapping.put("filter_lambda_name", getFilterLambdaName());
+        mapping.put("filter_lambda_par", filter_parameters[0]);
+        mapping.put("source", op.getFilterFun().getSource());
+        mapping.put("extra_args", getExtraArgs());
+        Template t = new Template(
+                new TemplateWrapper("opencl/FilterLambdaDef.clt"));
+        return t.apply(mapping);
+    }
+
+    @Override
+    public String getReduceLambdaSource() {
+        HashMap<String, String> mapping = new HashMap<String, String>();
+        mapping.put("input_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+        mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+        mapping.put("reduce_lambda_name", getReduceLambdaName());
+        mapping.put("reduce_lambda_par1", op.getReduceFun().getParameters()[0]);
+        mapping.put("reduce_lambda_par2", op.getReduceFun().getParameters()[1]);
+        mapping.put("source", op.getReduceFun().getSource());
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("extra_args_call", getExtraArgsCall());
+        Template t = new Template(new TemplateWrapper(
+                "opencl/ReduceLambdaDef.clt"));
+        return t.apply(mapping);
+    }
+
+    @Override
+    public String getReduceKernelSource() {
+        HashMap<String, String> mapping = new HashMap<String, String>();
+
+        mapping.put("input_type", BufferHelper.getCLTypeOf(op.getInputType()));
+        mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+
+        mapping.put("filter_lambda_name", getFilterLambdaName());
+        mapping.put("filter_lambda_def", getFilterLambdaSource());
+
+        mapping.put("reduce_lambda_name", getReduceLambdaName());
+        mapping.put("reduce_lambda_def", getReduceLambdaSource());
+
+        mapping.put("reduce_kernel_name", getReduceKernelName());
+        mapping.put("other_sources", op.getOtherSources());
+
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("extra_args_call", getExtraArgsCall());
+
+        if (isRange) {
+            mapping.put("get_input", "inputOffset");
+        } else {
+            mapping.put("get_input", "filter_input[inputOffset]");
+        }
+
+        mapping.put("seed_source", op.getOpenCLSeed());
+
+        Template t = new Template(new TemplateWrapper(
+                "opencl/FilterReduceKernel.clt"));
+        return t.apply(mapping);
+    }
+
+    @Override
+    public String getFilterLambdaName() {
+        return "filter_function_" + op.getFilterFun().getId();
+    }
+
+    @Override
+    public String getReduceKernelName() {
+        return "reduce_kernel_" + id;
+    }
+
+    public String getReduceLambdaName() {
+        return "reduce_function_" + op.getReduceFun().getId();
+    }
+}
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapFilterCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapFilterCodeGen.java
new file mode 100644
index 0000000..695d459
--- /dev/null
+++ b/src/aeminium/gpu/backends/gpu/generators/MapFilterCodeGen.java
@@ -0,0 +1,117 @@
+package aeminium.gpu.backends.gpu.generators;
+
+import aeminium.gpu.backends.gpu.GPUFilter;
+import aeminium.gpu.backends.gpu.GPUMap;
+import aeminium.gpu.backends.gpu.buffers.BufferHelper;
+import aeminium.gpu.templates.Template;
+import aeminium.gpu.templates.TemplateWrapper;
+
+import java.util.HashMap;
+
+//TODO: MapFilter kernel or lazy buffer loading
+public class MapFilterCodeGen extends AbstractCodeGen {
+    private String inputType;
+    private String outputType;
+    private String clMapSource;
+    private String clFilterSource;
+    private String[] map_lambda_parameters;
+    private String[] filter_lambda_parameters;
+
+    public MapFilterCodeGen(GPUMap mapOp, GPUFilter filterOp) {
+        inputType = BufferHelper.getCLTypeOf(mapOp.getInputType());
+        outputType = BufferHelper.getCLTypeOf(mapOp.getOutputType());
+        clMapSource = mapOp.getMapFun().getSource();
+        clFilterSource = filterOp.getFilterFun().getSource();
+        map_lambda_parameters = mapOp.getMapFun().getParameters();
+        filter_lambda_parameters = filterOp.getFilterFun().getParameters();
+        id = mapOp.getMapFun().getId() + "_" + filterOp.getFilterFun().getId();
+
+        StringBuilder otherSourcesBuilder = new StringBuilder();
+        otherSourcesBuilder.append(mapOp.getOtherSources());
+        otherSourcesBuilder.append(filterOp.getOtherSources());
+        otherSources = otherSourcesBuilder.toString();
+    }
+
+    public MapFilterCodeGen(String inputType, String outputType, String clMapSource,
+                            String clFilterSource, String[] map_lambda_parameters,
+                            String[] filter_lambda_parameters, String id) {
+        this(inputType, outputType, clMapSource, clFilterSource, map_lambda_parameters,
+                filter_lambda_parameters, id, "");
+    }
+
+    public MapFilterCodeGen(String inputType, String outputType, String clMapSource,
+                            String clFilterSource, String[] map_lambda_parameters,
+                            String[] filter_lambda_parameters, String id, String otherSources) {
+        this.inputType = inputType;
+        this.outputType = outputType;
+        this.clMapSource = clMapSource;
+        this.clFilterSource = clFilterSource;
+        this.map_lambda_parameters = map_lambda_parameters;
+        this.filter_lambda_parameters = filter_lambda_parameters;
+        this.id = id;
+        this.otherSources = otherSources;
+    }
+
+    public String getMapLambdaSource() {
+        HashMap<String, String> mapping = new HashMap<String, String>();
+        mapping.put("input_type", inputType);
+        mapping.put("output_type", outputType);
+        mapping.put("map_lambda_name", getMapLambdaName());
+        mapping.put("map_lambda_par", map_lambda_parameters[0]);
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("source", clMapSource);
+        Template t = new Template(
+                new TemplateWrapper("opencl/MapLambdaDef.clt"));
+        return t.apply(mapping);
+    }
+
+    public String getFilterLambdaSource() {
+        HashMap<String, String> mapping = new HashMap<>();
+        mapping.put("type", outputType);
+        mapping.put("filter_lambda_name", getFilterLambdaName());
+        mapping.put("filter_lambda_par", filter_lambda_parameters[0]);
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("source", clFilterSource);
+        Template t = new Template(
+                new TemplateWrapper("opencl/FilterLambdaDef.clt"));
+        return t.apply(mapping);
+    }
+
+    public String getMapFilterKernelSource() {
+        HashMap<String, String> mapping = new HashMap<String, String>();
+
+        mapping.put("input_type", inputType);
+        mapping.put("output_type", outputType);
+        mapping.put("map_lambda_name", getMapLambdaName());
+        mapping.put("filter_lambda_name", getFilterLambdaName());
+        mapping.put("map_filter_kernel_name", getMapFilterKernelName());
+
+        mapping.put("map_lambda_def", getMapLambdaSource());
+        mapping.put("filter_lambda_def", getFilterLambdaSource());
+        mapping.put("other_sources", otherSources);
+
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("extra_args_call", getExtraArgsCall());
+
+        if (isRange) {
+            mapping.put("get_input", "map_global_id");
+        } else {
+            mapping.put("get_input", "map_input[map_global_id]");
+        }
+
+        Template t = new Template(new TemplateWrapper("opencl/MapFilterKernel.clt"));
+        return t.apply(mapping);
+    }
+
+    public String getMapLambdaName() {
+        return "map_function_" + id;
+    }
+
+    public String getFilterLambdaName() {
+        return "filter_function_" + id;
+    }
+
+    public String getMapFilterKernelName() {
+        return "map_filter_kernel_" + id;
+    }
+}
diff --git a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
index 6082458..8891d44 100644
--- a/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/MapReduceCodeGen.java
@@ -1,14 +1,14 @@
 package aeminium.gpu.backends.gpu.generators;
 
-import java.util.HashMap;
-
 import aeminium.gpu.backends.gpu.GPUReduce;
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.templates.Template;
 import aeminium.gpu.templates.TemplateWrapper;
 
+import java.util.HashMap;
+
 @SuppressWarnings("rawtypes")
-public class MapReduceCodeGen extends AbstractReduceCodeGen {
+public class MapReduceCodeGen extends AbstractMapReduceCodeGen {
 	private GPUReduce op;
 	private String[] map_parameters;
 
@@ -18,75 +18,80 @@ public MapReduceCodeGen(GPUReduce op) {
 		map_parameters = op.getMapFun().getParameters();
 	}
 
-	public String getMapLambdaSource() {
-		HashMap<String, String> mapping = new HashMap<String, String>();
-		mapping.put("input_type", BufferHelper.getCLTypeOf(op.getInputType()));
-		mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
-		mapping.put("map_lambda_name", getMapLambdaName());
-		mapping.put("map_lambda_par", map_parameters[0]);
-		mapping.put("source", op.getMapFun().getSource());
-		mapping.put("extra_args", getExtraArgs());
-		Template t = new Template(
-				new TemplateWrapper("opencl/MapLambdaDef.clt"));
-		return t.apply(mapping);
-	}
-
-	public String getReduceLambdaSource() {
-		HashMap<String, String> mapping = new HashMap<String, String>();
-		mapping.put("input_type", BufferHelper.getCLTypeOf(op.getOutputType()));
-		mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
-		mapping.put("reduce_lambda_name", getReduceLambdaName());
-		mapping.put("reduce_lambda_par1", op.getReduceFun().getParameters()[0]);
-		mapping.put("reduce_lambda_par2", op.getReduceFun().getParameters()[1]);
-		mapping.put("source", op.getReduceFun().getSource());
-		mapping.put("extra_args", getExtraArgs());
-		mapping.put("extra_args_call", getExtraArgsCall());
-		Template t = new Template(new TemplateWrapper(
-				"opencl/ReduceLambdaDef.clt"));
-		return t.apply(mapping);
-	}
-
-	public String getReduceKernelSource() {
-		HashMap<String, String> mapping = new HashMap<String, String>();
-
-		mapping.put("input_type", BufferHelper.getCLTypeOf(op.getInputType()));
-		mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
-
-		mapping.put("map_lambda_name", getMapLambdaName());
-		mapping.put("map_lambda_def", getMapLambdaSource());
-
-		mapping.put("reduce_lambda_name", getReduceLambdaName());
-		mapping.put("reduce_lambda_def", getReduceLambdaSource());
-
-		mapping.put("reduce_kernel_name", getReduceKernelName());
-		mapping.put("other_sources", op.getOtherSources());
-
-		mapping.put("extra_args", getExtraArgs());
-		mapping.put("extra_args_call", getExtraArgsCall());
-		
-		if (isRange) {
-			mapping.put("get_input", "inputOffset");
-		} else {
-			mapping.put("get_input", "map_input[inputOffset]");
-		}
-
-		mapping.put("seed_source", op.getOpenCLSeed());
-
-		Template t = new Template(new TemplateWrapper(
-				"opencl/MapReduceKernel.clt"));
-		return t.apply(mapping);
-	}
-
-	public String getMapLambdaName() {
-		return "map_function_" + op.getMapFun().getId();
-	}
+    @Override
+    public String getMapLambdaSource() {
+        HashMap<String, String> mapping = new HashMap<String, String>();
+        mapping.put("input_type", BufferHelper.getCLTypeOf(op.getInputType()));
+        mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+        mapping.put("map_lambda_name", getMapLambdaName());
+        mapping.put("map_lambda_par", map_parameters[0]);
+        mapping.put("source", op.getMapFun().getSource());
+        mapping.put("extra_args", getExtraArgs());
+        Template t = new Template(
+                new TemplateWrapper("opencl/MapLambdaDef.clt"));
+        return t.apply(mapping);
+    }
+
+    @Override
+    public String getReduceLambdaSource() {
+        HashMap<String, String> mapping = new HashMap<String, String>();
+        mapping.put("input_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+        mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+        mapping.put("reduce_lambda_name", getReduceLambdaName());
+        mapping.put("reduce_lambda_par1", op.getReduceFun().getParameters()[0]);
+        mapping.put("reduce_lambda_par2", op.getReduceFun().getParameters()[1]);
+        mapping.put("source", op.getReduceFun().getSource());
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("extra_args_call", getExtraArgsCall());
+        Template t = new Template(new TemplateWrapper(
+                "opencl/ReduceLambdaDef.clt"));
+        return t.apply(mapping);
+    }
+
+    @Override
+    public String getReduceKernelSource() {
+        HashMap<String, String> mapping = new HashMap<String, String>();
+
+        mapping.put("input_type", BufferHelper.getCLTypeOf(op.getInputType()));
+        mapping.put("output_type", BufferHelper.getCLTypeOf(op.getOutputType()));
+
+        mapping.put("map_lambda_name", getMapLambdaName());
+        mapping.put("map_lambda_def", getMapLambdaSource());
+
+        mapping.put("reduce_lambda_name", getReduceLambdaName());
+        mapping.put("reduce_lambda_def", getReduceLambdaSource());
+
+        mapping.put("reduce_kernel_name", getReduceKernelName());
+        mapping.put("other_sources", op.getOtherSources());
+
+        mapping.put("extra_args", getExtraArgs());
+        mapping.put("extra_args_call", getExtraArgsCall());
+
+        if (isRange) {
+            mapping.put("get_input", "inputOffset");
+        } else {
+            mapping.put("get_input", "map_input[inputOffset]");
+        }
+
+        mapping.put("seed_source", op.getOpenCLSeed());
+
+        Template t = new Template(new TemplateWrapper(
+                "opencl/MapReduceKernel.clt"));
+        return t.apply(mapping);
+    }
+
+    @Override
+    public String getMapLambdaName() {
+        return "map_function_" + op.getMapFun().getId();
+    }
 
 	public String getReduceLambdaName() {
 		return "reduce_function_" + op.getReduceFun().getId();
 	}
 
-	public String getReduceKernelName() {
-		return "reduce_kernel_" + id;
-	}
+    @Override
+    public String getReduceKernelName() {
+        return "reduce_kernel_" + id;
+    }
 
 }
diff --git a/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java b/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
index 7474dc7..a70af43 100644
--- a/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
+++ b/src/aeminium/gpu/backends/gpu/generators/ReduceCodeGen.java
@@ -1,11 +1,11 @@
 package aeminium.gpu.backends.gpu.generators;
 
-import java.util.HashMap;
-
 import aeminium.gpu.backends.gpu.buffers.BufferHelper;
 import aeminium.gpu.templates.Template;
 import aeminium.gpu.templates.TemplateWrapper;
 
+import java.util.HashMap;
+
 @SuppressWarnings("rawtypes")
 public class ReduceCodeGen extends AbstractReduceCodeGen {
 
@@ -93,15 +93,4 @@ public String getReduceLambdaName() {
 	public String getReduceKernelName() {
 		return "reduce_kernel_" + id;
 	}
-
-	@Override
-	public String getMapLambdaSource() {
-		return null;
-	}
-
-	@Override
-	public String getMapLambdaName() {
-		return null;
-	}
-
 }
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUAbstractReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUAbstractReduce.java
new file mode 100644
index 0000000..d87b8f2
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUAbstractReduce.java
@@ -0,0 +1,62 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.runtime.Body;
+import aeminium.runtime.Hints;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.Task;
+
+public abstract class MCPUAbstractReduce extends MCPUGenericKernel {
+    protected Task cTask;
+    protected AbstractReducerBody cBody;
+
+
+    @Override
+    public void execute() {
+        cBody = cpuParallelReducer(start, end);
+        cTask = CPUDevice.submit(cBody);
+    }
+
+    @Override
+    public void waitForExecution() {
+        CPUDevice.waitFor(cTask);
+    }
+
+    public abstract AbstractReducerBody cpuParallelReducer(int start, int end);
+
+    public abstract class AbstractReducerBody<T> implements Body {
+        public int start;
+        public int end;
+        public T output;
+        public LambdaReducerWithSeed<T> reduceFun;
+
+
+        public AbstractReducerBody(LambdaReducerWithSeed<T> reduceFun, int start, int end) {
+            this.start = start;
+            this.end = end;
+            this.reduceFun = reduceFun;
+            this.output = reduceFun.getSeed();
+        }
+
+        public abstract void sequentialExecute();
+
+        @Override
+        public void execute(Runtime rt, Task current) {
+            if ((end - start) > 4 && rt.parallelize(current)) {
+                int s = start + (end - start) / 2;
+                AbstractReducerBody b1 = cpuParallelReducer(start, s);
+                Task t1 = rt.createNonBlockingTask(b1, Hints.RECURSION);
+                rt.schedule(t1, Runtime.NO_PARENT, Runtime.NO_DEPS);
+                AbstractReducerBody b2 = cpuParallelReducer(s, end);
+                Task t2 = rt.createNonBlockingTask(b2, Hints.RECURSION);
+                rt.schedule(t2, Runtime.NO_PARENT, Runtime.NO_DEPS);
+                t1.getResult();
+                t2.getResult();
+                output = reduceFun.combine((T) b1.output, (T) b2.output);
+            } else {
+                sequentialExecute();
+            }
+        }
+    }
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUFilter.java b/src/aeminium/gpu/backends/mcpu/MCPUFilter.java
new file mode 100644
index 0000000..4232d59
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUFilter.java
@@ -0,0 +1,125 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.collections.factories.CollectionFactory;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.CPUDevice;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import aeminium.runtime.Runtime;
+import aeminium.runtime.*;
+
+import java.util.LinkedList;
+import java.util.List;
+
+public class MCPUFilter<T> extends MCPUGenericKernel {
+    private static final int NTHREADS = java.lang.Runtime.getRuntime().availableProcessors();
+    protected Task cTask;
+    protected FilterBody cBody;
+
+    protected PList<T> input;
+    protected PList<T> output;
+    protected LambdaFilter<T> filterFun;
+
+    private final String type;
+
+    public MCPUFilter(PList<T> input, LambdaFilter<T> filterFun) {
+        this.input = input;
+        this.filterFun = filterFun;
+        this.type = input.getContainingType().getSimpleName();
+    }
+
+    public class FilterBody implements Body {
+        private final boolean firstSchedule;
+        public int start;
+        public int end;
+        public PList<T> output;
+
+        public FilterBody(int start, int end, boolean firstSchedule) {
+            this.start = start;
+            this.end = end;
+            this.firstSchedule = firstSchedule;
+        }
+
+        @SuppressWarnings("unchecked")
+        public void sequentialExecute() {
+            this.output = (PList<T>) CollectionFactory.listFromType(input.getContainingType().getSimpleName());
+            for (int i = start; i < end; i++) {
+                final T element = input.get(i);
+                if (filterFun.filter(element)) {
+                    output.add(element);
+                }
+            }
+        }
+
+        @SuppressWarnings("unchecked")
+        @Override
+        public void execute(Runtime rt, Task current) {
+
+            if (firstSchedule && rt.parallelize(current) && end - start > 100) {
+                List<Task> tasks = new LinkedList<>();
+                List<FilterBody> bodies = new LinkedList<>();
+
+                for (int i = 0; i < NTHREADS; i++) {
+                    final int new_start = i * input.size() / NTHREADS;
+                    final int new_end = (i + 1) * input.size() / NTHREADS;
+                    final FilterBody body = new FilterBody(new_start, new_end, false);
+                    bodies.add(body);
+                    final NonBlockingTask task = rt.createNonBlockingTask(body, Hints.LOOPS);
+                    tasks.add(task);
+                    rt.schedule(task, Runtime.NO_PARENT, Runtime.NO_DEPS);
+                }
+
+                for (Task task : tasks) {
+                    task.getResult();
+                }
+
+                this.output = (PList<T>) CollectionFactory.listFromType(input.getContainingType().getSimpleName());
+                for (FilterBody body : bodies) {
+                    assert output != null;
+                    output.extend(body.output);
+                }
+            } else {
+                sequentialExecute();
+            }
+        }
+    }
+
+    @Override
+    public void execute() {
+        cBody = new FilterBody(start, end, true);
+        cTask = CPUDevice.submit(cBody);
+        cTask.getResult();
+    }
+
+    @Override
+    public void waitForExecution() {
+        CPUDevice.waitFor(cTask);
+    }
+
+    public PList<T> getInput() {
+        return input;
+    }
+
+    public void setInput(PList<T> input) {
+        this.input = input;
+    }
+
+    public PList<T> getOutput() {
+        return output;
+    }
+
+    public void setOutput(PList<T> output) {
+        this.output = output;
+    }
+
+    public LambdaFilter<T> getFilterFun() {
+        return filterFun;
+    }
+
+    public void setFilterFun(LambdaFilter<T> filterFun) {
+        this.filterFun = filterFun;
+    }
+
+    public String getType() {
+        return type;
+    }
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUFilterReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUFilterReduce.java
new file mode 100644
index 0000000..428dcf9
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUFilterReduce.java
@@ -0,0 +1,55 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+public class MCPUFilterReduce<T> extends MCPUAbstractReduce {
+    protected PList<T> input;
+    protected T output;
+    protected LambdaFilter<T> filterFun;
+    protected LambdaReducerWithSeed<T> reduceFun;
+
+    public MCPUFilterReduce(PList<T> input, LambdaReducerWithSeed<T> reduceFun) {
+        this(input, new LambdaFilter<T>() {
+            @Override
+            public boolean filter(T input) {
+                return true;
+            }
+        }, reduceFun);
+    }
+
+    public MCPUFilterReduce(PList<T> input, LambdaFilter<T> filter, LambdaReducerWithSeed<T> reduceFun) {
+        this.input = input;
+        this.reduceFun = reduceFun;
+        this.filterFun = filter;
+    }
+
+
+    public class ReducerBody extends AbstractReducerBody<T> {
+        ReducerBody(LambdaReducerWithSeed<T> reduceFun, int start, int end) {
+            super(reduceFun, start, end);
+        }
+
+        @Override
+        public void sequentialExecute() {
+            for (int i = start; i < end; i++) {
+                if (filterFun.filter(input.get(i))) {
+                    output = reduceFun.combine(input.get(i), output);
+                }
+            }
+        }
+    }
+
+    public ReducerBody cpuParallelReducer(final int start, final int end) {
+        return new ReducerBody(reduceFun, start, end);
+    }
+
+    public T getOutput() {
+        return (T) cBody.output;
+    }
+
+    public void setOutput(T output) {
+        this.output = output;
+    }
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUMapReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUMapReduce.java
new file mode 100644
index 0000000..814f5f0
--- /dev/null
+++ b/src/aeminium/gpu/backends/mcpu/MCPUMapReduce.java
@@ -0,0 +1,57 @@
+package aeminium.gpu.backends.mcpu;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+public class MCPUMapReduce<I, O> extends MCPUAbstractReduce {
+    protected PList<I> input;
+    protected O output;
+    protected LambdaMapper<I, O> mapFun;
+    protected LambdaReducerWithSeed<O> reduceFun;
+
+    public MCPUMapReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
+        this(input, new LambdaMapper<I, O>() {
+            @SuppressWarnings("unchecked")
+            @Override
+            public O map(I input) {
+                return (O) input;
+            }
+        }, reduceFun);
+    }
+
+    public MCPUMapReduce(PList<I> input, LambdaMapper<I, O> mapper, LambdaReducerWithSeed<O> reduceFun) {
+        this.input = input;
+        this.reduceFun = reduceFun;
+        this.mapFun = mapper;
+    }
+
+
+    public class ReducerBody extends AbstractReducerBody<O> {
+
+        public ReducerBody(LambdaReducerWithSeed<O> reduceFun, int start, int end) {
+            super(reduceFun, start, end);
+        }
+
+        @Override
+        public void sequentialExecute() {
+            for (int i = start; i < end; i++) {
+                output = reduceFun.combine(mapFun.map(input.get(i)), output);
+            }
+        }
+
+    }
+
+    public ReducerBody cpuParallelReducer(final int start, final int end) {
+        return new ReducerBody(reduceFun, start, end);
+    }
+
+    public O getOutput() {
+        return (O) cBody.output;
+    }
+
+    public void setOutput(O output) {
+        this.output = output;
+    }
+
+}
diff --git a/src/aeminium/gpu/backends/mcpu/MCPUReduce.java b/src/aeminium/gpu/backends/mcpu/MCPUReduce.java
deleted file mode 100644
index 18a6769..0000000
--- a/src/aeminium/gpu/backends/mcpu/MCPUReduce.java
+++ /dev/null
@@ -1,95 +0,0 @@
-package aeminium.gpu.backends.mcpu;
-
-import aeminium.gpu.collections.lists.PList;
-import aeminium.gpu.devices.CPUDevice;
-import aeminium.gpu.operations.functions.LambdaMapper;
-import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-import aeminium.runtime.Body;
-import aeminium.runtime.Hints;
-import aeminium.runtime.Runtime;
-import aeminium.runtime.Task;
-
-public class MCPUReduce<I, O> extends MCPUGenericKernel {
-	protected PList<I> input;
-	protected O output;
-	protected LambdaMapper<I, O> mapFun;
-	protected LambdaReducerWithSeed<O> reduceFun;
-	
-	protected Task cTask;
-	protected ReducerBody cBody;
-	
-	public MCPUReduce(PList<I> input, LambdaReducerWithSeed<O> reduceFun) {
-		this(input, new LambdaMapper<I, O>() {
-			@SuppressWarnings("unchecked")
-			@Override
-			public O map(I input) {
-				return (O) input;
-			}
-		}, reduceFun);
-	}
-	
-	public MCPUReduce(PList<I> input, LambdaMapper<I,O> mapper, LambdaReducerWithSeed<O> reduceFun) {
-		this.input = input;
-		this.reduceFun = reduceFun;
-		this.mapFun = mapper;
-	}
-	
-	@Override
-	public void execute() {
-		cBody = cpuParallelReducer(start, end);
-		cTask = CPUDevice.submit(cBody);
-	}
-	
-	@Override
-	public void waitForExecution() {
-		CPUDevice.waitFor(cTask);
-	}
-	
-	
-	public class ReducerBody implements Body {
-		public LambdaReducerWithSeed<O> reduceFun;
-		public O output;
-		public int start;
-		public int end;
-		
-		public ReducerBody(LambdaReducerWithSeed<O> reduceFun, int start, int end) {
-			this.start = start;
-			this.end = end;
-			this.reduceFun = reduceFun;
-			this.output = reduceFun.getSeed();
-		}
-		
-		@Override
-		public void execute(Runtime rt, Task current) throws Exception {
-			if ((end - start) > 4 && rt.parallelize(current)) {
-				int s = start + (end - start)/2;
-				ReducerBody b1 = cpuParallelReducer(start, s);
-				Task t1 = rt.createNonBlockingTask(b1, Hints.RECURSION);
-				rt.schedule(t1, Runtime.NO_PARENT, Runtime.NO_DEPS);
-				ReducerBody b2 = cpuParallelReducer(s, end);
-				Task t2 = rt.createNonBlockingTask(b2, Hints.RECURSION);
-				rt.schedule(t2, Runtime.NO_PARENT, Runtime.NO_DEPS);
-				t1.getResult();
-				t2.getResult();
-				output = reduceFun.combine(b1.output, b2.output);
-			} else {
-				for (int i=start; i < end; i++) {
-					output = reduceFun.combine(mapFun.map(input.get(i)), output);
-				}
-			}
-		}
-	}
-	
-	public ReducerBody cpuParallelReducer(final int start, final int end) {
-		return new ReducerBody(reduceFun, start, end);
-	}
-
-	public O getOutput() {
-		return cBody.output;
-	}
-
-	public void setOutput(O output) {
-		this.output = output;
-	}
-
-}
diff --git a/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java b/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
index fffc140..7bbcf2c 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyEvaluator.java
@@ -1,22 +1,27 @@
 package aeminium.gpu.collections.lazyness;
 
 import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.Filter;
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
 public interface LazyEvaluator<T> {
-	public Object evaluate();
+    Object evaluate();
 
-	public Class<?> getType();
+    Class<?> getType();
 
-	public <O> boolean canMergeWithMap(LambdaMapper<T, O> mapFun);
+    <O> boolean canMergeWithMap(LambdaMapper<T, O> mapFun);
 
-	public <O> PList<O> mergeWithMap(Map<T, O> mapOp);
+    <O> PList<O> mergeWithMap(Map<T, O> mapOp);
 
-	public boolean canMergeWithReduce(LambdaReducerWithSeed<T> reduceFun);
+    boolean canMergeWithReduce(LambdaReducerWithSeed<T> reduceFun);
 
-	public T mergeWithReducer(Reduce<T> reduceOp);
+    T mergeWithReducer(Reduce<T> reduceOp);
 
+    boolean canMergeWithFilter(LambdaFilter<T> filterFun);
+
+    PList<T> mergeWithFilter(Filter<T> filterOp);
 }
diff --git a/src/aeminium/gpu/collections/lazyness/LazyPList.java b/src/aeminium/gpu/collections/lazyness/LazyPList.java
index e963792..fa8b6de 100644
--- a/src/aeminium/gpu/collections/lazyness/LazyPList.java
+++ b/src/aeminium/gpu/collections/lazyness/LazyPList.java
@@ -4,8 +4,10 @@
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.AbstractList;
 import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.Filter;
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
@@ -103,6 +105,19 @@ public <O> PList<O> map(LambdaMapper<T, O> mapFun) {
 		}
 	}
 
+    @Override
+    public PList<T> filter(LambdaFilter<T> filterFun) {
+        if (!evaluated && evaluator.canMergeWithFilter(filterFun)) {
+            Filter<T> f = new Filter<T>(filterFun, this, this.getDevice());
+            LazyPList<T> r = (LazyPList<T>) evaluator.mergeWithFilter(f);
+            r.setLazynessLevel(lazynessLevel + 1);
+            return r;
+        } else {
+            evaluate();
+            return actual.filter(filterFun);
+        }
+    }
+
 	@Override
 	public T reduce(LambdaReducerWithSeed<T> reducer) {
 		if (!evaluated && evaluator.canMergeWithReduce(reducer)) {
@@ -127,8 +142,8 @@ public PList<T> extend(PList<T> extra) {
 		evaluate();
 		return actual.extend(extra);
 	}
-	
-	@Override
+
+    @Override
 	public PList<T> extendAt(int i, PList<T> extra) {
 		evaluate();
 		return actual.extendAt(i, extra);
@@ -145,5 +160,4 @@ public PObject copy() {
 		this.evaluate();
 		return actual.copy();
 	}
-
 }
diff --git a/src/aeminium/gpu/collections/lazyness/Range.java b/src/aeminium/gpu/collections/lazyness/Range.java
index 09a36d8..9b8ee5a 100644
--- a/src/aeminium/gpu/collections/lazyness/Range.java
+++ b/src/aeminium/gpu/collections/lazyness/Range.java
@@ -1,9 +1,5 @@
 package aeminium.gpu.collections.lazyness;
 
-import java.util.Iterator;
-
-import org.bridj.Pointer;
-
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.PList;
@@ -12,34 +8,39 @@
 import aeminium.gpu.collections.properties.evaluation.LazyGPUHelper;
 import aeminium.gpu.devices.DefaultDeviceFactory;
 import aeminium.gpu.devices.GPUDevice;
+import aeminium.gpu.operations.Filter;
 import aeminium.gpu.operations.Map;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
-
 import com.nativelibs4java.opencl.CLBuffer;
 import com.nativelibs4java.opencl.CLContext;
 import com.nativelibs4java.opencl.CLMem;
+import org.bridj.Pointer;
+
+import java.util.Iterator;
 
 public class Range implements PList<Integer>, LazyCollection {
 
 	public boolean isNative() { return false; }
-	
-	protected class IntegerIdentityMapper extends
-			LambdaMapper<Integer, Integer> {
-		@Override
-		public Integer map(Integer input) {
-			return input;
-		}
 
-		@Override
-		public String getSource() {
-			return "return input;";
-		}
-	}
+    protected class IntegerIdentityMapper extends
+            LambdaMapper<Integer, Integer> {
 
+        @Override
+        public Integer map(Integer input) {
+            return input;
+        }
+
+        @Override
+        public String getSource() {
+            return "return input;";
+        }
+
+    }
 	private int max;
-	protected GPUDevice device;
 
+    protected GPUDevice device;
 	public Range(int max) {
 		this.max = max;
 		device = (new DefaultDeviceFactory()).getDevice();
@@ -51,6 +52,12 @@ public <O> PList<O> map(LambdaMapper<Integer, O> mapper) {
 		return mapOperation.getOutput();
 	}
 
+    @Override
+    public PList<Integer> filter(LambdaFilter<Integer> filter) {
+        Filter<Integer> filterOperation = new Filter<>(filter, this, device);
+        return filterOperation.getOutput();
+    }
+
 	@Override
 	public Integer reduce(LambdaReducerWithSeed<Integer> reducer) {
 		return this.map(new IntegerIdentityMapper()).reduce(reducer);
diff --git a/src/aeminium/gpu/collections/lists/AbstractList.java b/src/aeminium/gpu/collections/lists/AbstractList.java
index d223089..6ce592a 100644
--- a/src/aeminium/gpu/collections/lists/AbstractList.java
+++ b/src/aeminium/gpu/collections/lists/AbstractList.java
@@ -1,17 +1,19 @@
 package aeminium.gpu.collections.lists;
 
-import java.util.Iterator;
-
 import aeminium.gpu.collections.AbstractCollection;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.matrices.PMatrix;
 import aeminium.gpu.collections.properties.Mappable;
 import aeminium.gpu.collections.properties.Reductionable;
+import aeminium.gpu.operations.Filter;
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
+import java.util.Iterator;
+
 public abstract class AbstractList<T> extends AbstractCollection<T> implements PList<T>, Mappable<T>,
 		Reductionable<T>, Iterable<T> {
 
@@ -36,10 +38,16 @@ public PList<T> evaluate() {
 
 	@Override
 	public <O> PList<O> map(LambdaMapper<T, O> mapper) {
-		Map<T, O> mapOperation = new Map<T, O>(mapper, this, getDevice());
+        Map<T, O> mapOperation = new Map<>(mapper, this, getDevice());
 		return mapOperation.getOutput();
 	}
 
+    @Override
+    public PList<T> filter(LambdaFilter<T> filter) {
+        Filter<T> filterOperation = new Filter<>(filter, this, getDevice());
+        return filterOperation.getOutput();
+    }
+
 	@Override
 	public T reduce(LambdaReducerWithSeed<T> reducer) {
 		Reduce<T> reduceOperation = new Reduce<T>(reducer, this, getDevice());
diff --git a/src/aeminium/gpu/collections/lists/BooleanList.java b/src/aeminium/gpu/collections/lists/BooleanList.java
index e46122f..c71de60 100644
--- a/src/aeminium/gpu/collections/lists/BooleanList.java
+++ b/src/aeminium/gpu/collections/lists/BooleanList.java
@@ -1,10 +1,10 @@
 package aeminium.gpu.collections.lists;
 
-import java.util.Arrays;
-
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
+import java.util.Arrays;
+
 public class BooleanList extends AbstractList<Boolean> implements
 		ConcreteCollection {
 
@@ -103,8 +103,8 @@ public int[] getArray() {
 	}
 
 	protected void ensureNMore(int n) {
-		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+        if (size + n > box.length) {
+            int plus = Math.max(n, INCREMENT_SIZE);
 			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
diff --git a/src/aeminium/gpu/collections/lists/CharList.java b/src/aeminium/gpu/collections/lists/CharList.java
index 27ffb04..c874183 100644
--- a/src/aeminium/gpu/collections/lists/CharList.java
+++ b/src/aeminium/gpu/collections/lists/CharList.java
@@ -1,10 +1,10 @@
 package aeminium.gpu.collections.lists;
 
-import java.util.Arrays;
-
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
+import java.util.Arrays;
+
 public class CharList extends AbstractList<Character> implements
 		ConcreteCollection {
 
@@ -97,8 +97,8 @@ public char[] getArray() {
 	}
 
 	protected void ensureNMore(int n) {
-		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+        if (size + n > box.length) {
+            int plus = Math.max(n, INCREMENT_SIZE);
 			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
diff --git a/src/aeminium/gpu/collections/lists/DoubleList.java b/src/aeminium/gpu/collections/lists/DoubleList.java
index aaf4194..dd240d1 100644
--- a/src/aeminium/gpu/collections/lists/DoubleList.java
+++ b/src/aeminium/gpu/collections/lists/DoubleList.java
@@ -1,10 +1,10 @@
 package aeminium.gpu.collections.lists;
 
-import java.util.Arrays;
-
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
+import java.util.Arrays;
+
 public class DoubleList extends AbstractList<Double> implements
 		ConcreteCollection {
 
@@ -93,7 +93,7 @@ public double[] getArray() {
 
 	protected void ensureNMore(int n) {
 		if (size+n > box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+            int plus = Math.max(n, INCREMENT_SIZE);
 			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
diff --git a/src/aeminium/gpu/collections/lists/FloatList.java b/src/aeminium/gpu/collections/lists/FloatList.java
index 4a61646..b888abb 100644
--- a/src/aeminium/gpu/collections/lists/FloatList.java
+++ b/src/aeminium/gpu/collections/lists/FloatList.java
@@ -1,10 +1,10 @@
 package aeminium.gpu.collections.lists;
 
-import java.util.Arrays;
-
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
+import java.util.Arrays;
+
 public class FloatList extends AbstractList<Float> implements
 		ConcreteCollection {
 
@@ -92,8 +92,8 @@ public float[] getArray() {
 	}
 
 	protected synchronized void ensureNMore(int n) {
-		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+        if (size + n > box.length) {
+            int plus = Math.max(n, INCREMENT_SIZE);
 			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
@@ -103,8 +103,8 @@ protected synchronized void ensureOneMore() {
 			box = Arrays.copyOf(box, box.length + INCREMENT_SIZE);
 		}
 	}
-	
-	@Override
+
+    @Override
 	public PList<Float> extend(PList<Float> extra) {
 		if (extra instanceof FloatList) {
 			FloatList other = (FloatList) extra;
@@ -118,8 +118,8 @@ public PList<Float> extend(PList<Float> extra) {
 		}
 		return null;
 	}
-	
-	@Override
+
+    @Override
 	public PList<Float> extendAt(int i, PList<Float> extra) {
 		if (extra instanceof FloatList) {
 			FloatList other = (FloatList) extra;
@@ -139,10 +139,9 @@ public void replaceBy(PList<?> newList) {
 		box = ((FloatList) newList).box;
 		size = newList.size();
 	}
-	
-	@Override
+
+    @Override
 	public PObject copy() {
 		return new FloatList(box, size);
 	}
-	
 }
diff --git a/src/aeminium/gpu/collections/lists/IntList.java b/src/aeminium/gpu/collections/lists/IntList.java
index 4191d33..787487a 100644
--- a/src/aeminium/gpu/collections/lists/IntList.java
+++ b/src/aeminium/gpu/collections/lists/IntList.java
@@ -1,10 +1,10 @@
 package aeminium.gpu.collections.lists;
 
-import java.util.Arrays;
-
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
+import java.util.Arrays;
+
 public class IntList extends AbstractList<Integer> implements
 		ConcreteCollection {
 
@@ -87,8 +87,8 @@ public int[] getArray() {
 	}
 
 	protected void ensureNMore(int n) {
-		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+        if (size + n > box.length) {
+            int plus = Math.max(n, INCREMENT_SIZE);
 			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
diff --git a/src/aeminium/gpu/collections/lists/LongList.java b/src/aeminium/gpu/collections/lists/LongList.java
index 28513c6..f69118d 100644
--- a/src/aeminium/gpu/collections/lists/LongList.java
+++ b/src/aeminium/gpu/collections/lists/LongList.java
@@ -1,10 +1,10 @@
 package aeminium.gpu.collections.lists;
 
-import java.util.Arrays;
-
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.properties.evaluation.ConcreteCollection;
 
+import java.util.Arrays;
+
 public class LongList extends AbstractList<Long> implements ConcreteCollection {
 
 	public long[] box;
@@ -91,8 +91,8 @@ public long[] getArray() {
 	}
 
 	protected void ensureNMore(int n) {
-		if (size >= box.length) {
-			int plus = (n > INCREMENT_SIZE) ? n : INCREMENT_SIZE;
+        if (size + n > box.length) {
+            int plus = Math.max(n, INCREMENT_SIZE);
 			box = Arrays.copyOf(box, box.length + plus);
 		}
 	}
diff --git a/src/aeminium/gpu/collections/lists/PList.java b/src/aeminium/gpu/collections/lists/PList.java
index 2a5047c..ecfc91f 100644
--- a/src/aeminium/gpu/collections/lists/PList.java
+++ b/src/aeminium/gpu/collections/lists/PList.java
@@ -1,11 +1,12 @@
 package aeminium.gpu.collections.lists;
 
 import aeminium.gpu.collections.PCollection;
+import aeminium.gpu.collections.properties.Filterable;
 import aeminium.gpu.collections.properties.Groupable;
 import aeminium.gpu.collections.properties.Mappable;
 import aeminium.gpu.collections.properties.Reductionable;
 
-public interface PList<T> extends PCollection<T>, Mappable<T>,
+public interface PList<T> extends PCollection<T>, Mappable<T>, Filterable<T>,
 		Reductionable<T>, Groupable<T>, Iterable<T> {
 
 	/* Properties */
diff --git a/src/aeminium/gpu/collections/properties/Filterable.java b/src/aeminium/gpu/collections/properties/Filterable.java
new file mode 100644
index 0000000..9dbd4fd
--- /dev/null
+++ b/src/aeminium/gpu/collections/properties/Filterable.java
@@ -0,0 +1,8 @@
+package aeminium.gpu.collections.properties;
+
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaFilter;
+
+public interface Filterable<I> {
+    PList<I> filter(LambdaFilter<I> filter);
+}
diff --git a/src/aeminium/gpu/collections/stacks/StackList2.java b/src/aeminium/gpu/collections/stacks/StackList2.java
index 7c98423..7645c8a 100644
--- a/src/aeminium/gpu/collections/stacks/StackList2.java
+++ b/src/aeminium/gpu/collections/stacks/StackList2.java
@@ -1,15 +1,16 @@
 package aeminium.gpu.collections.stacks;
 
-import java.util.Iterator;
-
 import aeminium.gpu.collections.PObject;
 import aeminium.gpu.collections.factories.CollectionFactory;
 import aeminium.gpu.collections.lists.IntList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.collections.matrices.PMatrix;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
+import java.util.Iterator;
+
 public class StackList2<A,B> implements PList<Stack2<A,B>> {
 	PList<A> as;
 	PList<B> bs;
@@ -70,6 +71,11 @@ public <O> PList<O> map(LambdaMapper<Stack2<A, B>, O> mapper) {
 		throw new RuntimeException("Not implemented");
 	}
 
+    @Override
+    public PList<Stack2<A, B>> filter(LambdaFilter<Stack2<A, B>> filter) {
+        throw new RuntimeException("Not implemented");
+    }
+
 	@Override
 	public Stack2<A, B> reduce(LambdaReducerWithSeed<Stack2<A, B>> reducer) {
 		throw new RuntimeException("Not implemented");
@@ -224,5 +230,4 @@ public PList<A> getAs() {
 	public PList<B> getBs() {
 		return bs;
 	}
-
 }
diff --git a/src/aeminium/gpu/examples/FilterExample.java b/src/aeminium/gpu/examples/FilterExample.java
new file mode 100644
index 0000000..8decfee
--- /dev/null
+++ b/src/aeminium/gpu/examples/FilterExample.java
@@ -0,0 +1,30 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaFilter;
+
+public class FilterExample {
+    public static void main(String[] args) {
+        int N = 1034;
+
+        PList<Integer> input = new IntList();
+        for (int i = 0; i < N; i++)
+            input.add(i);
+        input = input.filter(new LambdaFilter<Integer>() {
+            @Override
+            public boolean filter(Integer input) {
+                return input % 2 == 0;
+            }
+
+            @Override
+            public String getSource() {
+                return "return input % 2 == 0;";
+            }
+        });
+
+        input.evaluate();
+        System.out.println("The first value is " + input.get(0));
+        System.out.println("Length: " + input.size());
+    }
+}
diff --git a/src/aeminium/gpu/examples/FilterReduceExample.java b/src/aeminium/gpu/examples/FilterReduceExample.java
new file mode 100644
index 0000000..f135a45
--- /dev/null
+++ b/src/aeminium/gpu/examples/FilterReduceExample.java
@@ -0,0 +1,48 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+@SuppressWarnings("DuplicatedCode")
+public class FilterReduceExample {
+    public static void main(String[] args) {
+        int N = 10;
+
+        PList<Integer> input = new IntList();
+        for (int i = 0; i < N; i++)
+            input.add(i);
+        input = input.filter(new LambdaFilter<Integer>() {
+            @Override
+            public boolean filter(Integer input) {
+                return input % 2 == 0;
+            }
+
+            @Override
+            public String getSource() {
+                return "return input % 2 == 0;";
+            }
+        });
+
+        int sum = input.reduce(new LambdaReducerWithSeed<Integer>() {
+
+            @Override
+            public Integer combine(Integer input, Integer other) {
+                return input + other;
+            }
+
+            @Override
+            public String getSource() {
+                return "return reduce_input_first + reduce_input_second;";
+            }
+
+            @Override
+            public Integer getSeed() {
+                return 0;
+            }
+
+        });
+        System.out.println("The sum of the first " + N + " even numbers is " + sum);
+    }
+}
diff --git a/src/aeminium/gpu/examples/FilterToFilterExample.java b/src/aeminium/gpu/examples/FilterToFilterExample.java
new file mode 100644
index 0000000..10980cf
--- /dev/null
+++ b/src/aeminium/gpu/examples/FilterToFilterExample.java
@@ -0,0 +1,57 @@
+package aeminium.gpu.examples;
+
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.functions.LambdaFilter;
+
+public class FilterToFilterExample {
+    public static void main(String[] args) {
+        int N = 40;
+
+        PList<Integer> input = new IntList();
+        for (int i = 0; i < N; i++)
+            input.add(i);
+        input = input.filter(new LambdaFilter<Integer>() {
+            @Override
+            public boolean filter(Integer input) {
+                return input % 2 == 0;
+            }
+
+            @Override
+            public String getSource() {
+                return "return input % 2 != 0;";
+            }
+        });
+
+        input = input.filter(new LambdaFilter<Integer>() {
+            @Override
+            public boolean filter(Integer input) {
+                return input % 5 == 0;
+            }
+
+            @Override
+            public String getSource() {
+                return "return input % 5 != 0;";
+            }
+        });
+
+        input = input.filter(new LambdaFilter<Integer>() {
+            @Override
+            public boolean filter(Integer input) {
+                return input % 3 == 0;
+            }
+
+            @Override
+            public String getSource() {
+                return "return input % 3 != 0;";
+            }
+        });
+
+        System.out.println("Values: ");
+        for (int i = 0; i < input.size(); i++) {
+            System.out.println(input.get(i));
+        }
+        System.out.println("Length: " + input.size());
+    }
+}
+
diff --git a/src/aeminium/gpu/operations/Filter.java b/src/aeminium/gpu/operations/Filter.java
new file mode 100644
index 0000000..49b4ba8
--- /dev/null
+++ b/src/aeminium/gpu/operations/Filter.java
@@ -0,0 +1,161 @@
+package aeminium.gpu.operations;
+
+import aeminium.gpu.backends.gpu.GPUFilter;
+import aeminium.gpu.backends.mcpu.MCPUFilter;
+import aeminium.gpu.collections.lazyness.LazyEvaluator;
+import aeminium.gpu.collections.lazyness.LazyPList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.GPUDevice;
+import aeminium.gpu.operations.contracts.GenericProgram;
+import aeminium.gpu.operations.contracts.Program;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.operations.mergers.FilterToFilterMerger;
+import aeminium.gpu.operations.mergers.FilterToReduceMerger;
+import aeminium.gpu.operations.utils.FeatureHelper;
+
+public class Filter<T> extends GenericProgram implements Program {
+    protected PList<T> input;
+    protected PList<T> output;
+    protected LambdaFilter<T> filterFun;
+
+    protected GPUFilter<T> gpuOp;
+    protected MCPUFilter<T> cpuOp;
+
+    public Filter(LambdaFilter<T> filterFun, PList<T> list, GPUDevice dev) {
+        this(filterFun, list, "", dev);
+    }
+
+    public Filter(LambdaFilter<T> filterFun, PList<T> list, String other, GPUDevice dev) {
+        this.device = dev;
+        this.input = list;
+        this.filterFun = filterFun;
+
+        cpuOp = new MCPUFilter<>(list, filterFun);
+        gpuOp = new GPUFilter<>(list, filterFun, other);
+        gpuOp.setDevice(dev);
+    }
+
+    @Override
+    protected int getParallelUnits() {
+        return input.size();
+    }
+
+    @Override
+    protected int getBalanceSplitPoint() {
+        return input.size();
+//        TODO:
+//        return OpenCLDecider.getSplitPoint(input.size(), input.size(), input.size(),
+//                filterFun.getSource(), filterFun.getSourceComplexity(), getFeatures());
+    }
+
+    private String getFeatures() {
+        return FeatureHelper.getFullFeatures(filterFun.getFeatures(), input.size(),
+                input.getContainingType().toString(), input.size(), output.getContainingType().toString(), 4);
+    }
+
+    @Override
+    public void cpuExecution(int start, int end) {
+        cpuOp.setLimits(start, end);
+        cpuOp.execute();
+    }
+
+    @Override
+    public void gpuExecution(int start, int end) {
+        this.gpuOp.setLimits(start, end);
+        gpuOp.execute();
+    }
+
+    @Override
+    protected void mergeResults(boolean hasGPU, boolean hasCPU) {
+        if (!hasGPU) {
+            cpuOp.waitForExecution();
+            output = cpuOp.getOutput();
+        } else if (!hasCPU) {
+            gpuOp.waitForExecution();
+            output = gpuOp.getOutput();
+        } else {
+            gpuOp.waitForExecution();
+            cpuOp.waitForExecution();
+            output = gpuOp.getOutput();
+            output.extend(cpuOp.getOutput());
+        }
+    }
+
+    public PList<T> getOutput() {
+        final Filter<T> innerFilter = this;
+
+        // Lazy return
+        LazyEvaluator<T> operation = new LazyEvaluator<T>() {
+            @Override
+            public Object evaluate() {
+                innerFilter.execute();
+                return output;
+            }
+
+            @Override
+            public Class<?> getType() {
+                return input.getContainingType();
+            }
+
+            @Override
+            public <O> boolean canMergeWithMap(LambdaMapper<T, O> mapFun) {
+                return false;
+            }
+
+            @Override
+            public <O> PList<O> mergeWithMap(Map<T, O> mapOp) {
+//                TODO:
+                return null;
+            }
+
+            @Override
+            public boolean canMergeWithReduce(LambdaReducerWithSeed<T> reduceFun) {
+                return true;
+            }
+
+            @Override
+            public T mergeWithReducer(Reduce<T> reduceOp) {
+                FilterToReduceMerger<T> merger = new FilterToReduceMerger<T>(innerFilter, reduceOp, input);
+                return merger.getOutput();
+            }
+
+            @Override
+            public boolean canMergeWithFilter(LambdaFilter<T> filterFun) {
+                return true;
+            }
+
+            @Override
+            public PList<T> mergeWithFilter(Filter<T> filterOp) {
+                FilterToFilterMerger<T> merger = new FilterToFilterMerger<T>(innerFilter, filterOp, input);
+                return merger.getOutput();
+            }
+        };
+//        TODO: The size will change after filter, need to check this:
+        return new LazyPList<>(operation, input.size());
+    }
+
+    public int getOutputSize() {
+//        TODO:
+        return input.size();
+    }
+
+//    Getters and Setters
+
+    public void setOutput(PList<T> output) {
+        this.output = output;
+    }
+
+    public void setFilterFun(LambdaFilter<T> filterFun) {
+        this.filterFun = filterFun;
+    }
+
+    public LambdaFilter<T> getFilterFun() {
+        return filterFun;
+    }
+
+    public GPUFilter<T> getGpuFilter() {
+        return gpuOp;
+    }
+}
diff --git a/src/aeminium/gpu/operations/FilterReduce.java b/src/aeminium/gpu/operations/FilterReduce.java
new file mode 100644
index 0000000..92878ae
--- /dev/null
+++ b/src/aeminium/gpu/operations/FilterReduce.java
@@ -0,0 +1,141 @@
+package aeminium.gpu.operations;
+
+import aeminium.gpu.backends.gpu.GPUReduce;
+import aeminium.gpu.backends.mcpu.MCPUFilterReduce;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.GPUDevice;
+import aeminium.gpu.operations.contracts.GenericProgram;
+import aeminium.gpu.operations.deciders.OpenCLDecider;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+import aeminium.gpu.operations.utils.FeatureHelper;
+
+public class FilterReduce<T> extends GenericProgram {
+
+    protected PList<T> input;
+    private T output;
+    protected LambdaFilter<T> filterFun;
+    protected LambdaReducerWithSeed<T> reduceFun;
+
+    protected GPUReduce<T, T> gpuOp;
+    protected MCPUFilterReduce<T> cpuOp;
+
+    // Constructors
+    public FilterReduce(LambdaFilter<T> filter, LambdaReducerWithSeed<T> reducer,
+                        PList<T> list, String other, GPUDevice dev) {
+        this.device = dev;
+        this.input = list;
+        this.filterFun = filter;
+        this.reduceFun = reducer;
+
+        cpuOp = new MCPUFilterReduce<T>(input, filterFun, reduceFun);
+        gpuOp = new GPUReduce<T, T>(input, filterFun, reduceFun);
+        gpuOp.setOtherSources(other);
+        gpuOp.setDevice(dev);
+    }
+
+    private String mergeComplexities(String one, String two) {
+        if (one == null || one.length() == 0)
+            return two;
+        if (two == null || two.length() == 0)
+            return one;
+        return one + "+" + two;
+    }
+
+    @Override
+    protected int getParallelUnits() {
+        return this.input.size();
+    }
+
+    @Override
+    protected int getBalanceSplitPoint() {
+        int s = OpenCLDecider.getSplitPoint(getParallelUnits(), input.size(),
+                1,
+                filterFun.getSource() + reduceFun.getSource(),
+                mergeComplexities(filterFun.getSourceComplexity(),
+                        reduceFun.getSourceComplexity()),
+                getFeatures()
+        );
+        if (s < GPUReduce.DEFAULT_MAX_REDUCTION_SIZE) return 0;
+        return s;
+    }
+
+    @Override
+    public void cpuExecution(int start, int end) {
+        cpuOp.setLimits(start, end);
+        cpuOp.execute();
+    }
+
+    @Override
+    public void gpuExecution(int start, int end) {
+        gpuOp.setLimits(start, end);
+        gpuOp.execute();
+    }
+
+    @Override
+    protected void mergeResults(boolean hasGPU, boolean hasCPU) {
+        if (!hasGPU) {
+            cpuOp.waitForExecution();
+            output = cpuOp.getOutput();
+        } else if (!hasCPU) {
+            gpuOp.waitForExecution();
+            output = gpuOp.getOutput();
+        } else {
+            gpuOp.waitForExecution();
+            cpuOp.waitForExecution();
+            output = gpuOp.getOutput();
+            output = reduceFun.combine(output, cpuOp.getOutput());
+        }
+    }
+
+    public T getOutput() {
+        // No need for lazyness in reduces.
+        execute();
+        return output;
+    }
+
+    // Utils
+
+    public String getInputType() {
+        return input.getContainingType().getSimpleName();
+    }
+
+    public String getOutputType() {
+        return input.getContainingType().getSimpleName();
+    }
+
+    public int getOutputSize() {
+        return input.size();
+    }
+
+    // Getters and Setters
+
+    public void setOutput(PList<T> output) {
+        this.output = output.get(0);
+    }
+
+    public void setOutput(T output) {
+        this.output = output;
+    }
+
+    public LambdaReducerWithSeed<T> getReduceFun() {
+        return reduceFun;
+    }
+
+    public void setReduceFun(LambdaReducerWithSeed<T> reduceFun) {
+        this.reduceFun = reduceFun;
+    }
+
+    public LambdaFilter<T> getFilterFun() {
+        return filterFun;
+    }
+
+    public void setFilterFun(LambdaFilter<T> filterFun) {
+        this.filterFun = filterFun;
+    }
+
+    public String getFeatures() {
+        String sum = FeatureHelper.sumFeatures(filterFun.getFeatures(), reduceFun.getFeatures());
+        return FeatureHelper.getFullFeatures(sum, input.size(), getInputType(), 1, getOutputType(), 3);
+    }
+}
diff --git a/src/aeminium/gpu/operations/Map.java b/src/aeminium/gpu/operations/Map.java
index 63aaa89..c39fb49 100644
--- a/src/aeminium/gpu/operations/Map.java
+++ b/src/aeminium/gpu/operations/Map.java
@@ -10,6 +10,7 @@
 import aeminium.gpu.operations.contracts.GenericProgram;
 import aeminium.gpu.operations.contracts.Program;
 import aeminium.gpu.operations.deciders.OpenCLDecider;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 import aeminium.gpu.operations.mergers.MapToMapMerger;
@@ -131,6 +132,17 @@ public O mergeWithReducer(Reduce<O> reduceOp) {
 				return merger.getOutput();
 			}
 
+			@Override
+			public boolean canMergeWithFilter(LambdaFilter<O> filterFun) {
+				return false;
+			}
+
+			@Override
+			public PList<O> mergeWithFilter(Filter<O> filterOp) {
+//				TODO:
+				return null;
+			}
+
 		};
 		return new LazyPList<O>(operation, input.size());
 	}
diff --git a/src/aeminium/gpu/operations/MapReduce.java b/src/aeminium/gpu/operations/MapReduce.java
index 3a0e749..7afaf0d 100644
--- a/src/aeminium/gpu/operations/MapReduce.java
+++ b/src/aeminium/gpu/operations/MapReduce.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.operations;
 
 import aeminium.gpu.backends.gpu.GPUReduce;
-import aeminium.gpu.backends.mcpu.MCPUReduce;
+import aeminium.gpu.backends.mcpu.MCPUMapReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.contracts.GenericProgram;
@@ -18,7 +18,7 @@ public class MapReduce<I, O> extends GenericProgram {
 	protected LambdaReducerWithSeed<O> reduceFun;
 	
 	protected GPUReduce<I, O> gpuOp;
-	protected MCPUReduce<I, O> cpuOp;
+    protected MCPUMapReduce<I, O> cpuOp;
 	
 
 	// Constructors
@@ -29,8 +29,8 @@ public MapReduce(LambdaMapper<I, O> mapper,
 		this.input = list;
 		this.mapFun = mapper;
 		this.reduceFun = reducer;
-		
-		cpuOp = new MCPUReduce<I, O>(input, mapFun, reduceFun);
+
+        cpuOp = new MCPUMapReduce<I, O>(input, mapFun, reduceFun);
 		gpuOp = new GPUReduce<I, O>(input, mapFun, reduceFun);
 		gpuOp.setOtherSources(other);
 		gpuOp.setDevice(dev);
diff --git a/src/aeminium/gpu/operations/Reduce.java b/src/aeminium/gpu/operations/Reduce.java
index 235bf47..d59f33d 100644
--- a/src/aeminium/gpu/operations/Reduce.java
+++ b/src/aeminium/gpu/operations/Reduce.java
@@ -1,7 +1,7 @@
 package aeminium.gpu.operations;
 
 import aeminium.gpu.backends.gpu.GPUReduce;
-import aeminium.gpu.backends.mcpu.MCPUReduce;
+import aeminium.gpu.backends.mcpu.MCPUMapReduce;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.GPUDevice;
 import aeminium.gpu.operations.contracts.GenericProgram;
@@ -17,7 +17,7 @@ public class Reduce<O> extends GenericProgram implements Program {
 	protected LambdaReducerWithSeed<O> reduceFun;
 	
 	protected GPUReduce<O, O> gpuOp;
-	protected MCPUReduce<O, O> cpuOp;
+    protected MCPUMapReduce<O, O> cpuOp;
 
 	// Constructors
 
@@ -31,8 +31,8 @@ public Reduce(LambdaReducerWithSeed<O> reduceFun, PList<O> list,
 		this.device = dev;
 		this.input = list;
 		this.reduceFun = reduceFun;
-		
-		cpuOp = new MCPUReduce<O, O>(input, reduceFun);
+
+        cpuOp = new MCPUMapReduce<O, O>(input, reduceFun);
 		gpuOp = new GPUReduce<O, O>(input, reduceFun);
 		gpuOp.setOtherSources(other);
 		gpuOp.setDevice(dev);
diff --git a/src/aeminium/gpu/operations/mergers/FilterToFilterMerger.java b/src/aeminium/gpu/operations/mergers/FilterToFilterMerger.java
new file mode 100644
index 0000000..28837e1
--- /dev/null
+++ b/src/aeminium/gpu/operations/mergers/FilterToFilterMerger.java
@@ -0,0 +1,95 @@
+package aeminium.gpu.operations.mergers;
+
+import aeminium.gpu.collections.lazyness.LazyEvaluator;
+import aeminium.gpu.collections.lazyness.LazyPList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.Filter;
+import aeminium.gpu.operations.Map;
+import aeminium.gpu.operations.Reduce;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+public class FilterToFilterMerger<T> {
+
+    private Filter<T> first;
+    private Filter<T> second;
+    private PList<T> current;
+
+    public FilterToFilterMerger(Filter<T> first, Filter<T> second, PList<T> current) {
+        this.first = first;
+        this.second = second;
+        this.current = current;
+    }
+
+    public PList<T> getOutput() {
+        LazyEvaluator<T> eval = new LazyEvaluator<T>() {
+            private Filter<T> fakeFilter() {
+                LambdaFilter<T> fakeLambda = new LambdaFilter<T>() {
+                    @Override
+                    public boolean filter(T input) {
+                        return first.getFilterFun().filter(input) && second.getFilterFun().filter(input);
+                    }
+
+                    @Override
+                    public String getSource() {
+                        return String.format("return %s(input) && %s(input);",
+                                first.getGpuFilter().getFilterOpenCLName(),
+                                second.getGpuFilter().getFilterOpenCLName());
+                    }
+                };
+
+                StringBuilder extraCode = new StringBuilder();
+                extraCode.append(first.getGpuFilter().getOtherSources());
+                extraCode.append(second.getGpuFilter().getOtherSources());
+                extraCode.append(first.getGpuFilter().getFilterOpenCLSource());
+                extraCode.append(second.getGpuFilter().getFilterOpenCLSource());
+                return new Filter<>(fakeLambda, current, extraCode.toString(), first.getDevice());
+            }
+
+            @Override
+            public Object evaluate() {
+                return fakeFilter().getOutput();
+            }
+
+            @Override
+            public Class<?> getType() {
+                return current.getContainingType();
+            }
+
+            @Override
+            public <O> boolean canMergeWithMap(LambdaMapper<T, O> mapFun) {
+                return false;
+            }
+
+            @Override
+            public <O> PList<O> mergeWithMap(Map<T, O> mapOp) {
+//                TODO:
+                return null;
+            }
+
+            @Override
+            public boolean canMergeWithReduce(LambdaReducerWithSeed<T> reduceFun) {
+                return true;
+            }
+
+            @Override
+            public T mergeWithReducer(Reduce<T> reduceOp) {
+                FilterToReduceMerger<T> merger = new FilterToReduceMerger<T>(fakeFilter(), reduceOp, current);
+                return merger.getOutput();
+            }
+
+            @Override
+            public boolean canMergeWithFilter(LambdaFilter<T> filterFun) {
+                return true;
+            }
+
+            @Override
+            public PList<T> mergeWithFilter(Filter<T> filterOp) {
+                return new FilterToFilterMerger<T>(fakeFilter(), filterOp, current).getOutput();
+            }
+        };
+//        TODO: OutputSize can differ
+        return new LazyPList<>(eval, second.getOutputSize());
+    }
+}
diff --git a/src/aeminium/gpu/operations/mergers/FilterToReduceMerger.java b/src/aeminium/gpu/operations/mergers/FilterToReduceMerger.java
new file mode 100644
index 0000000..11fe91b
--- /dev/null
+++ b/src/aeminium/gpu/operations/mergers/FilterToReduceMerger.java
@@ -0,0 +1,76 @@
+package aeminium.gpu.operations.mergers;
+
+import aeminium.gpu.collections.lazyness.LazyEvaluator;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.Filter;
+import aeminium.gpu.operations.FilterReduce;
+import aeminium.gpu.operations.Map;
+import aeminium.gpu.operations.Reduce;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import aeminium.gpu.operations.functions.LambdaMapper;
+import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
+
+public class FilterToReduceMerger<T> {
+    private Filter<T> first;
+    private Reduce<T> second;
+    private PList<T> current;
+
+    public FilterToReduceMerger(Filter<T> first, Reduce<T> second, PList<T> current) {
+        this.first = first;
+        this.second = second;
+        this.current = current;
+    }
+
+    @SuppressWarnings("unchecked")
+    public T getOutput() {
+        LazyEvaluator<T> eval = new LazyEvaluator<T>() {
+            @Override
+            public Object evaluate() {
+                StringBuilder extraCode = new StringBuilder();
+                extraCode.append(first.getGpuFilter().getOtherSources());
+                extraCode.append(second.getGPUReduce().getOtherSources());
+                FilterReduce<T> op = new FilterReduce<T>(first.getFilterFun(),
+                        second.getReduceFun(), current, extraCode.toString(),
+                        first.getDevice());
+                return op.getOutput();
+            }
+
+            @Override
+            public Class<?> getType() {
+                return current.getContainingType();
+            }
+
+            @Override
+            public <O> boolean canMergeWithMap(LambdaMapper<T, O> mapFun) {
+                return false;
+            }
+
+            @Override
+            public <O> PList<O> mergeWithMap(Map<T, O> mapOp) {
+                return null;
+            }
+
+            @Override
+            public boolean canMergeWithReduce(LambdaReducerWithSeed<T> reduceFun) {
+                return false;
+            }
+
+            @Override
+            public T mergeWithReducer(Reduce<T> reduceOp) {
+                return null;
+            }
+
+            @Override
+            public boolean canMergeWithFilter(LambdaFilter<T> filterFun) {
+                return false;
+            }
+
+            @Override
+            public PList<T> mergeWithFilter(Filter<T> filterOp) {
+                return null;
+            }
+
+        };
+        return (T) eval.evaluate();
+    }
+}
diff --git a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
index 91c6610..5db1c58 100644
--- a/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToMapMerger.java
@@ -3,8 +3,10 @@
 import aeminium.gpu.collections.lazyness.LazyEvaluator;
 import aeminium.gpu.collections.lazyness.LazyPList;
 import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.Filter;
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.Reduce;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 import aeminium.gpu.utils.ExtractTypes;
@@ -88,6 +90,17 @@ public O mergeWithReducer(Reduce<O> reduceOp) {
 						fakeMap(), reduceOp, current);
 				return merger.getOutput();
 			}
+
+            @Override
+            public boolean canMergeWithFilter(LambdaFilter<O> filterFun) {
+                return false;
+            }
+
+            @Override
+            public PList<O> mergeWithFilter(Filter<O> filterOp) {
+//				TODO:
+                return null;
+            }
 		};
 		return new LazyPList<O>(eval, first.getOutputSize());
 	}
diff --git a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
index d143319..f250dd3 100644
--- a/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
+++ b/src/aeminium/gpu/operations/mergers/MapToReduceMerger.java
@@ -2,9 +2,11 @@
 
 import aeminium.gpu.collections.lazyness.LazyEvaluator;
 import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.operations.Filter;
 import aeminium.gpu.operations.Map;
 import aeminium.gpu.operations.MapReduce;
 import aeminium.gpu.operations.Reduce;
+import aeminium.gpu.operations.functions.LambdaFilter;
 import aeminium.gpu.operations.functions.LambdaMapper;
 import aeminium.gpu.operations.functions.LambdaReducerWithSeed;
 
@@ -60,6 +62,16 @@ public O mergeWithReducer(Reduce<O> reduceOp) {
 				return null;
 			}
 
+            @Override
+            public boolean canMergeWithFilter(LambdaFilter<O> filterFun) {
+                return false;
+            }
+
+            @Override
+            public PList<O> mergeWithFilter(Filter<O> filterOp) {
+                return null;
+            }
+
 		};
 		return (O) eval.evaluate();
 	}
diff --git a/src/aeminium/gpu/recorder/FilterRecorder.java b/src/aeminium/gpu/recorder/FilterRecorder.java
new file mode 100644
index 0000000..4d63985
--- /dev/null
+++ b/src/aeminium/gpu/recorder/FilterRecorder.java
@@ -0,0 +1,129 @@
+package aeminium.gpu.recorder;
+
+import aeminium.gpu.collections.lists.FloatList;
+import aeminium.gpu.collections.lists.IntList;
+import aeminium.gpu.collections.lists.PList;
+import aeminium.gpu.devices.DefaultDeviceFactory;
+import aeminium.gpu.devices.GPUDevice;
+import aeminium.gpu.operations.Filter;
+import aeminium.gpu.operations.functions.LambdaFilter;
+import aeminium.gpu.utils.TimeoutController;
+
+import java.util.Random;
+
+public class FilterRecorder {
+
+    int times = 10;
+    public int[] sizes = new int[]{10, 100, 1000, 10000, 100000, 1000000, 10000000};
+
+    GPUDevice dev = new DefaultDeviceFactory().getDevice();
+    RecordTracker tracker = new RecordTracker();
+
+    public static void main(String[] args) {
+        FilterRecorder b = new FilterRecorder();
+        b.run();
+    }
+
+    public void run() {
+        executeExprMultipleSizes("mod2", new LambdaFilter<Integer>() {
+            @Override
+            public boolean filter(Integer input) {
+                return input % 2 == 0;
+            }
+
+            @Override
+            public String getSource() {
+                return "return input % 2 == 0;";
+            }
+        });
+//        executeExprMultipleSizes("prime", new LambdaFilter<Integer>() {
+//            @Override
+//            public boolean filter(Integer input) {
+//                if(input <= 3) return input > 1;
+//                if(input % 2 == 0 || input % 3 == 0) return false;
+//                for(int x = 5 ; x * x < input ; x += 6) if(input % x == 0 || input % (x+2) == 0) return false;
+//                return true;
+//            }
+//
+//            @Override
+//            public String getSource() {
+//                return "if(input <= 3) return input > 1;\n" +
+//                        "if(input % 2 == 0 || input % 3 == 0) return false;\n" +
+//                        "for(int x = 5 ; x * x < input ; x += 6) if(input % x == 0 || input % (x+2) == 0) return false;\n" +
+//                        "return true;";
+//            }
+//        });
+        finish();
+    }
+
+    private void finish() {
+        tracker.makeAverages();
+    }
+
+    public void executeExprMultipleSizes(String name,
+                                         LambdaFilter<Integer> expr) {
+        PList<Integer> input;
+        for (int size : sizes) {
+            input = generateRandomIntegerList(size);
+            executeExprMultipleTimes(name, expr, input);
+        }
+    }
+
+    public void executeExprMultipleTimes(String name,
+                                         LambdaFilter<Integer> expr, PList<Integer> input) {
+        System.out.println("Op:" + name + ", Size:" + input.size());
+        LoggerTimer loggerGPU = new LoggerTimer("gpu", times, input.size(),
+                name, tracker);
+        LoggerTimer loggerCPU = new LoggerTimer("cpu", times, input.size(),
+                name, tracker);
+        for (int i = 0; i < times; i++) {
+            executeExpr(name, expr, input, loggerGPU, loggerCPU);
+            System.gc();
+        }
+    }
+
+    public void executeExpr(String name, final LambdaFilter<Integer> expr,
+                            final PList<Integer> input, LoggerTimer loggerGPU,
+                            final LoggerTimer loggerCPU) {
+        // Record GPU Times
+        long t = System.nanoTime();
+        Filter<Integer> op = new Filter<>(expr, input, dev);
+        dev.setLogger(loggerGPU);
+        op.gpuExecution(0, input.size());
+        final long gpuTime = System.nanoTime() - t;
+        System.out.println("GPU," + input.size() + "," + gpuTime);
+
+        // Record CPU Times
+        Runnable cpu = () -> {
+            Filter<Integer> op1 = new Filter<>(expr, input, dev);
+            long t1 = System.nanoTime();
+            op1.cpuExecution(0, input.size());
+            final long cpuTime = System.nanoTime() - t1;
+            loggerCPU.saveTime("execution", cpuTime);
+            System.out.println("CPU," + input.size() + "," + cpuTime);
+        };
+        try {
+            TimeoutController.execute(cpu, 2 * gpuTime);
+        } catch (TimeoutController.TimeoutException e) {
+            loggerCPU.saveTime("execution", 2 * gpuTime);
+        }
+    }
+
+    private static PList<Float> generateRandomFloatList(int size) {
+        Random r = new Random(123412341234L);
+        PList<Float> t = new FloatList();
+        for (int i = 0; i < size; i++) {
+            t.add((float) r.nextFloat());
+        }
+        return t;
+    }
+
+    private static PList<Integer> generateRandomIntegerList(int size) {
+        Random r = new Random(123412341234L);
+        PList<Integer> t = new IntList();
+        for (int i = 0; i < size; i++) {
+            t.add((int) r.nextInt());
+        }
+        return t;
+    }
+}
diff --git a/src/aeminium/gpu/recorder/Recorder.java b/src/aeminium/gpu/recorder/Recorder.java
index c1c5e61..61e4dc4 100644
--- a/src/aeminium/gpu/recorder/Recorder.java
+++ b/src/aeminium/gpu/recorder/Recorder.java
@@ -1,7 +1,5 @@
 package aeminium.gpu.recorder;
 
-import java.util.Random;
-
 import aeminium.gpu.collections.lists.FloatList;
 import aeminium.gpu.collections.lists.PList;
 import aeminium.gpu.devices.DefaultDeviceFactory;
@@ -11,11 +9,12 @@
 import aeminium.gpu.utils.TimeoutController;
 import aeminium.gpu.utils.TimeoutController.TimeoutException;
 
+import java.util.Random;
+
 public class Recorder {
 
 	int times = 10;
-	public int[] sizes = new int[] { 10, 100, 1000, 10000, 100000, 1000000,
-			10000000 };
+    public int[] sizes = new int[]{10, 100, 1000, 10000, 100000, 1000000, 10000000};
 
 	GPUDevice dev = new DefaultDeviceFactory().getDevice();
 	RecordTracker tracker = new RecordTracker();
diff --git a/templates/opencl/FilterKernel.clt b/templates/opencl/FilterKernel.clt
index db7cd92..aca6caf 100644
--- a/templates/opencl/FilterKernel.clt
+++ b/templates/opencl/FilterKernel.clt
@@ -9,21 +9,20 @@
 __kernel void {{filter_kernel_name}} (
 	__global const {{type}}* filter_input,
 	__global {{type}}* filter_output,
-    __global bool* booleans,
+    __global int* booleans,
     __global int* prefix_sum,
 	__global int* array_length {{extra_args}}) {
 
-	int MAX_BLOCK_SIZE = 1024;
+	int MAX_BLOCK_SIZE = 256;
 
     int threads = *array_length / 2 + *array_length % 2;
     int blocks = threads / MAX_BLOCK_SIZE + (threads % MAX_BLOCK_SIZE > 0);
     int threads_per_block = (threads + blocks-1) / blocks;
-    int idx = 2*get_global_id(0) + (*array_length % 2 == 0 ? 1 : 0) + (threads % blocks > 0 ? 1 : 0);
-    //int idx = 2*get_global_id(0) + ((threads + 1) % 2 == 0 ? 1 : 0);
+    int idx = 2*((unsigned int) get_global_id(0)) + ((*array_length+1)%2);
     int modulo = 2;
 
-	for(int i=0; i<threads; i+=threads_per_block) {
-        if(i+idx < *array_length) {
+	for(int i=0; i<*array_length; i+=(2*threads_per_block)) {
+        if((i+idx) < *array_length) {
             if({{filter_lambda_name}}(filter_input[i + idx] {{extra_args_call}})) {
                 booleans[i+idx] = 1;
                 prefix_sum[i+idx] = 1;
@@ -46,9 +45,9 @@ __kernel void {{filter_kernel_name}} (
 
     barrier(CLK_GLOBAL_MEM_FENCE);
 
-    while(modulo < *array_length) {
-        for(int i=0; i<threads; i+=threads_per_block) {
-            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
+    while(modulo < 2**array_length) {
+        for(int i=0; i<*array_length; i+=(2*threads_per_block)) {
+            if(((i+idx) % modulo) == ((*array_length-1) % modulo)) {
                 if((i+idx - modulo/2) >= 0) {
                     prefix_sum[i+idx] += prefix_sum[i+idx-modulo/2];
                 }
@@ -64,8 +63,8 @@ __kernel void {{filter_kernel_name}} (
     }
 
     while(modulo >= 2) {
-        for(int i=0; i<threads; i+=threads_per_block) {
-            if((i+idx % modulo) == ((*array_length-1) % modulo)) {
+        for(int i=0; i<*array_length; i+=(2*threads_per_block)) {
+            if(((i+idx) % modulo) == ((*array_length-1) % modulo)) {
                 if((i+idx - modulo/2) >= 0) {
                     int temp = prefix_sum[i+idx];
                     prefix_sum[i+idx] += prefix_sum[i+idx - modulo/2];
@@ -77,7 +76,7 @@ __kernel void {{filter_kernel_name}} (
         modulo /= 2;
     }
 
-    for(int i=0; i<threads; i+=threads_per_block) {
+    for(int i=0; i<*array_length; i+=(2*threads_per_block)) {
         if(booleans[i+idx]) {
             prefix_sum[i+idx] += 1;
             filter_output[prefix_sum[i+idx]-1] = filter_input[i+idx];
diff --git a/templates/opencl/FilterLambdaDef.clt b/templates/opencl/FilterLambdaDef.clt
index 03ed284..a243cbc 100644
--- a/templates/opencl/FilterLambdaDef.clt
+++ b/templates/opencl/FilterLambdaDef.clt
@@ -1,3 +1,3 @@
-inline {{type}} {{filter_lambda_name}}({{type}} {{filter_lambda_par}} {{extra_args}}) {
+inline bool {{filter_lambda_name}}({{type}} {{filter_lambda_par}} {{extra_args}}) {
 	{{source}}
 }
diff --git a/templates/opencl/FilterReduceKernel.clt b/templates/opencl/FilterReduceKernel.clt
new file mode 100644
index 0000000..9555e65
--- /dev/null
+++ b/templates/opencl/FilterReduceKernel.clt
@@ -0,0 +1,44 @@
+#pragma OPENCL EXTENSION cl_khr_fp64: enable
+
+// Other Sources Required
+{{other_sources}}
+
+// Specific Map Lambda Function
+{{filter_lambda_def}}
+
+// Specific Reduce Lambda Function
+{{reduce_lambda_def}}
+
+inline {{output_type}} get_accumulator() {
+	{{seed_source}}
+}
+
+__kernel void {{reduce_kernel_name}}(
+			__global const {{input_type}}* filter_input,
+			__global {{input_type}}* reduce_input,
+			__global {{output_type}}* reduce_output,
+			long dataLength,
+   			long blocks,
+   			long blockLength,
+			const int first {{extra_args}}) {
+
+	long block = get_global_id(0);
+	if (block >= blocks)
+		return;
+
+	long inputStart = block * blockLength;
+	long inputEnd = min(inputStart + blockLength, dataLength);
+
+	{{output_type}} total = ({{output_type}}) get_accumulator();
+	if (first) {
+		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
+			if ({{filter_lambda_name}}({{get_input}} {{extra_args_call}})) {
+				total = {{reduce_lambda_name}}(total, {{get_input}} {{extra_args_call}});
+			}
+	} else {
+		for (int inputOffset = inputStart; inputOffset < inputEnd; inputOffset++)
+            total = {{reduce_lambda_name}}(total, reduce_input[inputOffset] {{extra_args_call}});
+	}
+
+	reduce_output[block] = total;
+}
\ No newline at end of file

From bdc86e0bb05ebda18594a28d3c4772d0bd018059 Mon Sep 17 00:00:00 2001
From: Alcides Fonseca <me@alcidesfonseca.com>
Date: Thu, 27 Feb 2020 11:15:45 +0000
Subject: [PATCH 276/276] Update Readme.txt

---
 Readme.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Readme.txt b/Readme.txt
index 9cb1adb..cbc36ac 100644
--- a/Readme.txt
+++ b/Readme.txt
@@ -14,7 +14,7 @@ This is part of the Æminium Project (http://aeminium.dei.uc.pt)
 
 Author:
 Alcides Fonseca <amaf@dei.uc.pt>
-
+Maksymilian Wojczuk <maxwojczuk@gmail.com> (Filter Operation)
 
 How to execute: