From cd3107b0b55603898598cab159ab1292f8d6161f Mon Sep 17 00:00:00 2001
From: Abemarkar23 <abemarkar23@gmail.com>
Date: Sun, 26 May 2019 13:44:28 -0700
Subject: [PATCH 1/3] added 3x3 input size

---
 bin/Game$1.class     | Bin 1577 -> 1929 bytes
 bin/Game$2.class     | Bin 773 -> 773 bytes
 bin/Game.class       | Bin 6488 -> 7248 bytes
 bin/Individual.class | Bin 3065 -> 2990 bytes
 bin/Mario.class      | Bin 3303 -> 4105 bytes
 bin/Trainer.class    | Bin 1589 -> 1751 bytes
 src/Game.java        |  75 +++++++++++++++++++++++++++++++++----------
 src/Individual.java  |   7 ++--
 src/Trainer.java     |  10 ++++--
 9 files changed, 70 insertions(+), 22 deletions(-)

diff --git a/bin/Game$1.class b/bin/Game$1.class
index f1d2bf43666071d91b2f513f090041a9546f6761..7a83639bf26908206d837ee719cf458b1c7f5e5c 100644
GIT binary patch
delta 934
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delta 554
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diff --git a/bin/Game$2.class b/bin/Game$2.class
index b8cad7c25ec5a44f29b22ab0c562bd7a21fba91a..440bd0e7be98ae31bb86e85280009300d1284b61 100644
GIT binary patch
delta 31
ncmZo=Yh~LI$Hcf`ay(Nc?;-|PhQ$n$3`-ak8J12y%H#k5im?cZ

delta 31
mcmZo=Yh~LI$HbU2Ii4w!H;sXnA)P^zA%j7YA#?IkCI<j|{RdqD

diff --git a/bin/Game.class b/bin/Game.class
index b1a7faa3500c7cc3c61e6d71335a4eb6f3581330..6b338f45c14dd4a8301f993e9fe9a6f5246eb13e 100644
GIT binary patch
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diff --git a/bin/Individual.class b/bin/Individual.class
index 978674bd87a90a72c4c872ad5664e2d6048cccfa..5c6e23cfd29379f51ab3ac989242143fd8659dff 100644
GIT binary patch
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diff --git a/bin/Mario.class b/bin/Mario.class
index cdacd8c61cc236afe8998e3b89db69aedd06d493..5ba8ee3aada5f6be4985afce3223ec6d1dbd0942 100644
GIT binary patch
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diff --git a/bin/Trainer.class b/bin/Trainer.class
index 356dd6d2f8ef0b2b77f5790a900a418b2f27283e..98b33f2f513d39abcbeba84dad8a95bee91da2b9 100644
GIT binary patch
delta 806
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delta 622
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diff --git a/src/Game.java b/src/Game.java
index 67dcb57..99855cb 100644
--- a/src/Game.java
+++ b/src/Game.java
@@ -71,29 +71,70 @@ void start() {
 		repaint.start();
 	}
 
+//	public ArrayList<Double> getState() {
+//		double[] doubles = new double[tilelayout.length * (tilelayout[0].length - 1)];
+//		/*/
+//		for (int i = 0; i < tilelayout.length; i++) {
+//			for (int j = 0; j < tilelayout.length - 1; j++) {
+//				doubles[i][j] = tilelayout[i][j] * 5.0;
+//			}
+//		}
+//		/*/
+//		for (int i = m.tiley - 6; i < m.tiley + 6; i++) {
+//			if (i < 0) continue;
+//			if (i > 12) continue;
+//			for (int j = m.tilex - 6; j < m.tilex + 6; j++) {
+//				if (j < 0) continue;
+//				if (j > 13) continue;
+//				doubles[i * tilelayout.length + j] = tilelayout[i][j];
+//			}
+//		}		
+//		ArrayList<Double> answer = new ArrayList<Double>();
+//		for (int x = 0; x < tilelayout.length * (tilelayout[0].length - 1); x++) {
+//			answer.add(doubles[x]);
+//		}
+//		
+//		return answer;
+//	}
+	
 	public ArrayList<Double> getState() {
-		double[] doubles = new double[tilelayout.length * (tilelayout[0].length - 1)];
-		/*/
-		for (int i = 0; i < tilelayout.length; i++) {
-			for (int j = 0; j < tilelayout.length - 1; j++) {
-				doubles[i][j] = tilelayout[i][j] * 5.0;
+		ArrayList<Double> answer = new ArrayList<Double>();
+		int row = m.tiley;
+		int col = m.tilex;
+		int index = 0;
+		int buff = 1;
+		
+		if (m.tilex == 0 && m.tiley==0) {
+			for (int i = 0; i < 9; i++) {
+				  answer.add((double) 0);
 			}
+			return answer;
 		}
-		/*/
-		for (int i = m.tiley - 6; i < m.tiley + 6; i++) {
-			if (i < 0) continue;
-			if (i > 12) continue;
-			for (int j = m.tilex - 6; j < m.tilex + 6; j++) {
-				if (j < 0) continue;
-				if (j > 13) continue;
-				doubles[i * tilelayout.length + j] = tilelayout[i][j];
+		
+		for (int r=row-buff; r<tilelayout.length; r++) {
+			if (r>row+buff) continue;
+			if (r<0) {
+				answer.add(0.0);
+				continue;
+			}
+			for (int c=col-buff; c<tilelayout[0].length; c++) {
+				if (c>col+buff) continue;
+				if(c<0) {
+					answer.add(0.0);
+					continue;
+				}
+				answer.add((double)tilelayout[r][c]);
+				index++;
 			}
-		}		
-		ArrayList<Double> answer = new ArrayList<Double>();
-		for (int x = 0; x < tilelayout.length * (tilelayout[0].length - 1); x++) {
-			answer.add(doubles[x]);
 		}
 		
+		
+		if (answer.size() != 9) {
+			while (answer.size()<9) {
+				  answer.add((double) 0);
+			}
+			return answer;
+		}
 		return answer;
 	}
 	
diff --git a/src/Individual.java b/src/Individual.java
index d5d8d26..14c920d 100644
--- a/src/Individual.java
+++ b/src/Individual.java
@@ -7,7 +7,8 @@ public class Individual implements Callable<Individual> {
 	private Game game;
 	public Individual(int numInputs) {
 		network = new NeuralNetwork(numInputs);
-		network.addLayer(40, Activation.Sigmoid);
+		network.addLayer(4, Activation.ReLu);
+		network.addLayer(5, Activation.Sigmoid);
 		network.addLayer(3, Activation.Sigmoid);
 	}
 	
@@ -23,12 +24,12 @@ public double getFitness() {
 		return network.getFitness();
 		
 	}
-	public static double predictionThreshold = 0.9;
+	public static double predictionThreshold = 0.5;
 	public void play() {
 //		System.out.println("PLAYING");
 		ArrayList<Double> newState = game.getState();
-		
 		ArrayList<Double> actions = network.rawPredict(newState);
+		System.out.println(actions.toString());
 		if (actions.get(0) == -1) {
 			return;
 		}
diff --git a/src/Trainer.java b/src/Trainer.java
index 8c81bc6..ca5b2e7 100644
--- a/src/Trainer.java
+++ b/src/Trainer.java
@@ -5,11 +5,17 @@
 public class Trainer {
 	public static void main(String args[]) throws InterruptedException, ExecutionException, EOFException {
 		Trainer t = new Trainer();
-		t.testSave();
+		try{
+			t.start();
+		}
+		
+		catch(Exception e) {
+			e.printStackTrace();
+		}
 	}
 	
 	public void start() throws InterruptedException, ExecutionException {
-		GeneticAlgorithm ga = new GeneticAlgorithm(0.9, 10, 169);
+		GeneticAlgorithm ga = new GeneticAlgorithm(0.9, 10, 9);
 		ga.start((int)Double.MAX_VALUE);
 	}
 	static String path  = "/home/computerscience/eclipse-workspace/Mario-Bros-Genetic-Algorithm/best.nn";

From c8c58bd5d0e77af5f109af4c6e0043ec2be8296d Mon Sep 17 00:00:00 2001
From: Abemarkar23 <abemarkar23@gmail.com>
Date: Sun, 26 May 2019 15:15:10 -0700
Subject: [PATCH 2/3] incentive not to jump

---
 bin/Game$1.class     | Bin 1929 -> 1981 bytes
 bin/Game$2.class     | Bin 773 -> 773 bytes
 bin/Game.class       | Bin 7248 -> 7248 bytes
 bin/Individual.class | Bin 2990 -> 2879 bytes
 bin/Mario.class      | Bin 4105 -> 4157 bytes
 bin/Neuron.class     | Bin 4453 -> 4470 bytes
 src/Game.java        |   2 ++
 src/Individual.java  |   4 ++--
 src/Mario.java       |   3 +++
 src/Neuron.java      |   2 +-
 10 files changed, 8 insertions(+), 3 deletions(-)

diff --git a/bin/Game$1.class b/bin/Game$1.class
index 7a83639bf26908206d837ee719cf458b1c7f5e5c..71d8f1ea0ae52b2c141221dedef39e5f279dd3cd 100644
GIT binary patch
delta 813
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delta 719
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diff --git a/bin/Game$2.class b/bin/Game$2.class
index 440bd0e7be98ae31bb86e85280009300d1284b61..c04ca830f442261accb32fc1dc02d12fcc266007 100644
GIT binary patch
delta 31
ncmZo=Yh~LI$Hcg3ay(Nc?-B-9hNTRW49gf48J15z%H#k5i#G_9

delta 31
ncmZo=Yh~LI$Hcf`ay(Nc?;-|PhQ$n$3`-ak8J12y%H#k5im?cZ

diff --git a/bin/Game.class b/bin/Game.class
index 6b338f45c14dd4a8301f993e9fe9a6f5246eb13e..8eb7705d701f5426e983d372367a928031d91991 100644
GIT binary patch
delta 532
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delta 532
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diff --git a/bin/Individual.class b/bin/Individual.class
index 5c6e23cfd29379f51ab3ac989242143fd8659dff..28841db1c4b237f4fdece2acec78f6883c1fc99e 100644
GIT binary patch
delta 1071
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diff --git a/bin/Mario.class b/bin/Mario.class
index 5ba8ee3aada5f6be4985afce3223ec6d1dbd0942..9b507b5684725da1a0aeae83dcd6d5e23d98de5d 100644
GIT binary patch
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diff --git a/bin/Neuron.class b/bin/Neuron.class
index 4760a1086c4a521476cc11a9909a1fda6c658453..836049130a5de659162a3b6143b625129a4bdc9f 100644
GIT binary patch
delta 2173
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diff --git a/src/Game.java b/src/Game.java
index 99855cb..19f49bd 100644
--- a/src/Game.java
+++ b/src/Game.java
@@ -31,6 +31,7 @@ public class Game {
 	public static int maxFrames = 50;
 	public boolean play = false;
 	public BufferedReader in;
+	
 	private Timer repaint = new Timer(18, new ActionListener(){
 		public void actionPerformed(ActionEvent e) {
 			frame.repaint();
@@ -43,6 +44,7 @@ public void actionPerformed(ActionEvent e) {
 				
 				Game.me++;
 				fitness += m.x;
+				fitness -= 2*m.numJumps;
 				//System.out.println("ME"+Game.me);
 				if (indiv != null)
 					indiv.setDone(true);
diff --git a/src/Individual.java b/src/Individual.java
index 14c920d..49beccf 100644
--- a/src/Individual.java
+++ b/src/Individual.java
@@ -7,7 +7,8 @@ public class Individual implements Callable<Individual> {
 	private Game game;
 	public Individual(int numInputs) {
 		network = new NeuralNetwork(numInputs);
-		network.addLayer(4, Activation.ReLu);
+		network.addLayer(4, Activation.Sigmoid);
+		network.addLayer(5, Activation.ReLu);
 		network.addLayer(5, Activation.Sigmoid);
 		network.addLayer(3, Activation.Sigmoid);
 	}
@@ -29,7 +30,6 @@ public void play() {
 //		System.out.println("PLAYING");
 		ArrayList<Double> newState = game.getState();
 		ArrayList<Double> actions = network.rawPredict(newState);
-		System.out.println(actions.toString());
 		if (actions.get(0) == -1) {
 			return;
 		}
diff --git a/src/Mario.java b/src/Mario.java
index ab4a8bd..a222d3f 100644
--- a/src/Mario.java
+++ b/src/Mario.java
@@ -35,6 +35,7 @@ public boolean collided(int x2, int y2) {
 		return ((Math.abs(x - x2) < 48) && (Math.abs((618 - y) - y2) < 48));
 	}
 	
+	int numJumps = 0;
 	public void jump() {
 		if (!upButton) {
 			if (inAir == false) {
@@ -45,7 +46,9 @@ public void jump() {
 				y_vel += 7;
 			}
 			upButton = true;
+			
 		}
+		numJumps++;
 	}
 	
 	public void moveRight() {
diff --git a/src/Neuron.java b/src/Neuron.java
index 176bbd4..989fbac 100644
--- a/src/Neuron.java
+++ b/src/Neuron.java
@@ -8,7 +8,7 @@ public class Neuron implements Serializable {
 	Activation activation;
 
 	public ArrayList<Double> getWeights() {
-		return new ArrayList<Double>(weights);
+		return (ArrayList<Double>) weights.clone();
 	}
 	
 	public void setWeights(ArrayList<Double> w) {

From c1c9fa6bd1704c8d4ade6d1bf5fb9e716b0f8d69 Mon Sep 17 00:00:00 2001
From: Abemarkar23 <abemarkar23@gmail.com>
Date: Tue, 28 May 2019 13:48:15 -0700
Subject: [PATCH 3/3] stuffz

---
 best.nn                    | Bin 155 -> 3614 bytes
 bin/Activation.class       | Bin 997 -> 1053 bytes
 bin/Game$1.class           | Bin 1981 -> 2053 bytes
 bin/Game$2.class           | Bin 773 -> 773 bytes
 bin/Game.class             | Bin 7248 -> 7286 bytes
 bin/GeneticAlgorithm.class | Bin 4037 -> 4180 bytes
 bin/Individual.class       | Bin 2879 -> 2864 bytes
 bin/Mario.class            | Bin 4157 -> 4157 bytes
 bin/Neuron.class           | Bin 4470 -> 4545 bytes
 bin/Trainer.class          | Bin 1751 -> 2200 bytes
 data                       |  30 ++++++++++++++---------------
 src/Activation.java        |   2 +-
 src/Game.java              |  15 +++++++--------
 src/GeneticAlgorithm.java  |  14 +++++++++-----
 src/Individual.java        |  15 +++++++--------
 src/Mario.java             |   3 +--
 src/Neuron.java            |  13 +++++++++----
 src/Trainer.java           |  38 +++++++++++++++++++++++++------------
 18 files changed, 75 insertions(+), 55 deletions(-)

diff --git a/best.nn b/best.nn
index 1544120a4a3b461136e5000e4242dcb99bb59ca4..5367429cbe19d0d37abd4142fb553648170eca60 100644
GIT binary patch
literal 3614
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hO$&LZ$Y<oXo;nMY*UBUj-RfNrQe1stXueX3{1?%kT>t<8

delta 20
acmbOyGn;Wj3Zu=$R6P!caux<4r~m*wbp)pX

diff --git a/bin/Activation.class b/bin/Activation.class
index be807e67858eeecd50a103611675a43a0431c2fe..12c1dc12b65c2cd01e1e732b4d77f543c3c3a3bb 100644
GIT binary patch
delta 555
zcmZ{iO)mpc6o%j1X=kS6qUu|zR;y}?s&8UJ(w%fQv6y8=QySHUkA#gMAQny6;x8~3
z8bYl71bhEN#5q^P$}HyG=id9i=be-JFs@DO?d$Ocz!KK#R-vOkUpv`3C^`G(YHfeF
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cv8fF=v%<n|V*VB4f1Qv12adIj6;)Ti0XWS{TmS$7

delta 485
zcmZvYIZwkt5QX2`@%mtaB;+6$2@nD};Rr`)sF0{oD$}^4M53XkONFQ?BG>!|z$p@e
zh^YA={02J2%qD^c7xsQL^WHwsgY#*7AKx!y03CGtUblaFB2x-!Ec726M_C06(t+(l
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zi<Caws6!IDSVLnf@6ZNWo{Lcp&rE+D9&@y=SsG!z^+cVENsx)1_|4$bmbRxRK3&6?
Zd1>K~u=5VV!vA#!_H=Kb{)lG|e*ksUIavSz

diff --git a/bin/Game$1.class b/bin/Game$1.class
index 71d8f1ea0ae52b2c141221dedef39e5f279dd3cd..1b8d0e8e7368aec10ea67ee9b828b6b8ce272a69 100644
GIT binary patch
delta 1084
zcmYL|+iw(g6vscaJMFZaUo5oMt~5v`6-#Mc5h~C{E4G5gE!I-0tqL8t%Q|##&g}N$
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yIbTTm8<>2_SA>KTnyA0YK>JM&xfXL~yJVdgIK%}m%HNbxgs<g|NU9-!dHx4AQuZ_e

delta 1040
zcmZ9L-ES0C7{-6Io$YitM`;V#YK^I+Dy_nTP=zkoSX-djLZPM5`T^tav<&Q5XLifh
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KlA<(Zmghf+3HJs7

diff --git a/bin/Game$2.class b/bin/Game$2.class
index c04ca830f442261accb32fc1dc02d12fcc266007..2b2f898e0f207da45a46d724812a1222ee528d96 100644
GIT binary patch
delta 31
ncmZo=Yh~LI$HcgBay(Nc?_vg4h9wM=3`-dl8J0~x%H#k5iu4GM

delta 31
ncmZo=Yh~LI$Hcg3ay(Nc?-B-9hNTRW49gf48J15z%H#k5i#G_9

diff --git a/bin/Game.class b/bin/Game.class
index 8eb7705d701f5426e983d372367a928031d91991..cee0c968a0c1b3cffa115eb05a9f85947a37b150 100644
GIT binary patch
delta 2781
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k?$<-o#?T>Ak<^TVYZBu#VUqb$PidqxgVK16ZyBHe06-RKSpWb4

delta 2819
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zS=FWSY3`V-aA*=^0C#`Q;+TxrhT0lGSK?Jq{D9W@>$+DjS!XH9>6DOaF5%b`6kr}I
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zq=<=$8T0>aLVDVOF`jZVH|3Uglo;Bql+~5(n6(|z?8_jPkvME*R(Y3r%GtK*?y%fW
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CJ8gLY

diff --git a/bin/GeneticAlgorithm.class b/bin/GeneticAlgorithm.class
index 3ba1c490233bc8f7be3b3ee9f2b9ac016c60b2a8..e5f34d4a0819ae2a2410eb5b3e67eb36eec87e1a 100644
GIT binary patch
delta 476
zcmX|-&r4KM6vsbzoO$ofFpM$`CW<&xO!a&+t8}NhkTNkOC9xssk!d(;P+@@!e-VYL
zE#4wX7rAoNB7aR$5M@oj#2nPhA1#djfT%@5i?Q=y=yLBl_nhzde9t{MUA7qwe8@h1
z4pi}VF3@PS7`##h+v*xx8%`aMo~S=vA0W+Joi~b5x7}~Yd+ffhc$0nYQjm9yE3_+i
zU&rNMt#(gjWNEe2*Y78rAN}%^;A4<Ar_(s7Hk>iT^nOy5J1>o*g^Y2==l_O|50vi2
zLsth2^qKwiEY0&A3ooZQ`GnUI-rt*|(0WFq-CV?c%()a7+h(b-B#gQz#e}ctmT;4k
z|HJbshF_3ysg~d+-j135hi3aCF`>jFtR%aZh|RMqJ3=OTVS!b%+*%^)_Fk9XuHO_t
zC-ZnYAoeVUjwk=<;0=ZtV3<)xm=ODboAM1qtaF?1jPa8@{AQdilS<<*MN(UX=1z%4
zr9=h%;WI&$U_baGn1^CYXpvkV)zsx~HX*jymj3Q5a{MDwU`Ro$q{8S~N=3I+h5glk
OF%BIT(H%iN?EV9l8GX3`

delta 336
zcmYL@NlQWj6otQM>U&Q_bAUprj6mpN%W_w(i-IT!k)ViZ;VN1LZ6vUPqD`+qAT4TD
zI7@+xa3Hg}f8jr9p<N*e?!D)7&bh;Ps5atgcJ3>{6ki#~yymgb+?JQxhr?x^I5j7A
z^F|v}nr2HgtSyC6Q_%xvzpmzj`hrcrM8zi44Rgn}yRN0X^=o{Q2jVd!k5OW+$kuA4
z$ayf`Z5y#XVd2Am9uwOI!da>kej16*991JyAe3d&`&4AEhtGl;S#D)O>LNZf<sMJ&
zkz}6(P6aPWam5iCjwy0NMc6uL42pjmd+#wKObGT<;sqy)Xm`AdW+6b3W#RgWGW*wU
l;Np#Ux!Jq?@7Kh?B8(@9y~B{AN_zF^52{;seu!e>^B0vmQq}+f

diff --git a/bin/Individual.class b/bin/Individual.class
index 28841db1c4b237f4fdece2acec78f6883c1fc99e..2713087bded45badf0ed0a5247b4c8bb2afa34e5 100644
GIT binary patch
delta 1500
zcmZ8h>r)d~6#w01lTFeqAdiT=iaaVT2#OU&(`Yb&LTDXmsn~}^S;EpJ&^%CE+t`=d
zmo2@tDE9rOGo9&(R+gDEWBF8P`cL#*|AT(%*vGlM879L{=H~4Ao%1`-yTAHZ{J!7+
z{pA6GZhXJsGu1z*tY_ijO?6v%HhV6viwPDKci33lL5?SJfI*pyM=yE7aG1jjpAP{9
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zXK+9~a_rm_z$nMFC}Hp>X6N-0BQ~9pA;vhKms({eo0yY|agH;h*BS76Guc$qvJ;n`
zKSpO5cFaWQqn+_+GS)eoNg2slZ`O!U>M0N64CN=2lg7L;nT^H+Q${AKr_+b)eK3&Z
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zm%g%wgzP?z(ZpP7#>BjdODlvIPBc)!S+mJWtDEQCAWpfcgW7ryf$=rGv5Fo!32hZ`
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vizOktipx~RZPF@)E?T?ZOp@%Di*o;RYg_0`N02Psfv>Ie8>rt}!gv1zFV6`J

delta 1533
zcmZuxYf~F#6n@@hlTDUape<lPu!x`}Ak?&$76O<WpwIx8Di&`vz!Da6!DNHtE#6x3
zUb+gsc(*h9Nh!A589Sr(6Epq_|AHU<<ajynZYGV6JG(n)&*eGKxxBko^HYuT%U?hI
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diff --git a/bin/Mario.class b/bin/Mario.class
index 9b507b5684725da1a0aeae83dcd6d5e23d98de5d..8570c08fb6638aac2c7de94d6812904ab0c98938 100644
GIT binary patch
delta 436
zcmWN`O-Pdg7{KxW^E`=Lfwqt+OmW^8QP#k+0#ovoWS>@`r!rengs>2ic8Lhgg5DrC
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g%-9XSTbx-N;D-&7wkKq4oS*iBU-pJS&e`1LJZUX-RsaA1

delta 436
zcmWN}OGwmV6hQHF?=_q$C?`Y;OPs)k5+Y7$7D1M^DwGTpadti$iwZ&uiQGuEND2N0
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h9e&w8<}Au@d%_<ZWZp*kXA>;g6pQwbCGXOPfmND*bf*9S

diff --git a/bin/Neuron.class b/bin/Neuron.class
index 836049130a5de659162a3b6143b625129a4bdc9f..ca10f3f5cc2687672524de1bd1dee01e8cbf8ec9 100644
GIT binary patch
literal 4545
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z?$swaC{1*7NuuR>$4Zot-@Kfu__!y~bj?XzEvb3Cz0{@<#oCh80;8z~(4<r1n;vH8
zeZ5F)KRvWJox+@^=99R#X$aSaaYJtyi@WK*X&5zIPoae%_?8b~s^D8<F@&XqShe}E
zPfeS8Y~;-%PJ#kZPv;FJYAREjh8e^>O2n7*_ePQ~_%(UqN0V%qw;qj6J8jx|v{|(L
zAV)sLXkUf05jyc3PzG*N1hJOZd~?blXaRpcWO<-Vv6;bOv&KZX18W(|Q`9=4NF5?+
z<qUY9Dp>ESYW*V^H;m4$RUbZu&1c5Pe2e@8m=$fV_7CEgvsgBW+r+Tsu{Rz&>{r!(
z@o{YALR9FE$M}8iGq8@MX2OIp5@GC$_70&Zo{kM5?k)Bm$HXww(cb6~KFaA1Z`wVM
z+A#KdyY?4%&GD8G9><JJU0(Ve6}bs3Aik6MJ)d}AM-;CoTMJnYi?D*fH{%1?h$Vcd
zX+fH=E&IvZ9lXJgVkI8KYMkIZ;Tf#KE99og<M~k@&*Kxi4(f3VpQP-{xH4Ds=%)?}
zwINng8^Y`a7`5-h@Tuu<V|L9Ijb!5x(<!j>DP1^EFm=&>YttY;y><YNv!BBq3TJV5
z$1}Kh824=@)b|hJfm3+6>g$7ebP(Sf#J6enxWa=YuhFRLDNcwoJP>L$%N_K-mI-#?
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zyZApr;5LG_of_Q1o@lWL?8F=-s4|<X+C?zCNk9)r4*%^&2EEi?AMWHk?!&Yh;LJ(v
z<z>7NFHo5;;{bkxgLs3lt^cCh{zKu2CU;R=#2dfTy<SG=Ig;-17GBkwoXNFcbI#8k
z&fzt(SI$gcqPKRkwT%9M%aK9N@6y^0GPh0m9rso+`Vu`dM&;o7khURmSb$K&dzhpf
zRgHQVHA=mMnZ7IE#$@WG8HQd_lnXmqjiRc<K_<*s3QsWT%J=#3FfLFPe^@)ap+4c?
zF^E6b?|7U6O1u7HrhdCVbVS!j7=LBr@)zdoe>*(}ne^*~NG_hg;qUnvukx7E<+hEF
z<@Lx;!V8qL3@Y}s6S~Jmqgp-h+vd89ZB8V8Y~)ql=|lxw(jCXUJ-u7uE+%mgCgWaq
zog+m5DErD0mfd~075D2yc(=l~(QdL$v&0u3T6o>0f&EHu1;56+625m(%TKwQ$&>wq
JCo036{{^HZ^O67n

literal 4470
zcmb7HYjjlQ72RKEGIuguf`m!P17%RClY~bRiAs=HqBtcyN@&s`AeYG{T$tCIxx-8A
z6UAz)_HC`L#ZqEh5o=`<r8U&LT5D?`mbUh-{^{yk{^)O)n(p)6naM=sk7lj8kMD8L
zK4<T9zMEIxfBppk9eB$?l|o>XozJFI2K)*a?Y9nEOA=OUXvyY1`|Y@EAfOP|qfUBB
zubp+Qgmcu|ldu(xL$))t&&?^+_vjUQ*GVi{o6TBBdYqiwsZi7F45chLpXKV-sn)FY
z2DQWPbe?8AS8<<zk7LoS>Q)F@ao0I$xlTHzVD_vnzj0Y;$aecn7-mPO^uT59Q_p;q
z@2>QqT?0mK!ay*D1~eL&tuSkf7)>;xS)n?fNT(QMxa6rKg9I?6$4S|n^2t4RcAJ;F
zx}J30O7vMwCu1%S`rUmFqYn0Xgh+t7iU1p<Q)RHTwNGK;lv7g%*xDx%U1nlF7Lfau
zPRemtDKu4D=t?IN<en+l*3}_}hRJ}BWJ;h7a<ERb<%_m<OWxW|OoK^z5WF|zk9G@6
zf66|zjv9+rvKSLUJ}ebLS18a(pBTB)#B|h#DAKD9T%}MuA<T`IyU)ZmXeIotl^RSZ
z18XQ}`IFF=hOi2246L4{W=~uu)`AF(gH|GMZ{ADc64{3(C}z4%T!-rk$Qm4!brq|;
z%IIv}PJyTL$yh3rmm*Lx{v3try{;8Mu+hqBS`GA&#|hbTPbQnrSVNXe!F&{_6#oCi
zX}2K$q=~KQWtwx&QJQ8ZV+KA&^-ZMix@<O`4WeHmqESa=X=KPbXs04hE|N;S5i6Ht
z&Dw(@Y{P(%!YC(2-|J?b)DVRsK6jYdiCuI?709|+Wj2d>5<YgDu!OK_gSyE3B>y$o
zfVhc4)RGZ4ie%au46Lah3*8^?cLHPoEm7Km{U#0|K`)s!rC1&9?iQtOK*~f~cKf&5
zJ^8@uV@Kay|5W&95lzm7t9K-=!?N<Ai9>qjHY>F+aNaXbnFX98dA?jeNz)m|#y}QT
zRzta=Rn}81<=R7bmfgxr#BC;S#~mzQ$F;MTo6fRiO3gsG#aMB?a~kf#-3E>+)J-&$
z(yWPlq@S=-4zu;%t1xqdyrRn*+=tH@xPOwodynK?J89zccz|h2=Y<SUvFzGgBq-8m
zTggrX4=K!^FzT_nF7G4;?Q96g@kJ9~5)}oxN7EF-SMW6hU!Ckvi$Kch;SbSX6i5gU
zVjzfbC{!(s$jdiPd<%~;=T;_Tr&v^_EbC@jl2t{WO~TeGCQg`m9N!^0H|<S+u;rG0
ze;30BPL-PW<RqB51>1#&@0s{Men9o@vvQl5aa}aqgE-AX4zW<J(ox2Di?%ATmH1a^
z^F}A1eN#(?CbKrHe=r|sfwn|TjlOheFDkbF5Vd*M#0*?yU__yLg0QXml<Oqz>kh~5
zjCANAo>RES+ZNGk)<vC*SXo;abk0iJkwg2OgdK6SM_9TMHytU%2%&%h@y52P@Dmd+
zU`$}@zRDv@$}JXajY+Zp)WnPU8I#1uu5fuYR*{cVPyFyuVD%ebxru{cm{^EK^7Km+
zQMAg_uT0EEgfdAjl?x96GnsewiN94hNyU>t#IvJ()Q1vQ&fTgZvQ`8uL9r7X_+v?>
znhtMC2p1%}3wYhcU+`DbE!9N=xt9%#UE7y*=t8k(>nh0fcJmajiKmkprgK}G4XjLB
zD|>XPH=WPM?dzFbPI)9O7OpUlf%*8W=Cw+`BlujyJXG<Fs*>|j=Y&Tb@6$L(raA7d
zn29=$F6XF{*|ujftAP6RXn2~hRcPTg;7wr;pUvX)#khoTN|ISNHBX!Bho2+B^tN+o
z7-%2CrDrkghaB)}V}b}oU=o8EZ15JtGstcDn8trO=R9XJBGf72kXOOGgu4W9HSxBc
z;X@_TSrtgDi-vi`VNr4ODnjvbPoVAcvuG1&-fj=tY^JfX0$QL9Er7)ulHx(Nq-bl5
ztNpal)i#2Ux3!<evbIqy4`aoF8ACL#b1;IHOo4CJFq$R3<@r%uTR>O;F`v44&WZ7V
zPvq!QW&miW;TEzqhdH{K9ACmb%*6`c*YQnq*XFq{1MHH|7@e0ctj7%u>oV?$@yUlz
zaD5%B#%aWFKpEJen7{_E=BH3Gm}R_sS!FOE%*$nTwqVN4Zp0?K^5nEx=uy{`uxdIy
z*<QdFPf}YR!}N35Hc;0$f=`dt#(W+AVJwKY*ZT{&@jO-)aFZ;ocs&r09rLStzt}i2
z{(4lXj>mXi_6+u%Lc@$1Vc1~|MGuU^iKk=3=<p_!r*KgindpJ&D6$-$>ka2mp`OHe
zyAGFjMMXW5XfU->AWM0@f(p2j1T3ezJFuGf4Y-;gJS(sRo%{^A7DxD<aSztuA)ZQ)
zqpO0BlVv(i;;5E#GY`?5shld#EY@`RF(GeRCGr-6Y7uCB4~9?8dj|^}g#25Gpp@Is
zXz8COT2b$swgPV5IE>bX&*4sm^Elq~3_g1f4-PP4Ul_%gNAUH!M+$hffNvLYlB=Fj
zcx3zn7u7w<0pZt+yFqicp4M+5zV*0@SXMLQiSk^7r?e#NICch46YT_knG;)rf2Ig5
z2%kY=89ehSm>N8TA8`X^QPo0+)41$yLVuR55~$p?G71BAqa%2J>>Sj<2+pnW%bFF{
zzK%eBpt#&WIEo*481;dU;4u1GM%UCd)<hqE6yc`o`XJwRL7nd(##N0qVZ6kdW|<K;
z^}&+NWPY{`i`B~EV?k9PtT#@KKT&U#J)Ri9OB@-EhB&Hi^7E~LpATbRqv5%j(Iik`
z)`Mn~s8ybu{7uybywc>CHtMB$FaLc52AHJnl-rH0yB)0Hooq`tQBb?l&9BxN_FxO*
z*u^hZ3pVy+FK)#U?tsHDquqE6Nt{NOInCiYes#WtJYK~?9yN#Y7KQX53QcI+OGz=$
z__c1+^7Ja7q_*G2Z?qKW<7NDoV}4?I5x*mA)kHFe-%|tu;>qAOJ{gqvE-l$0uRZt!
z_X?vc^pjDRfoDUCUSzNgp_cbCQ@5E0^&T3OdKYtibKk)%>Z2Woo>7#EqEZyq91apN
zzXm*^ps(1W!{=~;YWUN}g)Pm4{@n%qxq0`KbWqu^ZzJ^Eb<h!A7h(L3z~wK@1l>T3
zL4y7}{=r=e|HQwFK3-#((xZ0P#)>**o8Z|;IR+KG(HY&LqEW4$k8Dyy6HQ8_d}91H
z-KRtaoYKw3JNLYvem6lJ$1L2-26G>?e?MEueb|f#sE3Di5MEE;S#BabHB0<f;R>&b
dw6HZvPxtFwPlNAWH1b!i<}<Q47*Q48{2x#2;Kl#|

diff --git a/bin/Trainer.class b/bin/Trainer.class
index 98b33f2f513d39abcbeba84dad8a95bee91da2b9..9c51d3a64bdeaff5d16ce9ff7e394b5c4917f567 100644
GIT binary patch
literal 2200
zcmZ`)ZF3W46g^LxW|Oc$NTIyQn;?+%Es6+g3s`82m9zx{g@SKSw-4#I$!^@;6e>FY
z1OEn}turZOXB@xk=s)oX_`$KBXLs8sMKhD^?%n%x&bjxw`R$*deg<$E-x^2=823GC
zJIXVV6v!>f6<MlDr&^ksUs6^ekZj0cQ6OL5c~uEK+o=u<q(`ip?byLJfv!Svmd-cb
z1(n7gf!n1AzViH%^p={=ysArYS$ZW!|AwyypSj+$-;kCnO-avo2XA<;KX^+yDzL4=
z(OT8@>|n88npb`><Tx1!>^0Gil)(Nn!A>{p^UAv~=W9wMb1hk$Wgh(;8&e}8t}MEc
zH<3e{*n&md7s!-j!o;7fle$1};mPalG@b1Db4xV>+jV>cM+HvqXfWvn%JZ6yKrL)L
z8F)kBLg>>B>{`ik9jobi$_Yy2&y_`+>$Ewa5I7h*+iq!mW@7tImUQ#_=d_78HS%;o
z9V&7~Y2#TFZ)u~UjklEUko2k~*7F}E1Oy%SRsv})Psv6sPPZROFEG&0hR33BYo5CP
z=kNOSM;3i3Y3be;NEOB=CyTRP-)(MgYWuq;inzqe1zH6XRjJ#sJJqm(_X%r9k5SK)
zt7Y2{vbdrd4&$nU5rG4pvR0L6;u@}#<BF^`)yz}fqRC=gkF@%98`g<NP29juPM};^
z5I9t5bBktpxcJz>IAxetO;6UQRiMW&i!t2N{4QlMiQ5J~VZTSMz+REMPbSKkB7%xt
zt-Cf8o8_ICtUHDo6L)Zz-C^CbTvZ;`EKIh06=$_y#l(F)pjbXTxC>x>l8Un#Jj9%V
zM;%A7vg!w_ZsIYXke=IQD-T8NI5Bs41_Q<`Sr6fSX5w>v!TGMLAcVt_I9!ND3&(L=
z{!lh)VjdRr(qE(M&^H#&00F18Y_5~V0;(n!VN(^x+^{7p@Ys)Kv5dNb+E%YS!I^O2
zGNhsL)_B^Ig)u!eUDBgsF`r%d=+0H3yQB|%N85O6dpi&OYGdor_eJ7#CL3v+hpn->
z7Ap44#B;0)>>-;8&#h0`dYznYAE2%NyoMn>lH)a>0ojV%^eh!coAGiP(j(2&OP<`d
z91^{~cxUiVf7vHKo#$15Qu*wUFn{1(0{irHXg`Mip+(1YgT*l=UUgJ=-#QNL4oQU}
zX5@e#9He6ghtSK!hk2hSoFh1f<6(J8Yl7CE4T!mQoGkaZaEjkEFE{_9xhuqyM=}gd
z;{Z(Li6j>m(J2{<b7Y|t@4*F@6DWjF;%}sl5NVO`qT(rDb#cx79y#jx-VOB49mGH`
zo6D?YsNA1_r-h3<wDyJi9cINNq;a&Za&Js;KlOZ%|7KbhZp*k<l1~xIUztJoU~U6f
zNb-Ynf9}OAeAvQA5BqbO_-+GZbKUEhm>S3x*6?u)(*vpax(2g_dux~-XyMbY7QXxi
zSE9>83r|~E(qJR0&WF^F6T}G$b&>#1QJ&KnBCyLigR3};N8H}Jt*0YUF^M$pqJggn
z`W!C7gHIX(y>us|cTL_2z4`g81^hmyRTO0+e1(<rOC+ZVll}W2m|WBhH3=(%+sl~*
zyO!WG&v2{n#Q?iE*rstYhL@n11{HO;2Z>FlNwB{L_ZxqX>k<8W8(Tlq>Jb$?eT*jh
UVwgJ`Pi~8FJOy6RHGyyb1r+Pl%m4rY

delta 933
zcmZuuO;giQ6g@8?O&S9&l%n$40&1Z^p(<dD9|)+`wxUI}ied;6D{b0oL)CG{ZrwU@
z;XiQ39bFVhX8ZweT)OhFSZ`VtnQ<~n?s@m#bI(2Ref#%T`RmWmUjR&F>#e-j6%Rel
z=k$=4&lPq|y;#yRx}oX2uVz?OD4A-}lre-8B8C|}&(yLS%BsdzXz7Kf7tBoFP;e3w
zgR4-?7-q^;we6Lns_E7@HZ;j}25<a7O;Lu{Mr}eZtf(7VT|_`c$U4IH`zCN&fg5KS
z9D&7HY-E+M)a!K_6PQup$E+3O{FfOdQ!kk*wM?z&i7lz`6xD1}H=pN=+cM^G(I%O7
zVjc@3s9v7e%uHErN?yd0736!QIb2n64KXXp`v}}n5J$o)^Zv?B+!C?O;66~FdRa2{
zoPyg(G4S~v^Y3z*d}z73eo<F*Q3-b#S~l~BF5@oJBJTaM?r@=k`$#Z|4ePRot$Izt
zLp)-z+J*4AgvShm%@d|7qq!Sd9Y3@zdC40_*jf-G%wfG2g3N1u6v9lfehA~0H{ih2
zWqbF*(tGHS2WuGk04Xt6!{9E+M<{U74fANDvTiu&E7GZx&SlEjHnyUZA{S+RO){K9
zfRIF)5z3KGXu&9gG;EB{J>cq8&WUIn7b(j`47JeTZxtNA%0#*olWy7V+(S4X>^NJ)
z^e#1V4FPS90UgxsfwwUh=%Sqc^$-SSM4Us!rbUz_a5ze*HhnLN2Hp{ay>Vn8b7}YH
z9xlX#?m!inYPb?~R8eUJRVX!FuOiv8Qo|~tPk4~9;X1(sIfFC+I7Ut!r}5qBp=Xc=
zjiL`z=qDiq|M(L5Em6iKRBVu>DUzg7#8JFSTntWYUFz){ZgeSxL2q+02AvRxC%*uQ
CMXzE2

diff --git a/data b/data
index d15196b..fd70488 100644
--- a/data
+++ b/data
@@ -1,5 +1,19 @@
 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
+1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1
+0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
+0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
+0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1
+0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
+0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
@@ -23,18 +37,4 @@
 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1
 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1
 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1
-0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1
-0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1
-0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
-0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1
\ No newline at end of file
+0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1
\ No newline at end of file
diff --git a/src/Activation.java b/src/Activation.java
index afb6d94..7287264 100644
--- a/src/Activation.java
+++ b/src/Activation.java
@@ -1,4 +1,4 @@
 
 public enum Activation {
-	Sigmoid, ReLu, Tanh, None
+	Sigmoid, ReLu, Tanh, DoubleSigmoid, None
 }
diff --git a/src/Game.java b/src/Game.java
index 19f49bd..6706b5c 100644
--- a/src/Game.java
+++ b/src/Game.java
@@ -32,11 +32,13 @@ public class Game {
 	public boolean play = false;
 	public BufferedReader in;
 	
-	private Timer repaint = new Timer(18, new ActionListener(){
+	private Timer repaint = new Timer(0, new ActionListener(){
 		public void actionPerformed(ActionEvent e) {
 			frame.repaint();
 			frames += 1;
+			getState();
 			if (m.y < 0 || (frames >= maxFrames && !play)) {
+				
 				//System.out.println("done"+GeneticAlgorithm.numDone);
 				if (m.y < 0) {
 					fitness -= 200;
@@ -44,7 +46,7 @@ public void actionPerformed(ActionEvent e) {
 				
 				Game.me++;
 				fitness += m.x;
-				fitness -= 2*m.numJumps;
+				fitness -= 0.5*m.numJumps;
 				//System.out.println("ME"+Game.me);
 				if (indiv != null)
 					indiv.setDone(true);
@@ -107,7 +109,7 @@ public ArrayList<Double> getState() {
 		int buff = 1;
 		
 		if (m.tilex == 0 && m.tiley==0) {
-			for (int i = 0; i < 9; i++) {
+			for (int i = 0; i < Math.pow((double)((2*buff)+1), 2); i++) {
 				  answer.add((double) 0);
 			}
 			return answer;
@@ -131,11 +133,8 @@ public ArrayList<Double> getState() {
 		}
 		
 		
-		if (answer.size() != 9) {
-			while (answer.size()<9) {
-				  answer.add((double) 0);
-			}
-			return answer;
+		while (answer.size()<Math.pow((double)((2*buff)+1), 2)) {
+			answer.add((double) 0);
 		}
 		return answer;
 	}
diff --git a/src/GeneticAlgorithm.java b/src/GeneticAlgorithm.java
index c42dd75..55e105c 100644
--- a/src/GeneticAlgorithm.java
+++ b/src/GeneticAlgorithm.java
@@ -119,17 +119,21 @@ private void select() {
 		for (int i=0; i<3; i++)
 			theBest.add(individuals.get(i));
 		
-		for (int i=0; i<5; i++) {
+		for (int i=0; i<7; i++) {
 			NeuralNetwork m1 = NeuralNetwork.reproduce(individuals.get(i).getNN(), individuals.get(i+1).getNN(), mutationRate);
 			theBest.add(new Individual(m1));
 		}
 		
-		while (theBest.size() < initSize) {
-			//System.out.println("WAITING HERE");
-			theBest.add(new Individual(numInputs));
+		
+		while (theBest.size() < initSize-1) {
+			System.out.println("WAITING HERE");
+			if (Math.random()>=0.5)
+				theBest.add(new Individual(numInputs));
+			else 
+				theBest.add(individuals.get((int) ((individuals.size()/2)*Math.random())+individuals.size()/2));
 		}
 		
-		mutationRate -= mutationRate*0.06;
+		mutationRate -= mutationRate*0.0278;
 		
 		Individual.predictionThreshold += Individual.predictionThreshold*0.03; 
 		individuals = theBest;
diff --git a/src/Individual.java b/src/Individual.java
index 49beccf..74f245f 100644
--- a/src/Individual.java
+++ b/src/Individual.java
@@ -7,10 +7,7 @@ public class Individual implements Callable<Individual> {
 	private Game game;
 	public Individual(int numInputs) {
 		network = new NeuralNetwork(numInputs);
-		network.addLayer(4, Activation.Sigmoid);
-		network.addLayer(5, Activation.ReLu);
-		network.addLayer(5, Activation.Sigmoid);
-		network.addLayer(3, Activation.Sigmoid);
+		network.addLayer(3, Activation.DoubleSigmoid);
 	}
 	
 	/**
@@ -25,22 +22,24 @@ public double getFitness() {
 		return network.getFitness();
 		
 	}
-	public static double predictionThreshold = 0.5;
+	public static double predictionThreshold = 0.7;
 	public void play() {
-//		System.out.println("PLAYING");
 		ArrayList<Double> newState = game.getState();
+		
 		ArrayList<Double> actions = network.rawPredict(newState);
 		if (actions.get(0) == -1) {
 			return;
 		}
-			
+		
+		boolean turnRight = false;
 		if (actions.get(0) >= predictionThreshold) {
 			game.moveRight();
+			turnRight = true;
 		}
 		if(actions.get(1) >= predictionThreshold) {
 			game.jump();
 		}
-		if(actions.get(2) >= predictionThreshold) {
+		if(actions.get(2) >= predictionThreshold && !turnRight) {
 			game.moveLeft();
 		}
 	}
diff --git a/src/Mario.java b/src/Mario.java
index a222d3f..bd4124b 100644
--- a/src/Mario.java
+++ b/src/Mario.java
@@ -46,9 +46,8 @@ public void jump() {
 				y_vel += 7;
 			}
 			upButton = true;
-			
+			numJumps++;
 		}
-		numJumps++;
 	}
 	
 	public void moveRight() {
diff --git a/src/Neuron.java b/src/Neuron.java
index 989fbac..f171f12 100644
--- a/src/Neuron.java
+++ b/src/Neuron.java
@@ -12,7 +12,7 @@ public ArrayList<Double> getWeights() {
 	}
 	
 	public void setWeights(ArrayList<Double> w) {
-		weights = new ArrayList<Double>(w);
+		weights = (ArrayList<Double>) w.clone();
 	}
 
 	public double getBias() {
@@ -25,10 +25,10 @@ public void setBias(double newB) {
 
 	public Neuron(Activation activation, int numInputs) {
 		this.activation = activation;
-		this.bias = (Math.random() * 2) - 1; 
+		this.bias = (Math.random() * 9) - 4; 
 		weights = new ArrayList<Double>();
 		for (int i = 0; i < numInputs; i++) {
-			weights.add((Math.random() * 2) - 1);
+			weights.add((Math.random() * 9) - 4);
 		}
 	}
 	
@@ -63,6 +63,11 @@ else if (activation == Activation.ReLu)
 
 		else if (activation == Activation.Tanh)
 			sum = 2 / (1 + Math.pow(Math.E, (-2 * sum)));
+		
+		else if (activation == Activation.DoubleSigmoid) {
+			sum = (1 / (1 + Math.pow(Math.E, (-1 * sum))));
+			sum = (1 / (1 + Math.pow(Math.E, (-1 * sum))));
+		}
 
 		return sum;
 	}
@@ -96,7 +101,7 @@ public static Neuron reproduce(Neuron n1, Neuron n2, double mutationRate) {
 			for (int i=lastRandom; i<rand; i++) {
 				double num = Math.random();
 				if (num < mutationRate) {
-					newWeights.set(i, Math.random());
+					newWeights.set(i, (Math.random() * 9) - 4);
 				}
 				else if (num < 0.5) {
 					newWeights.set(i, n2.getWeights().get(i)); // need to clone
diff --git a/src/Trainer.java b/src/Trainer.java
index ca5b2e7..98121b9 100644
--- a/src/Trainer.java
+++ b/src/Trainer.java
@@ -1,16 +1,21 @@
 
 import java.io.EOFException;
+import java.util.ArrayList;
 import java.util.concurrent.ExecutionException;
 
 public class Trainer {
 	public static void main(String args[]) throws InterruptedException, ExecutionException, EOFException {
 		Trainer t = new Trainer();
-		try{
-			t.start();
-		}
-		
-		catch(Exception e) {
-			e.printStackTrace();
+//		try{
+//			t.start();
+//		}
+//		
+//		catch(Exception e) {
+//			e.printStackTrace();
+//		}
+		while (true) {
+			t.testSave();
+			t.testGet();
 		}
 	}
 	
@@ -18,16 +23,25 @@ public void start() throws InterruptedException, ExecutionException {
 		GeneticAlgorithm ga = new GeneticAlgorithm(0.9, 10, 9);
 		ga.start((int)Double.MAX_VALUE);
 	}
-	static String path  = "/home/computerscience/eclipse-workspace/Mario-Bros-Genetic-Algorithm/best.nn";
+	static String path  = "/Users/arjunbemarkar/eclipse-workspace/Mario-Bros-Genetic-Algorithm/best.nn";
 	public void testSave() throws EOFException {
-		
-		NeuralNetwork network = new NeuralNetwork(100);
+		ArrayList<Integer> arr = new ArrayList<Integer>();
+		arr.add(123);
+		arr.add(9);
+		NeuralNetwork network = new NeuralNetwork(2);
 		network.addLayer(40, Activation.Sigmoid);
 		network.addLayer(3, Activation.Sigmoid);
 		network.save(path);
-		System.out.println("done");
-		NeuralNetwork nn2 = NeuralNetwork.getFromFile(path);
-		System.out.println("done2");
+		System.out.println(network.getLayers().get(0).get(0).getBias());
+	}
+	
+	public void testGet() {
+		NeuralNetwork network =  null;
+		try {
+			network = NeuralNetwork.getFromFile(path);
+		} catch (EOFException e) {}
+		
+		System.out.println(network.getLayers().get(0).get(0).getBias());
 	}