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Add relu activation function #135

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4 changes: 2 additions & 2 deletions examples/neuroevolution-flappybird/bird.js
Original file line number Diff line number Diff line change
Expand Up @@ -62,7 +62,7 @@ class Bird {
let closest = null;
let record = Infinity;
for (let i = 0; i < pipes.length; i++) {
let diff = pipes[i].x - this.x;
let diff = pipes[i].x - this.x + pipes[i].w;
if (diff > 0 && diff < record) {
record = diff;
closest = pipes[i];
Expand Down Expand Up @@ -111,4 +111,4 @@ class Bird {
// Every frame it is alive increases the score
this.score++;
}
}
}
2 changes: 2 additions & 0 deletions examples/neuroevolution-flappybird/index.html
Original file line number Diff line number Diff line change
Expand Up @@ -19,6 +19,8 @@
speed: <input id="speedSlider" type="range" min="1" max="10" value="1"> <span id="speed">1</span>
<br/> high score: <span id="hs">0</span>
<br/> all time high score: <span id="ahs">0</span>
<br/> generation: <span id="gens">0</span>
<br/> birds alive: <span id="birdsalive">0</span>
</p>
<p>
<button id="best">run best so far</button>
Expand Down
10 changes: 9 additions & 1 deletion examples/neuroevolution-flappybird/sketch.js
Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,9 @@ let allTimeHighScoreSpan;
// All time high score
let highScore = 0;

// Count generations
let generations = 1

// Training or just showing the current best
let runBest = false;
let runBestButton;
Expand All @@ -34,6 +37,8 @@ function setup() {
canvas.parent('canvascontainer');

// Access the interface elements
generationText = select('#gens');
birdsAlive = select('#birdsalive');
speedSlider = select('#speedSlider');
speedSpan = select('#speed');
highScoreSpan = select('#hs');
Expand Down Expand Up @@ -159,6 +164,8 @@ function draw() {
// Update DOM Elements
highScoreSpan.html(tempHighScore);
allTimeHighScoreSpan.html(highScore);
generationText.html(generations);
birdsAlive.html(activeBirds.length);

// Draw everything!
for (let i = 0; i < pipes.length; i++) {
Expand All @@ -173,7 +180,8 @@ function draw() {
}
// If we're out of birds go to the next generation
if (activeBirds.length == 0) {
generations++;
nextGeneration();
}
}
}
}
5 changes: 5 additions & 0 deletions lib/nn.js
Original file line number Diff line number Diff line change
Expand Up @@ -17,6 +17,11 @@ let tanh = new ActivationFunction(
y => 1 - (y * y)
);

let tanh = new ActivationFunction(
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it should be "let relu" instead

x => (x<0)?0:x,
y => (x<0)?0:1
);


class NeuralNetwork {
/*
Expand Down