id
stringlengths
36
36
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1
1.25M
384bfe0e-1552-4e3d-9f4f-f9c059b6f400
public double tenFoldCrossValidation() { System.out.println("Start 10-fold cross validation"); double[] output; double error = 0; double[] results = new double[22]; for (int i = 0; i < patterns.size(); i++) { for (int j = 0; j < patterns.size()-1; j++) { network.s...
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private void lastElemToStart() { List<Pattern> newList = new LinkedList<Pattern>(); newList.add(patterns.get(patterns.size()-1)); newList.addAll(patterns.subList(0, patterns.size()-1)); patterns.clear(); patterns.addAll(newList); }
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public Connection(Neuron fromN, Neuron toN) { this.from = fromN; this.to = toN; this.id = counter; counter++; }
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public double getWeight() { return weight; }
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public void setWeight(double w) { weight = w; }
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public void setDeltaWeight(double w) { prevDeltaWeight = deltaWeight; deltaWeight = w; }
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public double getPrevDeltaWeight() { return prevDeltaWeight; }
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public Neuron getFromNeuron() { return from; }
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public Neuron getToNeuron() { return to; }
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public ShowPanel() { setTitle("Input Vector"); setSize(new Dimension(500, 520)); setDefaultCloseOperation(JFrame.DISPOSE_ON_CLOSE); setResizable(false); setLocationRelativeTo(null); img = new BufferedImage(500, 500, BufferedImage.TYPE_INT_RGB); }
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@Override public void paint(Graphics g) { super.paint(g); g.drawImage(img, 0, 20, this); }
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public void render(Vector<SOMVector> inputs) { float fl = (float)Math.sqrt(inputs.size()); int qb = Math.round(fl); if (fl > qb) qb += 1; float cellWidth = img.getWidth() / qb; float cellHeight = img.getHeight() / qb; int imgW = img.getWidth(); int imgH = img.getHeight(); Graphics2D g2 = img...
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private SOMVector getNone() { return new SOMVector(1f, 1f, 1f); }
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public LatticeRenderer(Vector<SOMVector> inputVect) { setTitle("SOM Map"); setSize(new Dimension(size, size)); setDefaultCloseOperation(JFrame.DISPOSE_ON_CLOSE); setResizable(false); setLocationRelativeTo(null); this.inputVect = inputVect; }
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@Override public void paint(Graphics g) { super.paint(g); if (img != null) { g.drawImage(img, 0, 0, this); } else { g.setColor(Color.WHITE); g.fillRect(0, 0, size, size); } }
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public void render(SOMLattice lattice, int iteration) { float cellWidth = (float)getWidth() / (float)lattice.getWidth(); float cellHeight = (float)getHeight() / (float)lattice.getHeight(); int imgW = img.getWidth(); int imgH = img.getHeight(); graph.setColor(Color.BLACK); graph.fillRect(0,0,imgW,imgH)...
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private Color closest(SOMVector vec, Vector<SOMVector> inputs) { // for better visualization SOMVector best = inputs.get(0); double bestDist = vec.euclideanDist(best); double dist; for (int i = 0; i < inputs.size(); i++) { dist = vec.euclideanDist(inputs.get(i)); if (dist < bestDist) { bestD...
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public BufferedImage getImage() { if (img == null) { img = new BufferedImage(size, size, BufferedImage.TYPE_INT_RGB); graph = img.createGraphics(); } return img; }
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public SOMLattice(int w, int h) { width = w; height = h; matrix = new SOMNode[width][height]; for (int x=0; x<w; x++) { for (int y=0; y<h; y++) { matrix[x][y] = new SOMNode(3); matrix[x][y].setX(x); matrix[x][y].setY(y); } } }
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public SOMNode getNode(int x, int y) { return matrix[x][y]; }
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public void setNode(int x, int y, SOMNode node) { matrix[x][y] = node; }
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public int getWidth() { return width; }
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public int getHeight() { return height; }
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public SOMNode[][] getMatrix() { return matrix; }
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public SOMNode getWinner(SOMVector inputVector) { SOMNode bmu = matrix[0][0]; double bestDist = inputVector.euclideanDist(bmu.getVector()); double curDist; for (int x=0; x<width; x++) { for (int y=0; y<height; y++) { curDist = inputVector.euclideanDist(matrix[x][y].getVector()); if (curDist < best...
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public BufferedImage use(BufferedImage src, Vector<SOMVector> inputVectors) { BufferedImage result = new BufferedImage(src.getWidth(), src.getHeight(), BufferedImage.TYPE_INT_RGB); SOMVector tempVec = null; if (closestType) { for (int i = 0; i < getWidth(); i++) { for (int j = 0; j < getHeight(); j++) {...
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public static SOMVector closestVect(SOMVector vec, Vector<SOMVector> inputs) { // end SOMVector best = inputs.get(0); double bestDist = vec.euclideanDist(best); double dist; for (int i = 0; i < inputs.size(); i++) { dist = vec.euclideanDist(inputs.get(i)); if (dist < bestDist) { bestDist = dist; ...
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private float scale(int val) { return 1 - ((float)(255-val)/(float)255); }
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private int unscale(double val) { return (int)(255*val); }
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public SOMVector() {}
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public SOMVector(Float r, Float g, Float b) { super(); addElement(r); addElement(g); addElement(b); }
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public SOMVector(Color c) { super(); addElement(scale(c.getRed())); addElement(scale(c.getGreen())); addElement(scale(c.getBlue())); }
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public double euclideanDist(SOMVector v2) { // euclidean dist ipt Vect - som vect double summation = 0, temp; for (int x=0; x<size(); x++) { temp = elementAt(x).doubleValue() - v2.elementAt(x).doubleValue(); temp *= temp; summation += temp; } return summation; }
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public SOMVector minus(SOMVector vec) { SOMVector result = new SOMVector(); result.addElement(get(0)-vec.get(0)); result.addElement(get(1)-vec.get(1)); result.addElement(get(2)-vec.get(2)); return result; }
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@Override public boolean equals(Object obj) { SOMVector vec = (SOMVector)obj; boolean thesame = true; for (int i = 0; i < this.size(); i++) { if (get(i).floatValue() != vec.get(i).floatValue()) { thesame = false; } } return thesame; }
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private static float scale(int val) { return 1 - ((float)(255-val)/(float)255); }
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public SOMNode(int numWeights) { weights = new SOMVector(); for (int x=0; x<numWeights; x++) { weights.addElement(new Float(Math.random()*0.7)); } this.furtherDeltaWeights = new SOMVector(0f, 0f, 0f); }
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public void setWeights(SOMVector weights) { this.weights = weights; }
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public void setX(int xpos) { xp = xpos; }
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public void setY(int ypos) { yp = ypos; }
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public int getX() { return xp; }
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public int getY() { return yp; }
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public double distanceTo(SOMNode n2) { // eucides distance som node - som node int xleg, yleg; xleg = getX() - n2.getX(); xleg *= xleg; yleg = getY() - n2.getY(); yleg *= yleg; return xleg + yleg; }
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public SOMVector getVector() { return weights; }
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public void adjustWeights(SOMVector input, double learningRate, double distanceFalloff) { SOMVector weightsTemp = (SOMVector)weights.clone(); double wt, vw; for (int w=0; w<weights.size(); w++) { wt = weights.elementAt(w).doubleValue(); vw = input.elementAt(w).doubleValue(); wt += distanceFalloff * le...
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@Override public boolean equals(Object obj) { SOMNode elem = (SOMNode)obj; return getVector().equals(elem.getVector()); }
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public boolean isNeighboor(SOMNode n2) { double dist = this.distanceTo(n2); return dist <= 2; }
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public SOMTrainer() { this.running = false; }
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private double getNeighborhoodRadius(double iteration) { return LATTICE_RADIUS_MAX * Math.pow((1/LATTICE_RADIUS_MAX), iteration/NUM_ITERATIONS); }
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private double getDistanceFalloff(double distSq, double radius) { // nbh fct double radiusSq = radius * radius; return Math.exp(-(distSq)/(2 * radiusSq)); }
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public void setTraining(SOMLattice latToTrain, Vector<SOMVector> in) { lattice = latToTrain; inputs = in; this.renderer = new LatticeRenderer(in); this.renderer.getImage(); }
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public void start() { if (lattice != null) { runner = new Thread(this); runner.setPriority(Thread.MAX_PRIORITY); running = true; renderer.setVisible(true); runner.start(); } }
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@Override public void run() { int lw = lattice.getWidth(); int lh = lattice.getHeight(); int xstart, ystart, xend, yend; double dist, dFalloff; LATTICE_RADIUS_MAX = Math.max(lw, lh)/2; int iteration = 0; double nbhRadius; SOMNode bmu = null, temp = null; SOMVector curInput = null; double lear...
1d755107-a352-4408-9c2f-e56039e3d62c
public void stop() { if (runner != null) { running = false; while (runner.isAlive()) {}; } }
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public SOMLattice getLattice() { return lattice; }
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public HashMap<String, List<String>> extractFeatures( HashMap<String, List<String>> tagged, String outputfolder) throws IOException { System.out.println(); System.out.println("EXTRACT RELEVANT FEATURES"); InputStream inputStreamStopWords = getClass().getResourceAsStream("/genericStopWords.list"); Buffe...
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public List<String> tokenize(String toTokenize) { toTokenize = toTokenize.replace("'", " '"); // System.out.println(toTokenize); List<String> tokens = new ArrayList<String>(); BreakIterator bi = BreakIterator.getWordInstance(); bi.setText(toTokenize); int begin = bi.first(); int end; for (end = bi.next(...
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public HashMap<String, List<String>> tokenizeDescriptions( HashMap<String, List<String>> filesContent) { System.out.println(); System.out.println("Begin tokenization"); HashMap<String, List<String>> tokenLists = new HashMap<String, List<String>>(); List<String> niod_tokens = new ArrayList<String>(); Lis...
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public HashMap<String, List<String>> annotatePOS( HashMap<String, List<String>> tokens) throws IOException, TreeTaggerException { System.out.println(); System.out.println("BEGIN POS ANNOTATION"); HashMap<String, List<String>> annotated = new HashMap<String, List<String>>(); List<String> niod_pos = new Ar...
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static List<String> removeDuplicates(List<String> arrayList) { HashSet<String> set = new HashSet<String>(arrayList); arrayList.clear(); arrayList.addAll(set); return arrayList; }
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static List<Integer> removeDuplicateIndexes(List<Integer> arrayList) { HashSet<Integer> set = new HashSet<Integer>(arrayList); arrayList.clear(); arrayList.addAll(set); return arrayList; }
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static String listToString(List<String> arrayList) { String string = ""; for (int i = 0; i < arrayList.size() - 1; i++) { string = string + arrayList.get(i) + " "; } if (arrayList.size() > 0) { string = string + arrayList.get(arrayList.size() - 1); } return string; }
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static String listToString2(List<String> arrayList) { String string = ""; for (int i = 0; i < arrayList.size() - 1; i++) { string = string + arrayList.get(i) + " "; } if (arrayList.size() > 0) { string = string + arrayList.get(arrayList.size() - 1); } return string; }
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public static HashMap<String, Double> sortByValue(HashMap<String, Double> map) { List<Map.Entry<String, Double>> list = new LinkedList<Map.Entry<String, Double>>(map.entrySet()); Collections.sort(list, new Comparator<Map.Entry<String, Double>>() { public int compare(Map.Entry<Strin...
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public int compare(Map.Entry<String, Double> m1, Map.Entry<String, Double> m2) { int out = 0; if (m2.getValue() < m1.getValue()){ out = -1; } if (m2.getValue() > m1.getValue()){ out = 1; } if (m2.getValue(...
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public String substituteSynonym(String word) { InputStream inputStreamSynonyms = getClass().getResourceAsStream( "/synonyms.dic"); String feature; // Create dictionary of synonyms HashMap<String, String> dictionary = new HashMap<String, String>(); BufferedReader br = null; String currentLine; try {...
1fc603a3-c47f-4324-a16c-a1b3ce6e36dc
public HashMap<String, List<String>> loadFiles4Model(String descriptionsFolder) { File descriptions = new File(descriptionsFolder); System.out.println("Loading files..."); List<String> niod_lines = new ArrayList<String>(); List<String> wl_lines = new ArrayList<String>(); List<String> yv_lines = new ArrayList<...
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public HashMap<String, HashMap<String, Double>> rankingTfIdf( HashMap<String, List<String>> extractedFeats, String targetFolder) throws IOException { File featuresFile = new File("features.txt"); System.out.println(); System.out.println("Begin ranking of features"); // Read files features.txt and store t...
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public String getTreeTaggerFolder() { Properties prop = new Properties(); try { prop.load(getClass().getResourceAsStream("/config.properties")); } catch (IOException ex) { ex.printStackTrace(); } final String TREETAGGER_FOLDER = prop.getProperty("treetagger_folder"); return TREETAGGER_FOLDER; }
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public static void main( String[] args ) throws IOException, TreeTaggerException { String descriptionsFolder = args[0]; String targetFolder = args[1]; //Load collection and file descriptions LoadFiles upload = new LoadFiles(); HashMap<String, List<String>> uploaded = upload .loadFil...
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public List<String> annotatePOSpeech(List<String> tokenized) throws IOException, TreeTaggerException { // Point TT4J to the TreeTagger installation directory. The executable // is expected // in the "bin" subdirectory - in this example at // "/opt/treetagger/bin/tree-tagger" System.setProperty("treetagg...
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public void token(String token, String pos, String lemma) { outputTreeTagger.add(token + "\t" + pos + "\t" + lemma); }
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public AppTest( String testName ) { super( testName ); }
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public static Test suite() { return new TestSuite( AppTest.class ); }
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public void testApp() { assertTrue( true ); }
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@Mod.EventHandler public void preInit(FMLPreInitializationEvent event) { Config.init(event.getSuggestedConfigurationFile()); ItemsAndBlocks.init(); }
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@Mod.EventHandler public void init(FMLInitializationEvent event) { MinecraftForge.EVENT_BUS.register(new EventHandler()); }
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@Mod.EventHandler public void postInit(FMLPostInitializationEvent event) {}
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public CreativeTabBB() { super(CreativeTabs.getNextID(), "B&B"); }
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@Override public Item getTabIconItem() { return Items.egg; }
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@SideOnly(Side.CLIENT) public String getTranslatedTabLabel() { return "Bits & Bobs"; }
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protected EnchantmentBB(int id) { super(id == Ref.opulenceID ? Ref.opulenceID : Ref.earthbaneID, 0, EnumEnchantmentType.all); this.setName(id == Ref.opulenceID ? "Opulence" : "Earthbane"); this.id = id; }
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@Override public boolean canApplyAtEnchantingTable(ItemStack stack) { return false; }
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@Override public boolean isAllowedOnBooks() { return false; }
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@Override public boolean canApplyTogether(Enchantment enchantment) { if(id == Ref.opulenceID && (enchantment == Enchantment.fortune || enchantment == Enchantment.silkTouch || enchantment == Enchantment.looting)) { return false; } else { return true; } }
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public static void init() { initializeBlocks(); registerBlocks(); initializeItems(); registerItems(); registerSmelts(); registerRecipes(); registerOreDict(); }
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public static void initializeBlocks() { oreCrackedIron.setHardness(3.0F).setResistance(5.0F).setStepSound(Block.soundTypePiston).setBlockName("oreCrackedIron").setBlockTextureName(TEXTURE + "oreCrackedIron"); oreCrackedGold.setHardness(3.0F).setResistance(5.0F).setStepSound(Block.soundTypePiston).setBlockName("ore...
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public static void registerBlocks() { GameRegistry.registerBlock(oreCrackedIron, "oreCrackedIron"); GameRegistry.registerBlock(oreCrackedGold, "oreCrackedGold"); }
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public static void initializeItems() { diamondTP.setUnlocalizedName("thickPickaxeDiamond").setTextureName(TEXTURE + "thickPickaxeDiamond"); diamondTS.setUnlocalizedName("thickShovelDiamond").setTextureName(TEXTURE + "thickShovelDiamond"); diamondTA.setUnlocalizedName("thickAxeDiamond").setTextureName(TEXTURE + "...
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public static void registerItems() { GameRegistry.registerItem(diamondTP, "thickPickaxeDiamond"); GameRegistry.registerItem(diamondTS, "thickShovelDiamond"); GameRegistry.registerItem(diamondTA, "thickAxeDiamond"); GameRegistry.registerItem(ironTP, "thickPickaxeIron"); GameRegistry.registerItem(ironTS, "thic...
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public static void registerSmelts() { GameRegistry.addSmelting(oreCrackedIron, new ItemStack(Items.iron_ingot), 3.0F); GameRegistry.addSmelting(oreCrackedGold, new ItemStack(Items.gold_ingot), 3.0F); }
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public static void registerRecipes() { GameRegistry.addShapedRecipe(new ItemStack(diamondTP), new Object[]{"DDD", " P ", " H ", 'D', new ItemStack(diamondPlate), 'P', new ItemStack(Items.diamond_pickaxe), 'H', new ItemStack(toolHandle)}); GameRegistry.addShapedRecipe(new ItemStack(diamondTS), new Object[]{"D", "S"...
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public static void registerOreDict() {}
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public static void init(File file) { Configuration config = new Configuration(file); config.load(); Ref.opulenceID = config.get("Settings", "Opulence Enchantment ID", 60).getInt(); Ref.earthbaneID = config.get("Settings", "Earthbane Enchantment ID", 63).getInt(); config.save(); }
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public ItemEBPick(ToolMaterial material) { super(material); }
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@Override public boolean onBlockDestroyed(ItemStack tool, World world, Block block, int x, int y, int z, EntityLivingBase user) { if(user instanceof EntityPlayer && canMine(block) && !world.isRemote) { EntityPlayer player = (EntityPlayer)user; int lvlE = tool.stackTagCompound.getInteger("lvl"); boole...
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private boolean canMine(Block block) { return block == Blocks.stone ? true : block == Blocks.netherrack ? true : block == Blocks.end_stone ? true : block == Blocks.obsidian ? true : false; }
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@Override public void onCreated(ItemStack item, World world, EntityPlayer player) { item.stackTagCompound = new NBTTagCompound(); item.stackTagCompound.setInteger("lvl", 1); item.stackTagCompound.setBoolean("drops", true); }
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@Override public ItemStack onItemRightClick(ItemStack item, World world, EntityPlayer player) { if(player.isSneaking()) { ItemStack result = item; Boolean drops = result.stackTagCompound.getBoolean("drops"); result.stackTagCompound.setBoolean("drops", drops == true ? false : true); return resu...
0c430667-5c01-40ea-839a-4445b7e1dfd4
public ItemThickShovel(ToolMaterial material) { super(EnumHelper.addToolMaterial("thick" + material.name(), material.getHarvestLevel(), material.getMaxUses()*4, material.getEfficiencyOnProperMaterial(), material.getDamageVsEntity(), material.getEnchantability())); this.setCreativeTab(Ref.tab); }