List of usage examples for com.google.gson JsonArray JsonArray
public JsonArray()
From source file:be.iminds.iot.dianne.builder.DianneVAE.java
License:Open Source License
@Override protected void doPost(HttpServletRequest request, HttpServletResponse response) throws ServletException, IOException { response.setContentType("application/json"); String d = request.getParameter("dataset"); if (d == null) { System.out.println("No dataset provided"); return;/*from www . j av a2 s . c o m*/ } Dataset dataset = datasets.getDataset(d); if (dataset == null) { System.out.println("No such dataset found: " + d); return; } String enc = request.getParameter("encoder"); if (enc == null) { System.out.println("No encoder provided"); return; } NeuralNetwork encoder = nns.get(enc); if (encoder == null) { try { encoder = dianne.getNeuralNetwork(platform.deployNeuralNetwork(enc, new String[] { "vae" })) .getValue(); nns.put(enc, encoder); } catch (Exception e) { e.printStackTrace(); return; } } NeuralNetwork decoder = null; String dec = request.getParameter("decoder"); if (dec != null) { decoder = nns.get(dec); if (decoder == null) { try { decoder = dianne.getNeuralNetwork(platform.deployNeuralNetwork(dec, new String[] { "vae" })) .getValue(); nns.put(dec, decoder); } catch (Exception e) { e.printStackTrace(); } } } int size = this.size; String s = request.getParameter("size"); if (s != null) { size = Integer.parseInt(s); } JsonArray result = new JsonArray(); String sample = request.getParameter("sample"); String l = request.getParameter("latent"); if (sample == null && l == null) { // fetch random samples from dataset for (int i = 0; i < size; i++) { JsonObject o = new JsonObject(); int index = random.nextInt(dataset.size()); Tensor data = dataset.getSample(index).input; Tensor latent = encoder.forward(data); o.add("index", new JsonPrimitive(index)); o.add("data", converter.toJson(data)); o.add("latent", converter.toJson(latent)); result.add(o); } } else { Tensor latent = null; if (sample != null) { int index = Integer.parseInt(sample); Tensor base = dataset.getSample(index).input; latent = encoder.forward(base).clone(); } else { Tensor lmeans = converter.fromString(l); latent = new Tensor(lmeans.size() * 2); latent.fill(0.0f); lmeans.copyInto(latent.narrow(0, lmeans.size())); } if (decoder != null) { // generate samples using the decoder Tensor mean = latent.narrow(0, latent.size() / 2); Tensor stdev = latent.narrow(latent.size() / 2, latent.size() / 2); Tensor rand = new Tensor(latent.size() / 2); Tensor rand2 = null; for (int i = 0; i < size; i++) { rand.randn(); TensorOps.cmul(rand, rand, stdev); TensorOps.add(rand, rand, mean); Tensor reconstruction = decoder.forward(rand); Tensor rmean = reconstruction.narrow(0, reconstruction.size() / 2); Tensor rstdev = reconstruction.narrow(reconstruction.size() / 2, reconstruction.size() / 2); if (rand2 == null) { rand2 = new Tensor(rmean.dims()); } rand2.randn(); TensorOps.cmul(rand2, rand2, rstdev); TensorOps.add(rand2, rand2, rmean); JsonObject o = new JsonObject(); o.add("index", new JsonPrimitive(-1)); o.add("data", converter.toJson(rand2)); o.add("latent", converter.toJson(latent)); result.add(o); } } else { // search for samples close to this sample in the dataset final Tensor baseline = latent; SortedSet<LatentSample> set = new TreeSet<>(new Comparator<LatentSample>() { @Override public int compare(LatentSample o1, LatentSample o2) { Tensor diff = TensorOps.sub(null, o1.latent.narrow(0, baseline.size() / 2), baseline.narrow(0, baseline.size() / 2)); Float d1 = TensorOps.dot(diff, diff); diff = TensorOps.sub(null, o2.latent.narrow(0, baseline.size() / 2), baseline.narrow(0, baseline.size() / 2)); Float d2 = TensorOps.dot(diff, diff); return d1.compareTo(d2); } }); for (int i = 0; i < tries; i++) { LatentSample ls = new LatentSample(); ls.index = random.nextInt(dataset.size()); ls.data = dataset.getSample(ls.index).input; ls.latent = encoder.forward(ls.data).clone(); set.add(ls); if (set.size() > size) { set.remove(set.last()); } } for (LatentSample ls : set) { JsonObject o = new JsonObject(); o.add("index", new JsonPrimitive(ls.index)); o.add("data", converter.toJson(ls.data)); o.add("latent", converter.toJson(ls.latent)); result.add(o); } } } response.getWriter().println(result); response.getWriter().flush(); }
From source file:be.iminds.iot.dianne.nn.util.DianneJSONConverter.java
License:Open Source License
public static JsonObject toJson(ModuleDTO dto) { JsonObject module = new JsonObject(); module.add("id", new JsonPrimitive(dto.id.toString())); module.add("type", new JsonPrimitive(dto.type)); if (dto.next != null) { JsonArray next = new JsonArray(); for (UUID n : dto.next) { next.add(new JsonPrimitive(n.toString())); }/*w ww .j av a2 s . c om*/ module.add("next", next); } if (dto.prev != null) { JsonArray prev = new JsonArray(); for (UUID p : dto.prev) { prev.add(new JsonPrimitive(p.toString())); } module.add("prev", prev); } if (dto.properties != null) { for (String k : dto.properties.keySet()) { module.add(k, new JsonPrimitive(dto.properties.get(k))); } } return module; }
From source file:be.iminds.iot.dianne.nn.util.DianneJSONRPCRequestFactory.java
License:Open Source License
public static JsonObject createLearnRequest(int id, NeuralNetworkDTO nn, String dataset, Map<String, String> properties) { JsonObject request = new JsonObject(); request.add("jsonrpc", new JsonPrimitive("2.0")); request.add("method", new JsonPrimitive("learn")); request.add("id", new JsonPrimitive(id)); JsonArray params = new JsonArray(); params.add(DianneJSONConverter.toJson(nn)); params.add(new JsonPrimitive(dataset)); params.add(createJsonFromMap(properties)); request.add("params", params); return request; }
From source file:be.iminds.iot.dianne.nn.util.DianneJSONRPCRequestFactory.java
License:Open Source License
public static JsonObject createEvalRequest(int id, String nnName, String dataset, Map<String, String> properties) { JsonObject request = new JsonObject(); request.add("jsonrpc", new JsonPrimitive("2.0")); request.add("method", new JsonPrimitive("eval")); request.add("id", new JsonPrimitive(id)); JsonArray params = new JsonArray(); params.add(new JsonPrimitive(nnName)); params.add(new JsonPrimitive(dataset)); params.add(createJsonFromMap(properties)); request.add("params", params); return request; }
From source file:be.iminds.iot.dianne.nn.util.DianneJSONRPCRequestFactory.java
License:Open Source License
public static JsonObject createDeployRequest(int id, String nnName) { JsonObject request = new JsonObject(); request.add("jsonrpc", new JsonPrimitive("2.0")); request.add("method", new JsonPrimitive("deploy")); request.add("id", new JsonPrimitive(id)); JsonArray params = new JsonArray(); params.add(new JsonPrimitive(nnName)); request.add("params", params); return request; }
From source file:be.iminds.iot.dianne.nn.util.DianneJSONRPCRequestFactory.java
License:Open Source License
public static JsonObject createUndeployRequest(int id, String nnId) { JsonObject request = new JsonObject(); request.add("jsonrpc", new JsonPrimitive("2.0")); request.add("method", new JsonPrimitive("undeploy")); request.add("id", new JsonPrimitive(id)); JsonArray params = new JsonArray(); params.add(new JsonPrimitive(nnId)); request.add("params", params); return request; }
From source file:be.iminds.iot.dianne.nn.util.DianneJSONRPCRequestFactory.java
License:Open Source License
public static JsonObject createForwardRequest(int id, String nnId, int[] dims) { JsonObject request = new JsonObject(); request.add("jsonrpc", new JsonPrimitive("2.0")); request.add("method", new JsonPrimitive("forward")); request.add("id", new JsonPrimitive(id)); JsonArray params = new JsonArray(); params.add(new JsonPrimitive(nnId)); // create input JsonArray input = new JsonArray(); List<JsonArray> toAdd = new ArrayList<>(); toAdd.add(input);/*from w w w . j a va2 s . co m*/ for (int i = 0; i < dims.length; i++) { List<JsonArray> nextAdd = new ArrayList<>(); int d = dims[i]; for (int k = 0; k < d; k++) { if (i == dims.length - 1) { // add floats for (JsonArray a : toAdd) { a.add(new JsonPrimitive(0.0f)); } } else { // add jsonarrays for (JsonArray a : toAdd) { JsonArray newArray = new JsonArray(); a.add(newArray); nextAdd.add(newArray); } } } toAdd = nextAdd; } params.add(input); request.add("params", params); return request; }
From source file:be.uantwerpen.dc.studyassistant.StudyAssistant.java
/** * Processes requests for both HTTP <code>GET</code> and <code>POST</code> * methods.//ww w. j a va2 s . c om * * @param request servlet request * @param response servlet response * @throws ServletException if a servlet-specific error occurs * @throws IOException if an I/O error occurs */ protected void processRequest(HttpServletRequest request, HttpServletResponse response) throws ServletException, IOException { response.setContentType("text/html;charset=UTF-8"); String urlPath = request.getServletPath(); if (urlPath.equalsIgnoreCase("/resources")) { ArrayList<Environment> lcs = this.getEnvironmentResources(); Integer min = Integer.MAX_VALUE; Integer max = Integer.MIN_VALUE; for (Environment e : lcs) { if (e.getArduinoloudness() != null && e.getArduinoloudness() < min) { min = e.getArduinoloudness(); } if (e.getArduinoloudness() != null && e.getArduinoloudness() > max) { max = e.getArduinoloudness(); } } try (PrintWriter out = response.getWriter()) { /* TODO output your page here. You may use following sample code. */ out.println("<!DOCTYPE html>"); out.println("<html>"); out.println("<head>"); out.println("<title>Servlet StudyAssistant</title>"); out.println("</head>"); out.println("<body>"); out.println("<h1>Servlet StudyAssistant at " + request.getContextPath() + "</h1>"); for (Environment e : lcs) { out.println(e.toString()); } out.println("Noise MAX: " + max); out.println("Noise MIN: " + min); out.println("</body>"); out.println("</html>"); } } else if (urlPath.equalsIgnoreCase("/resources/gauge")) { Environment lastRecord = this.getLastEnvironmentRecord(); StudyIndex inx = new StudyIndex(lastRecord); double index = inx.getStudyIndex(); index *= 100; index = Math.round(index * 100.0) / 100.0; JsonObject obj = new JsonObject(); // create an array called cols JsonArray cols = new JsonArray(); JsonArray rows = new JsonArray(); JsonArray messages = new JsonArray(); JsonObject col = new JsonObject(); col.addProperty("id", "Index"); col.addProperty("label", "Index"); col.addProperty("type", "string"); cols.add(col); JsonObject col2 = new JsonObject(); col2.addProperty("id", "Value"); col2.addProperty("label", "Value"); col2.addProperty("type", "number"); cols.add(col2); obj.add("cols", cols); JsonObject c = new JsonObject(); JsonArray row = new JsonArray(); JsonObject v1 = new JsonObject(); v1.addProperty("v", "Index"); row.add(v1); JsonObject v2 = new JsonObject(); v2.addProperty("v", index); row.add(v2); c.add("c", row); rows.add(c); obj.add("rows", rows); String msg = ""; if ((inx.alcoholIndex < 0.90) || (inx.methaneIndex < 0.90)) { msg += "Room needs better air circulation."; JsonObject msg1 = new JsonObject(); msg1.addProperty("text", msg); messages.add(msg1); } JsonObject msg2 = new JsonObject(); msg = ""; if (lastRecord.getArduinolight() < StudyIndex.lightOptimalValue) { msg += "Increase room luminance!"; } else if (lastRecord.getArduinolight() > StudyIndex.lightOptimalValue) { msg += "Lower room luminance!"; } else { msg += "Room luminance is optimal!"; } msg2.addProperty("text", msg); messages.add(msg2); JsonObject msg3 = new JsonObject(); msg = ""; if (lastRecord.getDs18b20temp() < StudyIndex.temperatureOptimalValue) { msg += "Increase room temperature!"; } else if (lastRecord.getDs18b20temp() > StudyIndex.temperatureOptimalValue) { msg += "Lower room temperature!"; } else { msg += "Room temperature is optimal!"; } msg3.addProperty("text", msg); messages.add(msg3); JsonObject msg4 = new JsonObject(); msg = ""; if (lastRecord.getArduinoloudness() > StudyIndex.loudnessOptimalValue) { msg += "Room is too noisy!"; msg4.addProperty("text", msg); messages.add(msg4); } JsonObject msg5 = new JsonObject(); msg = ""; if (lastRecord.getDs18b20temp() < StudyIndex.temperatureOptimalValue) { msg += "Humidity is less than optimal."; } else if (lastRecord.getDs18b20temp() > StudyIndex.temperatureOptimalValue) { msg += "Humidity is above optimal."; } else { msg += "Humidity is optimal!"; } msg5.addProperty("text", msg); messages.add(msg5); obj.add("messages", messages); Gson gson = new GsonBuilder().setPrettyPrinting().serializeNulls() .setFieldNamingPolicy(FieldNamingPolicy.UPPER_CAMEL_CASE).create(); response.setContentType("application/json"); response.setCharacterEncoding("utf-8"); PrintWriter out = response.getWriter(); out.print(gson.toJson(obj)); } else if (urlPath.equalsIgnoreCase("/resources/humidity")) { JsonObject obj = this.getCoreChartsJson("Humidity"); this.printJson(obj, response); } else if (urlPath.equalsIgnoreCase("/resources/temperature")) { JsonObject obj = this.getCoreChartsJson("Temperature"); this.printJson(obj, response); } else if (urlPath.equalsIgnoreCase("/resources/loudness")) { JsonObject obj = this.getCoreChartsJson("Loudness"); this.printJson(obj, response); } else if (urlPath.equalsIgnoreCase("/resources/light")) { JsonObject obj = this.getCoreChartsJson("Light"); this.printJson(obj, response); } else if (urlPath.equalsIgnoreCase("/resources/bubbleindex")) { JsonObject obj = this.getCoreChartsJson("Environment Index Score"); this.printJson(obj, response); } else if (urlPath.equalsIgnoreCase("/resources/minmax")) { JsonObject obj = this.findMinMax(); this.printJson(obj, response); } }
From source file:be.uantwerpen.dc.studyassistant.StudyAssistant.java
private JsonObject getCoreChartsJson(String property) { ArrayList<Environment> envs = this.getEnvironmentResources(); JsonObject obj = new JsonObject(); // create an array called cols JsonArray cols = new JsonArray(); JsonArray rows = new JsonArray(); JsonObject col = new JsonObject(); col.addProperty("id", "Time"); col.addProperty("label", "Time"); col.addProperty("type", "date"); cols.add(col);/* ww w . j a va 2s . com*/ JsonObject col2 = new JsonObject(); col2.addProperty("id", property); col2.addProperty("label", property); col2.addProperty("type", "number"); cols.add(col2); obj.add("cols", cols); for (Environment e : envs) { JsonObject c = new JsonObject(); JsonArray row = new JsonArray(); JsonObject v1 = new JsonObject(); v1.addProperty("v", "Date(" + e.getCreated().getTime() + ")"); row.add(v1); JsonObject v2 = new JsonObject(); if (property.equalsIgnoreCase("temperature")) { v2.addProperty("v", e.getDs18b20temp()); row.add(v2); c.add("c", row); rows.add(c); obj.add("rows", rows); } else if (property.equalsIgnoreCase("humidity")) { v2.addProperty("v", e.getDht11hum()); row.add(v2); c.add("c", row); rows.add(c); obj.add("rows", rows); } else if (property.equalsIgnoreCase("loudness")) { v2.addProperty("v", e.getArduinoloudness()); row.add(v2); c.add("c", row); rows.add(c); obj.add("rows", rows); } else if (property.equalsIgnoreCase("light")) { v2.addProperty("v", e.getArduinolight()); row.add(v2); c.add("c", row); rows.add(c); obj.add("rows", rows); } else if (property.equalsIgnoreCase("Environment Index Score")) { StudyIndex in = null; double index = 0; try { in = new StudyIndex(e); index = in.getStudyIndex(); } catch (Exception exc) { //Logger.getLogger(StudyAssistant.class.getName()).log(Level.SEVERE, null, exc); } v2.addProperty("v", index); row.add(v2); c.add("c", row); rows.add(c); obj.add("rows", rows); } } return obj; }
From source file:be.uantwerpen.dc.studyassistant.StudyAssistant.java
private JsonObject findMinMax() { ArrayList<Environment> envs = this.getEnvironmentResources(); Double minTemperature = Double.MAX_VALUE; Double maxTemperature = Double.MIN_NORMAL; Double minHumidity = Double.MAX_VALUE; Double maxHumidity = Double.MIN_NORMAL; Double minLoudness = Double.MAX_VALUE; Double maxLoudness = Double.MIN_NORMAL; Double minLight = Double.MAX_VALUE; Double maxLight = Double.MIN_NORMAL; Double minAlcohol = Double.MAX_VALUE; Double maxAlcohol = Double.MIN_NORMAL; Double minMethaine = Double.MAX_VALUE; Double maxMethaine = Double.MIN_NORMAL; Double minPressure = Double.MAX_VALUE; Double maxPressure = Double.MIN_NORMAL; for (Environment e : envs) { if (e.getDs18b20temp() != null && e.getDs18b20temp() < minTemperature) { minTemperature = Double.parseDouble(e.getDs18b20temp() + ""); }//from www. j a va 2 s . c om if (e.getDs18b20temp() != null && e.getDs18b20temp() > maxTemperature) { maxTemperature = Double.parseDouble(e.getDs18b20temp() + ""); } if (e.getDht11hum() != null && e.getDht11hum() < minHumidity) { minHumidity = Double.parseDouble(e.getDht11hum() + ""); } if (e.getDht11hum() != null && e.getDht11hum() > maxHumidity) { maxHumidity = Double.parseDouble(e.getDht11hum() + ""); } if (e.getArduinolight() != null && e.getArduinolight() < minLight) { minLight = Double.parseDouble(e.getArduinolight() + ""); } if (e.getArduinolight() != null && e.getArduinolight() > maxLight) { maxLight = Double.parseDouble(e.getArduinolight() + ""); } if (e.getArduinoloudness() != null && e.getArduinoloudness() < minLoudness) { minLoudness = Double.parseDouble(e.getArduinoloudness() + ""); } if (e.getArduinoloudness() != null && e.getArduinoloudness() > maxLoudness) { maxLoudness = Double.parseDouble(e.getArduinoloudness() + ""); } if (e.getArduinoalcohol() != null && e.getArduinoalcohol() < minAlcohol) { minAlcohol = Double.parseDouble(e.getArduinoalcohol() + ""); } if (e.getArduinoalcohol() != null && e.getArduinoalcohol() > maxAlcohol) { maxAlcohol = Double.parseDouble(e.getArduinoalcohol() + ""); } if (e.getArduinomethaine() != null && e.getArduinomethaine() < minMethaine) { minMethaine = Double.parseDouble(e.getArduinomethaine() + ""); } if (e.getArduinomethaine() != null && e.getArduinomethaine() > maxMethaine) { maxMethaine = Double.parseDouble(e.getArduinomethaine() + ""); } if (e.getBmp180pressure() != null && e.getBmp180pressure() < minPressure) { minPressure = Double.parseDouble(e.getBmp180pressure() + ""); } if (e.getBmp180pressure() != null && e.getBmp180pressure() > maxPressure) { maxPressure = Double.parseDouble(e.getBmp180pressure() + ""); } } ArrayList<String> types = new ArrayList<String>(); types.add("Temperature"); types.add("Humidity"); types.add("Loudness"); types.add("Luminance"); types.add("Alcohol"); types.add("Methane"); types.add("Pressure"); JsonObject obj = new JsonObject(); // create an array called cols JsonArray cols = new JsonArray(); JsonArray rows = new JsonArray(); JsonObject col = new JsonObject(); col.addProperty("id", "Variable"); col.addProperty("label", "Variable"); col.addProperty("type", "string"); cols.add(col); JsonObject col2 = new JsonObject(); col2.addProperty("id", "Minimum"); col2.addProperty("label", "Minimum"); col2.addProperty("type", "number"); cols.add(col2); JsonObject col3 = new JsonObject(); col3.addProperty("id", "Maximum"); col3.addProperty("label", "Maximum"); col3.addProperty("type", "number"); cols.add(col3); obj.add("cols", cols); for (String s : types) { JsonObject c = new JsonObject(); JsonArray row = new JsonArray(); JsonObject v1 = new JsonObject(); v1.addProperty("v", s); row.add(v1); if (s.equalsIgnoreCase("temperature")) { JsonObject v2 = new JsonObject(); v2.addProperty("v", minTemperature); row.add(v2); JsonObject v3 = new JsonObject(); v3.addProperty("v", maxTemperature); row.add(v3); c.add("c", row); rows.add(c); } else if (s.equalsIgnoreCase("humidity")) { JsonObject v2 = new JsonObject(); v2.addProperty("v", minHumidity); row.add(v2); JsonObject v3 = new JsonObject(); v3.addProperty("v", maxHumidity); row.add(v3); c.add("c", row); rows.add(c); } else if (s.equalsIgnoreCase("loudness")) { JsonObject v2 = new JsonObject(); v2.addProperty("v", minLoudness); row.add(v2); JsonObject v3 = new JsonObject(); v3.addProperty("v", maxLoudness); row.add(v3); c.add("c", row); rows.add(c); } else if (s.equalsIgnoreCase("luminance")) { JsonObject v2 = new JsonObject(); v2.addProperty("v", minLight); row.add(v2); JsonObject v3 = new JsonObject(); v3.addProperty("v", maxLight); row.add(v3); c.add("c", row); rows.add(c); } else if (s.equalsIgnoreCase("alcohol")) { JsonObject v2 = new JsonObject(); v2.addProperty("v", minAlcohol); row.add(v2); JsonObject v3 = new JsonObject(); v3.addProperty("v", maxAlcohol); row.add(v3); c.add("c", row); rows.add(c); } else if (s.equalsIgnoreCase("methane")) { JsonObject v2 = new JsonObject(); v2.addProperty("v", minMethaine); row.add(v2); JsonObject v3 = new JsonObject(); v3.addProperty("v", maxMethaine); row.add(v3); c.add("c", row); rows.add(c); } else if (s.equalsIgnoreCase("pressure")) { JsonObject v2 = new JsonObject(); v2.addProperty("v", minPressure); row.add(v2); JsonObject v3 = new JsonObject(); v3.addProperty("v", maxPressure); row.add(v3); c.add("c", row); rows.add(c); } } obj.add("rows", rows); return obj; }