function check()
{
$current = $_SERVER['SCRIPT_FILENAME'];
if (strpos($current, $this->secure_folder) !== false) {
$whitelist = explode(",", $this->whitelist);
$flag = true;
//assume we have to check
foreach ($whitelist as $page) {
if (strpos($current, $page . ".php")) {
$flag = false;
break;
}
}
if ($flag && !isset($_SESSION['id'])) {
Model::direct("index.php");
die;
}
}
}
<?php
require "lib/controller.class.php";
$app = new Controller();
switch ($_GET['action']) {
case "remove":
Model::loadProxy("train")->validate($_GET['s']);
db::init()->query("pattern.remove", array("id" => $_GET['s']));
break;
case "add":
$app->model->val->run("trainingset", $_POST);
db::init()->query("pattern.add", array("pattern" => $_POST['input'], "id" => $_POST['id'], "output" => $_POST['output']));
break;
case "rename":
$app->model->val->run("setrename", $_POST);
db::init()->query("train.update", array("label" => $_POST['label'], "id" => $_POST['id']));
break;
case "delete":
Model::loadProxy("train")->validate($_GET['s']);
db::init()->query("train.remove", array("id" => $_GET['s']));
break;
case "new":
$app->model->val->run("newset", $_POST);
db::init()->query("train.add", array("id" => $_POST['n'], "label" => $_POST['label']));
break;
}
Model::direct($_SERVER['HTTP_REFERER']);
}
}
break;
case model::$NEURON:
if ($_GET['submit'] == "Add") {
$nn->add_neuron($_GET['quantity']);
} else {
if ($_GET['submit'] == "Remove") {
$nn->remove_neuron($_GET['quantity']);
}
}
break;
case model::$LAYER:
if ($_GET['submit'] == "Add") {
$nn->add_layer();
} else {
if ($_GET['submit'] == "Remove") {
$nn->remove_layer();
}
}
break;
case model::$NETWORK:
$app->model->get("network")->delete($_GET['n']);
Model::direct("nm-main.php");
exit;
break;
}
$app->model->get("network")->buildTree($_GET['n'], $nn);
$app->model->get("network")->save($nn, $_GET['n']);
Model::direct("nm-network.php?n=" . $_GET['n']);
<?php
require "lib/controller.class.php";
$app = new Controller();
if (isset($_POST['user']) && isset($_POST['pass'])) {
$app->model->val->run("users.add", $_POST);
//validation
$app->model->get("users")->create($_POST['user'], $_POST['pass'], $_GET['n']);
Model::direct("nm-users.php?n=" . $_GET['n']);
}
$app->display("header");
$app->assign("label", "Register");
$app->display("user");
$app->display("footer");
for ($e = 0; $e < $data['epochmax']; $e++) {
//loop over max epochs
$epochaverage = 0;
//set the average to 0 for each epoch
foreach ($training_data as $set) {
//loop over training set
$inputs = explode("|", trim($set['pattern']));
//create an input array from binary string
$outputs = explode("|", trim($set['output']));
// '' for outputs
$epochaverage += $nn->train($inputs, $outputs, $reallearningrate);
//run train function
}
$epochaverage = $epochaverage / count($training_data);
$reallearningrate = $data['learningrate'] * $epochaverage;
//for better error gradient decent
if ($e == 0) {
$start_mse = $epochaverage;
}
//save the start mse
//if target MSE has been reached stop
if ($epochaverage < $data['targetmse']) {
break;
}
}
$end_time = microtime(true) - $start_time;
$app->model->get("epochs")->saveEpoch($nid, $e + 1, $start_mse, $epochaverage, $end_time, $_GET['s']);
$app->model->get("cache")->updateCache($nid, $training_data, $nn);
$app->model->get("network")->save($nn, $nid);
Model::direct("nm-set-history.php?s=" . $_GET['s'] . "&n={$nid}");
<?php
/**
* Import training set
* @author Louis Stowasser
*/
require "lib/controller.class.php";
$app = new Controller();
$data = $app->model->val->add($_POST, $_FILES);
$app->model->val->run("import", $data);
$content = file_get_contents($_FILES['file']['tmp_name']);
$data = explode("\n", $content);
foreach ($data as $line) {
$input = substr($line, 0, strpos($line, ":"));
$output = substr($line, strpos($line, ":") + 1, strlen($line));
if (validation::is_binary($input) && validation::is_binary($output)) {
db::init()->query("pattern.add", array("id" => $_POST['id'], "pattern" => $input, "output" => $output));
}
}
Model::direct();
<?php
require "lib/controller.class.php";
$app = new Controller();
if (isset($_POST['user']) && isset($_POST['pass'])) {
if ($app->model->get("users")->login($_POST['user'], $_POST['pass'])) {
Model::direct("nm-main.php");
} else {
throw new Exception("User not found!");
}
}
$app->assign("label", "Login");
$app->display("login");
<?php
require "lib/controller.class.php";
$app = new Controller();
if ($_POST && $app->model->val->run("network.edit", $_POST)) {
$app->model->get("network")->updateNetwork($_POST['id'], $_POST['label'], $_POST['lr'], $_POST['mse'], $_POST['epoch'], $_POST['momentum']);
Model::direct("nm-network.php?n=" . $_POST['id']);
}
$app->display("header");
$data = $app->model->get("network")->get($_GET['n']);
?>
<form action="nm-edit-network.php?n=<?php
echo $_GET['n'];
?>
" method="post">
<table id="tabform">
<tr><th>Name:</th><td><input type="text" name="label" value="<?php
echo $data['networkName'];
?>
" /></td></tr>
<tr><td colspan="2"><strong>Training</strong></td></tr>
<tr><th>Learning Rate:</th><td><input type="text" name="lr" value="<?php
echo $data['learningrate'];
?>
" /></td></tr>
<tr><th>Target MSE:</th><td><input type="text" name="mse" value="<?php
echo $data['targetmse'];
?>
" /></td></tr>
<tr><th>Epoch Max:</th><td><input type="text" name="epoch" value="<?php
echo $data['epochmax'];
