dev branch for MA

.gitignore

@@ -0,0 +1 @@
+.idea/

README.md

@@ -24,7 +24,7 @@ The first step is to preprocess the data. The database was imported and transfor
     5. Task Critical time: Integer
     6. Number of Jobs: Integer
 From Jobs only one feature was selected: Job Exit_Value: String.
-After exporting all tables, start with Data_preparation.py. Line 165 is responsible for the length of the feature vector. 
+After exporting all tables, start with Data_preparation.py.
 Feature and labels are save in the end. 
 
 
@@ -35,7 +35,7 @@ CuDNNLSTM.py. When using CPU, install Tensorflow and replace CuDNNLSTM with LSTM
 Evaluation.py. Evaluation prints the confusion matrix and classification report. Tensorboard can be launched by typing tensorboard -–logdir=logs/ into the terminal and logs from trained models can be visualized 
 
 **4. Prediction:**
-predictin.py. A CSV file will be save with actual and predictied values. The trained model should be loaded first.
+prediction.py. A CSV file will be save with actual and predicted values. The trained model should be loaded first.
 
 **5. Plotting:**
 Plotting.py. Another way to visualize the model built.

Vagrantfile

@@ -0,0 +1,73 @@
+# -*- mode: ruby -*-
+# vi: set ft=ruby :
+
+# All Vagrant configuration is done below. The "2" in Vagrant.configure
+# configures the configuration version (we support older styles for
+# backwards compatibility). Please don't change it unless you know what
+# you're doing.
+Vagrant.configure("2") do |config|
+  # The most common configuration options are documented and commented below.
+  # For a complete reference, please see the online documentation at
+  # https://docs.vagrantup.com.
+
+  # Every Vagrant development environment requires a box. You can search for
+  # boxes at https://atlas.hashicorp.com/search.
+  config.vm.box = "ubuntu/xenial64"
+
+  # Disable automatic box update checking. If you disable this, then
+  # boxes will only be checked for updates when the user runs
+  # `vagrant box outdated`. This is not recommended.
+  # config.vm.box_check_update = false
+
+  # Create a forwarded port mapping which allows access to a specific port
+  # within the machine from a port on the host machine. In the example below,
+  # accessing "localhost:8080" will access port 80 on the guest machine.
+  # config.vm.network "forwarded_port", guest: 80, host: 8080
+
+  # Create a private network, which allows host-only access to the machine
+  # using a specific IP.
+  # config.vm.network "private_network", ip: "192.168.33.10"
+  # config.vm.network "public_network", ip: "127.0.0.1", bridge: "enp0s25"
+
+
+  # Create a public network, which generally matched to bridged network.
+  # Bridged networks make the machine appear as another physical device on
+  # your network.
+  config.vm.network "public_network", :mac => "0A0100000000", :auto_config => false
+
+  # Share an additional folder to the guest VM. The first argument is
+  # the path on the host to the actual folder. The second argument is
+  # the path on the guest to mount the folder. And the optional third
+  # argument is a set of non-required options.
+  # config.vm.synced_folder "../data", "/vagrant_data"
+
+  # Provider-specific configuration so you can fine-tune various
+  # backing providers for Vagrant. These expose provider-specific options.
+  # Example for VirtualBox:
+  #
+   config.vm.provider "virtualbox" do |vb|
+  #   # Display the VirtualBox GUI when booting the machine
+     vb.gui = false
+  #
+  #   # Customize the amount of memory on the VM:
+      vb.memory = 4096
+      vb.cpus = 2 
+   end
+  #
+  # View the documentation for the provider you are using for more
+  # information on available options.
+
+  # Define a Vagrant Push strategy for pushing to Atlas. Other push strategies
+  # such as FTP and Heroku are also available. See the documentation at
+  # https://docs.vagrantup.com/v2/push/atlas.html for more information.
+  # config.push.define "atlas" do |push|
+  #   push.app = "YOUR_ATLAS_USERNAME/YOUR_APPLICATION_NAME"
+  # end
+
+  # Enable provisioning with a shell script. Additional provisioners such as
+  # Puppet, Chef, Ansible, Salt, and Docker are also available. Please see the
+  # documentation for more information about their specific syntax and use.
+    config.vm.provision "shell", path:"provision.sh", privileged:false;
+    config.vm.provision "shell",  path:"bootstrap.sh" , run:"always";
+
+end

bootstrap.sh

@@ -0,0 +1,15 @@
+
+##############################
+#
+# This is a bootstrap script which is
+# run at every startup of the vagrant machine
+# If you want to run something just once at provisioning
+# and first bootup of the vagrant machine please see
+# provision.sh
+#
+# Contributor: Bernhard Blieninger
+##############################
+
+python3 -m venv lstm-virtenv
+source lstm-virtenv/bin/activate
+pip3 install  -r python3-lstm/requirements.txt