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TurnBased_TowerDefense_MachineLearn_DataSetCreator

The dataset creator of the project https://github.com/felipe-cabrera/TurnBased_TowerDefense_MachineLearn

How To

1. The main class

Our main class is "DataSetCreator.cs", here you can:

  • 1.1. Define the amount of data to be created (line 24: int dataSetAmount)
  • 1.2. Set the generation type, if it's an specifc class dataset or a random one (line 31: EnemyGenerator.Generate())
  • 1.3. Choose the Classifier (line 37: DefaultClassifier())
  • 1.4. Convert to JSON (line 41: JsonConvert.SerializeObject())
  • 1.5. Choose the dataset name (line 44: File.WriteText("name",json));

2. Enemy Creator Flow

We start on "EnemyGenerator.cs", by calling it on our main class (See 1.2), after we choose the creation type (Random or Specific) we need to get the Rules of the current enemy class (as for example, for a Green Enemy we have Attack and Defense between 11 and 20). After that, we will create an enemy with properties (Attack and Defense) with values in this range. The enemy will be storaged in the main class (see 1) in the list 'Enemies' (line 23: List Enemies)

3. Create a new Enemy

To do so, first we will need to add a new Enemy in the enum "EnemyTypes.cs", but it's very simple, we only need to add a line with the name of our new enemy class :).
After that we need to create a new Rule, for this part we need to go deeper on "EnemyRule.cs" and create a new block of the swith-case code in the method 'ClassRules', like this:

case EnemyTypes.Red:  
                   AttackInterval = new int[] { 11, 15 };  
                   DefenseInterval = new int[] { 7, 12 };  
                   break;

4. Edit a Enemy Rule

As we learned in the previous item, it's very simple, we only need to go deeper on "EnemyRule.cs" and create a new block of the swith-case code in the method 'ClassRules', like this:

case EnemyTypes.Red:  
                   AttackInterval = new int[] { 11, 15 };  
                   DefenseInterval = new int[] { 7, 12 };  
                   break;

5. Create a new Classifier

Well... That's the most complicated part, but it's also easy. To create a new Classify we need to create a class that implements the interface IClassifier and develop our algorithm into the method Classify, returning the classified type of our enemy.
You can check the class DefaultClassifier to see an example of how to implements the IClassifier interfaces

Authors

Felipe Cabrera Ribeiro dos Santos
Mauricio Anderson Perecim
Paulo Berlanga Neto
Vinícius de Souza Gonçalves

Requirements

Visual Studio 2019 (Recommended) or 2017.

Copyright

This project is totally educational, aiming only at sharing knowledge and science. If it is useful to you, you can use it as you wish, just give us the credits (citation)