Question

What is the format of thraining data in pyfann? Concretely I would like to use the init_weight function of pyfann, but it does not take a range, but finds the range from traning data. Therefore I would like to create a small fake dataset, which has the lowest and the highes value of what can be expected in the programm.

Was it helpful?

Solution

Frist Line, 3 arguments: number of data to train, number of inputs, number of outputs from there, goes one line of inputs and one of outputs e.g. (AND logic matrix):

4 2 1    
1 1    
1    
0 1    
0    
0 0    
0    
1 0    
0  

Above:

  • 4 datas to train:

    1 AND 1 = 1
    0 AND 1 = 0
    0 AND 0 = 0
    1 AND 0 = 0

  • 2 inputs

  • 1 output

OTHER TIPS

Now you can also use train_on_data, which receives the same arguments as train_on_file, but you change the filename with an object libfann.training_data() and set the lists of lists of input and output as (for the xor case):

training = libfann.training_data()    
training.set_train_data([[-1,-1],[-1,1],[1,-1],[1,1]],[[-1],[1],[1],[-1]])
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