[d3af21]: / deepheart / train_model.py

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from parser import PCG
from model import CNN
import sys
true_strs = {"True", "true", "t"}
def load_and_train_model(model_path, load_pretrained):
pcg = PCG(model_path)
if load_pretrained:
pcg.load("/tmp")
else:
pcg.initialize_wav_data()
cnn = CNN(pcg, epochs=100, dropout=0.5)
cnn.train()
if __name__ == '__main__':
data_path = sys.argv[1]
load_pretrained = False
if len(sys.argv) == 3:
load_pretrained = sys.argv[2] in true_strs
load_and_train_model(data_path, load_pretrained)