Update: Updated location of phraseGenerator.py

This commit is contained in:
Logan Cusano
2021-12-29 21:00:05 -05:00
parent b45746a09a
commit 87e34f1be7
2 changed files with 0 additions and 0 deletions

View File

@@ -1,53 +0,0 @@
import os
import argparse
from textgenrnn import textgenrnn
class PhraseGenerator(textgenrnn):
def __init__(self, input_training_file_path='./lyrics.txt', input_epochs=1, input_temperature=.5,
input_model_file_path='./WillieBotModel_weights.hdf5', logging_level=str(2)):
# Set logging for Tensorflow
os.environ['TF_CPP_MIN_LOG_LEVEL'] = str(logging_level)
# Init vars
self.training_file_path = input_training_file_path
self.model_file_path = input_model_file_path
self.epochs = input_epochs
self.temperature = input_temperature
# Init Textgenrnn
super().__init__(weights_path=self.model_file_path, allow_growth=True, name='WillieBotModel')
def pg_train(self):
self.train_from_file(self.training_file_path, num_epochs=self.epochs, verbose=0, top_n=5, return_as_list=True)
def pg_generate(self):
generated_text = self.generate(1, temperature=self.temperature, return_as_list=True)
print(generated_text[0])
return str(generated_text[0])
if __name__ == '__main__':
parser = argparse.ArgumentParser(description='Description of your program')
parser.add_argument('-t', '--train', action='store_true', help='Train the model', required=False)
parser.add_argument('-g', '--generate', action='store_true', help='Generate text', required=False)
parser.add_argument('-e', '--epochs', action='store', type=int, help='Set amount of epochs (defaults to 5)',
required=False)
parser.add_argument('-p', '--temp', action='store', type=int,
help='Set temperature for generation (defaults to .5)', required=False)
parser.add_argument('-f', '--training_file', action='store', type=str,
help='Set the training file (defaults to \'./lyrics.txt\')', required=False)
args = vars(parser.parse_args())
print(args)
print('Starting')
pg = PhraseGenerator(input_epochs=args['epochs'] if args['epochs'] else 1,
input_training_file_path=args['training_file'] if args['training_file'] else './lyrics.txt',
input_temperature=args['temp'] if args['temp'] else .5,
logging_level=str(2) if args['generate'] else str(0))
if args['train']:
pg.pg_train()
if args['generate']:
pg.pg_generate()