)
else:
raise RuntimeError('Please check the args of python command line.')
his_label.append(sys_argv[i].replace('.csv', '') + '_train')
his_label.append(sys_argv[i].replace('.csv', '') + '_test')
return his, his_label
if __name__ == '__main__':
if len(sys.argv) < 3:
print(
'Usage: python3 plot_his_RL.py [image name] [csv file 1] [csv file 2] ...'
)
exit(0)
dataframe_list = []
args = []
for i in range(2, len(sys.argv)):
dataframe_list.append(pd.read_csv(sys.argv[i]))
args.append(sys.argv[i])
his, his_label = grab_RLhis(dataframe_list, args, 'loss')
TrainHistoryPlot(his, his_label, sys.argv[1] + '_loss', 'AT_loss',
['epoch', 'loss'])
his, his_label = grab_RLhis(dataframe_list, args, 'acc')
TrainHistoryPlot(his, his_label, sys.argv[1] + '_Acc', 'AT_Acc.',
['epoch', 'Acc.'])
print('All process done.')
def grab_rate(dataframe_list, sys_argv):
if len(dataframe_list) != 1:
raise RuntimeError('Please check the args for only one file.')
rate = []
name = []
rate.append(from_dataframe(dataframe_list[0].iloc[:, 0]))
rate.append(from_dataframe(dataframe_list[0].iloc[:, 1]))
name.append('sched_rate')
return rate, name
if __name__ == '__main__':
if len(sys.argv) != 3:
print('Usage: python3 plot_sched_rate.py [image name] [csv file]')
exit(0)
dataframe_list = []
args = []
dataframe_list.append(pd.read_csv(sys.argv[2]))
args.append(sys.argv[2])
rate, name = grab_rate(dataframe_list, args)
TrainHistoryPlot(rate, name, 'Sched_sampling_rate', 'Rate',
['epoch', 'rate'])
print('All process done.')
)
else:
raise RuntimeError('Please check the args of python command line.')
his_label = [
sys_argv[i].replace('his_', '').replace('.csv', '') + '_generator',
sys_argv[i].replace('his_', '').replace('.csv', '') +
'_discriminator'
]
return his, his_label
if __name__ == '__main__':
if len(sys.argv) < 3:
print(
'Usage: python3 plot_his_GAN.py [image name] [csv file 1] [csv file 2] ...'
)
exit(0)
dataframe_list = []
args = []
for i in range(2, len(sys.argv)):
dataframe_list.append(pd.read_csv(sys.argv[i]))
args.append(sys.argv[i])
his, his_label = grab_his(dataframe_list, args, 'loss')
TrainHistoryPlot(his, his_label, sys.argv[1] + '_loss', 'Loss',
['epoch', 'loss'])
print('All process done.')
'Please check the file or all trained by same training setting.'
)
else:
raise RuntimeError('Please check the args of python command line.')
his_label.append(sys_argv[i].replace('.csv', ''))
return his, his_label
if __name__ == '__main__':
if len(sys.argv) < 3:
print(
'Usage: python3 plot_his_FT.py [image name] [csv file 1] [csv file 2] ...'
)
exit(0)
dataframe_list = []
args = []
for i in range(2, len(sys.argv)):
dataframe_list.append(pd.read_csv(sys.argv[i]))
args.append(sys.argv[i])
his, his_label = grab_FThis(dataframe_list, args, 'train')
TrainHistoryPlot(his, his_label, sys.argv[1] + '_train_loss',
'FT_train_loss', ['iter', 'loss'])
his, his_label = grab_FThis(dataframe_list, args, 'test')
TrainHistoryPlot(his, his_label, sys.argv[1] + '_test_loss',
'FT_test_loss', ['iter', 'loss'])
print('All process done.')