def main(args):
utils.ensure_dir(
[join(args.model_path, args.id),
join(args.pred_path, args.id)])
print('-' * 30)
print('Loading and preprocessing test data...')
print('-' * 30)
try:
imgs_test, imgs_id_test = utils.load_test_data(args.data_path)
except FileNotFoundError:
utils.create_test_data(args.data_path, args.data_path)
imgs_test, imgs_id_test = utils.load_test_data(args.data_path)
print('-' * 30)
print('Loading saved model...')
print('-' * 30)
net = model_build.load_model(join(args.model_path, args.id))
output_shape = net.layers[0].output_shape[1:-1]
if len(output_shape) == 2:
imgs_test = utils.preprocess_x(imgs_test, new_shape=output_shape)
else:
imgs_test = utils.preprocess_x(imgs_test, new_shape=(96, 96))
print('-' * 30)
print('Predicting masks on test data...')
print('-' * 30)
imgs_mask_test, presence_test = net.predict(imgs_test, verbose=1)
print(imgs_mask_test.shape, presence_test.shape)
np.save(join(args.pred_path, args.id, 'imgs_mask_test.npy'),
imgs_mask_test)
np.save(join(args.pred_path, args.id, 'imgs_presence_test.npy'),
presence_test)
"""print('-' * 30)
def setUp(self):
self.temp_path = utils.create_test_data()
self.app = App('steve', conn=self.temp_path)
self.template = 'salary'
self.funding = self.app.funding_templates[self.template]
def setUp(self):
self.temp_path = utils.create_test_data()
self.app = App('steve', conn=self.temp_path)
self.wallet = 'shares'
self.transfer = 'savings'
self.funding = self.app.funding_templates['salary']
def eval_bleu(encoder, decoder, device):
encoder.eval(), decoder.eval()
# Get input & target data
i_words, t_words, i_tenses, t_tenses = utils.create_test_data(device)
with torch.no_grad():
latents, _, _ = encoder(i_words, i_tenses)
outputs, _, _ = decoder(latents, t_tenses)
preds = torch.argmax(outputs, dim=-1)
accuracy = torch.sum(preds == t_words).double() / t_words.numel()
bleu_acc = utils.compute_batch_bleu(preds, t_words) / t_words.shape[1]
print(utils.idx2char(preds))
print(utils.idx2char(t_words))
print(f"Accuracy is {accuracy:.2%}")
print(f"BLEU Accuracy is {bleu_acc:.2%}")
return accuracy, bleu_acc
def setUp(self):
self.temp_path = utils.create_test_data()
self.user = '******'
self.app = App(self.user, conn=self.temp_path)
def setUp(self):
self.temp_path = utils.create_test_data()
def setUp(self):
self.temp_path = utils.create_test_data()
self.app = App('steve', conn=self.temp_path)
self.wallets = self.app.wallets
def setUpClass(self):
self.temp_path = utils.create_test_data()
self.app = App('steve', conn=self.temp_path)
self.accounts = self.app.accounts