def generate_dataset(items, slots, voca: Vocabulary):
dataset = Dataset()
for item in items:
vectors = []
for word in item[0].split():
vectors.append(voca.get(word))
labels = []
for tag in item[1].split():
value = np.zeros([len(slots)], dtype=np.float32)
value[slots.index(tag)] = 1
labels.append(value)
dataset.add(item[0], item[1], vectors, labels)
return dataset
