def sample_test():
data, char_to_ix, ix_to_char = DataService.get_data()
chars = list(set(data))
data_size, vocab_size = len(data), len(chars)
np.random.seed(2)
_, n_a = 20, 100
Wax, Waa, Wya = np.random.randn(n_a, vocab_size), np.random.randn(
n_a, n_a), np.random.randn(vocab_size, n_a)
b, by = np.random.randn(n_a, 1), np.random.randn(vocab_size, 1)
parameters = {"Wax": Wax, "Waa": Waa, "Wya": Wya, "b": b, "by": by}
indices = ModelService.sample(parameters, char_to_ix, 0)
print("Sampling:")
print("list of sampled indices:\n", indices)
print("list of sampled characters:\n", [ix_to_char[i] for i in indices])
from data_service import DataService from model_service import ModelService data, char_to_ix, ix_to_char = DataService.get_data() parameters = ModelService.model(data, ix_to_char, char_to_ix, verbose=True)