def cal_suprasegmental(level,
config,
coeff_end_position,
coeff_start_position=0,
use_consonant=False,
const=1.0):
syllable_label_path = config['label_path']
name = config['name']
original = config['original']
base_path = config['base_path']
var_path = config['var_path']
number_of_frame = config['number_of_frame']
num_coeff = config['num_coeff']
stress_list = config['stress_list']
vuv = np.load('{}/class.npy'.format(config['vuv_path']))
tone = config['tone']
stress_type = config['stress_type']
ph_in_syl_object_path = config['phone_in_syllable_object_path']
p_in_s_file = Utility.load_obj(ph_in_syl_object_path)
if level == 'syllable':
dur_list, names = PoGUtility.gen_dur_and_name_list(
syllable_label_path, name)
elif level == 'phone':
dur_list, names = PoGUtility.gen_dur_and_name_list_for_phone(
syllable_label_path, name, config['ph_duration_path'])
if np.sum(dur_list) < len(original):
dur_list[0] = dur_list[0] + len(original) - np.sum(dur_list)
mean = np.load('{}/mean.npy'.format(base_path))
cov = np.load('{}/cov.npy'.format(base_path))
# Reshape var
var = np.load('{}'.format(var_path))
var = np.sum(var, axis=0)
# Reshape mean
temp_mean = []
for i in range(len(mean[0])):
temp_mean.append(mean[:, i])
mean = np.array(temp_mean)
w = JointModule.generate_DCT_W(number_of_frame,
dur_list,
num_coeff,
stress_list,
vuv,
tone,
stress_type,
p_in_s_file,
use_consonant=use_consonant)
w = w[coeff_start_position:coeff_end_position]
# s_B = const * PoGUtility.cal_sum_of_mean_part(var, w, cov, mean)
# s_A = const * PoGUtility.cal_sum_of_weight_part(var, w, cov)
s_B = PoGUtility.cal_sum_of_mean_part(var, w, cov, mean)
s_A = PoGUtility.cal_sum_of_weight_part(var, w, cov)
return (s_A, s_B)
for s in Utility.char_range('a', 'z'):
set_label_path = '{}/{}/'.format(label_path, s)
set_dct_path = '{}/{}/'.format(outpath, s)
Utility.make_directory(set_dct_path)
for x in range(1, 51):
name = 'tscsd{}{}'.format(s, Utility.fill_zero(x, 2))
file_path = '{}/{}.lab'.format(set_label_path, name)
if not Utility.is_file_exist(file_path): continue
dur_list, names = PoGUtility.gen_dur_and_name_list_for_phone(
file_path, name)
# sys.exit()
# if len(dur_list) != len(names):
# print name, len(dur_list), len(names)
dct_list = []
for n in names:
case = 0
if n in syl_dict:
if (tone == 'all') & (int(syl_dict[n]['stress'])
== stress_dict[stress_type]):
