def score_feature_sequences_gmm(in_file_list, htk_model_file, out_dir):
'''
Read an HTK model file defining a set of GMMs and score the input feature files
based on these GMMs
'''
if not os.path.exists(out_dir):
os.makedirs(out_dir)
# Read ASCII mmf file
htk_mmf = open(htk_model_file, 'r')
models, hmm_mgr, gmm_mgr = htkmmf.read_htk_mmf_file(htk_mmf,
log_domain=True)
htk_mmf.close()
# Read feature files and score
in_list = open(in_file_list, 'r')
for fl in in_list:
fl = fl.rstrip('\r\n')
print fl
feature_file = open(fl, 'r')
features = htkaudio.read_htk_audio_file(feature_file)
feature_file.close()
scores = []
n_models = gmm_mgr.num_models
for md in range(n_models):
model_scores = gmm_mgr.get_model(md).score(features)
scores.append(model_scores)
score_file = os.path.join(
out_dir,
os.path.splitext(os.path.split(feature_file)[1])[0] + '.sco')
n_frames = len(scores[0])
sco_fl = open(score_file, 'w')
for count in range(n_frames):
for m_count in range(n_models):
sco_fl.write('{} '.format(scores[m_count][count]))
sco_fl.write('\n')
sco_fl.close()
in_list.close()
def score_feature_sequences_gmm(in_file_list, htk_model_file, out_dir):
'''
Read an HTK model file defining a set of GMMs and score the input feature files
based on these GMMs
'''
if not os.path.exists(out_dir):
os.makedirs(out_dir)
# Read ASCII mmf file
htk_mmf = open(htk_model_file,'r')
models, hmm_mgr, gmm_mgr = htkmmf.read_htk_mmf_file(htk_mmf, log_domain=True)
htk_mmf.close()
# Read feature files and score
in_list = open(in_file_list, 'r')
for fl in in_list:
fl = fl.rstrip('\r\n')
print fl
feature_file = open(fl,'r')
features = htkaudio.read_htk_audio_file(feature_file)
feature_file.close()
scores = []
n_models = gmm_mgr.num_models
for md in range(n_models):
model_scores = gmm_mgr.get_model(md).score(features)
scores.append(model_scores)
score_file = os.path.join(out_dir, os.path.splitext(os.path.split(feature_file)[1])[0]+'.sco')
n_frames = len(scores[0])
sco_fl = open(score_file,'w')
for count in range(n_frames):
for m_count in range(n_models):
sco_fl.write('{} '.format(scores[m_count][count]))
sco_fl.write('\n')
sco_fl.close()
in_list.close()
def htkmmf2native(htk_file_name, native_file_name):
with open(htk_file_name) as f_in:
models, hmm_mgr, gmm_mgr = read_htk_mmf_file(f_in)
with open(native_file_name, 'wb') as f_out:
write_acoustic_model(models, gmm_mgr, hmm_mgr, f_out)
def htkmmf2native(htk_file_name, native_file_name):
with open(htk_file_name) as f_in:
models, hmm_mgr, gmm_mgr = read_htk_mmf_file(f_in)
with open(native_file_name, 'wb') as f_out:
write_acoustic_model(models, gmm_mgr, hmm_mgr, f_out)