def test_forward_backward(self):
mfcc = s2mfc.open(os.path.join(self.testdir, 'man.ah.111a.mfc')).getall()
mfcc -= mfcc.mean(0)
feat = _1s_c_d_dd.compute(mfcc)
hg = hmm.HMMGraph(self.factory.create('SIL'),
self.factory.create('SIL'))
alpha = None
self.alpha = []
for f in feat[0:15]:
senscr = self.acmod.senone_compute(hg.iter_senones(), f)
alpha = hmm.forward_evaluate(hg, senscr, alpha)
self.alpha.append(alpha)
beta = None
self.beta = []
for f in feat[15:0:-1]: # Note that this is time-shifted by
# one from the forward pass above
senscr = self.acmod.senone_compute(hg.iter_senones(), f)
beta = hmm.backward_evaluate(hg, senscr, beta)
self.beta.append(beta)
self.beta.reverse()
ll = 0
for a,b in zip(self.alpha, self.beta):
newll = sum(a*b)
if ll != 0:
self.assert_(abs(log(ll) - log(newll)) < 0.1)
ll = newll
def test_forward_backward(self):
pid = self.acmod.mdef.phone_id('SIL')
h1 = hmm.HMM(self.acmod.mdef.pid2sseq(pid),
self.acmod.tmat[self.acmod.mdef.pid2tmat(pid)])
mfcc = s2mfc.open(os.path.join(self.testdir, 'man.ah.111a.mfc')).getall()
mfcc -= mfcc.mean(0)
feat = _1s_c_d_dd.compute(mfcc)
alpha = None
self.alpha = []
for f in feat[0:50]:
senscr = self.acmod.senone_compute(h1.iter_senones(), f)
alpha = hmm.forward_evaluate(h1, senscr, alpha)
self.alpha.append(alpha)
beta = None
self.beta = []
for f in feat[50:0:-1]: # Note that this is time-shifted by
# one from the forward pass above
senscr = self.acmod.senone_compute(h1.iter_senones(), f)
beta = hmm.backward_evaluate(h1, senscr, beta)
self.beta.append(beta)
self.beta.reverse()
ll = 0
for a,b in zip(self.alpha, self.beta):
newll = sum(a*b)
if ll != 0:
self.assert_(abs(log(ll) - log(newll)) < 0.1)
ll = newll
def test_forward_backward(self):
mfcc = s2mfc.open(os.path.join(self.testdir,
'man.ah.111a.mfc')).getall()
mfcc -= mfcc.mean(0)
feat = _1s_c_d_dd.compute(mfcc)
hg = hmm.HMMGraph(self.factory.create('SIL'),
self.factory.create('SIL'))
alpha = None
self.alpha = []
for f in feat[0:15]:
senscr = self.acmod.senone_compute(hg.iter_senones(), f)
alpha = hmm.forward_evaluate(hg, senscr, alpha)
self.alpha.append(alpha)
beta = None
self.beta = []
for f in feat[15:0:-1]: # Note that this is time-shifted by
# one from the forward pass above
senscr = self.acmod.senone_compute(hg.iter_senones(), f)
beta = hmm.backward_evaluate(hg, senscr, beta)
self.beta.append(beta)
self.beta.reverse()
ll = 0
for a, b in zip(self.alpha, self.beta):
newll = sum(a * b)
if ll != 0:
self.assert_(abs(log(ll) - log(newll)) < 0.1)
ll = newll
def test_forward_backward(self):
pid = self.acmod.mdef.phone_id('SIL')
h1 = hmm.HMM(self.acmod.mdef.pid2sseq(pid),
self.acmod.tmat[self.acmod.mdef.pid2tmat(pid)])
mfcc = s2mfc.open(os.path.join(self.testdir,
'man.ah.111a.mfc')).getall()
mfcc -= mfcc.mean(0)
feat = _1s_c_d_dd.compute(mfcc)
alpha = None
self.alpha = []
for f in feat[0:50]:
senscr = self.acmod.senone_compute(h1.iter_senones(), f)
alpha = hmm.forward_evaluate(h1, senscr, alpha)
self.alpha.append(alpha)
beta = None
self.beta = []
for f in feat[50:0:-1]: # Note that this is time-shifted by
# one from the forward pass above
senscr = self.acmod.senone_compute(h1.iter_senones(), f)
beta = hmm.backward_evaluate(h1, senscr, beta)
self.beta.append(beta)
self.beta.reverse()
ll = 0
for a, b in zip(self.alpha, self.beta):
newll = sum(a * b)
if ll != 0:
self.assert_(abs(log(ll) - log(newll)) < 0.1)
ll = newll
def test_compute(self):
mfcc = s2mfc.open(os.path.join(self.testdir, 'man.ah.111a.mfc')).getall()
mfcc -= mfcc.mean(0)
feat = _1s_c_d_dd.compute(mfcc)
senones = [0, 69, 135, 525]
expected = [3.03518949e-36, 1.00000000e+00, 4.47046728e-16, 1.07179724e-01]
senscr = self.acmod.senone_compute(senones, feat[0])
for i,s in enumerate(senones):
self.assert_(abs(senscr[s] - expected[i]) < 0.01)
def test_compute(self):
mfcc = s2mfc.open(os.path.join(self.testdir,
'man.ah.111a.mfc')).getall()
mfcc -= mfcc.mean(0)
feat = _1s_c_d_dd.compute(mfcc)
senones = [0, 69, 135, 525]
expected = [
3.03518949e-36, 1.00000000e+00, 4.47046728e-16, 1.07179724e-01
]
senscr = self.acmod.senone_compute(senones, feat[0])
for i, s in enumerate(senones):
self.assert_(abs(senscr[s] - expected[i]) < 0.01)