wtolu, ukk, zipf, stype)
else:
if stype == 3 and type(zipf) == float and zipf < 0:
result = sm.dg4(root + name, cll, b, s, p, wtolu, ltow,
ukk, vecu)
else:
result = sm.dg2(root + name, cll, sys.argv[3], b, s,
wtolu, ukk, zipf, vecu, stype)
dlu = np.array([10.0 for i in range(0, len(result) - 1)])
mt = []
sim = []
for i in range(0, len(result) - 1):
if count == 6:
vect[i] = sm.vecof(result[i], a, wtola, akk)
mt.append(vect[i].max())
sim.append(attack.simatt(result[i], pu))
vecut[i] = sm.vecof0(result[i], b, s, wtolu, ukk)
else:
vecr = sm.vecof(result[i], a, wtola, akk)
mt.append(vecr.max())
sim.append(attack.simatt(result[i], pu))
vecur = sm.vecof0(result[i], b, s, wtolu, ukk)
for j in range(0, len(result) - 1):
dlt = spatial.distance.cosine(vecur, vecu[j])
if (dlt < dlu[i]):
dlu[i] = dlt
vecut[i] = vecu[j]
vecut[i] = (vecur + vecut[i] * count) / (count + 1)
for i in range(0, len(result) - 1):
vecu[i] = vecut[i]
if count > 6:
dlu = np.array([10.0 for i in range(0, len(result) - 1)])
sim = np.array([0.0 for i in range(0, len(result) - 1)])
mt = []
for i in range(0, len(result) - 1):
if count == 1:
vect[i] = sm.vecof(result[i], a, wtola, akk)
mt.append(vect[i].max())
vecut[i] = sm.vecof0(result[i], b, s, wtolu, ukk)
put[i].append(result[i][0:-2])
else:
vecr = sm.vecof(result[i], a, wtola, akk)
mt.append(vecr.max())
vecur = sm.vecof0(result[i], b, s, wtolu, ukk)
for j in range(0, len(result) - 1):
dlt = spatial.distance.cosine(vecur, vecu[j])
simt = attack.simatt(result[i], pu[j])
if (simt > sim[i]):
sim[i] = simt
put[i] = pu[j]
if (dlt < dlu[i]):
dlu[i] = dlt
vecut[i] = vecu[j]
put[i].append(result[i][0:-2])
vecut[i] = (vecur + vecut[i] * count) / (count + 1)
for i in range(0, len(result) - 1):
vecu[i] = vecut[i]
pu[i] = put[i]
if count > 1:
total = total + 1
if np.array(sim).argmax() == int(result[-1]):
hit = hit + 1