def make_questions(context_skeleton, qformat, generic=True, HHEd_fix=False):
context_dict = context_skeleton.added_contexts
if qformat not in ["NN", "HMM"]:
print "Error: Invalid question format! " + qformat
print "Must be either HMM or NN!"
sys.exit()
questions = []
if generic == False:
for key in context_dict:
qtype = getattr(context_skeleton, key)
#Setting it removes duplicates and sorting them is important for HMM question creation
#(sorting them is also prettier for the NN)
vals = list(set(context_dict[key]))
vals.sort()
if qtype == None:
pass
elif qtype == "bool":
for val in vals:
#If this is current phoneme id we apply the HHEd_fix
if HHEd_fix == True and key == "cp":
val = "-"+str(val)+"+"
if qformat == "HMM":
questions.append("QS \""+key+"-"+str(val)+"\" {*|"+key+":"+str(val)+"|*}")
elif qformat == "NN":
questions.append("LQ 0 \""+key+"-"+str(val)+"\" {*|"+key+":"+str(val)+"|*}")
elif "float" in qtype:
if qformat == "HMM":
questions += make_hmm_relational_qs(vals, key, qtype)
elif qformat == "NN":
for val in vals:
#HHEd's pattern matching for both NN and HMM's uses '.' as a special
#character. We therefore use the int version of the float value in the
#search pattern. But we have to check for xx first.
if val == "xx":
questions.append("LQ 1 0.0 \""+key+"-xx\" {*|"+key+":xx|*}")
else:
questions.append("LQ 1 "+str(val)+" \""+key+"-"+strintify(float(val))+"\" {*|"+key+":"+strintify(float(val))+"|*}")
elif "int" in qtype:
if qformat == "HMM":
questions += make_hmm_relational_qs(vals, key, qtype)
elif qformat == "NN":
for val in vals:
#The NN relies on floats for the actual value so we use that there
#and the int in the naming. But we have to check for xx first.
if val == "xx":
questions.append("LQ 1 0.0 \""+key+"-xx\" {*|"+key+":xx|*}")
else:
questions.append("LQ 1 "+strfloatify(val)+" \""+key+"-"+str(val)+"\" {*|"+key+":"+str(val)+"|*}")
else:
print "Error: Odd question type, should not exist - "+qtype
sys.exit()
else:
print "Error: Not implemented yet! (Outputting generic question set)"
return questions
def make_questions(context_skeleton, qformat, generic=True, HHEd_fix=False, utt=False):
context_dict = context_skeleton.added_contexts
#We write out each context not used just for checks.
#TODO: Make it possible to throw an exception if context not used.
#TODO: Currently we ignore this when making GV contexts.
if utt == False:
for context in vars(context_skeleton).keys():
if context not in context_dict and context != "added_contexts":
print context_dict.keys()
print "Warning! Context ({0}) not used!".format(context)
if qformat not in ["Nitech_NN", "HMM", "CSTR_NN"]:
raise SiReError("Invalid question format ({0})! Must be either HMM, Nitech_NN or CSTR_NN!".format(qformat))
questions = []
if generic == False:
for key in context_dict:
qtype = getattr(context_skeleton, key)
#Setting it removes duplicates and sorting them is important for HMM question creation
#(sorting them is also prettier for the NN)
vals = list(set(context_dict[key]))
vals.sort()
if qtype == None:
pass
elif qtype == "bool":
for val in vals:
#If this is current phoneme id we apply the HHEd_fix
if HHEd_fix == True and key == "cp":
val = "-"+str(val)+"+"
if qformat == "HMM" or qformat == "CSTR_NN":
questions.append("QS \""+key+"-"+str(val)+"\" {*|"+key+":"+str(val)+"|*}")
elif qformat == "Nitech_NN":
questions.append("LQ 0 \""+key+"-"+str(val)+"\" {*|"+key+":"+str(val)+"|*}")
elif "float" in qtype:
if qformat == "HMM":
questions += make_hmm_relational_qs(vals, key, qtype)
elif qformat == "Nitech_NN":
for val in vals:
#HHEd's pattern matching for both NN and HMM's uses '.' as a special
#character. We therefore use the int version of the float value in the
#search pattern. But we have to check for xx first.
if val == "xx":
questions.append("LQ 1 0.0 \""+key+"-xx\" {*|"+key+":xx|*}")
else:
questions.append("LQ 1 "+str(val)+" \""+key+"-"+strintify(float(val))+"\" {*|"+key+":"+strintify(float(val))+"|*}")
elif qformat == "CSTR_NN":
#For CSTR's DNN system we just need to specify the question and not one for each value of the question if float or int.
#Note that floats needs to be strintified in the actual question.
questions.append("CQS \""+key+"\" {*|"+key+":(\d+)|*}")
elif "int" in qtype:
if qformat == "HMM":
questions += make_hmm_relational_qs(vals, key, qtype)
elif qformat == "Nitech_NN":
for val in vals:
#The NN relies on floats for the actual value so we use that there
#and the int in the naming. But we have to check for xx first.
if val == "xx":
questions.append("LQ 1 0.0 \""+key+"-xx\" {*|"+key+":xx|*}")
else:
questions.append("LQ 1 "+strfloatify(int(val))+" \""+key+"-"+str(val)+"\" {*|"+key+":"+str(val)+"|*}")
elif qformat == "CSTR_NN":
#For CSTR's DNN system we just need to specify the question and not one for each value of the question if float or int.
#Note that floats needs to be strintified in the actual question.
questions.append("CQS \""+key+"\" {*|"+key+":(\d+)|*}")
else:
raise SiReError("Odd question type, should not exist - {0}".format(qtype))
else:
raise SiReError("Not implemented yet! (Outputting generic question set)")
return questions
def make_questions(context_skeleton,
qformat,
generic=True,
HHEd_fix=False,
utt=False):
context_dict = context_skeleton.added_contexts
#We write out each context not used just for checks.
#TODO: Make it possible to throw an exception if context not used.
#TODO: Currently we ignore this when making GV contexts.
if utt == False:
for context in vars(context_skeleton).keys():
if context not in context_dict and context != "added_contexts":
print context_dict.keys()
print "Warning! Context ({0}) not used!".format(context)
if qformat not in ["Nitech_NN", "HMM", "CSTR_NN"]:
raise SiReError(
"Invalid question format ({0})! Must be either HMM, Nitech_NN or CSTR_NN!"
.format(qformat))
questions = []
if generic == False:
for key in context_dict:
qtype = getattr(context_skeleton, key)
#Setting it removes duplicates and sorting them is important for HMM question creation
#(sorting them is also prettier for the NN)
vals = list(set(context_dict[key]))
vals.sort()
if qtype == None:
pass
elif qtype == "bool":
for val in vals:
#If this is current phoneme id we apply the HHEd_fix
if HHEd_fix == True and key == "cp":
val = "-" + str(val) + "+"
if qformat == "HMM" or qformat == "CSTR_NN":
questions.append("QS \"" + key + "-" + str(val) +
"\" {*|" + key + ":" + str(val) +
"|*}")
elif qformat == "Nitech_NN":
questions.append("LQ 0 \"" + key + "-" + str(val) +
"\" {*|" + key + ":" + str(val) +
"|*}")
elif "float" in qtype:
if qformat == "HMM":
questions += make_hmm_relational_qs(vals, key, qtype)
elif qformat == "Nitech_NN":
for val in vals:
#HHEd's pattern matching for both NN and HMM's uses '.' as a special
#character. We therefore use the int version of the float value in the
#search pattern. But we have to check for xx first.
if val == "xx":
questions.append("LQ 1 0.0 \"" + key +
"-xx\" {*|" + key + ":xx|*}")
else:
questions.append("LQ 1 " + str(val) + " \"" + key +
"-" + strintify(float(val)) +
"\" {*|" + key + ":" +
strintify(float(val)) + "|*}")
elif qformat == "CSTR_NN":
#For CSTR's DNN system we just need to specify the question and not one for each value of the question if float or int.
#Note that floats needs to be strintified in the actual question.
questions.append("CQS \"" + key + "\" {*|" + key +
":(\d+)|*}")
elif "int" in qtype:
if qformat == "HMM":
questions += make_hmm_relational_qs(vals, key, qtype)
elif qformat == "Nitech_NN":
for val in vals:
#The NN relies on floats for the actual value so we use that there
#and the int in the naming. But we have to check for xx first.
if val == "xx":
questions.append("LQ 1 0.0 \"" + key +
"-xx\" {*|" + key + ":xx|*}")
else:
questions.append("LQ 1 " + strfloatify(int(val)) +
" \"" + key + "-" + str(val) +
"\" {*|" + key + ":" + str(val) +
"|*}")
elif qformat == "CSTR_NN":
#For CSTR's DNN system we just need to specify the question and not one for each value of the question if float or int.
#Note that floats needs to be strintified in the actual question.
questions.append("CQS \"" + key + "\" {*|" + key +
":(\d+)|*}")
else:
raise SiReError(
"Odd question type, should not exist - {0}".format(qtype))
else:
raise SiReError(
"Not implemented yet! (Outputting generic question set)")
return questions
