def post_process_act(das):
#return das
das = das[0]
#print 'in das:', das
#import pdb
da_des = get_dialogue_act_metadata(das)
#FILTER from/to borough out of user act if this turn doesn' include from/to street, stop and also keep inform borough with prob. of 0.5
if 'inform' in da_des and 'from_borough' in da_des['inform']['slots'] and len(da_des['inform']['slots'])>1:
lst = matlab.subtract(['from_stop'], da_des['inform']['slots'])
prob = 0.7
if len(lst)<1:
prob=0.3
if is_only_borough(da_des):
prob = 0.0
if sample_a_prob(prob):
das.dais.remove('inform(from_borough="' + da_des['inform']['slot_value']['from_borough'] + '")')
print 'remove from_borough'
#pdb.set_trace()
if 'inform' in da_des and 'to_borough' in da_des['inform']['slots'] and len(da_des['inform']['slots'])>1:
lst = matlab.subtract(['to_stop'], da_des['inform']['slots'])
prob = 0.7#70% remove borough from inform
if len(lst)<1:#has to_stop, remove with 30%
prob=0.3
if is_only_borough(da_des):#only borough don't remove
prob = 0.0
if sample_a_prob(prob):
das.dais.remove('inform(to_borough="' + da_des['inform']['slot_value']['to_borough'] + '")')
print 'remove to_borough'
#pdb.set_trace()
return [das]
def _get_answer_da(self, da_in):
'''Answer a sytem dialogue act.'''
da_out = DialogueAct()
out_of_patience=False
reply_sys_acts = self.metadata['reply_system_acts']
da_metadata = self._get_dialogue_act_metadata(da_in)
for act_in in da_metadata.keys():
#debug_print('------Handling the sys_act' + act_in)
#print '------Handling the sys_act', act_in
reply = reply_sys_acts[act_in]
if isinstance(reply, dict):#this action has different definition for different goal
reply = reply[self.goal_id]
answer = self._sample_element_from_list_dict(reply)
if 'ordered_return_acts' in answer:#process list of answer in order, and stop for first appliable
for solution in answer['ordered_return_acts']:
case = self._sample_element_from_list_dict(solution)
da_items = self._build_one_answer(da_metadata[act_in], case, True)
if len(da_items)>0:
answer = case# for filtering acts with add_to_da_prob propertiy
break
else:
da_items = self._build_one_answer(da_metadata[act_in], answer)
for item in da_items:#process action can be whether add to da_out or not like impl_confirmi
act_out_des = self._get_act_out_description(item.dat, answer)
if 'add_to_da_prob' in act_out_des.keys():
if sample_a_prob(act_out_des['add_to_da_prob']) and item not in da_out:
da_out.append(item)
else:
if item not in da_out:
da_out.append(item)
#-------update patience history
if item.name is not None:#have slot, the sys act ask repeated the sema slot anserd, ignore the case of over answer
if act_in not in self.patience_history.keys():
self.patience_history[act_in] = {}
if item.name not in self.patience_history[act_in]:
self.patience_history[act_in][item.name]=1
else:
self.patience_history[act_in][item.name]+=1
if self.patience_level>=1 and self.patience_history[act_in][item.name]>self.patience_level:
out_of_patience = True
break#only break the inner loop
#da_out.extend(da_items)
if out_of_patience:
if random.random()>0.5:
da_out = DialogueAct(self.config['out_of_patience_act'])
print '!!!!ANGRY...'
else:
print '!!Almost ANGRY...'
return da_out
def test_random_dialogues(user):
metadata = get_metadata()
for i in range(100):
print '=======================Dialogue %i============================'%(i+1)
user.new_dialogue()
print 'Goal:', user.goal
print '-'*60
goal_des = metadata['goals'][user.goal['task']]
ordered_acts = goal_des['acts']
slots = goal_des['slots']
for acts in ordered_acts:
da = DialogueAct()
for act in acts.split('&'):
act_des = metadata['act_definitions'][act]
slot = None
if act_des['slot_included']:
slot = sample_from_list(slots)
value = None
if act_des['value_included']:
if slot not in user.goal.keys():
for s in get_equivalent_slots(goal_des, slot):
if s in user.goal.keys():
slot = s
break
if slot in user.goal.keys():
if sample_a_prob(0.5):
value = user.goal[slot]
else:
value = 'lct'
else:
value = 'lct'
item = DialogueActItem(act, slot, value)
da.append(item)
print 'sys_da:\t\t', da
user.da_in(da)
da = user.da_out()
print 'user_da:\t', da[0]
if len(da[0])==0:
raise RuntimeError('User simulator doesnt reply anything!!')
pdb.set_trace()