def run(self, dispatcher: CollectingDispatcher, tracker: Tracker, domain: Dict[Text, Any]) -> List[Dict[Text, Any]]:
global label_to_idx, intent_tracker
logging.info("Action check intent invoked")
conversation_tracker = tracker.events_after_latest_restart()
for item in reversed(conversation_tracker):
if item["event"] == "user":
intent_code = label_to_idx[item["parse_data"]["intent"]["name"]]
if intent_code in intent_tracker:
dispatcher.utter_message("As I mentioned before")
else:
intent_tracker.add(intent_code)
# Break because we only want the last user intent
break
return []
def run(
self,
dispatcher: CollectingDispatcher,
tracker: Tracker,
domain: Dict[Text, Any],
) -> List[EventType]:
# Calculate Fatigue based on the conversation lenght
conv_turns = 0
# conv_turns = tracker.get_slot("conv_turns")
# action_counter = 0
user_event_list = []
for events in tracker.events_after_latest_restart():
if events["event"] == "user":
user_event_list.append(events)
conv_turns += 1
# logger.debug(f"This is the tracker after restart:
# {tracker.events_after_latest_restart()}")
# logger.debug(f"There has been these events from
# user so far: {user_event_list}")
# logger.debug(f"There has been
# {conv_turns} turns in this conversation so far!")
# Calculate confusion based on jumping from one intent to another
# Grouping the intents based on their similarity in context
distanced_intent_list = [[
"greet", "bye", "nicetomeetyou", "restart", "ask_builder",
"ask_howbuilt", "ask_isbot", "ask_ishuman", "ask_languagesbot",
"ask_whoisit", "ask_howdoing", "ask_howold", "ask_wherefrom",
"ask_whatismyname", "ask_whoami", "ask_restaurant", "ask_time",
"ask_weather", "telljoke", "handleinsult"
],
[
"whatisPAYbank", "product_description",
"howtoapply", "application_requirements",
"required_age", "cardlimit",
"points_collect", "annualcost"
],
[
"transfer_money", "pay_cc",
"ask_transfer_charge",
"search_transactions", "check_balance",
"check_earnings", "check_recipients",
"inform"
]]
# get the ranking of the last user message
last_intent_ranking = user_event_list[-1].get("parse_data", []).get(
"intent_ranking", [])
# get the name of the matched intent for last user message
last_intent_name = last_intent_ranking[0].get("name")
# get the text of the last user message
last_user_message = user_event_list[-1].get("text")
# get the ranking of the second last user message
second_last_intent_ranking = user_event_list[-2].get(
"parse_data", []).get("intent_ranking", [])
# get the name of the matched intent for second last user message
second_last_intent_name = second_last_intent_ranking[0].get("name")
# get the text of the second last user message
second_last_user_message = user_event_list[-2].get("text")
# logger.debug(f"Last intent name is: {last_intent_name}, and the \
# intent before last is: {second_last_intent_name}")
for list in distanced_intent_list:
if last_intent_name in list:
index_1 = distanced_intent_list.index(list)
logger.debug(f"{last_intent_name} is in group {index_1}.")
else:
index_1 = None
if second_last_intent_name in list:
index_2 = distanced_intent_list.index(list)
logger.debug(
f"{second_last_intent_name} is in group {index_2}.")
else:
index_2 = None
confusion_level = 0
if index_1 is not None and index_2 is not None:
if index_1 != index_2:
confusion_level += 1
logger.debug(f"The confusion level is: {confusion_level}")
# if conv_turns <= 6:
# return [FollowupAction("action_repair_options")]
# elif conv_turns > 6:
# dispatcher.utter_message(template="utter_fatigue")
# return [FollowupAction("action_listen")]
# return[]
intent_ranking = tracker.latest_message.get("intent_ranking", [])
if len(intent_ranking) > 1:
highest_ranked_intent_confidence = intent_ranking[0].get(
"confidence")
# highest_ranked_intent_name = intent_ranking[0].get("name")
if highest_ranked_intent_confidence >= 0.75:
if conv_turns <= 10:
# bot is not tired, and is somehow sure about the intent.
if confusion_level < 1:
# bot is not foncused
message_title = f"I'm Highly confident that you mean \
{last_intent_name}."
else:
# bot is confused
message_title = f"I'm Highly confident what you mean by: \
{last_user_message}. But before that you said: \
{second_last_user_message}. Switching between \
topics like this can confuse me in future. "
else:
# bot is tired, and is somehow sure about the intent.
if confusion_level < 1:
# bot is not confused
message_title = f"I'm Highly confident what you mean by: \
{last_user_message}. But our conversation is \
getting long and I'm tired. Sorry."
else:
# bot is confused
message_title = f"I'm Highly confident what you mean by: \
{last_user_message}. But before that you said: \
{second_last_user_message}. Switching between \
topics like this can confuse me in future. \
Our conversation is also getting long \
and I'm tired. Sorry."
else:
if conv_turns <= 10:
# bot is not tired, and is not sure about the intent.
if confusion_level < 1:
# bot is not foncused
message_title = f"I'm not so sure about what you mean by: \
{last_user_message}."
else:
# bot is confused
message_title = f"I'm not so sure about what you mean by: \
{last_user_message}. But before that you said: \
{second_last_user_message}. Switching between \
these topics confused me."
else:
# bot is tired, and is not sure about the intent.
if confusion_level < 1:
# bot is not confused
message_title = f"I'm not so sure about what you mean by: \
{last_user_message}. Our conversation is \
getting long and I'm tired. Maybe that's \
why I can't get you. Sorry."
else:
# bot is confused
message_title = f"I'm not so sure about what you mean by: \
{last_user_message}. But before that you said: \
{second_last_user_message}. Switching between \
these topics confused me. \
Our conversation is also getting long and I'm \
tired. Could be also why I can't get you. Sorry."
dispatcher.utter_message(text=message_title)
return [FollowupAction("action_listen")]
def run(self, dispatcher: CollectingDispatcher, tracker: Tracker, domain: Dict[Text, Any]) -> List[Dict[Text, Any]]:
logging.info("Action last intent invoked")
what = tracker.events_after_latest_restart()
print(what)
last_item=what[-5]
last_item=str(last_item)
#print(last_item)
substr0="name"
inilist0=[m.start() for m in re.finditer(r"name",last_item)]
name_counter_lastelement=inilist0[0]
last_item=last_item[name_counter_lastelement:]
print(last_item)
inilist4=[m.start() for m in re.finditer(r"confidence",last_item)]
confidence_counter_lastelement=inilist4[0]
last_item=last_item[:confidence_counter_lastelement]
print(last_item)
last_item=last_item[8:]
last_item = last_item.partition("'")[0]
print(" THE FINAL LAST_ITEM IS")
print(last_item)
if last_item=="follow_up":
#print(*what,sep="\n\n\n")
last_item=what[-9]
#print(last_item)
last_item=str(last_item)
#print(last_item)
inilist0=[m.start() for m in re.finditer(r"name",last_item)]
name_counter_lastelement=inilist0[0]
last_item=last_item[name_counter_lastelement:]
inilist4=[m.start() for m in re.finditer(r"confidence",last_item)]
confidence_counter_lastelement=inilist4[0]
last_item=last_item[:confidence_counter_lastelement]
last_item=last_item[8:]
last_item = last_item.partition("'")[0]
ini_str=last_item
print(" THE INI_STR IS")
print(ini_str)
if ini_str=='site':
dispatcher.utter_message("As I said earlier, the pain is in my right knee.")
elif ini_str=="exacerbating_factors":
dispatcher.utter_message("As mentioned before doctor, the pain is not subsiding, medicinal creams were also not helpfull.")
elif ini_str=="associated_factors":
dispatcher.utter_message("As I said earlier,I haven't noticed any symptoms. It starts when I walk alot.")
elif ini_str=="character":
dispatcher.utter_message("As I said earlier,The pain is really sharp and at times unbearable. I have to do hot compression in order to provide a little relief.")
elif ini_str=="problem_start":
dispatcher.utter_message("As I said earlier,The pain started almost a week back.")
elif ini_str=="what_problem":
dispatcher.utter_message("As I said earlier, my knee hurts. It's usually the right knee that always pains.")
elif ini_str=="radiation":
dispatcher.utter_message("As I said earlier,the pain is everywhere in my knee. It doesn't subsides or moves anywhere else.")
elif ini_str=="severity":
dispatcher.utter_message("As I said earlier,the pain is quite severe doctor. I am unable to walk even for five minutes once the pain starts. It escalates very quickly.")
elif ini_str=="movements":
dispatcher.utter_message("As I mentioned, I do a lot of running and other cardio exercises. I also lift heavy weights.")
elif ini_str=="problem_before":
dispatcher.utter_message("As I mentioned,I haven't experianced this pain ever before.")
elif ini_str=="name":
dispatcher.utter_message("As I mentioned,I am 22 years old and I have a very active and healthy lifestyle. I don't have any history of diseases or bone problems.")
elif ini_str=="medications":
dispatcher.utter_message("As I mentioned,I have paracetamol as pain killer at times since the pain is unbearable. When pain killers are not needed I apply some pain reducing cream.")
elif last_item=='site':
dispatcher.utter_message("The pain is in my right knee.")
elif last_item=="exacerbating_factors":
dispatcher.utter_message("No doctor, the pain is nt reducing, I tried rubbing medicinal creams and even did hot compression yet no improvement.")
elif last_item=="associated_factors":
dispatcher.utter_message("I haven't noticed any symptoms. It starts anytime when I walk alot.")
elif last_item=="character":
dispatcher.utter_message("The pain is really sharp and at times unbearable. I have to do hot compression in order to provide a little relief.")
elif last_item=="problem_start":
dispatcher.utter_message("The pain started like almost a week back, I can't remember the exact date but I am sure that it hasn't been more than a week.")
elif last_item=="what_problem":
dispatcher.utter_message("Doctor my knee hurts. It's usually the right knee that always pains.")
elif last_item=="radiation":
dispatcher.utter_message("The pain is everywhere in my knee. It doesn't subsides or moves anywhere else.")
elif last_item=="severity":
dispatcher.utter_message("It's quite severe doctor. I am unable to walk even for five minutes once the pain starts. It escalates very quickly.")
elif last_item=="movements":
dispatcher.utter_message("I do a lot of running and other cardio exercises. I also lift heavy weights.")
elif last_item=="problem_before":
dispatcher.utter_message("No ! I haven't experianced this pain ever before.")
elif last_item=="name":
dispatcher.utter_message("I am 22 years old and I have a very active and healthy lifestyle. I don't have any history of diseases or bone problems.")
elif last_item=="medications":
dispatcher.utter_message("I have paracetamol as pain killer at times since the pain is unbearable. When pain killers are not needed I apply some pain reducing cream.")
else:
print(last_item)
return []
