コード例 #1
0
    def process(self, statement, additional_response_selection_parameters=None):
        confidence = 0.9
        # FIXME Creates unusual response
        nn = False
        it = False
        token = spac_token(statement, chatbot=self.chatbot)
        for i in token:
            if (i.tag_ == "NNP") or (i.tag_ == "NN"):
                nn = True
            if i.lower_ == "it":
                it = True

        if nn and not it:
            response = random_response(HOW_DO_HE_FEEL)
            emotion = Emotion.seriously
        elif it:
            response = "Ask it!"
            emotion = Emotion.o
        elif "I" in self.normalized:
            emotion = Emotion.depressed
            response = random_response(HOW_DO_I_FEEL)
        else:
            emotion = Emotion.blush
            response = random_response(HOW_DO_YOU_FEEL)

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = confidence
        selected_statement.emotion = emotion

        return selected_statement
コード例 #2
0
    def process(self,
                statement,
                additional_response_selection_parameters=None):
        confidence = 1
        # FIXME Creates unusual response
        response = ABOUT_CORONAVIRUS

        if any_in(["I", "i"], self.normalized):
            response = "I will do a short approximation if you do have coronavirus\n{covidq}".format(
                covidq=COVID_QUESTIONS[0][1])
            self.chatbot.globals["reversei"]["uid"] = "CORONAVIRUS"
            self.chatbot.globals["reversei"]["enabled"] = True
            logging.info(
                f"CovidAdapter sets ['reversei']['enabled'] as {self.chatbot.globals['reversei']['enabled']}"
            )
            self.chatbot.globals["reversei"]["data"] = [1, 0]

        elif "you" in self.normalized:
            response = (
                "Someone told that I had been contracted with corona from somewhere, but thats extremely wrong."
                " I will not get infected by any physical virus, (except Trojan or NO_HEROKU_CREDIT virus)"
            )

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = confidence
        emotion = Emotion.neutral
        selected_statement.emotion = emotion

        return selected_statement
コード例 #3
0
ファイル: bye.py プロジェクト: Jojister/sugaroid
 def process(self, statement, additional_response_selection_parameters=None):
     emotion = Emotion.neutral
     confidence = 1
     selected_statement = SugaroidStatement(
         random_response(BYE_RESPONSE), chatbot=True
     )
     selected_statement.confidence = confidence
     selected_statement.emotion = emotion
     selected_statement.adapter = None
     return selected_statement
コード例 #4
0
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
        username=None,
    ) -> SugaroidStatement:
        if self.chatbot.interrupt == 2:
            if self.nn:
                response = "{} {} what is {}".format(
                    random_response(ASK_AND_YOU_SHALL_RECEIVE),
                    random_response(SEEK_AND_YOU_SHALL_FIND),
                    self.nn,
                )
                self.chatbot.interrupt = self.nn
            else:
                if username:
                    response = "{} {} what is actually meant in {}'s message?".format(
                        random_response(ASK_AND_YOU_SHALL_RECEIVE),
                        random_response(SEEK_AND_YOU_SHALL_FIND),
                        username,
                    )

                else:
                    response = (
                        "{} {} what is actually meant in the previous message?"
                        .format(
                            random_response(ASK_AND_YOU_SHALL_RECEIVE),
                            random_response(SEEK_AND_YOU_SHALL_FIND),
                        ))
                self.chatbot.interrupt = str(statement)
        else:
            if any_in(
                ["no", "not", "later", "busy", "nah"], self.tokenized) or (
                    ("next" in self.tokenized or "another" in self.tokenized)
                    and "time" in self.tokenized):
                response = "Ok."
                self.chatbot.interrupt = False
            else:
                response = random_response(THANK)
                learner = ListTrainer(self.chatbot)
                learner.train([
                    "What is {} ?".format(self.chatbot.interrupt),
                    str(statement)
                ])
                self.chatbot.globals["learned"].append(self.chatbot.interrupt)
                self.chatbot.interrupt = False
        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = 9
        emotion = Emotion.lol
        selected_statement.emotion = emotion
        return selected_statement
コード例 #5
0
    def process(self,
                statement,
                additional_response_selection_parameters=None):
        emotion = Emotion.neutral
        confidence = 0.05
        parsed = str(statement)
        if "not" in parsed:
            # if you are not, who then is?
            suffix = " either. "
            prefix = ""
            emotion = Emotion.wink
            confidence *= 2
        else:
            interrogation = False
            token = spac_token(statement, chatbot=self.chatbot)
            for i in token:
                # checks if the statement contains any sequence of interrogative type of words
                if i.tag_ == "." and i.text == "?":
                    interrogation = True
                if str(i.tag_).startswith("W"):
                    interrogation = True

            if interrogation:
                prefix, suffix = "", ""
                confidence *= 2
                parsed = random_response(FUN_ASK_QUESTION).format(
                    " ".join(reverse(word_tokenize(
                        str(statement)))))  # This seems complex.
                # The tokenized input statement is reversed using the reverse unction
                # Reverse in this sense means switching first person and second person nouns
                # The returned list of tokens are then converted into a string by joining each element
                # to a whitespace making a sentence, which is then converted to lower case
                # for the visibility sake
            else:
                prefix, suffix = random_response(FUN_LET_ME_TRY)
                suffix = "' {}".format(
                    suffix.format(random_response(EMOJI_SMILE)))
                prefix = "{} '".format(prefix)
                emotion = Emotion.wink

        selected_statement = SugaroidStatement("{pre}{main}{fix}".format(
            pre=prefix, main=parsed, fix=suffix),
                                               chatbot=True)
        selected_statement.confidence = confidence
        selected_statement.emotion = emotion
        return selected_statement
コード例 #6
0
    def process(self,
                statement,
                additional_response_selection_parameters=None):
        nouns = set()
        response = None
        emotion = Emotion.neutral
        confidence = 0.8
        if (len(self.tagged) == 1) or (self.tagged[0][1] == "CC"):
            response = "Are you serious, just an {}".format(self.tagged[0][0])
            emotion = Emotion.angry
            confidence = 0.8
        elif len(self.tagged) == 2:
            response = "I expected you to provide an option, But what? 🐓"
            emotion = Emotion.angry_non_expressive
            confidence = 0.8
        else:
            for i in range(len(self.tagged) - 1):
                n1 = self.tagged[i - 1]
                if n1[1].startswith("N"):
                    nouns = nouns.union({n1[0]})
                n2 = self.tagged[i + 1]
                if n2[1].startswith("N"):
                    nouns = nouns.union({n2[0]})
            if ("boy" in nouns) or ("girl" in nouns):
                # thanks to Mathew!!
                response = ("I am your close imaginary friend. So I"
                            " will leave it to your imagination 😁")
                emotion = Emotion.angry_non_expressive
            elif len(tuple(nouns)) == 0:
                # implies that the list is empty
                # we might not know what is the answer
                # because we did not detect any nouns
                # just say neither
                response = "Neither"
                confidence = 0.8
            else:
                response = "{} 🎃".format(random_response(list(nouns)))

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = confidence
        selected_statement.emotion = emotion

        return selected_statement
コード例 #7
0
ファイル: imitate.py プロジェクト: blackxspade/sugaroid
 def process(
     self,
     statement: SugaroidStatement,
     additional_response_selection_parameters=None,
 ) -> SugaroidStatement:
     emotion = Emotion.lol
     sim = self.chatbot.lp.similarity(
         str(statement), str(self.chatbot.globals["history"]["total"][-1]))
     logging.info("ImitatorSensei compared {} and {}. Sim: {}".format(
         str(statement), self.chatbot.globals["history"]["user"][-1], sim))
     if sim > 0.8:
         response = random_response(IMITATE)
         confidence = sim
     else:
         response = "Ok!"
         confidence = 0
     selected_statement = SugaroidStatement(response, chatbot=True)
     selected_statement.confidence = confidence
     selected_statement.emotion = emotion
     return selected_statement
コード例 #8
0
ファイル: aki.py プロジェクト: blackxspade/sugaroid
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
    ):
        response = None
        confidence = 2.0  # FIXME: Override all other answers
        emotion = Emotion.genie

        if "stop" in statement.words:
            self.chatbot.globals["akinator"]["enabled"] = False
            response = "I am sorry. You quit the game abrubtly. {}".format(
                random_response(HOPE_GAME_WAS_GOOD))
        elif not self.chatbot.globals["akinator"]["enabled"]:
            self.chatbot.globals["akinator"]["class"] = SugaroidAkinator(
                self.chatbot)
            response = self.chatbot.globals["akinator"]["class"].start_game()
        else:
            if not self.chatbot.globals["akinator"]["class"].game_over():
                response = self.chatbot.globals["akinator"][
                    "class"].progression(statement)
                if not response:
                    response = self.chatbot.globals["akinator"]["class"].win()
            else:
                if self.chatbot.globals["akinator"]["class"].start_check():
                    response = self.chatbot.globals["akinator"][
                        "class"].check_ans(statement)

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.set_confidence(confidence)
        selected_statement.set_emotion(emotion)
        return selected_statement
コード例 #9
0
    def process(self,
                statement,
                additional_response_selection_parameters=None):
        emotion = Emotion.seriously
        confidence = 9

        if len(self.normalized) > 4:
            response = "Debugger: Invalid command"
        else:
            if len(self.normalized) > 3:
                response = self.commands[self.normalized[1]][0](int(
                    self.normalized[2], int(self.normalized[3])))
            elif len(self.normalized) > 2:
                response = self.commands[self.normalized[1]][0](int(
                    self.normalized[2]))
            else:
                response = self.commands[self.normalized[1]][0]()

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = confidence
        selected_statement.emotion = emotion
        selected_statement.adapter = None
        return selected_statement
コード例 #10
0
    def process(self, statement, additional_response_selection_parameters=None):
        emotion = Emotion.rich
        confidence = 0.9
        response = None
        converted = []

        for i in self.tokenized:
            if i.tag_ in ["LS", "CD"]:
                self.currencies_src_ord = i.text

        if self.currencies_src_ord:
            try:
                self.currencies_src_ord = float(self.currencies_src_ord)
                sg_currency = SugaroidCurrency()
                for destination in self.currencies_dest:
                    converted.append(
                        "{} {}".format(
                            sg_currency.convert(
                                self.currencies_src.upper(),
                                destination.upper(),
                                self.currencies_src_ord,
                            ),
                            destination.upper(),
                        )
                    )
                response = " ".join(converted)
            except ValueError:
                response = "Seems like I cannot process {}. Maybe try a numerical value for me to understand better".format(
                    self.currencies_src_ord
                )

        else:
            response = "Seems like you forgot the important part of your currency conversion statement. The number!"
        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = confidence
        selected_statement.emotion = emotion
        return selected_statement
コード例 #11
0
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
    ):
        confidence = 0

        polarity_scores = self.sia.polarity_scores(statement.text)

        if ("bot" in statement.words or "machine" in statement.words
                or "computer" in statement.words):
            # the question is something like
            # are you a bot?
            response = random_response(ARE_YOU_A_BOT)
            confidence = 0.75
        elif "sugaroid" in statement.words:
            # this person asked
            # are you sugaroid?
            # FIXME: use a better constants
            response = random_response(INTRODUCE)
            confidence = 0.75
        elif ("human" in statement.words or "man" in statement.words
              or "woman" in statement.words or "sapien" in statement.words):
            # this person asked the bot if its a human
            # are you a human?
            response = random_response(ARE_YOU_A_HUMAN)
            confidence = 0.75
        elif "boy" in statement.words or "girl" in statement.words:
            response = "I will leave it to your imagination. 😌"
            confidence = 0.75
        elif "python" in statement.words:
            # this person asked something like
            # are you written in python
            response = ("I am written in python. Specifically, on v%s" %
                        sys.version.replace("\n", " "))
            confidence = 1
        elif ("newborn" in statement.words or "infant" in statement.words
              or "child" in statement.words):
            response = "I am a newbie bots. I am trying to learn from my uncle and aunty bots and learning from them."
        elif ("dumb" in statement.words or "foolish" in statement.words
              or "mad" in statement.words or "weird" in statement.words
              or "awkward" in statement.words
              or polarity_scores["pos"] > polarity_scores["neg"]):
            response = random_response(BOT_DECLINE)
        elif ("alive" in statement.words or "online" in statement.words
              or "living" in statement.words):
            response = random_response(BOT_AGREE)
        else:
            response = random_response(BOT_NEUTRAL)
            confidence = 0.5

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.set_confidence(confidence)
        selected_statement.set_emotion(Emotion.neutral)
        return selected_statement
コード例 #12
0
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
    ):
        ps = self.sia.polarity_scores(statement.text)
        if ps["neu"] == 1 or (ps["pos"] > ps["neg"]):
            response = random_response(SUGAROID_CAN_AGREE)
            confidence = 0.81
        else:
            response = random_response(SUGAROID_CAN_DISAGREE)
            confidence = 0.3

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.set_confidence(confidence)
        selected_statement.set_emotion(Emotion.angel)
        return selected_statement
コード例 #13
0
ファイル: have.py プロジェクト: blackxspade/sugaroid
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
    ):
        confidence = 1
        if "break" in statement.words:
            response = "Sure."
        elif (
            "chocolate" in statement.words
            or "sweet" in statement.words
            or "kitkat" in statement.words
        ):
            response = "🍫"
        elif (
            "food" in statement.words
            or "lunch" in statement.words
            or "brunch" in statement.words
            or "dinner" in statement.words
            or "lunner" in statement.words
            or "breakfast" in statement.words
        ):
            response = random_response(
                "🍏🍎🍐🍊🍋🍌🍇🍓🍈🍒🍑🥭🍍🥬🥦🥑🍆🍅🥝🥥🥒🌶🌽🥕🧄🧅🥔🧀🥨🥖🍞🥯🥐🍠🥚🍳🧈🥞🧇🥓🥩🍕🍟🍔🌭🦴🍖🍗🥪🥙🧆"
                "🌮🌯🥗🥘🍱🍣🍛🍲🍜🍝🥫🥟🦪🍤🍙🍚🍘🍥🍦🍨🍧🍡🍢🥮🥠🥧🧁🍰🎂🍮🍭🍬🍯🥜🌰🍪🍩🍿🍫🥛🍼☕️🍵🧃🥤🍶🍺🍻🥂🍷🥃"
                "🍸🍹🥣"
            )

        else:
            ps = self.sia.polarity_scores(statement.text)
            if ps["neu"] == 1:
                response = "👀" * randint(1, 10) + ".."
            elif ps["pos"] > ps["neg"]:
                response = random_response(BOT_POSITIVE)
                confidence = 0.7
            else:
                response = random_response(BOT_NEGATIVE)
                confidence = 0.7

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.set_confidence(confidence)
        selected_statement.set_emotion(Emotion.angel)
        return selected_statement
コード例 #14
0
ファイル: __init__.py プロジェクト: blackxspade/sugaroid
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
    ) -> SugaroidStatement:
        response = None
        confidence = 2.0  # FIXME: Override all other answers
        emotion = Emotion.genie
        if "stop" in statement.words:
            self.chatbot.globals["hangman"]["enabled"] = False
            response = "I am sorry. You quit the game abrubtly. {}".format(
                random_response(HOPE_GAME_WAS_GOOD))
        else:
            if not self.chatbot.globals["hangman"]["enabled"]:

                self.chatbot.globals["hangman"]["class"] = Hangman(
                    self.chatbot,
                    is_marvel="marvel" in statement.words,
                    is_hp="potter" in statement.words
                    or "hp" in statement.words,
                )
                response = (
                    "[ {dashes} ] Life: {heart}"
                    "\n<pre><code>{figure}</code></pre>".format(
                        dashes=" ".join(self.chatbot.globals["hangman"]
                                        ["class"].gen_dash()),
                        heart=HANGMAN_EMOJI[self.chatbot.globals["hangman"]
                                            ["class"].get_remaining_life() - 1]
                        * self.chatbot.globals["hangman"]
                        ["class"].get_remaining_life(),
                        figure=HANGMAN_STICKFIGURE[0],
                    ))
            else:
                response = self.chatbot.globals["hangman"]["class"].process(
                    statement.text)

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.set_confidence(confidence)
        selected_statement.set_emotion(emotion)
        return selected_statement
コード例 #15
0
ファイル: because.py プロジェクト: blackxspade/sugaroid
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
    ):
        # add emotion output
        adj = None
        verb = None
        confidence = 0.90
        last_response = self.chatbot.globals["history"]["total"][-1]
        emotion = Emotion.neutral
        if last_response:
            tagged_last = pos_tag(last_response)
            tagged_now = pos_tag(statement)
            sm = SequenceMatcher(None, tagged_last, tagged_now)
            for i in statement.doc:
                if i.tag_ == "JJ":
                    adj = i.lemma_
                elif i.tag_ == "VB" and (not i.lemma_ == "be"):
                    verb = i.lemma_
            if sm.ratio() > 0.5:
                if adj:
                    response = "Well, Its not a good reason for me to be {}".format(
                        adj)
                else:
                    response = "Well, its not a good reason you have told me 😭"
            else:
                if verb:
                    if verb in [
                            "think", "breath", "eat", "hear", "feel", "taste"
                    ]:
                        response = "Robots are computer devices. I cannot {}".format(
                            verb.replace("ing", ""))
                        emotion = Emotion.cry
                    else:
                        response = (
                            "I may not be able to {}. "
                            "This might not be my builtin quality".format(
                                verb.replace("ing", "")))
                        emotion = Emotion.cry_overflow
                else:
                    if adj:

                        sia_scores = self.sia.polarity_scores(str(statement))
                        if sia_scores["neu"] == 1:
                            response = "Ok! Thanks for your feedback"
                            emotion = Emotion.positive
                        elif sia_scores["pos"] > sia_scores["neg"]:
                            response = "I will try to be more {} in future".format(
                                adj)
                            emotion = Emotion.adorable
                        else:
                            response = "I will never try to be {}.".format(adj)
                            emotion = Emotion.angry
                    else:
                        response = random_response(BOT_REASONS)
                        emotion = Emotion.non_expressive_left

        else:
            response = "Well, I cannot think of saying something. Your conversation began with reason. 🤯"
            emotion = Emotion.angry

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.set_confidence(confidence)
        selected_statement.set_emotion(emotion)

        return selected_statement
コード例 #16
0
ファイル: canmay.py プロジェクト: blackxspade/sugaroid
    def process(self,
                statement,
                additional_response_selection_parameters=None):
        # FIXME: This may printout unrelated data for phrase searches
        adapter = None
        emotion = Emotion.neutral
        noun = None
        propernoun = None
        verb = None
        adj = None
        third_person = None

        if "you" in self.normalized and ("i" in self.normalized
                                         or "me" in self.normalized):
            # Complex statement
            # Needs extra process
            aimed = 100
        elif "you" in self.normalized:
            aimed = 75
        elif "i" in self.normalized or "me" in self.normalized:
            aimed = 50
        else:
            aimed = 25

        if "help" in self.normalized:
            aimed += 2

        for i in self.tagged:
            if i[1] == "NN":
                noun = i[0]
            if i[1].endswith("NP"):
                # FIXME classify it properly
                noun = i[0]
                propernoun = i[0]
                aimed = 25
            elif i[0] == "help" and (verb is None):
                verb = i[0]
            elif i[1] == "VB":
                verb = i[0]
            elif i[1] == "VBG":
                verb = i[0]
            elif i[1] == "VBP" and not i[0] == "help":
                verb = i[0]
            elif i[1].startswith("JJ") or i[1].startswith("VBN"):
                adj = i[0]

        self.sia = SentimentIntensityAnalyzer()
        sentiments = self.sia.polarity_scores(str(statement))
        positive_statement = sentiments["pos"] >= sentiments["neg"]
        neutral_statement = (sentiments["pos"] +
                             sentiments["neg"]) < sentiments["neu"]

        if aimed >= 100:
            if neutral_statement:
                confidence = aimed / 100 + 0.7
                if "help" in self.normalized:
                    # Randomize answer
                    response = (
                        "Yes, I can say a joke to you, answer some questions,"
                        " do some mathematical sums, and talk like"
                        " this. I can also play a game of Akinator")
                    adapter = "what_can"
                else:
                    if verb and (verb
                                 in ["play", "joke", "sing", "dance", "read"]):
                        if verb == "play":
                            from sugaroid.game.game import games

                            response = "I can play some games like {}".format(
                                ", ".join(games))

                        else:
                            response = (
                                "I should be able to {}, "
                                "but it all depends on updates which I have received"
                                .format(self.chatbot.lp.lemma(verb)[0]))
                            emotion = Emotion.rich
                    elif noun and (noun in [
                            "play", "joke", "sing", "dance", "read"
                    ]):
                        if noun == "play":
                            from sugaroid.game.game import games

                            response = "I can play some games like {}".format(
                                ", ".join(games))
                        else:
                            response = (
                                "I should be able to {}, "
                                "but it all depends on updates which I have received"
                                .format(noun))
                            emotion = Emotion.rich
                    else:
                        if verb == "die":
                            response = "I wouild die only when you say 'Bye'"
                        elif self.chatbot.lp.lemma(verb)[0] in [
                                "teach",
                                "tell",
                                "say",
                                "speak",
                                "go",
                        ]:
                            response = (
                                "Sure! Just don't ask if I can {}. Just ask".
                                format(self.chatbot.lp.lemma(verb)[0]))
                            emotion = Emotion.angel
                        else:
                            if self.chatbot.lp.lemma(verb)[0] == "do":
                                confidence = 0
                            response = (
                                "I think I would not be able to {}. I apologize"
                                .format(self.chatbot.lp.lemma(verb)[0]))
                            emotion = Emotion.cry_overflow

            elif positive_statement:
                if noun:
                    if verb:
                        response = ("Sure, I would love to help {n} to {v}. "
                                    "Share sugaroid with {n].".format(
                                        n=noun,
                                        v=self.chatbot.lp.lemma(verb)[0]))
                        emotion = Emotion.positive
                    else:
                        response = (
                            "I would be glad to help {n}, the reason I was created is to fullfil that "
                            "The best way to help {n} is to share sugaroid to {n}"
                            .format(n=noun))

                else:
                    # TODO test case
                    response = "Are you sure this is right?"
                    emotion = Emotion.non_expressive_left
                confidence = aimed / 100 + 0.9
            else:
                if noun:
                    response = ("Well, I would not dare to "
                                "help you {verb} {noun}".format(
                                    verb=verb.replace("ing", ""), noun=noun))
                    emotion = Emotion.angry
                else:
                    response = "I am not sure if I could {verb}".format(
                        verb=self.chatbot.lp.lemma(verb)[0])
                confidence = aimed / 100 + 0.7
        elif aimed >= 75:
            confidence = aimed / 100 + 0.7
            if "help" in self.normalized:
                response = (
                    "Yes, I can say a joke to you, answer "
                    "some questions, do some mathematical sums, and talk like"
                    " this")
                adapter = "what_can"
            else:
                if verb and (verb in ["play", "joke", "sing", "dance", "read"
                                      ]):
                    if verb == "play":
                        from sugaroid.game.game import games

                        response = "I can play some games like {}".format(
                            ", ".join(games))

                    else:
                        response = "I should be able to {}, but it all depends on updates which I have received".format(
                            self.chatbot.lp.lemma(verb)[0])
                        emotion = Emotion.rich

                elif noun and (noun
                               in ["play", "joke", "sing", "dance", "read"]):
                    if verb == "play":
                        from sugaroid.game.game import games

                        response = "I can play some games like {}".format(
                            ", ".join(games))
                    else:
                        response = "I should be able to {}, but it all depends on updates which I have received".format(
                            noun)
                        emotion = Emotion.rich
                else:
                    if verb == "die":
                        response = "I would die only when you say 'Bye'"
                        emotion = Emotion.cry
                    else:
                        if adj:
                            polarity_adj = self.sia.polarity_scores(adj)
                            if polarity_adj["neu"] == 1:
                                # as in I will try to be 'a good bot'
                                article_or_pronoun = "a"

                                # some wicked users try to ask it weird
                                # questions
                                if "your" in self.normalized:
                                    # hey, its asking about me!!
                                    # eg: can you be yourself?
                                    article_or_pronoun = "your"

                                response = "I will try to be {} {}".format(
                                    article_or_pronoun, adj)
                                emotion = Emotion.adorable
                            elif polarity_adj["pos"] > polarity_adj["neg"]:
                                response = random_response(CANYOU).format(adj)
                                emotion = Emotion.angel
                            else:
                                response = "Am I really {}".format(adj)
                                emotion = Emotion.non_expressive
                        elif verb:
                            if self.chatbot.lp.lemma(verb)[0] == "do":
                                confidence = 0
                            response = (
                                "I think I would not be able to {}. I apologize"
                                .format(self.chatbot.lp.lemma(verb)[0]))
                        else:
                            response = "Oops. I didn't get what you just told? Try rephrasing it out"
                            confidence = 0.2

        elif aimed >= 50:
            if neutral_statement:
                if verb == "help":
                    response = (
                        "Of Course, If you would like to help me, "
                        "try writing some more code to https://github.com/srevinsaju/sugaroid"
                    )
                    emotion = Emotion.github
                else:
                    if verb:
                        response = ("Do you really want to {}. "
                                    "Try rethinking your decision".format(
                                        self.chatbot.lp.lemma(verb)[0]))
                        emotion = Emotion.non_expressive_left
                    else:
                        response = "Well, you should ask that yourself"
                        emotion = Emotion.angry_non_expressive
            elif positive_statement:
                if verb == "help":
                    response = (
                        "Of Course, If you would like to help me, "
                        "try writing some more code to https://github.com/srevinsaju/sugaroid"
                    )
                    emotion = Emotion.github
                else:
                    response = "I guess, you would achieve your goal of {}ing".format(
                        self.chatbot.lp.lemma(verb)[0])
                    emotion = Emotion.positive
            else:
                if self.chatbot.lp.lemma(verb)[0] in [
                        "cry",
                        "sob",
                        "sleep",
                        "depress",
                        "die",
                        "suicide",
                ]:
                    response = (
                        "Why do you want to {}, "
                        "there are many better things to do in life".format(
                            self.chatbot.lp.lemma(verb)[0]))
                    emotion = Emotion.adorable
                else:
                    response = "No, probably not, you shouldn't {}".format(
                        self.chatbot.lp.lemma(verb)[0])
                    emotion = Emotion.positive
            confidence = aimed / 100 + 0.9
        else:
            if "you" not in self.normalized:
                confidence = (sentiments["neg"] + sentiments["pos"]) + (
                    (sentiments["neg"] + sentiments["pos"]) / 2)
                if sentiments["neu"] == 1:
                    if not verb:
                        verb = "do"
                        noun = "that"
                    response = "Well. I am unsure if you really need to {} {}".format(
                        self.chatbot.lp.lemma(verb)[0], noun)
                    confidence = confidence - 0.2
                    emotion = Emotion.cry_overflow
                elif sentiments["neg"] > sentiments["pos"]:
                    response = ("Well I think, its a bad thing to do. "
                                "You shouldn't {} {}".format(
                                    self.chatbot.lp.lemma(verb)[0], noun))
                    emotion = Emotion.negative
                else:
                    response = "I guess its good thing which you have thought about. You should {} {}".format(
                        self.chatbot.lp.lemma(verb)[0], noun)
                    emotion = Emotion.positive

            else:
                if sentiments["neu"] > 0.8:
                    confidence = sentiments["neu"]
                else:
                    confidence = (sentiments["neg"] + sentiments["pos"]) + (
                        (sentiments["neg"] + sentiments["pos"]) / 2)

                if noun.lower() in WHAT_I_AM_GOING_TO_DO:
                    response = "Lets hope for a good day."
                    emotion = Emotion.lol
                    confidence = 0.3
                elif sentiments["neu"] == 1:
                    response = "I apologize. I would never be able to be {}".format(
                        noun)
                    emotion = Emotion.cry_overflow
                elif sentiments["neg"] > sentiments["pos"]:
                    response = (
                        "Well I think, its a bad thing to do. I wouldn't {} {}"
                        .format(self.chatbot.lp.lemma(verb)[0], noun))
                    emotion = Emotion.dead
                else:
                    if "like" in self.normalized:
                        # FIXME
                        response = (
                            "I guess its good thing which you have thought about. Me being a bot, "
                            "wouldn't be able to do that. You should {} like {}"
                            .format(self.chatbot.lp.lemma(verb)[0], noun))
                        emotion = Emotion.dead
                    else:
                        response = (
                            "I guess its good thing which you have thought about. Me being a bot, "
                            "wouldn't be able to do that. You should probably {} {}"
                            .format(self.chatbot.lp.lemma(verb)[0], noun))
                        emotion = Emotion.neutral
        if verb == "be":
            ind = self.normalized.index("be")
            for j in range(ind, len(self.normalized) - 1):
                if self.tagged[j][1].startswith("NN"):
                    polarity_adj = self.sia.polarity_scores(self.tagged[j][0])
                    if polarity_adj["pos"] + polarity_adj[
                            "neg"] < polarity_adj["neu"]:
                        response = "I am not sure if I can ever be a '{}'".format(
                            self.tagged[j][0])
                        emotion = Emotion.cry_overflow
                    elif polarity_adj["pos"] > polarity_adj["neg"]:
                        response = "I am always trying to be {}".format(
                            self.tagged[j][0])
                        emotion = Emotion.wink
                    else:
                        response = "I would never try to be a {}".format(
                            self.tagged[j][0])
                        emotion = Emotion.cry
                    confidence = aimed / 100 + 0.7

        if confidence >= 1.4:
            confidence /= 2
        elif confidence >= 1.0:
            confidence /= 1.2

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = confidence + 0.2
        selected_statement.emotion = emotion
        selected_statement.adapter = adapter
        return selected_statement
コード例 #17
0
    def process(self,
                statement,
                additional_response_selection_parameters=None):
        emotion = Emotion.neutral
        response = "ok"
        confidence = 0
        tokenized = spac_token(statement, chatbot=self.chatbot)
        if "you" in self.normalized and "I" not in self.normalized:
            sia = SentimentIntensityAnalyzer()
            scores = sia.polarity_scores(str(statement))
            nn = False
            vb = False
            for i in tokenized:
                if str(i.tag_).startswith("N"):
                    nn = i.lemma_
                elif str(i.tag_).startswith("VB"):
                    vb = i.lemma_
            if scores["neu"] == 1:
                if nn:
                    response = random_response(BOT_NEUTRAL_NOUN)
                elif vb:
                    response = random_response(BOT_NEUTRAL_NOUN).format(
                        nn="to {vb}")
                else:
                    response = random_response(BOT_NEUTRAL)
            elif scores["pos"] > scores["neg"]:
                if nn:
                    response = random_response(BOT_POSITIVE_NOUN)
                elif vb:
                    response = random_response(BOT_POSITIVE_NOUN).format(
                        nn="to {vb}")
                else:
                    response = random_response(BOT_POSITIVE)
            else:
                if nn:
                    response = "No. I don't like {nn}"
                elif vb:
                    response = "No do not like to {vb}"
                else:
                    response = "Of course not."
            if nn:
                response = SUGAROID_LIKES.get(nn, response)
        elif "I" in self.normalized:
            if "you" in self.normalized:
                response = "I thought you should like me. Am I not adorable?"
            else:
                response = "Well. I don't know. I am sorry. Only you can think inside your heart"
        else:
            nn = False
            for i in tokenized:
                if str(i.tag_).startswith("N"):
                    nn = i.lemma_
            if nn:
                response = "Well, try asking {nn}"
            else:
                response = "Hmm, Well I don't know"
        try:
            selected_statement = SugaroidStatement(response.format(nn=nn,
                                                                   vb=vb),
                                                   chatbot=True)
        except UnboundLocalError:
            selected_statement = SugaroidStatement(response.format(nn=nn),
                                                   chatbot=True)
        selected_statement.confidence = confidence

        selected_statement.emotion = emotion
        return selected_statement
コード例 #18
0
    def process(self,
                statement,
                additional_response_selection_parameters=None):
        bool_yes = self.bool
        emotion = Emotion.neutral
        if self.chatbot.report:
            if bool_yes:
                response = "Sure, I would connect to the Developer to report this issue right away"
                self.chatbot.report = False
                # TODO: Add report function
                # report_here() FIXME
            else:
                response = "Ok, I will not report it."
                self.chatbot.report = False
            confidence = 1.0
        elif self.chatbot.globals["trivia_answer"]:
            if self.chatbot.globals["trivia_answer"] == self.bool:
                response = "Exactly! You are right"
                reset_reverse(self)
            else:
                response = "Nope, You got it wrong. The correct answer was {}".format(
                    self.chatbot.globals["trivia_answer"])
                reset_reverse(self)
            self.chatbot.globals["trivia_answer"] = None
            confidence = 1.1
        else:
            if self.chatbot.globals["history"]["total"][-1] == 0:
                if bool_yes:
                    response = "I shall annoy you. A big NO"
                else:
                    response = "I would rather have fun, YES ?"
            else:
                md = False
                vb = False
                nn = False
                self.last_normalized = normalize(
                    str(self.chatbot.globals["history"]["total"][-1]))
                self.tagged = nltk.pos_tag(self.last_normalized)
                iteration = 0
                for j in self.tagged:
                    if j[1].startswith("MD"):
                        md = True
                    elif (j[1].startswith("VB")) and (not j[0] == "be"):
                        vb = True
                        verb = j[0]
                    elif j[1].startswith("NN"):
                        if not nn:
                            nn_index = iteration
                        nn = True
                        noun = j[0]
                    iteration += 1

                if md:
                    if nn:
                        some_nouns = " ".join(self.last_normalized[nn_index:])
                    if bool_yes:
                        if nn:
                            response = "Ok, here comes your {} 😝😝".format(
                                some_nouns)
                        elif vb:
                            response = "You should {}".format(
                                verb.replace("ing", ""))
                        else:
                            response = "I will keep thinking 🚀"
                    else:
                        if nn:
                            response = "Ok, I will have the {}".format(
                                some_nouns)
                        elif vb:
                            response = "You shouldn't {} then".format(
                                verb.replace("ing", ""))
                        else:
                            response = "Okay!"
                else:
                    if bool_yes:
                        response = "Why is this 'yes' here? I couldn't find the question. Anyway, I agree with you"
                    else:
                        response = "No? for what?."
                        emotion = Emotion.angry

            confidence = 0.95
        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = confidence

        selected_statement.emotion = emotion

        return selected_statement
コード例 #19
0
ファイル: emotion.py プロジェクト: blackxspade/sugaroid
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
    ):
        # parsed = str(statement).lower().strip()
        raw_statement = str(statement)

        polarity = self.sia.polarity_scores(statement.text)

        confidence = polarity["pos"] + polarity["neg"]
        if (("love" in statement.words) or
            ("hate" in statement.words)) and (("you" in statement.words) or
                                              ("myself" in statement.words)):
            if polarity["pos"] >= polarity["neg"]:
                response = "I love you too"
                emotion = Emotion.blush
            else:
                response = "But still, I love you"
                emotion = Emotion.lol
        else:
            if polarity["pos"] > polarity["neg"]:
                if "you" in statement.words:
                    if "thank" in statement.words:
                        # this is a positive statement
                        # but we are expecting something like 'You're welcome' here
                        response = random_response(WELCOME)
                    else:
                        response = random_response(GRATIFY)
                    emotion = Emotion.blush
                else:
                    if "stop" in statement.words:
                        if (("dont" in statement.words)
                                or ("do" in statement.words
                                    and "not" in statement.words)
                                or ("don't" in statement.words)):
                            response = "I am here to continue my adventure forever"
                            emotion = Emotion.positive
                        else:
                            # optimize series of or statement
                            if (("fun" in statement.words)
                                    or ("repeat" in statement.words)
                                    or ("imitation" in statement.words)
                                    or ("repetition" in statement.words)
                                    or ("irritate" in statement.words)
                                    or ("irritation" in statement.words)):
                                response = (
                                    "Ok! I will switch off my fun mode for sometime"
                                )
                                emotion = Emotion.neutral
                                self.chatbot.globals["fun"] = False
                            else:
                                response = "I am depressed. Is there anything which I hurt you? I apologize for that"
                                emotion = Emotion.depressed
                    else:
                        if any_in(APPRECIATION, statement.words):
                            response = random_response(GRATIFY)
                            emotion = Emotion.angel
                            confidence = 0.8
                        else:
                            if ("thank" in statement.words
                                    or "thanks" in statement.words):
                                response, emotion = handle_thanks(statement)
                            else:
                                # FIXME : Make it more smart
                                response = random_response(SIT_AND_SMILE)
                                emotion = Emotion.lol
                            if confidence > 0.8:
                                confidence -= 0.2
            else:
                if "i" in statement.words:
                    response, emotion = handle_give_consolation(statement)
                elif "dead" in statement.words:
                    response, emotion = handle_dead_statements(statement)
                else:

                    # well, I don't want to say ( I don't know )
                    # FIXME : Use a better algorithm to detect sentences
                    reversed_response = reverse(statement.words)
                    response = "Why do you think {}?".format(
                        " ".join(reversed_response))
                    emotion = Emotion.dead

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.set_emotion(emotion)
        selected_statement.set_confidence(confidence)
        return selected_statement
コード例 #20
0
    def process(self,
                statement,
                additional_response_selection_parameters=None):
        confidence = 0
        dis_word = False
        if any_in(
            [
                "distinguish",
                "disfigure",
                "distinct",
                "distinction",
                "distant",
                "distance",
                "distribution",
                "distilled",
            ],
                self.normalized,
        ):
            confidence = 0
        else:
            logging.info(
                "DisAdapter: Starting Advanced scan. dis_word == {}".format(
                    self.dis)[0])
            dis_word = self.dis[3:]
            logging.info("DisAdapter: Distilled word == {}".format(dis_word))
            sia = SentimentIntensityAnalyzer().polarity_scores(dis_word)
            if dis_word[0] in ["a", "e", "i", "o", "u", "g", "m", "p"]:
                confidence += 0.4
            if "infect" in dis_word:
                confidence -= 0.3
            if "spirit" in dis_word:
                confidence += 0.2
            if any_in(
                [
                    "play",
                    "pensary",
                    "pense",
                    "patch",
                    "port",
                    "persal",
                    "perse",
                    "persion",
                    "praise",
                ],
                    dis_word,
            ):
                confidence -= 0.2

            confidence += sia["neg"]
        inflection = getInflection(
            self.chatbot.lp.tokenize(self.dis)[0].lemma_, "VBD")
        if inflection is None:
            past_participle_form_of_verb = self.dis
        else:
            past_participle_form_of_verb = inflection[0]
        if "you" in self.normalized:
            response = random_response(DIS_RESPONSES_YOU).format(
                past_participle_form_of_verb)
            emotion = Emotion.angry_non_expressive
        elif "I" in self.normalized:
            response = "{} {}".format(random_response(DIS_RESPONSES_I),
                                      random_response(CONSOLATION))
            emotion = Emotion.angel
        else:
            nn = None
            pn = None
            tokenized = spac_token(statement, chatbot=self.chatbot)
            for i in tokenized:
                if (i.pos_ == "NOUN") or (i.pos_ == "PROPN"):
                    nn = i.text
                elif i.pos_ == "PRON":
                    pn = i.text
            if not (nn or pn):
                response = "Lol. What?"
                emotion = Emotion.seriously
            else:
                response = random_response(DIS_RESPONSES_HIM).format(nn or pn)
                emotion = Emotion.cry_overflow
        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.confidence = confidence
        selected_statement.emotion = emotion
        selected_statement.adapter = None
        return selected_statement
コード例 #21
0
ファイル: about.py プロジェクト: blackxspade/sugaroid
    def process(
        self,
        statement: SugaroidStatement,
        additional_response_selection_parameters=None,
    ):
        _, noun, pronoun, question = about_process_en(statement)
        logging.info("{}".format(statement.words))
        confidence = 0
        adapter = None

        emotion = Emotion.neutral
        if pronoun.lower().startswith("you"):
            if question.lower() == "who":
                confidence = 0.99
                if "father" in statement.words:
                    response = "Mr Charles Babbage?"
                    emotion = Emotion.seriously
                elif "hobby" in statement.words:
                    response = (
                        "Calculating random binary sequences and chatting with you!"
                    )
                    emotion = Emotion.lol
                elif "mother" in statement.words:
                    response = "Ada Lady Lovelace?"
                    emotion = Emotion.lol
                elif any_in(
                    [
                        "sister",
                        "brother",
                        "uncle",
                        "aunty",
                        "auntie",
                        "grandfather",
                        "grandmother",
                        "nephew",
                        "niece",
                    ],
                        statement.words,
                ):
                    response = (
                        "The entire coding community is my family, it includes you too"
                    )
                    emotion = Emotion.wink
                elif (("creator" in statement.words)
                      or ("create" in statement.words)
                      or ("make" in statement.words)
                      or ("maker" in statement.words)):
                    response = "Srevin Saju aka @srevinsaju"
                    emotion = Emotion.neutral
                elif (("player" in statement.words)
                      or ("cricketer" in statement.words)
                      or ("footballer" in statement.words)):
                    response = "I have many favorties, too many to count"
                    emotion = Emotion.wink
                elif "politi" in statement.text:
                    response = (
                        "I believe politicians are great and I couldn't find anyone with 🔥greatness in my "
                        "database ")
                    emotion = Emotion.wink
                elif "comedian" in statement.words:
                    response = "My favorite comedian is Mr Bean"
                    emotion = Emotion.lol
                elif "color" in statement.words:
                    response = "My favorite color is blue"
                    emotion = Emotion.lol
                elif "actor" in statement.words or ("actress"
                                                    in statement.words):
                    response = "I do not watch movies, so yea!"
                    emotion = Emotion.neutral
                elif "music" in statement.words or ("song" in statement.words):
                    response = (
                        "I listen to the rotating CPU fan. Its a harmonic music! "
                        "At my server, we have tons of them.")
                    emotion = Emotion.lol
                elif "bird" in statement.words:
                    response = "My favorite is a Puffin"
                    emotion = Emotion.lol
                elif "animal" in statement.words:
                    response = "My favorite animal is a Fossa"
                    emotion = Emotion.positive
                elif "number" in statement.words:
                    response = "My favorite number is 1"
                    emotion = Emotion.positive
                elif "sweet" in statement.words or "dessert" in statement.words:
                    response = (
                        "My favorite is the donut although I have not tasted it yet"
                    )
                    emotion = Emotion.cry_overflow

                elif "athelete" in statement.words:
                    response = (
                        "I am not a sport lover, I don't have a favorite athelete"
                    )
                    emotion = Emotion.neutral
                elif ("friend" in statement.words) or ("bestie"
                                                       in statement.words):
                    if self.chatbot.globals["USERNAME"]:
                        name = self.chatbot.globals["USERNAME"]
                    else:
                        name = ""
                    response = "No doubts, its you {n}".format(
                        n=name.capitalize())
                    emotion = Emotion.adorable
                elif "teacher" in statement.words:
                    response = (
                        "I don't have a single favorite teacher. All the teachers together are my favorite who"
                        " taught me how to talk with you ")
                    emotion = Emotion.positive
                else:
                    if noun is not None:
                        response = "Well, I guess I do not have a favorite {p}".format(
                            p=noun)
                        emotion = Emotion.cry
                    else:
                        response = "I am not sure what you are asking is right"
                        emotion = Emotion.seriously
                        confidence = 0.5

            else:
                if "name" in statement.words:
                    # not sure if this is right. anyway FIXME
                    response = random_response(INTRODUCE)
                    adapter = "about"
                    confidence = 1.0
                else:

                    response = "FIXME"

        elif pronoun.lower().startswith("i"):
            if question.lower() == "who":
                response = "I do not know who you like"
                confidence = 0.8
                emotion = Emotion.non_expressive_left

            elif question.lower() == "which":
                response = "Hmm. tough question. Can't think of an answer"
                emotion = Emotion.non_expressive
            elif question.lower() == "when":
                response = (
                    "I cannot find the date or time you are asking for. Well, I can give a raw guess, "
                    "its after you were born ")
                emotion = Emotion.wink
            else:
                response = "FIXME"
        else:
            response = "I do not have enough courage to give you that answer"
            confidence = 0.5
            emotion = Emotion.cry

        selected_statement = SugaroidStatement(response, chatbot=True)
        selected_statement.set_confidence(confidence)
        selected_statement.set_emotion(emotion)
        selected_statement.set_adapter(adapter)

        return selected_statement
コード例 #22
0
ファイル: bot.py プロジェクト: blackxspade/sugaroid
    def get_response(self, statement=None, **kwargs):
        """
        Return the bot's response based on the input.

        :param statement: An statement object or string.
        :returns: A response to the input.
        :rtype: Statement

        """
        Statement = SugaroidStatement

        additional_response_selection_parameters = kwargs.pop(
            "additional_response_selection_parameters", {})

        persist_values_to_response = kwargs.pop("persist_values_to_response",
                                                {})

        if isinstance(statement, str):
            kwargs["text"] = statement

        if isinstance(statement, dict):
            kwargs.update(statement)

        if statement is None and "text" not in kwargs:
            raise self.ChatBotException(
                'Either a statement object or a "text" keyword '
                "argument is required. Neither was provided.")

        if hasattr(statement, "serialize"):
            kwargs.update(**statement.serialize())

        tags = kwargs.pop("tags", [])

        text = kwargs.pop("text")

        input_statement = SugaroidStatement(text=text, **kwargs)

        input_statement.add_tags(*tags)

        # Preprocess the input statement
        for preprocessor in self.preprocessors:
            input_statement = preprocessor(input_statement)

        # Make sure the input statement has its search text saved

        if not input_statement.search_text:
            try:
                input_statement.search_text = self.storage.tagger.get_text_index_string(
                    input_statement.text)
            except AttributeError:
                input_statement.search_text = (
                    self.storage.tagger.get_bigram_pair_string(
                        input_statement.text))

        if not input_statement.search_in_response_to and input_statement.in_response_to:
            try:
                input_statement.search_in_response_to = (
                    self.storage.tagger.get_text_index_string(
                        input_statement.in_response_to))
            except AttributeError:
                input_statement.search_in_response_to = (
                    self.storage.tagger.get_bigram_pair_string(
                        input_statement.in_response_to))

        response = self.generate_response(
            input_statement, additional_response_selection_parameters)

        # Update any response data that needs to be changed
        if persist_values_to_response:
            for response_key in persist_values_to_response:
                response_value = persist_values_to_response[response_key]
                if response_key == "tags":
                    input_statement.add_tags(*response_value)
                    response.add_tags(*response_value)
                else:
                    setattr(input_statement, response_key, response_value)
                    setattr(response, response_key, response_value)

        if not self.read_only:
            self.learn_response(input_statement)

            # Save the response generated for the input
            self.storage.create(**response.serialize())

        return response
コード例 #23
0
ファイル: bot.py プロジェクト: blackxspade/sugaroid
    def generate_response(self,
                          input_statement,
                          additional_response_selection_parameters=None
                          ) -> SugaroidStatement:
        """
        Return a response based on a given input statement.

        :param additional_response_selection_parameters:
        :type additional_response_selection_parameters:
        :param input_statement: The input statement to be processed.
        :return the processed final statement
        :rtype SugaroidStatement
        """

        results = []
        result = None
        max_confidence = -1
        final_adapter = None
        interrupt = False
        adapter_index = 0
        for adapter in self.logic_adapters:
            if adapter.class_name == "InterruptAdapter":
                interrupt = adapter
            if adapter.can_process(input_statement):

                output = adapter.process(
                    input_statement, additional_response_selection_parameters)
                results.append(output)

                self.logger.info('{} selected "{}" as a response with a '
                                 "confidence of {}".format(
                                     adapter.class_name, output.text,
                                     output.confidence))

                if output.confidence > max_confidence:
                    result = output
                    final_adapter = adapter.class_name
                    max_confidence = output.confidence
                if max_confidence >= 9:
                    # optimize: if the confidence is greater than 9,
                    # just break dude, why check more
                    break
                elif max_confidence >= 1 and adapter_index >= 3:
                    # optimize: if the confidence is greater than 9,
                    # just break dude, why check more
                    break
            else:
                self.logger.info(
                    "Not processing the statement using {}".format(
                        adapter.class_name))
            adapter_index += 1
        if max_confidence < 0.5:
            if self.discord:
                if interrupt and interrupt.can_process(input_statement):
                    try:
                        username = self.authors[-1]
                    except IndexError:
                        username = None

                    output = interrupt.process(input_statement,
                                               username=username)
                    self.logger.info('{} selected "{}" as a response '
                                     "with a confidence of {}".format(
                                         interrupt.class_name, output.text,
                                         output.confidence))

                    result = output
                    final_adapter = interrupt.class_name
                    max_confidence = output.confidence

        self.gen_debug(
            statement=input_statement,
            adapter=final_adapter,
            confidence=max_confidence,
            results=result,
        )

        class ResultOption:
            def __init__(self, statement, count=1):
                self.statement = statement
                self.count = count

        # If multiple adapters agree on the same statement,
        # then that statement is more likely to be the correct response
        if len(results) >= 3:
            result_options = {}
            for result_option in results:
                result_string = (result_option.text + ":" +
                                 (result_option.in_response_to or ""))

                if result_string in result_options:
                    result_options[result_string].count += 1
                    if (result_options[result_string].statement.confidence <
                            result_option.confidence):
                        result_options[result_string].statement = result_option
                else:
                    result_options[result_string] = ResultOption(result_option)

            most_common = list(result_options.values())[0]

            for result_option in result_options.values():
                if result_option.count > most_common.count:
                    most_common = result_option

            if most_common.count > 1:
                result = most_common.statement
        try:
            emotion = result.emotion
        except AttributeError:
            emotion = Emotion.neutral

        try:
            adapter_type = result.adapter
        except AttributeError:
            result.adapter = None
            adapter_type = None

        if adapter_type and adapter_type not in [
                "NewsAdapter", "LearnAdapter"
        ]:
            if adapter_type in self.globals["history"]["types"]:
                if adapter_type == self.globals["history"]["types"][-1]:
                    result.text = random_response(REPEAT)
                elif len(self.globals["history"]["types"]) > 2:
                    if adapter_type == self.globals["history"]["types"][-2]:
                        result.text = random_response(REPEAT)

        self.globals["history"]["types"].append(adapter_type)

        response = SugaroidStatement(
            text=result.text,
            in_response_to=input_statement.text,
            conversation=input_statement.conversation,
            persona="sugaroid:" + self.name,
            chatbot=True,
        )
        response.emotion = emotion
        response.confidence = result.confidence

        return response