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Н Новости

Цепи Маркова в Telegram-боте

Рано или поздно я должен был начать писать статьи для хабра.

Привет, меня зовут Александр и я жёсткая самоучка в области искусственного интеллекта (ИИ). 5 лет назад я задался целью создать сильный искусственный интеллект (СИИ).

Наглядный пример цепей Маркова

Думаю, стоит начать с того, как я создал бота для Телеграма с цепями Маркова.

Это не гайд, но step to step имеется. По большей части это моя маленькая история о том, как я прочитал 10 статей и решил написать своего первого серьезного чат-бота. Все ссылки внизу.

Воспринимаем это как научпок.

А зачем?

Я задался целью создать генератор текста и вот, что из этого вышло. Изучив вопрос, стало понятно, что самый банальный генератор текста это алгоритм на основе Цепей Маркова.

Почему я решил это засунуть это в телеграм бота? А потому что могу!

Что такое Цепи Маркова

Цепи Маркова - это алгоритм, который за счет предыдущей информации, предсказывает будущее слово и строит бездумный текст.

Как это работает?

Относительно просто. Для примера возьмем скороговорку. Это станет нашим корпусом, на основе которой, будет генерироваться наш будущий текст. Текст состоит из 19 слов, уникальны из них 8, это звенья.

Примерчик

Алгоритм подсчитывает каждые слова для составления будущих пар и создает словарь

Словарь

Далее создается сама цепочка, где учитывается все предыдущие слова. Цифрами указаны количество путей. Мы можем от сюда увидеть все возможные пути и итоговый вариант. На этом этапе алгоритм создает массив со всеми цепочками.

Составление цепочки Маркова

Создание алгоритма

Весь код брал тут, но я его видоизменил, чтобы можно было удобно использовать в будущем. Пишу на python. Создадим файл ChainMarkov.py и напишем туда следующий код:

import numpy as np


def ChainMarkovForFiles(text):
    text = open(text, encoding='utf8').read()
    n_words = 100
    corpus = text.split()

Начну я с импорта библиотеки numpy, потому что она отлично работает с массивами. Создадим функцию и добавим стартовые переменные

numpy - библиотека для работы с массивами (необходимо скачать)
ChainMarkovForFiles - функция которая, читает файл и возвращает нам сгенерированный текст
text - переменная, которая будет на вход получать текстовый файлик
n_words - это переменная, которая хранит в себе максимальное количество слов в итоговом тексте. Оно может быть любым, но самое лучшие 100.
corpus - это список со всеми словами из текста

Дальше создадим генератор пар make_pairs. Генератор лучше работает, чем функция, ибо yield не хранит никаких значений. Функция генерирует, забывает, и идет дальше.

def make_pairs(corpus):
    for i in range(len(corpus) - 1):
        yield corpus[i], corpus[i + 1]

pairs = make_pairs(corpus)
word_dict = {}

pairs - переменная, которая хранит в себе все пары слов
word_dict - пустой словарь для начала

Создадим цикл, который будет перебирать все слова попарно. Мы укажем вторым элементом в паре все слова, которые могут стоять далее, вместо того, чтобы высчитывать вероятность. Далее просто рандомно их выберем.

for word_1, word_2 in pairs:
  if word_1 in word_dict.keys():
      word_dict[word_1].append(word_2)
  else:
      word_dict[word_1] = [word_2]

Мы случайным образом выберем слово для старта, оно будет с заглавной буквы. Далее мы будем искать нове слово до тех пор, пока не найдем новое слово с большой буквы.

first_word = np.random.choice(corpus)

while first_word.islower():
  first_word = np.random.choice(corpus)

first_word - переменная, которая хранит в себе первое слово

Далее мы должны составить наше звенья и вывести их.

chain = [first_word]

for i in range(n_words):
  chain.append(np.random.choice(word_dict[chain[-1]]))

return ' '.join(chain)

chain - переменная для звена, где хранится наше первое слово, переделанное в звено

На самом деле это все, уже сейчас можно ее запустить просто вызвав функцию и дать какой-либо txt файлик. Вот весь код:

import numpy as np


def ChainMarkovForFiles(text):
    text = open(text, encoding='utf8').read()
    n_words = 100
    corpus = text.split()

    def make_pairs(corpus):
        for i in range(len(corpus) - 1):
            yield corpus[i], corpus[i + 1]

    pairs = make_pairs(corpus)
    word_dict = {}

    for word_1, word_2 in pairs:
        if word_1 in word_dict.keys():
            word_dict[word_1].append(word_2)
        else:
            word_dict[word_1] = [word_2]

    first_word = np.random.choice(corpus)

    while first_word.islower():
        first_word = np.random.choice(corpus)

    chain = [first_word]

    for i in range(n_words):
        chain.append(np.random.choice(word_dict[chain[-1]]))

    return ' '.join(chain)

Далее я написал новую, но точно такую же функцию, где на вход поступает уже текст с клавиатуры. Это нужно для того, чтобы пользователь мог отправить боту обычное сообщение и алгоритм смог сработать.

def ChainMarkovForText(input_text):
    n_words = 100
    corpus = input_text.split()

    def make_pairs(corpus):
        for i in range(len(corpus) - 1):
            yield corpus[i], corpus[i + 1]

    pairs = make_pairs(corpus)
    word_dict = {}

    for word_1, word_2 in pairs:
        if word_1 in word_dict.keys():
            word_dict[word_1].append(word_2)
        else:
            word_dict[word_1] = [word_2]

    first_word = np.random.choice(corpus)

    while first_word.islower():
        first_word = np.random.choice(corpus)

    chain = [first_word]

    for i in range(n_words):
        last_word = chain[-1]
        if last_word in word_dict:  # проверяем, есть ли текущее слово в словаре
            next_word = np.random.choice(word_dict[last_word])
            chain.append(next_word)
        else:
            break  # если слов больше нет, выходим из цикла

    return ' '.join(chain)

Разработка бота

Для начала нужно зарегистрировать бота в Телеграме и получить токен. Я не буду рассказывать о том как это сделать, ибо статья получится безумно большой. Вот ссылочка на официальный гайд от Телеграма.

Разрабатывать бота я буду с помощью библиотеки telebot, ее тоже нужно скачать.

Создаем файл main.py и пишем следующий код:

import telebot
import os
import ChainMarkov

bot = telebot.TeleBot('ВАШ_ТОКЕН')

os - системная библиотека, которая нужна для установки файла
ChainMarkov - это наш предыдущий файл, который мы с вами до этого создали
bot - переменная, где будет хранится наш токен. Вставьте его туда

'НАШ_ТОКЕН'

Далее напишем декоратор, который обрабатывает команду /start и выводит что то типа: привет, жду от тебя сообщение или файлик

@bot.message_handler(commands=['start'])
def main(message):
    bot.send_message(message.chat.id, 'Привет, жду от тебя сообщение или txt файлик, '
                                      'на основе которого я тебе вышлю бездумный текст, '
                                      'используя Цепи Маркова')

Создадим еще декоратор на команду /help ради приличия

@bot.message_handler(commands=['help'])
def main(message):
    bot.send_message(message.chat.id, 'Итак, просто напоминаю, что я создан для того, '
                                      'чтобы придумывать бессмысленный текст. Я жду от тебя любое сообщение '
                                      'от 100 слов до 4096 символов или же обычный txt файлик')

Сделаем проверку на тип сообщения, чтобы на все типы сообщений, кроме текста и файла

@bot.message_handler(content_types=['sticker', 'photo', 'animation', 'video', 'image', 'voice'])
def check(message):
    bot.send_message(message.chat.id, 'Я хочу видеть настоящий текст от 100 слов до 4096 символов!')

Создадим функцию, которая будет обрабатывать сообщение пользователя и использовать алгоритм цепей. Использую обработчик исключения на всякий случай.

@bot.message_handler(content_types=['text'])
def text_processing(message):
    try:
        word_count = len(message.text.split())

        if word_count <= 100:
            bot.send_message(message.chat.id, 'Очень мало слов, нужно больше. Давайте от 100 слов')
        else:
            generated_text = ChainMarkov.ChainMarkovForText(message.text)
            bot.send_message(message.chat.id, f'Ваш сгенерированный текст:\n\n{generated_text}')
    except:
        bot.send_message(message.chat.id, 'В общем, я пришел к выводу, что то пошло не так')

word_count - счетчик слов из сообщения пользователя
generated_text - наш сгенерированный текст, который мы в итоге и отправим пользователю

С функцией для обработки файлов будет немного сложнее. Нам нужно будет вытащить файлик, установить его, сгенерировать текст и удалить файл. Сделал проверку на то, чтобы был точно txt файлик.

@bot.message_handler(content_types=['document'])
def file_processing(message):
    try:
        file_info = bot.get_file(message.document.file_id)

        if message.document.file_name.endswith('.txt'):
            downloaded_file = bot.download_file(file_info.file_path)

            with open('temp.txt', 'wb') as new_file:
                new_file.write(downloaded_file)

            generated_text = ChainMarkov.ChainMarkovForFiles("temp.txt")
            bot.send_message(message.chat.id, f'Ваш сгенерированный текст:\n\n{generated_text}')

            # Удаляем временный файл
            os.remove('temp.txt')
        else:
            bot.send_message(message.chat.id, 'Это не txt файлик')
    except:
        bot.send_message(message.chat.id, 'В общем, я пришел к выводу, что то пошло не так')

file_info - переменная с файлом пользователя
downloaded_file - скаченный файл

Небольшой код для того, чтобы бот не выкключался

bot.infinity_polling()

Итоговый код

import telebot
import os
import ChainMarkov

bot = telebot.TeleBot('7539804440:AAHNk3lZDvXnUcG9Me3LuLwNlnl2av9YXYM')


@bot.message_handler(content_types=['sticker', 'photo', 'animation', 'video', 'image', 'voice'])
def check(message):
    bot.send_message(message.chat.id, 'Я хочу видеть настоящий текст от 100 слов до 4096 символов!')


@bot.message_handler(commands=['start'])
def main(message):
    bot.send_message(message.chat.id, 'Привет, жду от тебя сообщение или txt файлик, '
                                      'на основе которого я тебе вышлю бездумный текст, '
                                      'используя Цепи Маркова')


@bot.message_handler(commands=['help'])
def main(message):
    bot.send_message(message.chat.id, 'Итак, просто напоминаю, что я создан для того, '
                                      'чтобы придумывать бессмысленный текст. Я жду от тебя любое сообщение '
                                      'от 100 слов до 4096 символов или же обычный txt файлик')


@bot.message_handler(content_types=['text'])
def text_processing(message):
    try:
        word_count = len(message.text.split())

        if word_count <= 100:
            bot.send_message(message.chat.id, 'Очень мало слов, нужно больше. Давайте от 100 слов')
        else:
            generated_text = ChainMarkov.ChainMarkovForText(message.text)
            bot.send_message(message.chat.id, f'Ваш сгенерированный текст:\n\n{generated_text}')
    except:
        bot.send_message(message.chat.id, 'В общем, я пришел к выводу, что то пошло не так')


@bot.message_handler(content_types=['document'])
def file_processing(message):
    try:
        file_info = bot.get_file(message.document.file_id)

        if message.document.file_name.endswith('.txt'):
            downloaded_file = bot.download_file(file_info.file_path)

            with open('temp.txt', 'wb') as new_file:
                new_file.write(downloaded_file)

            generated_text = ChainMarkov.ChainMarkovForFiles("temp.txt")
            bot.send_message(message.chat.id, f'Ваш сгенерированный текст:\n\n{generated_text}')

            os.remove('temp.txt')
        else:
            bot.send_message(message.chat.id, 'Это не txt файлик')
    except:
        bot.send_message(message.chat.id, 'В общем, я пришел к выводу, что то пошло не так')


bot.infinity_polling()

Заключение

На сегодня у меня все. Мы с вами познакомились и я постарался рассказать и показать, что-то интересное. Надеюсь на этом мы не закончим.

Не знаю как тут с саморекламой, но вот мой тг канал
А это список литературы который я использовал, там получилось 9 статей.

P.S.

Насчет оригинальности не могу отвечать, но вроде как на русскоязычном ничего такого не нашел, но или плохо искал.

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16 сент. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

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26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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27.08.24 12:50 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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23.09.24 18:56 matthewshimself

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
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31.10.24 00:13 ytre89

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02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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21.11.24 08:02 Emily Hunter

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22.11.24 04:41 [email protected]

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