use markovify
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parent
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import random
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# import re
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import json
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import os # listdir, path.join, path.isdir
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# from collections import Counter
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# punctuation to remove
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RM_PUNCT = u"'\"”„+-—:;()"
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# Markov random Text Generator
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class MTG(object):
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def __init__(self, data: dict):
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self.MC = data or {}
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def train_from_seq(self, word_seq):
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for w1, w2, w3 in self.triples(word_seq):
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key = w1 + '+' + w2
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if key not in self.MC:
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self.MC[key] = []
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self.MC[key].append(w3)
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def train_from_text(self, text, remove=RM_PUNCT):
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text = text.replace('.', ' . ').replace(',', ' , ')
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word_seq = text.strip().split()
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word_seq = [word.strip(remove) for word in word_seq if len(word.strip(remove)) != 0]
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self.train_from_seq(word_seq)
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# add data form another MTG
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def __iadd__(self, other):
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for key, value in other.MC.items():
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if key not in self.MC:
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self.MC[key] = []
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self.MC[key].extend(value)
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def save(self):
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return self.MC
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# generate all triples to build MC
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def triples(self, word_seq):
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if len(word_seq) < 3:
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return
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for i in range(len(word_seq) - 2):
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yield (word_seq[i], word_seq[i + 1], word_seq[i + 2])
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def choose_start_words(self, first_word=None, second_word=None):
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if second_word is not None:
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return first_word, second_word
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elif first_word is not None:
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word = '.' + '+' + first_word
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word_cap = '.' + '+' + first_word.capitalize()
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if word in self.MC and len(self.MC[word]):
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second_word = random.choice(self.MC[word])
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elif word_cap in self.MC and len(self.MC[word_cap]):
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second_word = random.choice(self.MC[word_cap])
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else:
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return self.choose_start_words()
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return first_word, second_word
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else:
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first_word = random.choice(self.MC[random.choice(list(self.MC.keys()))])
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return self.choose_start_words(first_word, second_word)
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def generate_text(self, first_word=None, second_word=None, size=30):
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w1, w2 = self.choose_start_words(first_word, second_word)
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gen_words = [w1.capitalize()]
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while not (len(gen_words) > size and w2 == '.'):
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gen_words.append(w2.capitalize() if (w1 == '.') else w2)
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w1, w2 = w2, random.choice(self.MC[w1 + '+' + w2])
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gen_words.append(w2)
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text = ' '.join(gen_words)
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text = text.replace(' ,', ',').replace(' .', '.')
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return text
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@ -4,6 +4,7 @@ from random import choice, seed
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from uuid import uuid4
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import humanize
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import markovify
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from django.db import models
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from django.utils.timezone import localdate, now, make_aware
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from jsoneditor.forms import JSONEditor
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@ -14,7 +15,6 @@ from telegram.ext import Dispatcher, CallbackContext, MessageHandler, Filters, C
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from telegram.utils.helpers import mention_html
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from bots.models import TelegramBotModuleConfig
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from bots.modules._mtg import MTG
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class CyberLinaBotModuleConfig(TelegramBotModuleConfig):
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@ -42,7 +42,7 @@ class CyberLinaBotModuleConfig(TelegramBotModuleConfig):
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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self.mtg = MTG(self._mtg_data)
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self.mtg = markovify.Text.from_dict(self._mtg_data)
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def message_handler(self, update: Update, ctx: CallbackContext):
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if not update.effective_chat or not update.effective_user:
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@ -114,9 +114,7 @@ class CyberLinaBotModuleConfig(TelegramBotModuleConfig):
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def save(self, force_insert=False, force_update=False, using=None, update_fields=None):
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if self.mtg_train:
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self.mtg.train_from_text(self.mtg_train)
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self._mtg_data = self.mtg.save()
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self.mtg_train = None
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self._mtg_data = markovify.Text(self.mtg_train).to_dict()
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super().save(force_insert, force_update, using, update_fields)
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@ -43,6 +43,7 @@ json-rpc==1.12.1
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jsonfield2==3.0.3
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jsonschema==3.2.0
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kombu==4.2.2.post1
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markovify==0.7.2
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more-itertools==7.2.0
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oauthlib==3.0.1
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packaging==19.2
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@ -79,6 +80,7 @@ TgCrypto==1.1.1
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tornado==6.0.3
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Twisted==19.10.0
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txaio==18.8.1
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Unidecode==1.1.1
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urllib3==1.24.1
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vine==1.2.0
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vk-api==11.6.1
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