use markovify

This commit is contained in:
bakatrouble 2019-11-27 23:10:15 +03:00
parent c90445aaf0
commit 5f53513a64
3 changed files with 5 additions and 79 deletions

View File

@ -1,74 +0,0 @@
import random
# import re
import json
import os # listdir, path.join, path.isdir
# from collections import Counter
# punctuation to remove
RM_PUNCT = u"'\"”„+-—:;()"
# Markov random Text Generator
class MTG(object):
def __init__(self, data: dict):
self.MC = data or {}
def train_from_seq(self, word_seq):
for w1, w2, w3 in self.triples(word_seq):
key = w1 + '+' + w2
if key not in self.MC:
self.MC[key] = []
self.MC[key].append(w3)
def train_from_text(self, text, remove=RM_PUNCT):
text = text.replace('.', ' . ').replace(',', ' , ')
word_seq = text.strip().split()
word_seq = [word.strip(remove) for word in word_seq if len(word.strip(remove)) != 0]
self.train_from_seq(word_seq)
# add data form another MTG
def __iadd__(self, other):
for key, value in other.MC.items():
if key not in self.MC:
self.MC[key] = []
self.MC[key].extend(value)
def save(self):
return self.MC
# generate all triples to build MC
def triples(self, word_seq):
if len(word_seq) < 3:
return
for i in range(len(word_seq) - 2):
yield (word_seq[i], word_seq[i + 1], word_seq[i + 2])
def choose_start_words(self, first_word=None, second_word=None):
if second_word is not None:
return first_word, second_word
elif first_word is not None:
word = '.' + '+' + first_word
word_cap = '.' + '+' + first_word.capitalize()
if word in self.MC and len(self.MC[word]):
second_word = random.choice(self.MC[word])
elif word_cap in self.MC and len(self.MC[word_cap]):
second_word = random.choice(self.MC[word_cap])
else:
return self.choose_start_words()
return first_word, second_word
else:
first_word = random.choice(self.MC[random.choice(list(self.MC.keys()))])
return self.choose_start_words(first_word, second_word)
def generate_text(self, first_word=None, second_word=None, size=30):
w1, w2 = self.choose_start_words(first_word, second_word)
gen_words = [w1.capitalize()]
while not (len(gen_words) > size and w2 == '.'):
gen_words.append(w2.capitalize() if (w1 == '.') else w2)
w1, w2 = w2, random.choice(self.MC[w1 + '+' + w2])
gen_words.append(w2)
text = ' '.join(gen_words)
text = text.replace(' ,', ',').replace(' .', '.')
return text

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@ -4,6 +4,7 @@ from random import choice, seed
from uuid import uuid4
import humanize
import markovify
from django.db import models
from django.utils.timezone import localdate, now, make_aware
from jsoneditor.forms import JSONEditor
@ -14,7 +15,6 @@ from telegram.ext import Dispatcher, CallbackContext, MessageHandler, Filters, C
from telegram.utils.helpers import mention_html
from bots.models import TelegramBotModuleConfig
from bots.modules._mtg import MTG
class CyberLinaBotModuleConfig(TelegramBotModuleConfig):
@ -42,7 +42,7 @@ class CyberLinaBotModuleConfig(TelegramBotModuleConfig):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.mtg = MTG(self._mtg_data)
self.mtg = markovify.Text.from_dict(self._mtg_data)
def message_handler(self, update: Update, ctx: CallbackContext):
if not update.effective_chat or not update.effective_user:
@ -114,9 +114,7 @@ class CyberLinaBotModuleConfig(TelegramBotModuleConfig):
def save(self, force_insert=False, force_update=False, using=None, update_fields=None):
if self.mtg_train:
self.mtg.train_from_text(self.mtg_train)
self._mtg_data = self.mtg.save()
self.mtg_train = None
self._mtg_data = markovify.Text(self.mtg_train).to_dict()
super().save(force_insert, force_update, using, update_fields)

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@ -43,6 +43,7 @@ json-rpc==1.12.1
jsonfield2==3.0.3
jsonschema==3.2.0
kombu==4.2.2.post1
markovify==0.7.2
more-itertools==7.2.0
oauthlib==3.0.1
packaging==19.2
@ -79,6 +80,7 @@ TgCrypto==1.1.1
tornado==6.0.3
Twisted==19.10.0
txaio==18.8.1
Unidecode==1.1.1
urllib3==1.24.1
vine==1.2.0
vk-api==11.6.1