velascobot/generator.py
2020-10-26 19:54:08 +01:00

166 lines
5.9 KiB
Python

#!/usr/bin/env python3
import random
import json
def rewrite(text):
# This splits strings into lists of words delimited by space.
# Other whitespaces are appended space characters so they are included
# as their own Markov chain element, so as not to pollude with
# "different" words that would only differ in having a whitespace
# attached or not
words = text.replace('\n', '\n ').split(' ')
i = 0
while i < len(words):
w = words[i].strip(' \t')
if len(w) > 0:
words[i] = w
else:
del words[i]
i -= 1
i += 1
return words
def getkey(w1, w2):
# This gives a dictionary key from 2 words, ignoring case
key = (w1.strip().casefold(), w2.strip().casefold())
return str(key)
def getwords(key):
# This turns a dictionary key back into 2 separate words
words = key.strip('()').split(', ')
for i in range(len(words)):
words[i].strip('\'')
return words
def triplets(wordlist):
# Generates triplets of words from the given data string. So if our string
# were "What a lovely day", we'd generate (What, a, lovely) and then
# (a, lovely, day).
if len(wordlist) < 3:
return
for i in range(len(wordlist) - 2):
yield (wordlist[i], wordlist[i+1], wordlist[i+2])
class Generator(object):
MODE_JSON = "MODE_JSON"
# This is to mark when we want to create a Generator object from a given JSON
MODE_LIST = "MODE_LIST"
# This is to mark when we want to create a Generator object from a given list of words
MODE_CHAT_DATA = "MODE_CHAT_DATA"
# This is to mark when we want to create a Generator object from Chat data (WIP)
HEAD = "\n^MESSAGE_SEPARATOR^"
TAIL = " ^MESSAGE_SEPARATOR^"
def __init__(self, load=None, mode=None):
if mode is not None:
# We ain't creating a new Generator from scratch
if mode == Generator.MODE_JSON:
self.cache = json.loads(load)
elif mode == Generator.MODE_LIST:
self.cache = {}
self.load_list(load)
else:
self.cache = {}
# The cache is where we store our words
def load_list(self, many):
# Takes a list of strings and adds them to the cache one by one
for one in many:
self.add(one)
def dumps(self):
# Dumps the cache dictionary into a JSON-formatted string
return json.dumps(self.cache, ensure_ascii=False)
def loads(dump):
# Loads the cache dictionary from a JSON-formatted string
if len(dump) == 0:
# faulty dump gives default Generator
return Generator()
# otherwise
return Generator(load=dump, mode=Generator.MODE_JSON)
def add(self, text):
# This takes a string and stores it in the cache, preceding it
# with the HEAD that marks the beginning of a new message and
# following it with the TAIL that marks the end
words = [Generator.HEAD]
text = rewrite(text + Generator.TAIL)
words.extend(text)
self.database(words)
def database(self, words):
# This takes a list of words and stores it in the cache, adding
# a special entry for the first word (the HEAD marker)
for w1, w2, w3 in triplets(words):
if w1 == Generator.HEAD:
if w1 in self.cache:
self.cache[Generator.HEAD].append(w2)
else:
self.cache[Generator.HEAD] = [w2]
key = getkey(w1, w2)
if key in self.cache:
# if the key exists, add the new word to the end of the chain
self.cache[key].append(w3)
else:
# otherwise, create a new entry for the new key starting with
# the new end of chain
self.cache[key] = [w3]
def generate(self, size=50, silence=False):
# This generates the Markov text/word chain
# silence tells if mentions should be silenced
if len(self.cache) == 0:
# If there is nothing in the cache we cannot generate anything
return ""
w1 = random.choice(self.cache[Generator.HEAD])
w2 = random.choice(self.cache[getkey(Generator.HEAD, w1)])
# Start with a message HEAD and a random message starting word
gen_words = []
for i in range(size):
# As long as we don't go over the size value (max. message length)...
if silence and w1.startswith("@") and len(w1) > 1:
gen_words.append(w1.replace("@", "(@)"))
# ...append the first word, silencing any possible username mention
else:
gen_words.append(w1)
# ..append the first word
if w2 == Generator.TAIL or not getkey(w1, w2) in self.cache:
# When there's no key from the last 2 words to follow the chain,
# or we reached a separation between messages, stop
break
else:
w1, w2 = w2, random.choice(self.cache[getkey(w1, w2)])
# Make the second word to be the new first word, and
# make a new random word that follows the chain to be
# the new second word
return ' '.join(gen_words)
def cross(self, gen):
# cross 2 Generators into this one
for key in gen.cache:
if key in self.cache:
self.cache[key].extend(gen.cache[key])
else:
self.cache[key] = list(gen.cache[key])
def new_count(self):
# Count again the number of messages if the current number is unreliable
count = 0
for key in self.cache:
for word in self.cache[key]:
if word == Generator.TAIL:
count += 1
# by just counting message separators
return count