#!/usr/bin/env python3
# This Source Code Form is subject to the terms of the Mozilla Public
# License, v. 2.0. If a copy of the MPL was not distributed with this
# file, You can obtain one at http://mozilla.org/MPL/2.0/.
import markovify
from bs4 import BeautifulSoup
from random import randint
import re, multiprocessing, sqlite3, shutil, os, html
def make_sentence(output, cfg):
class nlt_fixed(markovify.NewlineText): # modified version of NewlineText that never rejects sentences
def test_sentence_input(self, sentence):
return True # all sentences are valid <3
shutil.copyfile("toots.db", "toots-copy.db") # create a copy of the database because reply.py will be using the main one
db = sqlite3.connect("toots-copy.db")
db.text_factory = str
c = db.cursor()
if cfg['learn_from_cw']:
ignored_cws_query_params = "(" + ",".join("?" * len(cfg["ignored_cws"])) + ")"
toots = c.execute(f"SELECT content FROM `toots` WHERE cw NOT IN {ignored_cws_query_params} ORDER BY RANDOM() LIMIT 10000", cfg["ignored_cws"]).fetchall()
else:
toots = c.execute("SELECT content FROM `toots` WHERE cw IS NULL ORDER BY RANDOM() LIMIT 10000").fetchall()
if len(toots) == 0:
output.send("Database is empty! Try running main.py.")
return
nlt = markovify.NewlineText if cfg['overlap_ratio_enabled'] else nlt_fixed
model = nlt(
"\n".join([toot[0] for toot in toots])
)
db.close()
os.remove("toots-copy.db")
if cfg['limit_length']:
sentence_len = randint(cfg['length_lower_limit'], cfg['length_upper_limit'])
sentence = None
tries = 0
while sentence is None and tries < 10:
sentence = model.make_short_sentence(
max_chars=500,
tries=10000,
max_overlap_ratio=cfg['overlap_ratio'] if cfg['overlap_ratio_enabled'] else 0.7,
max_words=sentence_len if cfg['limit_length'] else None
)
tries = tries + 1
# optionally remove mentions
if cfg['mention_handling'] == 1:
sentence = re.sub(r"^\S*@\u200B\S*\s?", "", sentence)
elif cfg['mention_handling'] == 0:
sentence = re.sub(r"\S*@\u200B\S*\s?", "", sentence)
output.send(sentence)
def make_toot(cfg):
toot = None
pin, pout = multiprocessing.Pipe(False)
p = multiprocessing.Process(target=make_sentence, args=[pout, cfg])
p.start()
p.join(5) # wait 5 seconds to get something
if p.is_alive(): # if it's still trying to make a toot after 5 seconds
p.terminate()
p.join()
else:
toot = pin.recv()
if toot is None:
toot = "Toot generation failed! Contact Lynne (lynnesbian@fedi.lynnesbian.space) for assistance."
return toot
def extract_toot(toot):
toot = html.unescape(toot) # convert HTML escape codes to text
soup = BeautifulSoup(toot, "html.parser")
for lb in soup.select("br"): # replace
with linebreak
lb.name = "\n"
for p in soup.select("p"): # ditto for
p.name = "\n" for ht in soup.select("a.hashtag"): # convert hashtags from links to text ht.unwrap() for link in soup.select("a"): # convert