Markov: generate markov chains into sentences

some view stuff to get at it through django while we're here
This commit is contained in:
Brian S. Stephan 2014-04-05 14:26:06 -05:00
parent ad2044a178
commit 9c08a203c7
3 changed files with 125 additions and 1 deletions

View File

@ -7,6 +7,7 @@ from django.conf.urls import patterns, url
urlpatterns = patterns('markov.views',
url(r'^$', 'index', name='markov_index'),
url(r'^context/(?P<context_id>\d+)/$', 'context_index', name='markov_context_index'),
url(r'^import/$', 'import_file', name='markov_import_file'),
)

View File

@ -4,10 +4,12 @@ markov/views.py --- manipulate markov data
"""
import logging
import random
import time
from django.contrib.auth.decorators import permission_required
from django.http import HttpResponse
from django.shortcuts import render
from django.shortcuts import get_object_or_404, render
from markov.forms import LogUploadForm
from markov.models import MarkovContext, MarkovTarget, MarkovState
@ -22,6 +24,19 @@ def index(request):
return HttpResponse()
def context_index(request, context_id):
"""Display the context index for the given context."""
start_t = time.time()
context = get_object_or_404(MarkovContext, pk=context_id)
chain = ' '.join(_generate_sentence(context))
end_t = time.time()
return render(request, 'markov/context.html', {'chain': chain,
'context': context,
'elapsed': end_t - start_t})
@permission_required('import_log_file', raise_exception=True)
def import_file(request):
"""Accept a file upload and turn it into markov stuff.
@ -60,6 +75,103 @@ def import_file(request):
return render(request, 'markov/import_file.html', {'form': form})
def _generate_line(context, topics=None, max_words=30):
"""Generate a Markov chain."""
words = []
# if we have topics, try to work from it and work backwards
if topics:
topic_word = random.choice(topics)
topics.remove(topic_word)
log.debug(u"looking for topic '{0:s}'".format(topic_word))
new_states = MarkovState.objects.filter(context=context, v=topic_word)
if len(new_states) > 0:
log.debug(u"found '{0:s}', starting backwards".format(topic_word))
words.insert(0, topic_word)
while len(words) <= max_words and words[0] != MarkovState._start2:
log.debug(u"looking backwards for '{0:s}'".format(words[0]))
new_states = MarkovState.objects.filter(context=context, v=words[0])
words.insert(0, _get_word_out_of_states(new_states, backwards=True))
# if we didn't get topic stuff, we need to start (forwards) here
if len(words) == 0:
words = [MarkovState._start1, MarkovState._start2]
i = len(words)
while len(words) <= max_words and words[-1] != MarkovState._stop:
log.debug(u"looking for '{0:s}','{1:s}'".format(words[i-2], words[i-1]))
new_states = MarkovState.objects.filter(context=context, k1=words[i-2], k2=words[i-1])
words.append(_get_word_out_of_states(new_states))
i += 1
words = [word for word in words if word not in
(MarkovState._start1, MarkovState._start2, MarkovState._stop)]
return words
def _generate_longish_line(context, topics=None, min_words=4, max_words=30):
"""Generate a Markov chain, but throw away the short ones unless we get desperate."""
tries = 0
while tries < 5:
line = _generate_line(context, topics=topics, max_words=max_words)
if len(line) >= min_words:
return line
tries += 1
# if we got here, we need to just give up
return _generate_line(context)
def _generate_sentence(context, topics=None, min_words=15, max_words=30):
"""String multiple lines together into a coherent sentence."""
tries = 0
sentence = []
while tries < 5:
sentence += _generate_longish_line(context, topics=topics, max_words=max_words)
if len(sentence) >= min_words:
return sentence
else:
sentence[-1] += random.choice([',', '.', '!'])
tries += 1
# if we got here, we need to give up
return sentence
def _get_word_out_of_states(states, backwards=False):
"""Pick one random word out of the given states."""
running = 0
weighted_words = []
for state in states:
running += state.count
if backwards:
weighted_words.append((running, state.k2))
else:
weighted_words.append((running, state.v))
log.debug(u"{0:s}".format(weighted_words))
hit = random.randint(0, running)
log.debug(u"hit: {0:d}".format(hit))
new_word = ''
for weight, word in weighted_words:
new_word = word
if weight >= hit:
break
log.debug(u"found '{0:s}'".format(new_word))
return new_word
def _learn_line(line, context):
"""Create a bunch of MarkovStates for a given line of text."""

View File

@ -0,0 +1,11 @@
{% extends 'base.html' %}
{% block title %}context: {{ context.name }}{% endblock %}
{% block content %}
<p>{{ chain }}</p>
<p>in: {{ elapsed }}s</p>
{% endblock %}
<!--
vi:tabstop=4:expandtab:autoindent
-->