Optional PR

README.md

@@ -273,6 +273,7 @@ print(combined_model.make_sentence())
 - [fakesocial](https://fakesocial.net),  Fake social network using generated content. [[code](https://github.com/berfr/fakesocial)]
 - [Slovodel Bot](https://github.com/weiss-d/slovodel-bot), a Telegram bot that generates non-existent Russian words using corpus made by algorithmically dividing existent words into syllables.
 - [Deuterium](https://github.com/portasynthinca3/deuterium) is a Discord bot that generates messages on its own, after analyzing yours, and learning constantly. There's also a global model shared with all other servers.
+- [Markovify Piano](https://github.com/asigalov61/Markovify-Piano) Coherent and plausible Piano music generation with Markov-chain/model.
 
 Have other examples? Pull requests welcome.
 

markovify/chain.py

@@ -1,4 +1,5 @@
 import random
+import secrets
 import operator
 import bisect
 import json
@@ -111,7 +112,8 @@ def move(self, state):
         else:
             choices, weights = zip(*self.model[state].items())
             cumdist = list(accumulate(weights))
-        r = random.random() * cumdist[-1]
+        # r = random.random() * cumdist[-1]
+        r = secrets.choice([random.random(), random.random()]) * cumdist[-1]
         selection = choices[bisect.bisect(cumdist, r)]
         return selection
 

markovify/text.py

@@ -1,6 +1,7 @@
 import re
 import json
 import random
+import secrets
 from .splitters import split_into_sentences
 from .chain import Chain, BEGIN, END
 from unidecode import unidecode
@@ -262,7 +263,9 @@ def make_sentence_with_start(self, beginning, strict=True, **kwargs):
                     # check for starting with begin as well ordered lists
                     if tuple(filter(lambda x: x != BEGIN, key))[:word_count] == split ]
 
-                random.shuffle(init_states)
+                #random.shuffle(init_states)
+                for i in range(secrets.choice([1, 2])):
+                  random.shuffle(init_states)
         else:
             err_msg = "`make_sentence_with_start` for this model requires a string containing 1 to {0} words. Yours has {1}: {2}".format(self.state_size, word_count, str(split))
             raise ParamError(err_msg)