File size: 2,314 Bytes
daa11fd e0d5752 daa11fd |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 |
import pickle
import random
import numpy as np
with open('models.pickle', 'rb')as f:
models = pickle.load(f)
LORA_TOKEN = ''#'<|>LORA_TOKEN<|>'
# WEIGHT_TOKEN = '<|>WEIGHT_TOKEN<|>'
NOT_SPLIT_TOKEN = '<|>NOT_SPLIT_TOKEN<|>'
def sample_next(ctx:str,model,k):
ctx = ', '.join(ctx.split(', ')[-k:])
if model.get(ctx) is None:
return " "
possible_Chars = list(model[ctx].keys())
possible_values = list(model[ctx].values())
# print(possible_Chars)
# print(possible_values)
return np.random.choice(possible_Chars,p=possible_values)
def generateText(model, minLen=100, size=5):
keys = list(model.keys())
starting_sent = random.choice(keys)
k = len(random.choice(keys).split(', '))
sentence = starting_sent
ctx = ', '.join(starting_sent.split(', ')[-k:])
while True:
next_prediction = sample_next(ctx,model,k)
sentence += f", {next_prediction}"
ctx = ', '.join(sentence.split(', ')[-k:])
# if sentence.count('\n')>size: break
if '\n' in sentence: break
sentence = sentence.replace(NOT_SPLIT_TOKEN, ', ')
# sentence = re.sub(WEIGHT_TOKEN.replace('|', '\|'), lambda match: f":{random.randint(0,2)}.{random.randint(0,9)}", sentence)
# sentence = sentence.replace(":0.0", ':0.1')
# return sentence
prompt = sentence.split('\n')[0]
if len(prompt)<minLen:
prompt = generateText(model, minLen, size=1)[0]
size = size-1
if size == 0: return [prompt]
output = []
for i in range(size+1):
prompt = generateText(model, minLen, size=1)[0]
output.append(prompt)
return output
if __name__ == "__main__":
for model in models: # models = [(model, neg_model), (nsfw, neg_nsfw), (sfw, neg_sfw)]
text = generateText(model[0], minLen=300, size=5)
text_neg = generateText(model[1], minLen=300, size=5)
# print('\n'.join(text))
for i in range(len(text)):
print(text[i])
# print('negativePrompt:')
print(text_neg[i])
print('----------------------------------------------------------------')
print('********************************************************************************************************************************************************')
|