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from transformers import pipeline, set_seed | |
import gradio as grad, random, re | |
gpt2_pipe = pipeline('text-generation', model='Gustavosta/MagicPrompt-Stable-Diffusion', tokenizer='gpt2') | |
def generate(starting_text): | |
with open("ideas.txt", "r") as f: | |
line = f.readlines() | |
seed = random.randint(100, 1000000) | |
set_seed(seed) | |
if starting_text == "": | |
starting_text: str = line[random.randrange(0, len(line))].replace("\n", "").capitalize() | |
starting_text: str = re.sub(r"\.", '', starting_text) | |
response = gpt2_pipe(starting_text, max_length=(len(starting_text) + random.randint(60, 80)), num_return_sequences=1) | |
response_list = [] | |
for x in response: | |
resp = x['generated_text'].strip() | |
if resp != starting_text and len(resp) > (len(starting_text) + 4) and resp.endswith((":", "-", "—")) is False: | |
response_list.append(resp) | |
response_end = "\n".join(response_list) | |
response_end = re.sub('[^ ]+\.[^ ]+','', response_end) | |
response_end = response_end.replace("<", "").replace(">", "") | |
if response_end != "": | |
return response_end | |
txt = grad.Textbox(lines=1, label="Initial Text", placeholder="Enter a basic idea") | |
out = grad.Textbox(lines=5, label="Generated Prompts") | |
title = "The Stable Diffusion Prompt Generator - because your text needs a little more visual spice." | |
description = 'Welcome to the MagicPrompt demo for Stable Diffusion! Ready to see some magic happen? Simply type in your text. Feeling lazy? No problem, just hit the Submit button and it will randomly pull from a list of thousands of ideas for you.<br>' | |
grad.Interface(fn=generate, | |
inputs=txt, | |
outputs=out, | |
title=title, | |
description=description, | |
article='', | |
allow_flagging='never', | |
cache_examples=False, | |
theme="default").launch(enable_queue=False, debug=True) | |