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from transformers import pipeline, set_seed | |
import gradio as grad, random, re | |
from googletrans import Translator | |
gpt2_pipe = pipeline('text-generation', model='Gustavosta/MagicPrompt-Stable-Diffusion', tokenizer='gpt2') | |
with open("ideas.txt", "r") as f: | |
line = f.readlines() | |
def generate(starting_text): | |
seed = random.randint(100, 1000000) | |
set_seed(seed) | |
if starting_text == "": | |
starting_text: str = line[random.randrange(0, len(line))].replace("\n", "").lower().capitalize() | |
starting_text: str = re.sub(r"[,:\-–.!;?_]", '', starting_text) | |
response = gpt2_pipe(starting_text, max_length=(len(starting_text) + random.randint(60, 90)), num_return_sequences=4) | |
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+'\n') | |
translator = Translator() | |
for i, resp in enumerate(response_list): | |
translated_resp = translator.translate(resp, src='id', dest='en') | |
response_list[i] = translated_resp.text + '\n' | |
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="Text here") | |
out = grad.Textbox(lines=4, label="Generated Prompts") | |
examples = [] | |
for x in range(8): | |
examples.append(line[random.randrange(0, len(line))].replace("\n", "").lower().capitalize()) | |
title = "Translator Stable Diffusion Prompt Generator" | |
description = 'ni adalah demo dari seri model: "MagicPrompt", dalam kasus ini, ditujukan untuk: "Stable Diffusion". Untuk menggunakannya, cukup kirim teks Anda atau klik salah satu contoh. Untuk mempelajari lebih lanjut tentang model ini, klik di sini<br>This is a demo of the model series: "MagicPrompt", in this case, aimed at: "Stable Diffusion". To use it, simply submit your text or click on one of the examples. To learn more about the model, [click here](https://huggingface.co/Gustavosta/MagicPrompt-Stable-Diffusion).<br>' | |
grad.Interface(fn=generate, | |
inputs=txt, | |
outputs=out, | |
examples=examples, | |
title=title, | |
description=description, | |
article='', | |
allow_flagging='never', | |
cache_examples=False, | |
theme="default").launch(enable_queue=True, debug=True) | |