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import gradio as gr | |
import requests | |
import io | |
import random | |
import os | |
from PIL import Image | |
from deep_translator import GoogleTranslator | |
from langdetect import detect | |
API_URL = "https://api-inference.huggingface.co/models/openskyml/dalle-3-xl" | |
API_TOKEN = os.getenv("HF_READ_TOKEN") # it is free | |
headers = {"Authorization": f"Bearer {API_TOKEN}"} | |
def query(prompt, model, is_negative=False, steps=20, cfg_scale=7, seed=None): | |
language = detect(prompt) | |
if language == 'ru': | |
prompt = GoogleTranslator(source='ru', target='en').translate(prompt) | |
print(f'\033[1mГенерация:\033[0m {prompt}') | |
if model == 'DALL-E 3 XL': | |
API_URL = "https://api-inference.huggingface.co/models/openskyml/dalle-3-xl" | |
if model == 'Playground v2': | |
API_URL = "https://api-inference.huggingface.co/models/playgroundai/playground-v2-1024px-aesthetic" | |
if model == 'Openjourney v4': | |
API_URL = "https://api-inference.huggingface.co/models/prompthero/openjourney-v4" | |
if model == 'AbsoluteReality v1.8.1': | |
API_URL = "https://api-inference.huggingface.co/models/digiplay/AbsoluteReality_v1.8.1" | |
if model == 'Lyriel 1.6': | |
API_URL = "https://api-inference.huggingface.co/models/stablediffusionapi/lyrielv16" | |
payload = { | |
"inputs": prompt, | |
"is_negative": is_negative, | |
"steps": steps, | |
"cfg_scale": cfg_scale, | |
"seed": seed if seed is not None else random.randint(-1, 2147483647) | |
} | |
image_bytes = requests.post(API_URL, headers=headers, json=payload).content | |
image = Image.open(io.BytesIO(image_bytes)) | |
return image | |
css = """ | |
footer {visibility: hidden !important;} | |
""" | |
with gr.Blocks(css=css) as dalle: | |
with gr.Tab("Базовые настройки"): | |
with gr.Row(): | |
with gr.Column(elem_id="prompt-container"): | |
text_prompt = gr.Textbox(label="Prompt", placeholder="Описание изображения", lines=3, elem_id="prompt-text-input") | |
model = gr.Radio(label="Модель", value="DALL-E 3 XL", choices=["AbsoluteReality v1.8.1", "DALL-E 3 XL", "Playground v2", "Openjourney v4", "Lyriel 1.6"]) | |
with gr.Tab("Расширенные настройки"): | |
negative_prompt = gr.Textbox(label="Negative Prompt", placeholder="Чего не должно быть на изображении", value="[deformed | disfigured], poorly drawn, [bad : wrong] anatomy, [extra | missing | floating | disconnected] limb, (mutated hands and fingers), blurry, text, fuzziness", lines=3, elem_id="negative-prompt-text-input") | |
with gr.Row(): | |
text_button = gr.Button("Генерация", variant='primary', elem_id="gen-button") | |
with gr.Row(): | |
image_output = gr.Image(type="pil", label="Изображение", elem_id="gallery") | |
text_button.click(query, inputs=[text_prompt, model, negative_prompt], outputs=image_output) | |
dalle.launch(show_api=False) |