Spaces:
Running
on
Zero
Running
on
Zero
import spaces | |
import gradio as gr | |
import torch | |
from PIL import Image | |
from diffusers import DiffusionPipeline | |
import random | |
from transformers import pipeline | |
torch.backends.cudnn.deterministic = True | |
torch.backends.cudnn.benchmark = False | |
torch.backends.cuda.matmul.allow_tf32 = True | |
# ๋ฒ์ญ ๋ชจ๋ธ ์ด๊ธฐํ | |
translator = pipeline("translation", model="Helsinki-NLP/opus-mt-ko-en") | |
base_model = "black-forest-labs/FLUX.1-dev" | |
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16) | |
lora_repo = "prithivMLmods/Canopus-Clothing-Flux-LoRA" | |
trigger_word = "" | |
pipe.load_lora_weights(lora_repo) | |
pipe.to("cuda") | |
MAX_SEED = 2**32-1 | |
def translate_and_generate(prompt, cfg_scale, steps, randomize_seed, seed, width, height, lora_scale, progress=gr.Progress(track_tqdm=True)): | |
# ํ๊ธ ๊ฐ์ง ๋ฐ ๋ฒ์ญ | |
def contains_korean(text): | |
return any(ord('๊ฐ') <= ord(char) <= ord('ํฃ') for char in text) | |
if contains_korean(prompt): | |
# ํ๊ธ์ ์์ด๋ก ๋ฒ์ญ | |
translated = translator(prompt)[0]['translation_text'] | |
actual_prompt = translated | |
else: | |
actual_prompt = prompt | |
if randomize_seed: | |
seed = random.randint(0, MAX_SEED) | |
generator = torch.Generator(device="cuda").manual_seed(seed) | |
progress(0, "Starting image generation...") | |
for i in range(1, steps + 1): | |
if i % (steps // 10) == 0: | |
progress(i / steps * 100, f"Processing step {i} of {steps}...") | |
image = pipe( | |
prompt=f"{actual_prompt} {trigger_word}", | |
num_inference_steps=steps, | |
guidance_scale=cfg_scale, | |
width=width, | |
height=height, | |
generator=generator, | |
joint_attention_kwargs={"scale": lora_scale}, | |
).images[0] | |
progress(100, "Completed!") | |
return image, seed | |
example_image_path = "example0.webp" | |
example_prompt = """Cozy winter scene with a Christmas atmosphere: a snow-covered cabin in the forest, warm light glowing from the windows, surrounded by sparkling Christmas decorations and a beautifully adorned Christmas tree. The sky is filled with stars, and soft snowflakes are gently falling, creating a serene and warm ambiance""" | |
example_cfg_scale = 3.2 | |
example_steps = 32 | |
example_width = 1152 | |
example_height = 896 | |
example_seed = 3981632454 | |
example_lora_scale = 0.85 | |
def load_example(): | |
example_image = Image.open(example_image_path) | |
return example_prompt, example_cfg_scale, example_steps, True, example_seed, example_width, example_height, example_lora_scale, example_image | |
# CSS ์ ์ | |
custom_css = """ | |
/* ๊ธฐ๋ณธ ์คํ์ผ */ | |
body { | |
margin: 0; | |
padding: 0; | |
background: url('file/example0.webp') no-repeat center center fixed; | |
background-size: cover; | |
min-height: 100vh; | |
} | |
/* ์ปจํ ์ด๋ */ | |
.container { | |
max-width: 1200px; | |
margin: 0 auto; | |
padding: 20px; | |
box-sizing: border-box; | |
} | |
/* ํค๋ */ | |
.header { | |
text-align: center; | |
color: white; | |
text-shadow: 2px 2px 4px rgba(0,0,0,0.7); | |
margin-bottom: 30px; | |
font-size: 2.5em; | |
} | |
/* ๋ฐ์ค ๊ณตํต ์คํ์ผ */ | |
.box-common { | |
background-color: rgba(255, 255, 255, 0.85); | |
backdrop-filter: blur(10px); | |
border-radius: 15px; | |
padding: 20px; | |
margin: 20px 0; | |
box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1); | |
} | |
/* ๊ฒฐ๊ณผ ์ด๋ฏธ์ง ๋ฐ์ค */ | |
.result-box { | |
width: 90%; | |
max-width: 1000px; | |
margin: 20px auto; | |
} | |
.image-output { | |
width: 100%; | |
max-width: 800px; | |
margin: 0 auto; | |
display: block; | |
} | |
/* ํ๋กฌํํธ ์ ๋ ฅ ๋ฐ์ค */ | |
.prompt-box { | |
width: 90%; | |
max-width: 1000px; | |
margin: 20px auto; | |
} | |
/* ๋ฒํผ ์คํ์ผ */ | |
.generate-btn { | |
background-color: #2ecc71 !important; | |
color: white !important; | |
padding: 12px 30px !important; | |
border-radius: 8px !important; | |
border: none !important; | |
font-size: 1.1em !important; | |
cursor: pointer !important; | |
transition: background-color 0.3s ease !important; | |
width: 200px !important; | |
margin: 20px auto !important; | |
display: block !important; | |
} | |
.generate-btn:hover { | |
background-color: #27ae60 !important; | |
} | |
/* ์์ฝ๋์ธ ์คํ์ผ */ | |
.accordion { | |
width: 90%; | |
max-width: 1000px; | |
margin: 20px auto; | |
} | |
/* ์ค๋์ค ์ปจํธ๋กค */ | |
.audio-controls { | |
position: fixed; | |
bottom: 20px; | |
right: 20px; | |
z-index: 1000; | |
display: flex; | |
gap: 10px; | |
background-color: rgba(255, 255, 255, 0.9); | |
padding: 15px; | |
border-radius: 10px; | |
box-shadow: 0 2px 10px rgba(0, 0, 0, 0.1); | |
} | |
.audio-btn { | |
background-color: #3498db; | |
color: white; | |
border: none; | |
padding: 8px 15px; | |
border-radius: 5px; | |
cursor: pointer; | |
transition: background-color 0.3s ease; | |
} | |
.audio-btn:hover { | |
background-color: #2980b9; | |
} | |
/* ๋ ๋ด๋ฆฌ๋ ํจ๊ณผ */ | |
@keyframes snowfall { | |
0% { | |
transform: translateY(-10vh) translateX(0); | |
opacity: 1; | |
} | |
100% { | |
transform: translateY(100vh) translateX(100px); | |
opacity: 0.3; | |
} | |
} | |
.snowflake { | |
position: fixed; | |
color: white; | |
font-size: 1.5em; | |
user-select: none; | |
z-index: 1000; | |
pointer-events: none; | |
animation: snowfall linear infinite; | |
} | |
""" | |
# JavaScript ์ฝ๋ | |
snow_js = """ | |
function createSnowflake() { | |
const snowflake = document.createElement('div'); | |
snowflake.innerHTML = 'โ'; | |
snowflake.className = 'snowflake'; | |
snowflake.style.left = Math.random() * 100 + 'vw'; | |
snowflake.style.animationDuration = Math.random() * 3 + 2 + 's'; | |
snowflake.style.opacity = Math.random(); | |
document.body.appendChild(snowflake); | |
setTimeout(() => { | |
snowflake.remove(); | |
}, 5000); | |
} | |
setInterval(createSnowflake, 200); | |
""" | |
audio_js = """ | |
let currentlyPlaying = null; | |
function toggleAudio(num) { | |
const audio = document.getElementById('bgMusic' + num); | |
const otherAudio = document.getElementById('bgMusic' + (num === 1 ? 2 : 1)); | |
if (currentlyPlaying === audio) { | |
audio.pause(); | |
currentlyPlaying = null; | |
} else { | |
if (currentlyPlaying) { | |
currentlyPlaying.pause(); | |
} | |
otherAudio.pause(); | |
audio.play(); | |
currentlyPlaying = audio; | |
} | |
} | |
function stopAllAudio() { | |
const audios = document.querySelectorAll('audio'); | |
audios.forEach(audio => audio.pause()); | |
currentlyPlaying = null; | |
} | |
""" | |
# Gradio ์ธํฐํ์ด์ค ๊ตฌ์ฑ | |
app = gr.Blocks(css=custom_css,theme="Yntec/HaleyCH_Theme_Orange") | |
with app: | |
# JavaScript ์ด๊ธฐํ | |
gr.HTML(f"<script>{snow_js}</script>") | |
with gr.Column(elem_classes="container"): | |
gr.Markdown("# ๐ X-MAS LoRA", elem_classes="header") | |
# ์ด๋ฏธ์ง ์ถ๋ ฅ ์์ญ | |
with gr.Group(elem_classes="result-box box-common"): | |
gr.Markdown("### ๐ผ๏ธ Generated Image") | |
result = gr.Image(label="Result", elem_classes="image-output") | |
# ํ๋กฌํํธ ์ ๋ ฅ ์์ญ | |
with gr.Group(elem_classes="prompt-box box-common"): | |
prompt = gr.TextArea( | |
label="โ๏ธ Your Prompt (ํ๊ธ ๋๋ ์์ด)", | |
placeholder="์ด๋ฏธ์ง๋ฅผ ์ค๋ช ํ์ธ์...", | |
lines=5 | |
) | |
generate_button = gr.Button( | |
"๐ Generate Image", | |
elem_classes="generate-btn" | |
) | |
# ๊ณ ๊ธ ์ต์ | |
with gr.Accordion("๐จ Advanced Options", open=False, elem_classes="accordion box-common"): | |
with gr.Group(elem_classes="parameter-box"): | |
gr.Markdown("### ๐๏ธ Generation Parameters") | |
with gr.Row(): | |
with gr.Column(): | |
cfg_scale = gr.Slider( | |
label="CFG Scale", | |
minimum=1, | |
maximum=20, | |
step=0.5, | |
value=example_cfg_scale | |
) | |
steps = gr.Slider( | |
label="Steps", | |
minimum=1, | |
maximum=100, | |
step=1, | |
value=example_steps | |
) | |
lora_scale = gr.Slider( | |
label="LoRA Scale", | |
minimum=0, | |
maximum=1, | |
step=0.01, | |
value=example_lora_scale | |
) | |
with gr.Group(elem_classes="parameter-box"): | |
gr.Markdown("### ๐ Image Dimensions") | |
with gr.Row(): | |
width = gr.Slider( | |
label="Width", | |
minimum=256, | |
maximum=1536, | |
step=64, | |
value=example_width | |
) | |
height = gr.Slider( | |
label="Height", | |
minimum=256, | |
maximum=1536, | |
step=64, | |
value=example_height | |
) | |
with gr.Group(elem_classes="parameter-box"): | |
gr.Markdown("### ๐ฒ Seed Settings") | |
with gr.Row(): | |
randomize_seed = gr.Checkbox( | |
True, | |
label="Randomize seed" | |
) | |
seed = gr.Slider( | |
label="Seed", | |
minimum=0, | |
maximum=MAX_SEED, | |
step=1, | |
value=example_seed | |
) | |
# ์ค๋์ค ์ปจํธ๋กค | |
gr.HTML(f""" | |
<div class="audio-controls"> | |
<button class="audio-btn" onclick="toggleAudio(1)">๐ต Music 1</button> | |
<button class="audio-btn" onclick="toggleAudio(2)">๐ต Music 2</button> | |
<button class="audio-btn" onclick="stopAllAudio()">โน Stop</button> | |
</div> | |
<audio id="bgMusic1" loop> | |
<source src="file/1.mp3" type="audio/mp3"> | |
</audio> | |
<audio id="bgMusic2" loop> | |
<source src="file/2.mp3" type="audio/mp3"> | |
</audio> | |
<script>{audio_js}</script> | |
""") | |
# ์ด๋ฒคํธ ํธ๋ค๋ฌ | |
app.load( | |
load_example, | |
inputs=[], | |
outputs=[prompt, cfg_scale, steps, randomize_seed, seed, width, height, lora_scale, result] | |
) | |
generate_button.click( | |
translate_and_generate, | |
inputs=[prompt, cfg_scale, steps, randomize_seed, seed, width, height, lora_scale], | |
outputs=[result, seed] | |
) | |
app.queue() | |
app.launch() |