test-100 / app.py
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import json
import os
import time
import uuid
import tempfile
from PIL import Image
import gradio as gr
import base64
import mimetypes
import logging
from io import BytesIO
from google import genai
from google.genai import types
# .env ํŒŒ์ผ์— ์ €์žฅ๋œ ํ™˜๊ฒฝ๋ณ€์ˆ˜ ๋กœ๋“œ (python-dotenv ์„ค์น˜ ํ•„์š”: pip install python-dotenv)
from dotenv import load_dotenv
load_dotenv()
# ๋กœ๊น… ์„ค์ • (๋กœ๊ทธ ๋ ˆ๋ฒจ: DEBUG)
logging.basicConfig(level=logging.DEBUG,
format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)
def save_binary_file(file_name, data):
logger.debug(f"ํŒŒ์ผ์— ์ด์ง„ ๋ฐ์ดํ„ฐ ์ €์žฅ ์ค‘: {file_name}")
with open(file_name, "wb") as f:
f.write(data)
logger.debug(f"ํŒŒ์ผ ์ €์žฅ ์™„๋ฃŒ: {file_name}")
def generate(text, original_image_path, background_image_path=None, style_image_path=None, model="gemini-2.0-flash-exp-image-generation"):
logger.debug(f"generate ํ•จ์ˆ˜ ์‹œ์ž‘ - ํ…์ŠคํŠธ: '{text}', ์›๋ณธ ํŒŒ์ผ๋ช…: '{original_image_path}', ๋ชจ๋ธ: '{model}'")
try:
# API ํ‚ค๋Š” ํ™˜๊ฒฝ๋ณ€์ˆ˜์—์„œ ๋ถˆ๋Ÿฌ์˜ด
effective_api_key = os.environ.get("GEMINI_API_KEY")
if effective_api_key:
logger.debug("ํ™˜๊ฒฝ๋ณ€์ˆ˜์—์„œ API ํ‚ค ๋ถˆ๋Ÿฌ์˜ด")
else:
logger.error("API ํ‚ค๊ฐ€ ํ™˜๊ฒฝ๋ณ€์ˆ˜์— ์„ค์ •๋˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค.")
raise ValueError("API ํ‚ค๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.")
client = genai.Client(api_key=effective_api_key)
logger.debug("Gemini ํด๋ผ์ด์–ธํŠธ ์ดˆ๊ธฐํ™” ์™„๋ฃŒ.")
# PIL ์ด๋ฏธ์ง€ ๊ฐ์ฒด๋กœ ๋ณ€ํ™˜
original_img = Image.open(original_image_path)
# ์ปจํ…์ธ  ๋ฆฌ์ŠคํŠธ ์ƒ์„ฑ (๊ณต์‹ ๋ฌธ์„œ ๋ฐฉ์‹๋Œ€๋กœ)
contents = []
# ํ…์ŠคํŠธ ํ”„๋กฌํ”„ํŠธ๋ฅผ ๋ช…ํ™•ํ•˜๊ฒŒ ์ž‘์„ฑ
prompt = text
if background_image_path and "๋ฐฐ๊ฒฝ" not in text.lower():
prompt += " ์›๋ณธ ์ด๋ฏธ์ง€์˜ ๋ฐฐ๊ฒฝ์„ ๋‘ ๋ฒˆ์งธ ์—…๋กœ๋“œ๋œ ์ด๋ฏธ์ง€๋กœ ์™„์ „ํžˆ ๊ต์ฒดํ•ด ์ฃผ์„ธ์š”. ์ด๋ฏธ์ง€๋ฅผ ์—…๋ฐ์ดํŠธํ•˜๊ณ  ๊ฒฐ๊ณผ๋ฅผ ๋ณด์—ฌ์ฃผ์„ธ์š”."
if style_image_path and "์Šคํƒ€์ผ" not in text.lower():
prompt += " ์„ธ ๋ฒˆ์งธ ์ด๋ฏธ์ง€์˜ ์Šคํƒ€์ผ์„ ์ „์ฒด์ ์œผ๋กœ ์ ์šฉํ•ด ์ฃผ์„ธ์š”."
contents.append(prompt)
contents.append(original_img)
# ๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€ ์ถ”๊ฐ€ (์žˆ๋Š” ๊ฒฝ์šฐ)
if background_image_path:
background_img = Image.open(background_image_path)
contents.append(background_img)
logger.debug("๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€ ์ถ”๊ฐ€๋จ")
# ์Šคํƒ€์ผ ์ด๋ฏธ์ง€ ์ถ”๊ฐ€ (์žˆ๋Š” ๊ฒฝ์šฐ)
if style_image_path:
style_img = Image.open(style_image_path)
contents.append(style_img)
logger.debug("์Šคํƒ€์ผ ์ด๋ฏธ์ง€ ์ถ”๊ฐ€๋จ")
logger.debug(f"์ปจํ…์ธ  ๊ฐ์ฒด ์ƒ์„ฑ ์™„๋ฃŒ: {len(contents)} ์•„์ดํ…œ")
# ์ƒ์„ฑ ์„ค์ •
generate_content_config = types.GenerateContentConfig(
temperature=1,
top_p=0.95,
top_k=40,
max_output_tokens=8192,
response_modalities=["text", "image"], # ๋ฌธ์„œ์— ๋งž๊ฒŒ ๋Œ€์†Œ๋ฌธ์ž ์ˆ˜์ •
)
logger.debug(f"์ƒ์„ฑ ์„ค์ •: {generate_content_config}")
with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp:
temp_path = tmp.name
logger.debug(f"์ž„์‹œ ํŒŒ์ผ ์ƒ์„ฑ๋จ: {temp_path}")
# ์ŠคํŠธ๋ฆฌ๋ฐ ๋Œ€์‹  ๋‹จ์ผ ์š”์ฒญ์œผ๋กœ ๋ณ€๊ฒฝ (์ด๋ฏธ์ง€ ์ƒ์„ฑ์— ๋” ์ ํ•ฉ)
response = client.models.generate_content(
model=model,
contents=contents,
config=generate_content_config,
)
logger.debug("์‘๋‹ต ์ฒ˜๋ฆฌ ์‹œ์ž‘...")
# ์‘๋‹ต์—์„œ ์ด๋ฏธ์ง€ ์ถ”์ถœ
image_saved = False
for part in response.candidates[0].content.parts:
if hasattr(part, 'text') and part.text:
logger.info(f"์ˆ˜์‹ ๋œ ํ…์ŠคํŠธ: {part.text}")
print(part.text)
elif hasattr(part, 'inline_data') and part.inline_data:
save_binary_file(temp_path, part.inline_data.data)
logger.info(f"MIME ํƒ€์ž… {part.inline_data.mime_type}์˜ ํŒŒ์ผ์ด ์ €์žฅ๋จ: {temp_path}")
image_saved = True
if not image_saved:
logger.warning("์ด๋ฏธ์ง€๊ฐ€ ์ƒ์„ฑ๋˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค.")
return None
logger.debug("์ด๋ฏธ์ง€ ์ƒ์„ฑ ์™„๋ฃŒ.")
return temp_path
except Exception as e:
logger.exception("์ด๋ฏธ์ง€ ์ƒ์„ฑ ์ค‘ ์˜ค๋ฅ˜ ๋ฐœ์ƒ:")
return None # ์˜ค๋ฅ˜ ๋ฐœ์ƒ ์‹œ None ๋ฐ˜ํ™˜
def process_image_and_prompt(original_pil, prompt, background_pil=None, style_pil=None):
logger.debug(f"process_image_and_prompt ํ•จ์ˆ˜ ์‹œ์ž‘ - ํ”„๋กฌํ”„ํŠธ: '{prompt}'")
try:
# ์›๋ณธ ์ด๋ฏธ์ง€ ์ €์žฅ
with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp:
original_path = tmp.name
original_pil.save(original_path)
logger.debug(f"์›๋ณธ ์ด๋ฏธ์ง€ ์ €์žฅ ์™„๋ฃŒ: {original_path}")
# ๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€ ์ €์žฅ (์ œ๊ณต๋œ ๊ฒฝ์šฐ)
background_path = None
if background_pil is not None:
with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp_bg:
background_path = tmp_bg.name
background_pil.save(background_path)
logger.debug(f"๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€ ์ €์žฅ ์™„๋ฃŒ: {background_path}")
# ์Šคํƒ€์ผ ์ด๋ฏธ์ง€ ์ €์žฅ (์ œ๊ณต๋œ ๊ฒฝ์šฐ)
style_path = None
if style_pil is not None:
with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp_style:
style_path = tmp_style.name
style_pil.save(style_path)
logger.debug(f"์Šคํƒ€์ผ ์ด๋ฏธ์ง€ ์ €์žฅ ์™„๋ฃŒ: {style_path}")
# ํ”„๋กฌํ”„ํŠธ ๋ณด๊ฐ• (์˜์–ด์™€ ํ•œ๊ตญ์–ด ๋‘ ์–ธ์–ด๋กœ ์ œ๊ณต)
if prompt and not prompt.strip():
if background_path and style_path:
prompt = "์›๋ณธ ์ด๋ฏธ์ง€์˜ ์ธ๋ฌผ์„ ์œ ์ง€ํ•˜๋ฉด์„œ ๋ฐฐ๊ฒฝ์„ ๋‘ ๋ฒˆ์งธ ์ด๋ฏธ์ง€๋กœ ๊ต์ฒดํ•˜๊ณ  ์„ธ ๋ฒˆ์งธ ์ด๋ฏธ์ง€์˜ ์Šคํƒ€์ผ์„ ์ ์šฉํ•ด ์ฃผ์„ธ์š”. Please replace the background with the second image while keeping the person, and apply the style of the third image."
elif background_path:
prompt = "์›๋ณธ ์ด๋ฏธ์ง€์˜ ์ธ๋ฌผ์„ ์œ ์ง€ํ•˜๋ฉด์„œ ๋ฐฐ๊ฒฝ์„ ๋‘ ๋ฒˆ์งธ ์ด๋ฏธ์ง€๋กœ ๊ต์ฒดํ•ด ์ฃผ์„ธ์š”. Please replace the background with the second image while keeping the person."
elif style_path:
prompt = "์›๋ณธ ์ด๋ฏธ์ง€์— ๋‘ ๋ฒˆ์งธ ์ด๋ฏธ์ง€์˜ ์Šคํƒ€์ผ์„ ์ ์šฉํ•ด ์ฃผ์„ธ์š”. Please apply the style of the second image to the original image."
model = "gemini-2.0-flash-exp-image-generation"
gemma_edited_image_path = generate(
text=prompt,
original_image_path=original_path,
background_image_path=background_path,
style_image_path=style_path,
model=model
)
if gemma_edited_image_path:
logger.debug(f"์ด๋ฏธ์ง€ ์ƒ์„ฑ ์™„๋ฃŒ. ๊ฒฝ๋กœ: {gemma_edited_image_path}")
result_img = Image.open(gemma_edited_image_path)
if result_img.mode == "RGBA":
result_img = result_img.convert("RGB")
# ์ž„์‹œ ํŒŒ์ผ ์ •๋ฆฌ
try:
os.unlink(original_path)
if background_path:
os.unlink(background_path)
if style_path:
os.unlink(style_path)
except Exception as e:
logger.warning(f"์ž„์‹œ ํŒŒ์ผ ์‚ญ์ œ ์ค‘ ์˜ค๋ฅ˜: {str(e)}")
return [result_img]
else:
logger.error("generate ํ•จ์ˆ˜์—์„œ None ๋ฐ˜ํ™˜๋จ.")
return [] # ์˜ค๋ฅ˜ ์‹œ ๋นˆ ๋ฆฌ์ŠคํŠธ ๋ฐ˜ํ™˜
except Exception as e:
logger.exception("process_image_and_prompt ํ•จ์ˆ˜์—์„œ ์˜ค๋ฅ˜ ๋ฐœ์ƒ:")
return [] # ์˜ค๋ฅ˜ ์‹œ ๋นˆ ๋ฆฌ์ŠคํŠธ ๋ฐ˜ํ™˜
# --- Gradio ์ธํ„ฐํŽ˜์ด์Šค ๊ตฌ์„ฑ ---
with gr.Blocks() as demo:
gr.HTML(
"""
<div style='display: flex; align-items: center; justify-content: center; gap: 20px'>
<div style="background-color: var(--block-background-fill); border-radius: 8px">
<img src="https://www.gstatic.com/lamda/images/gemini_favicon_f069958c85030456e93de685481c559f160ea06b.png" style="width: 100px; height: 100px;">
</div>
<div>
<h1>Gemini๋ฅผ ์ด์šฉํ•œ ์ด๋ฏธ์ง€ ํŽธ์ง‘</h1>
<p>Gemini API ํ‚ค๋Š” ํ™˜๊ฒฝ๋ณ€์ˆ˜(GEMINI_API_KEY)๋กœ ์„ค์ •๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค.</p>
</div>
</div>
"""
)
gr.Markdown("์›๋ณธ, ๋ฐฐ๊ฒฝ, ์Šคํƒ€์ผ ์ด๋ฏธ์ง€๋ฅผ ์—…๋กœ๋“œํ•˜๊ณ , ํŽธ์ง‘ํ•  ๋‚ด์šฉ์„ ์ž…๋ ฅํ•˜์„ธ์š”.")
with gr.Row():
with gr.Column():
original_input = gr.Image(type="pil", label="์›๋ณธ ์ด๋ฏธ์ง€", image_mode="RGB")
background_input = gr.Image(type="pil", label="๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€", image_mode="RGB")
style_input = gr.Image(type="pil", label="์Šคํƒ€์ผ ์ด๋ฏธ์ง€", image_mode="RGB")
prompt_input = gr.Textbox(
lines=2,
placeholder="ํŽธ์ง‘ํ•  ๋‚ด์šฉ์„ ์ž…๋ ฅํ•˜์„ธ์š”...",
label="ํŽธ์ง‘ ํ”„๋กฌํ”„ํŠธ"
)
submit_btn = gr.Button("์ด๋ฏธ์ง€ ํŽธ์ง‘ ์‹คํ–‰")
with gr.Column():
output_gallery = gr.Gallery(label="ํŽธ์ง‘ ๊ฒฐ๊ณผ")
output_text = gr.Textbox(label="API ์‘๋‹ต ํ…์ŠคํŠธ", visible=True)
submit_btn.click(
fn=process_image_and_prompt,
inputs=[original_input, prompt_input, background_input, style_input],
outputs=output_gallery,
)
gr.HTML("""
<div style="margin-top: 20px; padding: 10px; background-color: #f8f9fa; border-radius: 8px;">
<h3>์‚ฌ์šฉ ํŒ:</h3>
<ul>
<li><strong>ํ”„๋กฌํ”„ํŠธ ์ž‘์„ฑ ์˜ˆ์‹œ:</strong> "์›๋ณธ ์ธ๋ฌผ์„ ์œ ์ง€ํ•˜๋ฉด์„œ ๋ฐฐ๊ฒฝ์„ ๋‘ ๋ฒˆ์งธ ์ด๋ฏธ์ง€๋กœ ๊ต์ฒดํ•ด ์ฃผ์„ธ์š”."</li>
<li><strong>๋ฐฐ๊ฒฝ ๊ต์ฒด ๋ช…ํ™•ํ™”:</strong> "๋ฐฐ๊ฒฝ๋งŒ ์™„์ „ํžˆ ๊ต์ฒดํ•˜๊ณ  ์›๋ณธ ์ธ๋ฌผ์€ ๊ทธ๋Œ€๋กœ ์œ ์ง€ํ•ด ์ฃผ์„ธ์š”."</li>
<li><strong>์Šคํƒ€์ผ ์ ์šฉ:</strong> "์„ธ ๋ฒˆ์งธ ์ด๋ฏธ์ง€์˜ ์˜ˆ์ˆ  ์Šคํƒ€์ผ์„ ์ „์ฒด ์ด๋ฏธ์ง€์— ์ ์šฉํ•ด ์ฃผ์„ธ์š”."</li>
<li><strong>์˜์–ด ํ”„๋กฌํ”„ํŠธ:</strong> ๋” ๋‚˜์€ ๊ฒฐ๊ณผ๋ฅผ ์œ„ํ•ด ์˜์–ด์™€ ํ•œ๊ตญ์–ด๋ฅผ ํ•จ๊ป˜ ์‚ฌ์šฉํ•ด ๋ณด์„ธ์š”.</li>
</ul>
</div>
""")
# --- ์‹คํ–‰ ---
demo.launch(share=True)