test-100 / app.py
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import json
import os
import time
import tempfile
from PIL import Image
import gradio as gr
import logging
import io
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_image_from_prompt(prompt, model="gemini-2.0-flash-exp-image-generation"):
"""ํ…์ŠคํŠธ ํ”„๋กฌํ”„ํŠธ๋งŒ์œผ๋กœ ์ด๋ฏธ์ง€ ์ƒ์„ฑ"""
logger.debug(f"generate_image_from_prompt ํ•จ์ˆ˜ ์‹œ์ž‘ - ํ”„๋กฌํ”„ํŠธ: '{prompt}'")
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.")
# ํ”„๋กฌํ”„ํŠธ ์ฒ˜๋ฆฌ
if not prompt or not prompt.strip():
prompt = "A creative and visually appealing image that captures imagination. Use vibrant colors and interesting composition."
# ํ•œ๊ตญ์–ด ํ”„๋กฌํ”„ํŠธ์— ์˜์–ด ์„ค๋ช… ์ถ”๊ฐ€
if not any(ord(c) < 128 for c in prompt):
prompt += " Create a highly detailed, visually stunning image that captures the essence of the description."
# ์ปจํ…์ธ  ๋ฆฌ์ŠคํŠธ ์ƒ์„ฑ
parts = [
types.Part.from_text(text=prompt)
]
logger.debug(f"์ปจํ…์ธ  ๊ฐ์ฒด ์ƒ์„ฑ ์™„๋ฃŒ: {len(parts)} ์•„์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=["image", "text"],
)
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 ๋ฐฉ์‹์œผ๋กœ ๋ฐ์ดํ„ฐ ์ˆ˜์‹ 
response_stream = client.models.generate_content_stream(
model=model,
contents=[
types.Content(
role="user",
parts=parts,
),
],
config=generate_content_config,
)
logger.debug("์‘๋‹ต ์ŠคํŠธ๋ฆผ ์ฒ˜๋ฆฌ ์‹œ์ž‘...")
# ์‘๋‹ต์—์„œ ์ด๋ฏธ์ง€์™€ ํ…์ŠคํŠธ ์ถ”์ถœ
image_saved = False
response_text = ""
for chunk in response_stream:
logger.debug(f"chunk ์ˆ˜์‹ : {chunk}")
# ์‘๋‹ต ๊ฒ€์ฆ
if not hasattr(chunk, 'candidates') or not chunk.candidates or len(chunk.candidates) == 0:
logger.warning("chunk์— candidates๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค. ๊ฑด๋„ˆ๋œ๋‹ˆ๋‹ค.")
continue
if not hasattr(chunk.candidates[0], 'content') or chunk.candidates[0].content is None:
logger.warning("chunk.candidates[0]์— content๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค. ๊ฑด๋„ˆ๋œ๋‹ˆ๋‹ค.")
continue
if not hasattr(chunk.candidates[0].content, 'parts') or not chunk.candidates[0].content.parts:
logger.warning("chunk.candidates[0].content์— parts๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค. ๊ฑด๋„ˆ๋œ๋‹ˆ๋‹ค.")
continue
for part in chunk.candidates[0].content.parts:
if hasattr(part, 'text') and part.text:
response_text += part.text
logger.info(f"์ˆ˜์‹ ๋œ ํ…์ŠคํŠธ: {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, response_text or "์ด๋ฏธ์ง€๊ฐ€ ์ƒ์„ฑ๋˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค. ๋‹ค๋ฅธ ํ”„๋กฌํ”„ํŠธ๋กœ ์‹œ๋„ํ•ด๋ณด์„ธ์š”."
logger.debug("์ด๋ฏธ์ง€ ์ƒ์„ฑ ์™„๋ฃŒ.")
return temp_path, response_text
except Exception as e:
logger.exception("์ด๋ฏธ์ง€ ์ƒ์„ฑ ์ค‘ ์˜ค๋ฅ˜ ๋ฐœ์ƒ:")
return None, f"์˜ค๋ฅ˜ ๋ฐœ์ƒ: {str(e)}" # ์˜ค๋ฅ˜ ๋ฐœ์ƒ ์‹œ None๊ณผ ์˜ค๋ฅ˜ ๋ฉ”์‹œ์ง€ ๋ฐ˜ํ™˜
def merge_images(person_img_path, product_img_path, background_img_path, prompt, model="gemini-2.0-flash-exp-image-generation"):
"""๊ธฐ์กด ์ด๋ฏธ์ง€ ํ•ฉ์„ฑ ํ•จ์ˆ˜ (์ด์ „ ์ฝ”๋“œ์™€ ๋™์ผ)"""
logger.debug(f"merge_images ํ•จ์ˆ˜ ์‹œ์ž‘ - ํ”„๋กฌํ”„ํŠธ: '{prompt}'")
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.")
# ์ด๋ฏธ์ง€ ํŒŒ์ผ ์—…๋กœ๋“œ
person_file = client.files.upload(file=person_img_path)
logger.debug(f"์‚ฌ๋žŒ ์ด๋ฏธ์ง€ ์—…๋กœ๋“œ ์™„๋ฃŒ: {person_file.uri}")
product_file = client.files.upload(file=product_img_path)
logger.debug(f"์ƒํ’ˆ ์ด๋ฏธ์ง€ ์—…๋กœ๋“œ ์™„๋ฃŒ: {product_file.uri}")
# ์ปจํ…์ธ  ๋ฆฌ์ŠคํŠธ ์ƒ์„ฑ
parts = []
# ์‚ฌ๋žŒ ์ด๋ฏธ์ง€ ์ถ”๊ฐ€
parts.append(
types.Part.from_uri(
file_uri=person_file.uri,
mime_type=person_file.mime_type
)
)
# ์ƒํ’ˆ ์ด๋ฏธ์ง€ ์ถ”๊ฐ€
parts.append(
types.Part.from_uri(
file_uri=product_file.uri,
mime_type=product_file.mime_type
)
)
# ๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€๊ฐ€ ์žˆ์œผ๋ฉด ์ถ”๊ฐ€
if background_img_path:
background_file = client.files.upload(file=background_img_path)
logger.debug(f"๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€ ์—…๋กœ๋“œ ์™„๋ฃŒ: {background_file.uri}")
parts.append(
types.Part.from_uri(
file_uri=background_file.uri,
mime_type=background_file.mime_type
)
)
logger.debug("๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€ ์ถ”๊ฐ€๋จ")
# ๋งˆ์ง€๋ง‰์— ํ”„๋กฌํ”„ํŠธ ์ถ”๊ฐ€
parts.append(
types.Part.from_text(text=prompt)
)
logger.debug(f"์ปจํ…์ธ  ๊ฐ์ฒด ์ƒ์„ฑ ์™„๋ฃŒ: {len(parts)} ์•„์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=["image", "text"],
)
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 ๋ฐฉ์‹์œผ๋กœ ๋ฐ์ดํ„ฐ ์ˆ˜์‹ 
response_stream = client.models.generate_content_stream(
model=model,
contents=[
types.Content(
role="user",
parts=parts,
),
],
config=generate_content_config,
)
logger.debug("์‘๋‹ต ์ŠคํŠธ๋ฆผ ์ฒ˜๋ฆฌ ์‹œ์ž‘...")
# ์‘๋‹ต์—์„œ ์ด๋ฏธ์ง€์™€ ํ…์ŠคํŠธ ์ถ”์ถœ
image_saved = False
response_text = ""
for chunk in response_stream:
logger.debug(f"chunk ์ˆ˜์‹ : {chunk}")
# ์‘๋‹ต ๊ฒ€์ฆ
if not hasattr(chunk, 'candidates') or not chunk.candidates or len(chunk.candidates) == 0:
logger.warning("chunk์— candidates๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค. ๊ฑด๋„ˆ๋œ๋‹ˆ๋‹ค.")
continue
if not hasattr(chunk.candidates[0], 'content') or chunk.candidates[0].content is None:
logger.warning("chunk.candidates[0]์— content๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค. ๊ฑด๋„ˆ๋œ๋‹ˆ๋‹ค.")
continue
if not hasattr(chunk.candidates[0].content, 'parts') or not chunk.candidates[0].content.parts:
logger.warning("chunk.candidates[0].content์— parts๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค. ๊ฑด๋„ˆ๋œ๋‹ˆ๋‹ค.")
continue
for part in chunk.candidates[0].content.parts:
if hasattr(part, 'text') and part.text:
response_text += part.text
logger.info(f"์ˆ˜์‹ ๋œ ํ…์ŠคํŠธ: {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, response_text or "์ด๋ฏธ์ง€๊ฐ€ ์ƒ์„ฑ๋˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค. ๋‹ค๋ฅธ ํ”„๋กฌํ”„ํŠธ๋‚˜ ์ด๋ฏธ์ง€๋กœ ์‹œ๋„ํ•ด๋ณด์„ธ์š”."
logger.debug("์ด๋ฏธ์ง€ ์ƒ์„ฑ ์™„๋ฃŒ.")
return temp_path, response_text
except Exception as e:
logger.exception("์ด๋ฏธ์ง€ ์ƒ์„ฑ ์ค‘ ์˜ค๋ฅ˜ ๋ฐœ์ƒ:")
return None, f"์˜ค๋ฅ˜ ๋ฐœ์ƒ: {str(e)}" # ์˜ค๋ฅ˜ ๋ฐœ์ƒ ์‹œ None๊ณผ ์˜ค๋ฅ˜ ๋ฉ”์‹œ์ง€ ๋ฐ˜ํ™˜
def process_images_and_prompt(person_pil, product_pil, background_pil, prompt):
"""
์ด๋ฏธ์ง€ ๋ฐ ํ”„๋กฌํ”„ํŠธ๋ฅผ ์ฒ˜๋ฆฌํ•˜์—ฌ ์ด๋ฏธ์ง€๋ฅผ ์ƒ์„ฑํ•˜๋Š” ํ•จ์ˆ˜
์ด๋ฏธ์ง€ ์ž…๋ ฅ์ด ์—†๋Š” ๊ฒฝ์šฐ ํ…์ŠคํŠธ ๊ธฐ๋ฐ˜ ์ด๋ฏธ์ง€ ์ƒ์„ฑ์œผ๋กœ ์ „ํ™˜
์ด๋ฏธ์ง€ ์ž…๋ ฅ์ด ์žˆ๋Š” ๊ฒฝ์šฐ ๊ธฐ์กด์˜ ์ด๋ฏธ์ง€ ํ•ฉ์„ฑ ๋กœ์ง ์œ ์ง€
"""
logger.debug(f"process_images_and_prompt ํ•จ์ˆ˜ ์‹œ์ž‘ - ํ”„๋กฌํ”„ํŠธ: '{prompt}'")
try:
# ์ด๋ฏธ์ง€ ์ž…๋ ฅ์ด ๋ชจ๋‘ ์—†๋Š” ๊ฒฝ์šฐ ํ…์ŠคํŠธ ๊ธฐ๋ฐ˜ ์ด๋ฏธ์ง€ ์ƒ์„ฑ
if person_pil is None and product_pil is None and background_pil is None:
logger.debug("์ด๋ฏธ์ง€ ์—†์Œ. ํ…์ŠคํŠธ ๊ธฐ๋ฐ˜ ์ด๋ฏธ์ง€ ์ƒ์„ฑ์œผ๋กœ ์ „ํ™˜")
result_path, response_text = generate_image_from_prompt(prompt)
if result_path:
try:
result_img = Image.open(result_path)
if result_img.mode == "RGBA":
result_img = result_img.convert("RGB")
return [result_img], response_text or "์ด๋ฏธ์ง€๊ฐ€ ์„ฑ๊ณต์ ์œผ๋กœ ์ƒ์„ฑ๋˜์—ˆ์Šต๋‹ˆ๋‹ค."
except Exception as e:
logger.exception(f"๊ฒฐ๊ณผ ์ด๋ฏธ์ง€ ๋กœ๋“œ ์ค‘ ์˜ค๋ฅ˜: {str(e)}")
return [], f"๊ฒฐ๊ณผ ์ด๋ฏธ์ง€ ์ฒ˜๋ฆฌ ์ค‘ ์˜ค๋ฅ˜: {str(e)}"
else:
return [], response_text or "์ด๋ฏธ์ง€ ์ƒ์„ฑ์— ์‹คํŒจํ–ˆ์Šต๋‹ˆ๋‹ค."
# ํ•„์ˆ˜ ์ด๋ฏธ์ง€ ํ™•์ธ (์ด๋ฏธ์ง€ ํ•ฉ์„ฑ ๋ชจ๋“œ)
if person_pil is None:
return [], "์‚ฌ๋žŒ ์ด๋ฏธ์ง€๋ฅผ ์—…๋กœ๋“œํ•ด์ฃผ์„ธ์š”."
if product_pil is None:
return [], "์ƒํ’ˆ ์ด๋ฏธ์ง€๋ฅผ ์—…๋กœ๋“œํ•ด์ฃผ์„ธ์š”."
# ๊ธฐ๋ณธ ํ”„๋กฌํ”„ํŠธ ์„ค์ • (๋น„์–ด์žˆ๋Š” ๊ฒฝ์šฐ)
if not prompt or not prompt.strip():
if background_pil:
prompt = "์ด ๋ฐฐ๊ฒฝ์— ์ด ์‚ฌ๋žŒ์ด ์ด ์ƒํ’ˆ์„ ์‚ฌ์šฉํ•˜๋Š” ๋ชจ์Šต์„ ์ž์—ฐ์Šค๋Ÿฝ๊ฒŒ ๋ณด์—ฌ์ฃผ์„ธ์š”. ์ƒํ’ˆ์„ ์ž˜ ๋ณด์ด๊ฒŒ ํ•ด์ฃผ์„ธ์š”. Create a natural composite image showing this person using this product in this background setting. Make sure the product is clearly visible."
else:
prompt = "์ด ์‚ฌ๋žŒ์ด ์ด ์ƒํ’ˆ์„ ์‚ฌ์šฉํ•˜๋Š” ๋ชจ์Šต์„ ์ž์—ฐ์Šค๋Ÿฝ๊ฒŒ ๋ณด์—ฌ์ฃผ์„ธ์š”. ์ƒํ’ˆ์„ ์ž˜ ๋ณด์ด๊ฒŒ ํ•ด์ฃผ์„ธ์š”. Create a natural composite image showing this person using this product. Make sure the product is clearly visible."
# ํ”„๋กฌํ”„ํŠธ์— ์˜์–ด๊ฐ€ ์—†์œผ๋ฉด ์˜์–ด ํ”„๋กฌํ”„ํŠธ ์ถ”๊ฐ€ (๋” ๋‚˜์€ ๊ฒฐ๊ณผ๋ฅผ ์œ„ํ•ด)
if not any(ord(c) < 128 for c in prompt):
if background_pil:
prompt += " Create a realistic composite image of this person with this product in this background."
else:
prompt += " Create a realistic composite image of this person with this product."
# ์ด๋ฏธ์ง€ ์ €์žฅ
with tempfile.NamedTemporaryFile(suffix=".jpg", delete=False) as tmp_person:
person_path = tmp_person.name
# RGB๋กœ ๋ณ€ํ™˜ํ•˜์—ฌ ์ €์žฅ
person_img = person_pil
if person_img.mode != 'RGB':
person_img = person_img.convert('RGB')
person_img.save(person_path, 'JPEG')
logger.debug(f"์‚ฌ๋žŒ ์ด๋ฏธ์ง€ ์ €์žฅ ์™„๋ฃŒ: {person_path}")
with tempfile.NamedTemporaryFile(suffix=".jpg", delete=False) as tmp_product:
product_path = tmp_product.name
# RGB๋กœ ๋ณ€ํ™˜ํ•˜์—ฌ ์ €์žฅ
product_img = product_pil
if product_img.mode != 'RGB':
product_img = product_img.convert('RGB')
product_img.save(product_path, 'JPEG')
logger.debug(f"์ƒํ’ˆ ์ด๋ฏธ์ง€ ์ €์žฅ ์™„๋ฃŒ: {product_path}")
# ๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€ ์ €์žฅ (์žˆ๋Š” ๊ฒฝ์šฐ)
background_path = None
if background_pil is not None:
with tempfile.NamedTemporaryFile(suffix=".jpg", delete=False) as tmp_bg:
background_path = tmp_bg.name
# RGB๋กœ ๋ณ€ํ™˜ํ•˜์—ฌ ์ €์žฅ
background_img = background_pil
if background_img.mode != 'RGB':
background_img = background_img.convert('RGB')
background_img.save(background_path, 'JPEG')
logger.debug(f"๋ฐฐ๊ฒฝ ์ด๋ฏธ์ง€ ์ €์žฅ ์™„๋ฃŒ: {background_path}")
# ์ด๋ฏธ์ง€ ํ•ฉ์„ฑ ์‹คํ–‰
result_path, response_text = merge_images(
person_img_path=person_path,
product_img_path=product_path,
background_img_path=background_path,
prompt=prompt
)
# ์ด๋ฏธ์ง€ ๋ฐ˜ํ™˜ ๋ฐ ์ž„์‹œ ํŒŒ์ผ ์ •๋ฆฌ
if result_path:
logger.debug(f"์ด๋ฏธ์ง€ ์ƒ์„ฑ ์™„๋ฃŒ. ๊ฒฝ๋กœ: {result_path}")
try:
result_img = Image.open(result_path)
if result_img.mode == "RGBA":
result_img = result_img.convert("RGB")
# ์ž„์‹œ ํŒŒ์ผ ์ •๋ฆฌ
try:
os.unlink(person_path)
os.unlink(product_path)
if background_path:
os.unlink(background_path)
except Exception as e:
logger.warning(f"์ž„์‹œ ํŒŒ์ผ ์‚ญ์ œ ์ค‘ ์˜ค๋ฅ˜: {str(e)}")
return [result_img], response_text or "์ด๋ฏธ์ง€๊ฐ€ ์„ฑ๊ณต์ ์œผ๋กœ ์ƒ์„ฑ๋˜์—ˆ์Šต๋‹ˆ๋‹ค."
except Exception as e:
logger.exception(f"๊ฒฐ๊ณผ ์ด๋ฏธ์ง€ ๋กœ๋“œ ์ค‘ ์˜ค๋ฅ˜: {str(e)}")
return [], f"๊ฒฐ๊ณผ ์ด๋ฏธ์ง€ ์ฒ˜๋ฆฌ ์ค‘ ์˜ค๋ฅ˜: {str(e)}"
else:
logger.error("merge_images ํ•จ์ˆ˜์—์„œ None ๋ฐ˜ํ™˜๋จ.")
return [], response_text or "์ด๋ฏธ์ง€ ์ƒ์„ฑ์— ์‹คํŒจํ–ˆ์Šต๋‹ˆ๋‹ค. ๋‹ค๋ฅธ ์ด๋ฏธ์ง€๋‚˜ ํ”„๋กฌํ”„ํŠธ๋กœ ์‹œ๋„ํ•ด๋ณด์„ธ์š”."
except Exception as e:
logger.exception("process_images_and_prompt ํ•จ์ˆ˜์—์„œ ์˜ค๋ฅ˜ ๋ฐœ์ƒ:")
return [], f"์˜ค๋ฅ˜ ๋ฐœ์ƒ: {str(e)}" # ์˜ค๋ฅ˜ ์‹œ ๋นˆ ๋ฆฌ์ŠคํŠธ์™€ ์˜ค๋ฅ˜ ๋ฉ”์‹œ์ง€ ๋ฐ˜ํ™˜