File size: 7,191 Bytes
8d852cf ddcfe75 8d852cf 993c58c bfd9212 8d852cf ddcfe75 8d852cf ddcfe75 91d17fb bfd9212 ddcfe75 8d852cf 993c58c 8d852cf 91d17fb bfd9212 91d17fb 993c58c 91d17fb 993c58c 8d852cf 993c58c 8d852cf 91d17fb 8d852cf ddcfe75 8d852cf 91d17fb bfd9212 993c58c bfd9212 91d17fb bfd9212 91d17fb bfd9212 edf8d31 993c58c 91d17fb 993c58c bfd9212 8d852cf ddcfe75 8d852cf bfd9212 ddcfe75 8d852cf 91d17fb 8d852cf 91d17fb 8d852cf bfd9212 8d852cf bfd9212 91d17fb bfd9212 8d852cf bfd9212 ddcfe75 91d17fb bfd9212 91d17fb 8d852cf bfd9212 8d852cf bfd9212 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 |
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 google import genai
from google.genai import types
# .env ํ์ผ์ ์ ์ฅ๋ ํ๊ฒฝ๋ณ์ ๋ก๋ (python-dotenv ์ค์น ํ์: pip install python-dotenv)
from dotenv import load_dotenv
load_dotenv()
# ๋ก๊น
์ค์ (๋ก๊ทธ ๋ ๋ฒจ: 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"ํ์ผ์ ์ด์ง ๋ฐ์ดํฐ ์ ์ฅ ์ค: {file_name}")
with open(file_name, "wb") as f:
f.write(data)
logger.debug(f"ํ์ผ ์ ์ฅ ์๋ฃ: {file_name}")
def generate(text, file_name, model="gemini-2.0-flash-exp-image-generation"):
logger.debug(f"generate ํจ์ ์์ - ํ
์คํธ: '{text}', ํ์ผ๋ช
: '{file_name}', ๋ชจ๋ธ: '{model}'")
try:
# API ํค๋ ํ๊ฒฝ๋ณ์์์ ๋ถ๋ฌ์ด
effective_api_key = os.environ.get("GEMINI_API_KEY")
if effective_api_key:
logger.debug("ํ๊ฒฝ๋ณ์์์ API ํค ๋ถ๋ฌ์ด")
else:
logger.error("API ํค๊ฐ ํ๊ฒฝ๋ณ์์ ์ค์ ๋์ง ์์์ต๋๋ค.")
raise ValueError("API ํค๊ฐ ํ์ํฉ๋๋ค.")
client = genai.Client(api_key=effective_api_key)
logger.debug("Gemini ํด๋ผ์ด์ธํธ ์ด๊ธฐํ ์๋ฃ.")
# ํ์ผ ์
๋ก๋
files = [
client.files.upload(file=file_name),
]
logger.debug(f"ํ์ผ ์
๋ก๋ ์๋ฃ. URI: {files[0].uri}, MIME ํ์
: {files[0].mime_type}")
# ์ปจํ
์ธ ๊ฐ์ฒด ์์ฑ: ํ์ผ URI์ ํ
์คํธ ํ๋กฌํํธ๋ฅผ ํจ๊ป ํฌํจ
contents = [
types.Content(
role="user",
parts=[
types.Part.from_uri(
file_uri=files[0].uri,
mime_type=files[0].mime_type,
),
types.Part.from_text(text=text),
],
),
]
logger.debug(f"์ปจํ
์ธ ๊ฐ์ฒด ์์ฑ ์๋ฃ: {contents}")
generate_content_config = types.GenerateContentConfig(
temperature=1,
top_p=0.95,
top_k=40,
max_output_tokens=8192,
response_modalities=[
"image",
"text",
],
response_mime_type="text/plain",
)
logger.debug(f"์์ฑ ์ค์ : {generate_content_config}")
with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp:
temp_path = tmp.name
logger.debug(f"์์ ํ์ผ ์์ฑ๋จ: {temp_path}")
response_stream = client.models.generate_content_stream(
model=model,
contents=contents,
config=generate_content_config,
)
logger.debug("์๋ต ์คํธ๋ฆผ ์ฒ๋ฆฌ ์์...")
for chunk in response_stream:
if not chunk.candidates or not chunk.candidates[0].content or not chunk.candidates[0].content.parts:
logger.warning("chunk์ ํ๋ณด, ์ปจํ
์ธ , ๋๋ ํํธ๊ฐ ์์ต๋๋ค. ๊ฑด๋๋๋๋ค.")
continue
inline_data = chunk.candidates[0].content.parts[0].inline_data
if inline_data:
save_binary_file(temp_path, inline_data.data)
logger.info(f"MIME ํ์
{inline_data.mime_type}์ ํ์ผ์ด ์ ์ฅ๋จ: {temp_path} (ํ๋กฌํํธ: {text})")
else:
logger.info(f"์์ ๋ ํ
์คํธ: {chunk.text}")
print(chunk.text)
logger.debug(f"Raw chunk: {chunk}")
del files
logger.debug("์
๋ก๋๋ ํ์ผ ์ ๋ณด ์ญ์ ์๋ฃ.")
return temp_path
except Exception as e:
logger.exception("์ด๋ฏธ์ง ์์ฑ ์ค ์ค๋ฅ ๋ฐ์:")
return None # ์ค๋ฅ ๋ฐ์ ์ None ๋ฐํ
def process_image_and_prompt(composite_pil, prompt):
logger.debug(f"process_image_and_prompt ํจ์ ์์ - ํ๋กฌํํธ: '{prompt}'")
try:
with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp:
composite_path = tmp.name
composite_pil.save(composite_path)
logger.debug(f"ํฉ์ฑ ์ด๋ฏธ์ง ์ ์ฅ ์๋ฃ: {composite_path}")
file_name = composite_path
input_text = prompt
model = "gemini-2.0-flash-exp-image-generation"
gemma_edited_image_path = generate(text=input_text, file_name=file_name, model=model)
if gemma_edited_image_path:
logger.debug(f"์ด๋ฏธ์ง ์์ฑ ์๋ฃ. ๊ฒฝ๋ก: {gemma_edited_image_path}")
result_img = Image.open(gemma_edited_image_path)
if result_img.mode == "RGBA":
result_img = result_img.convert("RGB")
return [result_img]
else:
logger.error("generate ํจ์์์ None ๋ฐํ๋จ.")
return [] # ์ค๋ฅ ์ ๋น ๋ฆฌ์คํธ ๋ฐํ
except Exception as e:
logger.exception("process_image_and_prompt ํจ์์์ ์ค๋ฅ ๋ฐ์:")
return [] # ์ค๋ฅ ์ ๋น ๋ฆฌ์คํธ ๋ฐํ
# --- Gradio ์ธํฐํ์ด์ค ๊ตฌ์ฑ ---
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 ์ด์ฉํ ์ด๋ฏธ์ง ํธ์ง</h1>
<p>Gemini API ํค๋ ํ๊ฒฝ๋ณ์(GEMINI_API_KEY)๋ก ์ค์ ๋์ด ์์ต๋๋ค.</p>
</div>
</div>
"""
)
gr.Markdown("์ด๋ฏธ์ง๋ฅผ ์
๋ก๋ํ๊ณ , ํธ์งํ ๋ด์ฉ์ ์
๋ ฅํ์ธ์.")
with gr.Row():
with gr.Column():
image_input = gr.Image(type="pil", label="์ด๋ฏธ์ง ์
๋ก๋", image_mode="RGBA")
prompt_input = gr.Textbox(
lines=2,
placeholder="ํธ์งํ ๋ด์ฉ์ ์
๋ ฅํ์ธ์...",
label="ํธ์ง ํ๋กฌํํธ"
)
submit_btn = gr.Button("์ด๋ฏธ์ง ํธ์ง ์คํ")
with gr.Column():
output_gallery = gr.Gallery(label="ํธ์ง ๊ฒฐ๊ณผ")
submit_btn.click(
fn=process_image_and_prompt,
inputs=[image_input, prompt_input],
outputs=output_gallery,
)
# --- ํ
์คํธ ์ฝ๋ ---
# ํ
์คํธ์ฉ ๋๋ฏธ ์ด๋ฏธ์ง (์ค์ ์ด๋ฏธ์ง๋ก ๋์ฒด ๊ฐ๋ฅ)
dummy_image = Image.new("RGBA", (100, 100), color="red")
dummy_prompt = "์ด๋ฏธ์ง๋ฅผ ํ๋์์ผ๋ก ๋ณ๊ฒฝํด์ค"
logger.info("process_image_and_prompt ํจ์๋ฅผ ์ง์ ํธ์ถํฉ๋๋ค...")
result = process_image_and_prompt(dummy_image, dummy_prompt)
if result:
logger.info(f"์ง์ ํธ์ถ ์ฑ๊ณต. ๊ฒฐ๊ณผ: {result}")
else:
logger.error("์ง์ ํธ์ถ ์คํจ.")
demo.launch(share=True)
|