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import logging
from flask import Blueprint, render_template, request, jsonify, send_from_directory
from pathlib import Path
import shutil # For zipping the cache directory
import json # For parsing streamed JSON data
from werkzeug.utils import secure_filename
import os
import config
import utils
from llm_client import make_chat_completion_request, is_initialized as llm_is_initialized
from cache_store import cache
from cache_store import cache_directory
import requests
logger = logging.getLogger(__name__)
main_bp = Blueprint('main', __name__)
# μ
λ‘λ νμ© νμ₯μ
ALLOWED_EXTENSIONS = {'png', 'jpg', 'jpeg', 'gif', 'bmp', 'dcm', 'dicom'}
def allowed_file(filename):
return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
# LLM client is initialized in app.py create_app()
# --- Serve the cache directory as a zip file ---
@main_bp.route('/download_cache')
def download_cache_zip():
"""μΊμ λλ ν 리λ₯Ό μμΆνμ¬ λ€μ΄λ‘λλ₯Ό μν΄ μ 곡ν©λλ€."""
zip_filename = "radexplain-cache.zip"
# Create the zip file in a temporary directory
# Using /tmp is common in containerized environments
temp_dir = "/tmp"
zip_base_path = os.path.join(temp_dir, "radexplain-cache") # shutil adds .zip
zip_filepath = zip_base_path + ".zip"
# Ensure the cache directory exists before trying to zip it
if not os.path.isdir(cache_directory):
logger.error(f"μΊμ λλ ν 리λ₯Ό μ°Ύμ μ μμ΅λλ€: {cache_directory}")
return jsonify({"error": f"μλ²μμ μΊμ λλ ν 리λ₯Ό μ°Ύμ μ μμ΅λλ€: {cache_directory}"}), 500
try:
logger.info(f"μΊμ λλ ν 리μ μμΆ νμΌ μμ± μ€: {cache_directory} -> {zip_filepath}")
shutil.make_archive(
zip_base_path, # This is the base name, shutil adds the .zip extension
"zip",
cache_directory, # This is the root directory to archive
)
logger.info("μμΆ νμΌμ΄ μ±κ³΅μ μΌλ‘ μμ±λμμ΅λλ€.")
# Send the file and then clean it up
return send_from_directory(temp_dir, zip_filename, as_attachment=True)
except Exception as e:
logger.error(f"μΊμ λλ ν 리 μμΆ νμΌ μμ± λλ μ μ‘ μ€ μ€λ₯ λ°μ: {e}", exc_info=True)
return jsonify({"error": f"μμΆ νμΌ μμ± λλ μ μ‘ μ€ μ€λ₯ λ°μ: {e}"}), 500
@main_bp.route('/clear_cache', methods=['POST'])
def clear_cache():
"""μΊμλ₯Ό μ΄κΈ°νν©λλ€."""
try:
cache.clear()
logger.info("μΊμκ° μ±κ³΅μ μΌλ‘ μ΄κΈ°νλμμ΅λλ€.")
return jsonify({"message": "μΊμκ° μ΄κΈ°νλμμ΅λλ€.", "success": True})
except Exception as e:
logger.error(f"μΊμ μ΄κΈ°ν μ€ μ€λ₯ λ°μ: {e}", exc_info=True)
return jsonify({"error": f"μΊμ μ΄κΈ°ν μ€ μ€λ₯ λ°μ: {e}", "success": False}), 500
@main_bp.route('/')
def index():
"""λ©μΈ HTML νμ΄μ§λ₯Ό μ 곡ν©λλ€."""
# The backend now only provides the list of available reports.
# The frontend will be responsible for selecting a report,
# fetching its details (text, image path), and managing the current state.
if not config.AVAILABLE_REPORTS:
logger.warning("μ€μ μμ λ³΄κ³ μλ₯Ό μ°Ύμ μ μμ΅λλ€. AVAILABLE_REPORTSκ° λΉμ΄μμ΅λλ€.")
return render_template(
'index.html',
available_reports=config.AVAILABLE_REPORTS
)
@main_bp.route('/get_report_details/<report_name>')
def get_report_details(report_name):
"""μ£Όμ΄μ§ λ³΄κ³ μ μ΄λ¦μ λν ν
μ€νΈ λ΄μ©κ³Ό μ΄λ―Έμ§ κ²½λ‘λ₯Ό κ°μ Έμ΅λλ€."""
selected_report_info = next((item for item in config.AVAILABLE_REPORTS if item['name'] == report_name), None)
if not selected_report_info:
logger.error(f"μμΈ μ 보λ₯Ό κ°μ Έμ¬ λ λ³΄κ³ μ '{report_name}'μ(λ₯Ό) μ°Ύμ μ μμ΅λλ€.")
return jsonify({"error": f"λ³΄κ³ μ '{report_name}'μ(λ₯Ό) μ°Ύμ μ μμ΅λλ€."}), 404
report_file = selected_report_info.get('report_file')
image_file = selected_report_info.get('image_file')
report_text_content = "" # Default to empty if no report file is configured.
if report_file:
actual_server_report_path = config.BASE_DIR / report_file
try:
report_text_content = actual_server_report_path.read_text(encoding='utf-8').strip()
except Exception as e:
logger.error(f"λ³΄κ³ μ '{report_name}'μ νμΌ {actual_server_report_path} μ½κΈ° μ€λ₯: {e}", exc_info=True)
return jsonify({"error": "λ³΄κ³ μ νμΌμ μ½λ μ€ μ€λ₯κ° λ°μνμ΅λλ€."}), 500
# If report_file was empty, report_text_content remains "".
image_type_from_config = selected_report_info.get('image_type')
display_image_type = 'νλΆ X-λ μ΄' if image_type_from_config == 'CXR' else ('CT' if image_type_from_config == 'CT' else 'μλ£ μμ')
return jsonify({"text": report_text_content, "image_file": image_file, "image_type": display_image_type})
@main_bp.route('/explain', methods=['POST'])
def explain_sentence():
"""LLM APIλ₯Ό μ¬μ©νμ¬ μ€λͺ
μμ²μ μ²λ¦¬ν©λλ€."""
if not llm_is_initialized():
logger.error("LLM ν΄λΌμ΄μΈνΈ(REST API)κ° μ΄κΈ°νλμ§ μμμ΅λλ€. μμ²μ μ²λ¦¬ν μ μμ΅λλ€.")
return jsonify({"error": "LLM ν΄λΌμ΄μΈνΈ(REST API)κ° μ΄κΈ°νλμ§ μμμ΅λλ€. API ν€μ λ² μ΄μ€ URLμ νμΈνμΈμ."}), 500
data = request.get_json()
if not data or 'sentence' not in data or 'report_name' not in data:
logger.warning("μμ² νμ΄λ‘λμ 'sentence' λλ 'report_name'μ΄ λλ½λμμ΅λλ€.")
return jsonify({"error": "μμ²μ 'sentence' λλ 'report_name'μ΄ λλ½λμμ΅λλ€"}), 400
selected_sentence = data['sentence']
report_name = data['report_name']
logger.info(f"μ€λͺ
μμ² μμ : '{selected_sentence}' (λ³΄κ³ μ: '{report_name}')")
# --- Find the selected report info ---
selected_report_info = next((item for item in config.AVAILABLE_REPORTS if item['name'] == report_name), None)
if not selected_report_info:
logger.error(f"μ¬μ© κ°λ₯ν λ³΄κ³ μμμ '{report_name}'μ(λ₯Ό) μ°Ύμ μ μμ΅λλ€.")
return jsonify({"error": f"λ³΄κ³ μ '{report_name}'μ(λ₯Ό) μ°Ύμ μ μμ΅λλ€."}), 404
image_file = selected_report_info.get('image_file')
report_file = selected_report_info.get('report_file')
image_type = selected_report_info.get('image_type')
if not image_file:
logger.error(f"λ³΄κ³ μ '{report_name}'μ μ€μ μμ μ΄λ―Έμ§ λλ λ³΄κ³ μ νμΌ κ²½λ‘(static κΈ°μ€ μλκ²½λ‘)κ° λλ½λμμ΅λλ€.")
return jsonify({"error": f"λ³΄κ³ μ '{report_name}'μ νμΌ μ€μ μ΄ λλ½λμμ΅λλ€."}), 500
full_report_text = ""
if report_file: # Only attempt to read if a report file is configured
server_report_path = config.BASE_DIR / report_file
try:
full_report_text = server_report_path.read_text(encoding='utf-8')
except FileNotFoundError:
logger.error(f"λ³΄κ³ μ νμΌμ μ°Ύμ μ μμ΅λλ€: {server_report_path}")
return jsonify({"error": f"λ³΄κ³ μ '{report_name}'μ νμΌμ μλ²μμ μ°Ύμ μ μμ΅λλ€."}), 500
except Exception as e:
logger.error(f"λ³΄κ³ μ νμΌ {server_report_path} μ½κΈ° μ€λ₯: {e}", exc_info=True)
return jsonify({"error": "λ³΄κ³ μ νμΌμ μ½λ μ€ μ€λ₯κ° λ°μνμ΅λλ€."}), 500
else: # If report_file is not configured (e.g. empty string from selected_report_info)
logger.info(f"λ³΄κ³ μ '{report_name}'μ λν λ³΄κ³ μ νμΌμ΄ μ€μ λμ§ μμμ΅λλ€. μμ€ν
ν둬ννΈμ μ 체 λ³΄κ³ μ ν
μ€νΈ μμ΄ μ§νν©λλ€.")
# μ΄λ―Έμ§ νμ
μ λ°λ₯Έ νκΈ νμ
image_type_korean = 'νλΆ X-λ μ΄' if image_type == 'CXR' else ('CT' if image_type == 'CT' else 'μλ£ μμ')
system_prompt = (
"λΉμ μ μΌλ°μΈμ λμμΌλ‘ μ€λͺ
νλ μμμμ
λλ€. "
"λ°λμ νκ΅μ΄λ‘ μλ΅νμΈμ. "
f"νμ΅ μ€μΈ μ¬μ©μκ° λ°©μ¬μ λ³΄κ³ μμ ν λ¬Έμ₯μ μ 곡νκ³ ν¨κ» μ 곡λ {image_type_korean} μμμ λ³΄κ³ μμ΅λλ€. "
"λΉμ μ μ무λ μ 곡λ λ¬Έμ₯λ§μ μλ―Έλ₯Ό κ°λ¨νκ³ λͺ
νν νκ΅μ΄λ‘ μ€λͺ
νλ κ²μ
λλ€. μ λ¬Έ μ©μ΄μ μ½μ΄λ₯Ό νκ΅μ΄λ‘ μ€λͺ
νμΈμ. κ°κ²°νκ² μ μ§νμΈμ. "
"λ¬Έμ₯μ μλ―Έλ₯Ό μ§μ μ μΌλ‘ μ€λͺ
νμΈμ. 'λ€' λλ 'μκ² μ΅λλ€'μ κ°μ λμ
문ꡬλ₯Ό μ¬μ©νμ§ λ§κ³ , λ¬Έμ₯ μ체λ λ³΄κ³ μ μ체λ₯Ό μΈκΈνμ§ λ§μΈμ(μ: 'μ΄ λ¬Έμ₯μ...'). "
f"{f'μ€μν μ μ, μ¬μ©μκ° {image_type_korean} μμμ λ³΄κ³ μμΌλ―λ‘, ν΄λΉλλ κ²½μ° μ€λͺ
μ μ΄ν΄νκΈ° μν΄ μμμ μ΄λ λΆλΆμ λ΄μΌ νλμ§ νκ΅μ΄λ‘ μλ΄λ₯Ό μ 곡νμΈμ. ' if image_type != 'CT' else ''}"
"μ¬μ©μκ° λͺ
μμ μΌλ‘ μ 곡νμ§ μμ λ³΄κ³ μμ λ€λ₯Έ λΆλΆμ΄λ λ¬Έμ₯μ λν΄μλ λ
Όμνμ§ λ§μΈμ. ν
μ€νΈμ μλ μ¬μ€λ§μ κ³ μνμΈμ. μΆλ‘ νμ§ λ§μΈμ. "
"λͺ¨λ μ€λͺ
μ λ°λμ νκ΅μ΄λ‘ μμ±νμΈμ.\n"
"===\n"
f"μ°Έκ³ λ₯Ό μν μ 체 λ³΄κ³ μ:\n{full_report_text}"
)
user_prompt_text = f"λ°©μ¬μ λ³΄κ³ μμ μ΄ λ¬Έμ₯μ μ€λͺ
ν΄μ£ΌμΈμ: '{selected_sentence}'"
messages_for_api = [
{"role": "system", "content": system_prompt},
{"role": "user", "content": user_prompt_text}
]
# νκΈ μλ΅μ μν΄ μΊμ ν€μ μΈμ΄ μ 보 μΆκ°
cache_key = f"explain::ko::{report_name}::{selected_sentence}"
cached_result = cache.get(cache_key)
if cached_result:
logger.info("μΊμλ μ€λͺ
μ λ°νν©λλ€.")
return jsonify({"explanation": cached_result})
try:
logger.info("LLM API(REST)λ‘ μμ²μ μ μ‘ μ€...")
response = make_chat_completion_request(
model="tgi",
messages=messages_for_api,
top_p=None,
temperature=0,
max_tokens=250,
stream=True,
seed=None,
stop=None,
frequency_penalty=None,
presence_penalty=None
)
logger.info("LLM API(REST)λ‘λΆν° μλ΅ μ€νΈλ¦Όμ μμ νμ΅λλ€.")
explanation_parts = []
for line in response.iter_lines():
if line:
decoded_line = line.decode('utf-8')
if decoded_line.startswith('data: '):
json_data_str = decoded_line[len('data: '):].strip()
if json_data_str == "[DONE]":
break
try:
chunk = json.loads(json_data_str)
if chunk.get("choices") and chunk["choices"][0].get("delta") and chunk["choices"][0]["delta"].get("content"):
explanation_parts.append(chunk["choices"][0]["delta"]["content"])
except json.JSONDecodeError:
logger.warning(f"μ€νΈλ¦Ό μ²ν¬μμ JSONμ λμ½λ©ν μ μμ΅λλ€: {json_data_str}")
# Depending on API, might need to handle partial JSON or other errors
elif decoded_line.strip() == "[DONE]": # Some APIs might send [DONE] without "data: "
break
explanation = "".join(explanation_parts).strip()
if explanation:
cache.set(cache_key, explanation, expire=None)
logger.info("μ€λͺ
μ΄ μ±κ³΅μ μΌλ‘ μμ±λμμ΅λλ€." if explanation else "APIλ‘λΆν° λΉ μ€λͺ
μ λ°μμ΅λλ€.")
return jsonify({"explanation": explanation or "APIλ‘λΆν° μ€λͺ
λ΄μ©μ λ°μ§ λͺ»νμ΅λλ€."})
except requests.exceptions.RequestException as e:
logger.error(f"LLM API(REST) νΈμΆ μ€ μ€λ₯ λ°μ: {e}", exc_info=True)
user_error_message = ("μ€λͺ
μμ±μ μ€ν¨νμ΅λλ€. μλΉμ€κ° μΌμμ μΌλ‘ μ¬μ©ν μ μμΌλ©° "
"νμ¬ μμ μ€μΌ μ μμ΅λλ€. μ μ ν λ€μ μλν΄ μ£ΌμΈμ.")
return jsonify({"error": user_error_message}), 500
@main_bp.route('/upload_and_analyze', methods=['POST'])
def upload_and_analyze():
"""μ΄λ―Έμ§λ₯Ό μ
λ‘λνκ³ λΆμν©λλ€."""
if not llm_is_initialized():
logger.error("LLM ν΄λΌμ΄μΈνΈ(REST API)κ° μ΄κΈ°νλμ§ μμμ΅λλ€. μμ²μ μ²λ¦¬ν μ μμ΅λλ€.")
return jsonify({"error": "LLM ν΄λΌμ΄μΈνΈκ° μ΄κΈ°νλμ§ μμμ΅λλ€. API ν€μ λ² μ΄μ€ URLμ νμΈνμΈμ."}), 500
# νμΌ νμΈ
if 'image' not in request.files:
return jsonify({"error": "μ΄λ―Έμ§ νμΌμ΄ μμ²μ ν¬ν¨λμ§ μμμ΅λλ€."}), 400
file = request.files['image']
if file.filename == '':
return jsonify({"error": "νμΌμ΄ μ νλμ§ μμμ΅λλ€."}), 400
if not allowed_file(file.filename):
return jsonify({"error": "νμ©λμ§ μλ νμΌ νμμ
λλ€. PNG, JPG, JPEG, GIF, BMP, DICOM νμΌλ§ μ
λ‘λ κ°λ₯ν©λλ€."}), 400
# μ΄λ―Έμ§ νμ
κ°μ Έμ€κΈ° (κΈ°λ³Έκ°: CXR)
image_type = request.form.get('image_type', 'CXR')
image_type_korean = 'νλΆ X-λ μ΄' if image_type == 'CXR' else ('CT' if image_type == 'CT' else 'μλ£ μμ')
# μΆκ° 컨ν
μ€νΈ κ°μ Έμ€κΈ° (μ νμ¬ν)
additional_context = request.form.get('context', '')
try:
# νμΌλͺ
μ μ₯ (λΆμμ μ°Έκ³ μ©)
filename = secure_filename(file.filename)
# μμ€ν
ν둬ννΈ κ΅¬μ± (μ΄λ―Έμ§ μ§μ λΆμ λμ μΌλ°μ μΈ κ°μ΄λ μ 곡)
system_prompt = (
"λΉμ μ κ²½νμ΄ νλΆν λ°©μ¬μ κ³Ό μ λ¬Έμμ
λλ€. "
"λ°λμ νκ΅μ΄λ‘ μλ΅νμΈμ. "
f"μ¬μ©μκ° {image_type_korean} μμμ μ
λ‘λνμ΅λλ€. "
"μΌλ°μ μΈ μμ νλ
κ°μ΄λλΌμΈκ³Ό μ£Όμμ¬νμ μ 곡νμΈμ. "
"λ€μ κ΅¬μ‘°λ‘ μλ΅νμΈμ:\n"
f"1. {image_type_korean} νλ
μ νμΈν΄μΌ ν μ£Όμ μ¬ν\n"
"2. μΌλ°μ μΌλ‘ κ΄μ°°λ μ μλ μ견λ€\n"
"3. μ νν μ§λ¨μ μν κΆκ³ μ¬ν\n"
"4. μ£Όμμ¬ν: μ€μ μ§λ¨μ μλ£ μ λ¬Έκ°μ μ§μ μ μΈ κ²ν κ° νμν¨μ κ°μ‘°\n"
"λͺ¨λ μ€λͺ
μ λ°λμ νκ΅μ΄λ‘ μμ±νμΈμ."
)
user_prompt_text = f"{image_type_korean} μμ '{filename}'μ΄ μ
λ‘λλμμ΅λλ€. μ΄λ¬ν μ νμ μμμ νλ
ν λ κ³ λ €ν΄μΌ ν μ¬νμ μ€λͺ
ν΄μ£ΌμΈμ."
if additional_context:
user_prompt_text += f"\nνμ/κ²μ¬ μ 보: {additional_context}"
messages_for_api = [
{"role": "system", "content": system_prompt},
{"role": "user", "content": user_prompt_text}
]
# μΊμ ν€ μμ± (νμΌλͺ
κ³Ό 컨ν
μ€νΈ κΈ°λ°)
cache_key = f"analyze::ko::{image_type}::{additional_context[:50]}"
cached_result = cache.get(cache_key)
if cached_result:
logger.info("μΊμλ λΆμ κ°μ΄λλ₯Ό λ°νν©λλ€.")
return jsonify({"analysis": cached_result})
logger.info("LLM API(REST)λ‘ λΆμ κ°μ΄λ μμ²μ μ μ‘ μ€...")
response = make_chat_completion_request(
model="tgi",
messages=messages_for_api,
top_p=None,
temperature=0.1,
max_tokens=500,
stream=True,
seed=None,
stop=None,
frequency_penalty=None,
presence_penalty=None
)
logger.info("LLM API(REST)λ‘λΆν° μλ΅ μ€νΈλ¦Όμ μμ νμ΅λλ€.")
analysis_parts = []
for line in response.iter_lines():
if line:
decoded_line = line.decode('utf-8')
if decoded_line.startswith('data: '):
json_data_str = decoded_line[len('data: '):].strip()
if json_data_str == "[DONE]":
break
try:
chunk = json.loads(json_data_str)
if chunk.get("choices") and chunk["choices"][0].get("delta") and chunk["choices"][0]["delta"].get("content"):
analysis_parts.append(chunk["choices"][0]["delta"]["content"])
except json.JSONDecodeError:
logger.warning(f"μ€νΈλ¦Ό μ²ν¬μμ JSONμ λμ½λ©ν μ μμ΅λλ€: {json_data_str}")
elif decoded_line.strip() == "[DONE]":
break
analysis = "".join(analysis_parts).strip()
if analysis:
cache.set(cache_key, analysis, expire=None)
logger.info("λΆμ κ°μ΄λκ° μ±κ³΅μ μΌλ‘ μμ±λμμ΅λλ€." if analysis else "APIλ‘λΆν° λΉ λΆμ κ²°κ³Όλ₯Ό λ°μμ΅λλ€.")
# μ£Όμμ¬ν μΆκ°
if analysis:
analysis += "\n\nβ οΈ **μ€μ**: μ΄λ μΌλ°μ μΈ κ°μ΄λλΌμΈμ΄λ©°, μ€μ μμμ μ νν νλ
κ³Ό μ§λ¨μ μλ£ μ λ¬Έκ°κ° μ§μ μμμ κ²ν νμ¬ μνν΄μΌ ν©λλ€."
return jsonify({"analysis": analysis or "APIλ‘λΆν° λΆμ κ²°κ³Όλ₯Ό λ°μ§ λͺ»νμ΅λλ€."})
except Exception as e:
logger.error(f"μ΄λ―Έμ§ μ
λ‘λ λ° λΆμ κ°μ΄λ μμ± μ€ μ€λ₯ λ°μ: {e}", exc_info=True)
return jsonify({"error": "λΆμ κ°μ΄λ μμ± μ€ μ€λ₯κ° λ°μνμ΅λλ€. μ μ ν λ€μ μλν΄μ£ΌμΈμ."}), 500 |