Spaces:
Sleeping
Sleeping
Zeggai Abdellah
commited on
Commit
·
8517947
1
Parent(s):
944616a
add status
Browse files- app.py +113 -38
- index.html +157 -17
app.py
CHANGED
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@@ -4,10 +4,11 @@ import json
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from dotenv import load_dotenv
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import time
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import uuid
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from typing import List, Dict
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from datetime import datetime
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from huggingface_hub import HfApi # For file persistence in Spaces
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import os
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# Load environment variables from .env file
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load_dotenv()
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@@ -16,6 +17,20 @@ from langchain_google_genai import GoogleGenerativeAI
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app = FastAPI()
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def estimate_difficulty(question: str, q_type: str) -> str:
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"""
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Estimate question difficulty based on type and content.
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@@ -99,6 +114,10 @@ def generate_questions_for_chunk(chunk: str, chunk_id: int, model="gemini-2.0-fl
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"validated": False
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})
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return formatted_questions
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except Exception as e:
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@@ -108,33 +127,60 @@ def generate_questions_for_chunk(chunk: str, chunk_id: int, model="gemini-2.0-fl
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print(f"Erreur de parsing de la réponse API pour le chunk {chunk_id}: {e}")
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return []
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def
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"""
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Generate questions
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"""
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def save_dataset_to_space(dataset: Dict, filename: str):
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"""
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@@ -151,34 +197,63 @@ async def generate_questions():
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"""
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Endpoint to generate questions from the vaccine guide chunks
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"""
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try:
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-
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with open("./chunks.json", "r", encoding="utf-8") as f:
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if chunks_data is None:
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raise HTTPException(status_code=404, detail="Chunks file not found in any known location")
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VACCINE_CHUNKS = [
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dataset = generate_questions_for_document(VACCINE_CHUNKS)
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#
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return {
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"status": "
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"message": "
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"
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"download_url": f"/download/{filename}"
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}
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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@app.get("/download/{filename}")
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async def download_file(filename: str):
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"""
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from dotenv import load_dotenv
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import time
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import uuid
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from typing import List, Dict, Optional
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from datetime import datetime
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from huggingface_hub import HfApi # For file persistence in Spaces
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import os
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import threading
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# Load environment variables from .env file
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load_dotenv()
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app = FastAPI()
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# Global variables to track generation status
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generation_status = {
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"is_running": False,
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"start_time": None,
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"processed_chunks": 0,
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"total_chunks": 0,
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"questions_generated": 0,
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"completed": False,
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"result_file": None,
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"error": None
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}
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generation_lock = threading.Lock()
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def estimate_difficulty(question: str, q_type: str) -> str:
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"""
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Estimate question difficulty based on type and content.
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"validated": False
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})
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# Update the global status
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with generation_lock:
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generation_status["questions_generated"] += len(formatted_questions)
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return formatted_questions
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except Exception as e:
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print(f"Erreur de parsing de la réponse API pour le chunk {chunk_id}: {e}")
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return []
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def generate_questions_in_background(chunks: List[str]):
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"""
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Generate questions in a background thread and update status.
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"""
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global generation_status
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try:
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all_questions = []
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with generation_lock:
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generation_status["total_chunks"] = len(chunks)
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generation_status["processed_chunks"] = 0
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generation_status["questions_generated"] = 0
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for i, chunk in enumerate(chunks):
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print(f"Processing chunk {i+1}/{len(chunks)}...")
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questions = generate_questions_for_chunk(chunk, i)
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all_questions.extend(questions)
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with generation_lock:
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generation_status["processed_chunks"] = i + 1
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time.sleep(9) # Rate limiting
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dataset = {
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"dataset_info": {
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"title": "Vaccine Guide Question-Answer Dataset",
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"description": "A dataset of question-answer pairs generated from a vaccine guide for AI language model training.",
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"version": "1.1.0",
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"created_date": datetime.utcnow().isoformat(),
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"source": "Guide-pratique-de-mise-en-oeuvre-du-calendrier-national-de-vaccination-2023.pdf",
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"generated_by": "Gemini API",
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"total_questions": len(all_questions),
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"intended_use": "Fine-tuning medical language models for knowledge recall and reasoning"
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},
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"questions": all_questions
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}
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# Save the dataset
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filename = f"vaccine_questions_{int(time.time())}.json"
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with open(f"./{filename}", 'w', encoding='utf-8') as f:
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json.dump(dataset, f, indent=4, ensure_ascii=False)
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# Update status to completed
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with generation_lock:
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generation_status["completed"] = True
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generation_status["is_running"] = False
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generation_status["result_file"] = filename
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except Exception as e:
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print(f"Error in background generation: {e}")
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with generation_lock:
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generation_status["error"] = str(e)
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generation_status["is_running"] = False
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def save_dataset_to_space(dataset: Dict, filename: str):
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"""
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"""
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Endpoint to generate questions from the vaccine guide chunks
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"""
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global generation_status
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# Check if generation is already running
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with generation_lock:
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if generation_status["is_running"]:
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return {
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"status": "running",
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"message": "Generation already in progress",
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"current_status": generation_status
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}
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try:
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# Reset status
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with generation_lock:
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generation_status["is_running"] = True
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generation_status["start_time"] = datetime.utcnow().isoformat()
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generation_status["processed_chunks"] = 0
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generation_status["questions_generated"] = 0
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generation_status["completed"] = False
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generation_status["result_file"] = None
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generation_status["error"] = None
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# Load chunks
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with open("./chunks.json", "r", encoding="utf-8") as f:
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chunks_data = json.load(f)
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if chunks_data is None:
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raise HTTPException(status_code=404, detail="Chunks file not found in any known location")
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VACCINE_CHUNKS = [chunk["text"] for chunk in chunks_data]
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# Start generation in background thread
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thread = threading.Thread(target=generate_questions_in_background, args=(VACCINE_CHUNKS,))
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thread.daemon = True
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thread.start()
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return {
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"status": "started",
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"message": "Question generation started in background",
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"current_status": generation_status
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}
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except Exception as e:
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with generation_lock:
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generation_status["is_running"] = False
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generation_status["error"] = str(e)
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raise HTTPException(status_code=500, detail=str(e))
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@app.get("/generation-status")
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async def get_generation_status():
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"""
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Endpoint to check the current status of generation
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"""
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with generation_lock:
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status_copy = generation_status.copy()
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return status_copy
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@app.get("/download/{filename}")
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async def download_file(filename: str):
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"""
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index.html
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.badge-factual { background-color: #3498db; }
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.badge-conceptual { background-color: #9b59b6; }
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.badge-applied { background-color: #e67e22; }
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</style>
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</head>
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<body>
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<button id="generateBtn">Générer des Questions</button>
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<div id="statusContainer" style="display: none;">
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<div
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</div>
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</div>
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const apiBaseUrl = window.location.origin; // Use the same origin for API calls
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let generatedDataset = null;
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let downloadUrl = '';
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document.getElementById('generateBtn').addEventListener('click', startGeneration);
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document.getElementById('downloadBtn').addEventListener('click', downloadDataset);
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function startGeneration() {
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const generateBtn = document.getElementById('generateBtn');
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const statusContainer = document.getElementById('statusContainer');
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const statusText = document.getElementById('statusText');
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const resultsContainer = document.getElementById('resultsContainer');
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// Disable button and show status
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generateBtn.disabled = true;
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statusContainer.style.display = 'block';
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statusText.textContent = 'Génération des questions en cours... Cela peut prendre quelques minutes.';
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resultsContainer.style.display = 'none';
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// Call the API endpoint
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fetch(`${apiBaseUrl}/generate-questions`)
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.then(response => {
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if (!response.ok) {
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return response.json();
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})
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.then(data => {
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console.log('Generation
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downloadUrl = data.download_url;
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//
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})
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.then(response => response.json())
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.then(dataset => {
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generatedDataset = dataset;
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displayResults(dataset);
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// Update status
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statusText.textContent = 'Génération terminée avec succès !';
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statusContainer.style.display = 'none';
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generateBtn.disabled = false;
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}, 3000);
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})
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.catch(error => {
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console.error('Error
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statusText.textContent = `Erreur: ${error.message}`;
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generateBtn.disabled = false;
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});
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}
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.badge-factual { background-color: #3498db; }
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.badge-conceptual { background-color: #9b59b6; }
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.badge-applied { background-color: #e67e22; }
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.progress-container {
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margin-top: 15px;
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background-color: #ecf0f1;
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border-radius: 4px;
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height: 20px;
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overflow: hidden;
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}
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.progress-bar {
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height: 100%;
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| 145 |
+
background-color: #3498db;
|
| 146 |
+
transition: width 0.3s ease;
|
| 147 |
+
display: flex;
|
| 148 |
+
align-items: center;
|
| 149 |
+
justify-content: center;
|
| 150 |
+
color: white;
|
| 151 |
+
font-size: 12px;
|
| 152 |
+
font-weight: bold;
|
| 153 |
+
}
|
| 154 |
+
.progress-bar.complete {
|
| 155 |
+
background-color: #27ae60;
|
| 156 |
+
}
|
| 157 |
+
.progress-bar.error {
|
| 158 |
+
background-color: #e74c3c;
|
| 159 |
+
}
|
| 160 |
</style>
|
| 161 |
</head>
|
| 162 |
<body>
|
|
|
|
| 168 |
<button id="generateBtn">Générer des Questions</button>
|
| 169 |
|
| 170 |
<div id="statusContainer" style="display: none;">
|
| 171 |
+
<div id="statusHeader">
|
| 172 |
+
<div class="loader"></div>
|
| 173 |
+
<span id="statusText">Initialisation de la génération...</span>
|
| 174 |
+
</div>
|
| 175 |
+
|
| 176 |
+
<div class="progress-container">
|
| 177 |
+
<div id="progressBar" class="progress-bar" style="width: 0%">0%</div>
|
| 178 |
+
</div>
|
| 179 |
+
|
| 180 |
+
<div id="statusDetails" style="margin-top: 10px;">
|
| 181 |
+
<div>Chunks traités: <span id="processedChunks">0</span>/<span id="totalChunks">0</span></div>
|
| 182 |
+
<div>Questions générées: <span id="questionsGenerated">0</span></div>
|
| 183 |
+
</div>
|
| 184 |
</div>
|
| 185 |
</div>
|
| 186 |
|
|
|
|
| 217 |
const apiBaseUrl = window.location.origin; // Use the same origin for API calls
|
| 218 |
let generatedDataset = null;
|
| 219 |
let downloadUrl = '';
|
| 220 |
+
let statusCheckInterval = null;
|
| 221 |
|
| 222 |
document.getElementById('generateBtn').addEventListener('click', startGeneration);
|
| 223 |
document.getElementById('downloadBtn').addEventListener('click', downloadDataset);
|
| 224 |
|
| 225 |
+
// Check for ongoing generation when the page loads
|
| 226 |
+
window.addEventListener('load', checkOngoingGeneration);
|
| 227 |
+
|
| 228 |
+
function checkOngoingGeneration() {
|
| 229 |
+
fetch(`${apiBaseUrl}/generation-status`)
|
| 230 |
+
.then(response => response.json())
|
| 231 |
+
.then(status => {
|
| 232 |
+
if (status.is_running || status.completed) {
|
| 233 |
+
setupStatusMonitoring();
|
| 234 |
+
updateStatusDisplay(status);
|
| 235 |
+
}
|
| 236 |
+
|
| 237 |
+
if (status.completed && status.result_file) {
|
| 238 |
+
downloadUrl = `/download/${status.result_file}`;
|
| 239 |
+
loadResults();
|
| 240 |
+
}
|
| 241 |
+
})
|
| 242 |
+
.catch(error => {
|
| 243 |
+
console.error('Error checking generation status:', error);
|
| 244 |
+
});
|
| 245 |
+
}
|
| 246 |
+
|
| 247 |
function startGeneration() {
|
| 248 |
const generateBtn = document.getElementById('generateBtn');
|
| 249 |
const statusContainer = document.getElementById('statusContainer');
|
|
|
|
| 250 |
const resultsContainer = document.getElementById('resultsContainer');
|
| 251 |
|
| 252 |
// Disable button and show status
|
| 253 |
generateBtn.disabled = true;
|
| 254 |
statusContainer.style.display = 'block';
|
|
|
|
| 255 |
resultsContainer.style.display = 'none';
|
| 256 |
|
| 257 |
+
// Call the API endpoint to start generation
|
| 258 |
fetch(`${apiBaseUrl}/generate-questions`)
|
| 259 |
.then(response => {
|
| 260 |
if (!response.ok) {
|
|
|
|
| 263 |
return response.json();
|
| 264 |
})
|
| 265 |
.then(data => {
|
| 266 |
+
console.log('Generation started:', data);
|
|
|
|
| 267 |
|
| 268 |
+
// Setup status monitoring
|
| 269 |
+
setupStatusMonitoring();
|
| 270 |
})
|
| 271 |
+
.catch(error => {
|
| 272 |
+
console.error('Error starting generation:', error);
|
| 273 |
+
document.getElementById('statusText').textContent = `Erreur: ${error.message}`;
|
| 274 |
+
generateBtn.disabled = false;
|
| 275 |
+
});
|
| 276 |
+
}
|
| 277 |
+
|
| 278 |
+
function setupStatusMonitoring() {
|
| 279 |
+
// Clear any existing interval
|
| 280 |
+
if (statusCheckInterval) {
|
| 281 |
+
clearInterval(statusCheckInterval);
|
| 282 |
+
}
|
| 283 |
+
|
| 284 |
+
// Show the status container
|
| 285 |
+
document.getElementById('statusContainer').style.display = 'block';
|
| 286 |
+
|
| 287 |
+
// Start checking status regularly
|
| 288 |
+
statusCheckInterval = setInterval(checkGenerationStatus, 5000);
|
| 289 |
+
|
| 290 |
+
// Do an immediate check
|
| 291 |
+
checkGenerationStatus();
|
| 292 |
+
}
|
| 293 |
+
|
| 294 |
+
function checkGenerationStatus() {
|
| 295 |
+
fetch(`${apiBaseUrl}/generation-status`)
|
| 296 |
.then(response => response.json())
|
| 297 |
+
.then(status => {
|
| 298 |
+
updateStatusDisplay(status);
|
| 299 |
+
|
| 300 |
+
// If generation is completed, stop checking and load results
|
| 301 |
+
if (status.completed) {
|
| 302 |
+
clearInterval(statusCheckInterval);
|
| 303 |
+
downloadUrl = `/download/${status.result_file}`;
|
| 304 |
+
loadResults();
|
| 305 |
+
}
|
| 306 |
+
|
| 307 |
+
// If there was an error, stop checking
|
| 308 |
+
if (status.error) {
|
| 309 |
+
clearInterval(statusCheckInterval);
|
| 310 |
+
document.getElementById('generateBtn').disabled = false;
|
| 311 |
+
}
|
| 312 |
+
})
|
| 313 |
+
.catch(error => {
|
| 314 |
+
console.error('Error checking status:', error);
|
| 315 |
+
});
|
| 316 |
+
}
|
| 317 |
+
|
| 318 |
+
function updateStatusDisplay(status) {
|
| 319 |
+
const statusText = document.getElementById('statusText');
|
| 320 |
+
const progressBar = document.getElementById('progressBar');
|
| 321 |
+
const processedChunks = document.getElementById('processedChunks');
|
| 322 |
+
const totalChunks = document.getElementById('totalChunks');
|
| 323 |
+
const questionsGenerated = document.getElementById('questionsGenerated');
|
| 324 |
+
|
| 325 |
+
// Update text and counts
|
| 326 |
+
if (status.error) {
|
| 327 |
+
statusText.textContent = `Erreur: ${status.error}`;
|
| 328 |
+
progressBar.classList.add('error');
|
| 329 |
+
} else if (status.completed) {
|
| 330 |
+
statusText.textContent = 'Génération terminée avec succès !';
|
| 331 |
+
progressBar.classList.add('complete');
|
| 332 |
+
} else if (status.is_running) {
|
| 333 |
+
statusText.textContent = 'Génération des questions en cours...';
|
| 334 |
+
}
|
| 335 |
+
|
| 336 |
+
// Update progress data
|
| 337 |
+
processedChunks.textContent = status.processed_chunks;
|
| 338 |
+
totalChunks.textContent = status.total_chunks;
|
| 339 |
+
questionsGenerated.textContent = status.questions_generated;
|
| 340 |
+
|
| 341 |
+
// Calculate and update progress percentage
|
| 342 |
+
if (status.total_chunks > 0) {
|
| 343 |
+
const percentage = Math.round((status.processed_chunks / status.total_chunks) * 100);
|
| 344 |
+
progressBar.style.width = `${percentage}%`;
|
| 345 |
+
progressBar.textContent = `${percentage}%`;
|
| 346 |
+
}
|
| 347 |
+
}
|
| 348 |
+
|
| 349 |
+
function loadResults() {
|
| 350 |
+
if (!downloadUrl) return;
|
| 351 |
+
|
| 352 |
+
// Fetch the generated dataset
|
| 353 |
+
fetch(`${apiBaseUrl}${downloadUrl}`)
|
| 354 |
+
.then(response => {
|
| 355 |
+
if (!response.ok) {
|
| 356 |
+
throw new Error(`HTTP error! Status: ${response.status}`);
|
| 357 |
+
}
|
| 358 |
+
return response.json();
|
| 359 |
+
})
|
| 360 |
.then(dataset => {
|
| 361 |
generatedDataset = dataset;
|
| 362 |
displayResults(dataset);
|
| 363 |
|
| 364 |
+
// Update status
|
| 365 |
+
const statusText = document.getElementById('statusText');
|
| 366 |
statusText.textContent = 'Génération terminée avec succès !';
|
| 367 |
+
document.getElementById('generateBtn').disabled = false;
|
|
|
|
|
|
|
|
|
|
| 368 |
})
|
| 369 |
.catch(error => {
|
| 370 |
+
console.error('Error loading results:', error);
|
|
|
|
|
|
|
| 371 |
});
|
| 372 |
}
|
| 373 |
|