new file: .env.example new file: Dockerfile new file: app.py new file: blueprints/__init__.py new file: blueprints/auth.py new file: blueprints/chat.py new file: blueprints/context.py new file: blueprints/documents.py new file: blueprints/main.py new file: config.py new file: docker-compose.yml new file: models/__init__.py new file: models/chat_session.py new file: models/document.py new file: models/user.py new file: requirements.txt new file: services/__init__.py new file: services/document_parser.py new file: services/llm_service.py new file: services/rag_service.py new file: services/url_scraper.py new file: static/css/style.css new file: static/js/chat.js new file: static/js/inline_chat.js new file: static/js/main.js new file: templates/base.html new file: templates/document_view.html new file: templates/index.html new file: templates/login.html new file: templates/register.html
155 lines
5.2 KiB
Python
155 lines
5.2 KiB
Python
import json
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from flask import Blueprint, request, jsonify, current_app
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from flask_login import login_required, current_user
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from models import db, ChatSession, ChatMessage
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from services import rag_service, llm_service
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chat_bp = Blueprint("chat", __name__, url_prefix="/api/chat")
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# ── Session management ──────────────────────────────────────────────────────
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@chat_bp.route("/sessions", methods=["GET"])
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@login_required
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def list_sessions():
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sessions = (
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ChatSession.query.filter_by(user_id=current_user.id)
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.order_by(ChatSession.updated_at.desc())
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.limit(50)
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.all()
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)
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return jsonify([s.to_dict() for s in sessions])
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@chat_bp.route("/sessions", methods=["POST"])
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@login_required
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def create_session():
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data = request.get_json(silent=True) or {}
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session = ChatSession(user_id=current_user.id, title=data.get("title", "New Chat"))
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db.session.add(session)
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db.session.commit()
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return jsonify(session.to_dict()), 201
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@chat_bp.route("/sessions/<int:session_id>", methods=["DELETE"])
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@login_required
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def delete_session(session_id):
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session = ChatSession.query.filter_by(id=session_id, user_id=current_user.id).first_or_404()
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db.session.delete(session)
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db.session.commit()
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return jsonify({"success": True})
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@chat_bp.route("/sessions/<int:session_id>/messages", methods=["GET"])
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@login_required
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def get_messages(session_id):
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session = ChatSession.query.filter_by(id=session_id, user_id=current_user.id).first_or_404()
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return jsonify([m.to_dict() for m in session.messages])
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# ── Main chat ────────────────────────────────────────────────────────────────
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@chat_bp.route("/sessions/<int:session_id>/ask", methods=["POST"])
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@login_required
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def ask(session_id):
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session = ChatSession.query.filter_by(id=session_id, user_id=current_user.id).first_or_404()
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data = request.get_json(silent=True) or {}
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message = (data.get("message") or "").strip()
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if not message:
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return jsonify({"error": "No message provided"}), 400
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# context_ids: list of objects {"id": int, "type": "doc"|"url"}
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context_refs = data.get("context_ids", [])
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doc_ids = [r["id"] for r in context_refs if r.get("type") == "doc"]
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url_ids = [r["id"] for r in context_refs if r.get("type") == "url"]
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# RAG lookup
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chunks = []
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if doc_ids:
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chunks += rag_service.similarity_search(
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query=message,
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user_id=current_user.id,
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source_ids=doc_ids,
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source_type="doc",
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top_k=current_app.config["RAG_TOP_K"],
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)
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if url_ids:
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chunks += rag_service.similarity_search(
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query=message,
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user_id=current_user.id,
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source_ids=url_ids,
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source_type="url",
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top_k=current_app.config["RAG_TOP_K"],
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)
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# If no specific ids given, search all user context
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if not context_refs:
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chunks = rag_service.similarity_search(
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query=message,
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user_id=current_user.id,
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top_k=current_app.config["RAG_TOP_K"],
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)
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# Build history (last 10 messages for context window)
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history = [
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{"role": m.role, "content": m.content}
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for m in session.messages[-10:]
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]
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try:
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reply = llm_service.ask(
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user_message=message,
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context_chunks=chunks,
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history=history,
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)
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except Exception as e:
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current_app.logger.error(f"LLM error: {e}")
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return jsonify({"error": f"LLM request failed: {str(e)}"}), 502
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# Persist messages
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user_msg = ChatMessage(
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session_id=session.id,
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role="user",
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content=message,
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context_ids=json.dumps(context_refs),
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)
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assistant_msg = ChatMessage(
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session_id=session.id,
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role="assistant",
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content=reply,
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)
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db.session.add_all([user_msg, assistant_msg])
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# Update session title after first user message
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if len(session.messages) == 0:
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session.title = message[:60] + ("…" if len(message) > 60 else "")
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db.session.commit()
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return jsonify({
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"reply": reply,
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"context_used": len(chunks),
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"message_id": assistant_msg.id,
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})
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# ── Inline chat ──────────────────────────────────────────────────────────────
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@chat_bp.route("/inline", methods=["POST"])
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@login_required
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def inline():
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data = request.get_json(silent=True) or {}
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selected_text = (data.get("selected_text") or "").strip()
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question = (data.get("question") or "").strip()
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if not selected_text or not question:
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return jsonify({"error": "selected_text and question are required"}), 400
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try:
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reply = llm_service.ask_inline(selected_text=selected_text, question=question)
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except Exception as e:
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current_app.logger.error(f"Inline LLM error: {e}")
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return jsonify({"error": f"LLM request failed: {str(e)}"}), 502
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return jsonify({"reply": reply})
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