refactor: декомпозиция llm_agent.py в пакет llm (db_tools, schemas, agent)
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import json
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import urllib.request
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import urllib.error
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from typing import List, Dict, Any, Tuple
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from datetime import datetime
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from .db_tools import (
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db_get_active_system_prompt,
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db_add_system_prompt,
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db_get_tasks,
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db_update_task_status,
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db_delete_task,
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db_add_task,
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db_get_rules
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)
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from .schemas import TOOLS_SCHEMA
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OLLAMA_URL = "http://192.168.11.3:11434/api/chat"
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MODEL_NAME = "qwen2.5:14b"
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def process_chat_message(user_message: str, chat_history: List[Dict[str, Any]] = None) -> Tuple[str, List[Dict[str, Any]]]:
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if chat_history is None:
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chat_history = []
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current_now = datetime.now().strftime("%Y-%m-%d %H:%M")
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user_lower = user_message.lower().strip()
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if any(phrase in user_lower for phrase in ["системный промпт", "покажи промпт", "промпт системы", "промпт из базы"]):
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prompt_text = db_get_active_system_prompt()
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formatted_text = f"⚙️ Актуальный системный промпт ИИ (из базы SQLite):\n\n{prompt_text}"
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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if any(phrase in user_lower for phrase in ["базу знаний", "база знаний", "покажи правила", "инструкции ии"]):
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rules = db_get_rules()
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formatted_text = "🧠 База знаний ИИ (ai_knowledge_base):\n\n" + "\n\n".join([f"• {r.get('id')}. {r.get('rule_text')}" for r in rules]) if rules else "База знаний пуста."
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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dynamic_prompt_text = db_get_active_system_prompt()
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system_prompt = {
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"role": "system",
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"content": f"Текущая дата и время сервера: {current_now}.\n\n{dynamic_prompt_text}"
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}
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messages = [system_prompt] + chat_history + [{"role": "user", "content": user_message}]
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payload = {
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"model": MODEL_NAME,
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"messages": messages,
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"tools": TOOLS_SCHEMA,
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"stream": False,
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"options": {"num_predict": 2048, "num_ctx": 8192, "temperature": 0.1}
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}
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req = urllib.request.Request(
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OLLAMA_URL,
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data=json.dumps(payload).encode("utf-8"),
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headers={"Content-Type": "application/json"}
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)
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try:
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with urllib.request.urlopen(req) as response:
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res_data = json.loads(response.read().decode("utf-8"))
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msg = res_data.get("message", {})
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tool_calls = msg.get("tool_calls", [])
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content_str = msg.get("content", "").strip().replace("**", "")
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if not tool_calls and "name" in content_str and "db_" in content_str:
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try:
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start_idx = content_str.find("{")
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end_idx = content_str.rfind("}") + 1
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if start_idx != -1 and end_idx != -1:
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parsed = json.loads(content_str[start_idx:end_idx])
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if "name" in parsed:
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tool_calls = [{"function": parsed}]
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except Exception:
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pass
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if tool_calls:
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for tool in tool_calls:
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fn_name = tool["function"]["name"]
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fn_args = tool["function"].get("arguments", {})
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if fn_name == "db_get_tasks":
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tasks = db_get_tasks()
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if not tasks:
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formatted_text = "Список задач пуст."
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else:
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tasks_sorted = sorted(tasks, key=lambda x: x.get('task_id', ''), reverse=True)
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formatted_text = f"📋 Реестр задач SCUD Orion AI (Всего: {len(tasks_sorted)}):\n\n"
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for t in tasks_sorted:
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due = f" (до {t['due_date']})" if t.get('due_date') else ""
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formatted_text += f"• {t.get('task_id')} — {t.get('title')}\n"
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formatted_text += f" - Приоритет: {t.get('priority') or 'MEDIUM'} | Статус: {t.get('status') or 'BACKLOG'} | Модуль: {t.get('module') or 'general'}{due}\n\n"
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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elif fn_name == "db_get_rules":
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rules = db_get_rules()
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formatted_text = "🧠 База знаний ИИ (ai_knowledge_base):\n\n" + "\n\n".join([f"• {r.get('id')}. {r.get('rule_text')}" for r in rules]) if rules else "База знаний пуста."
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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elif fn_name == "db_get_system_prompt":
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prompt_text = db_get_active_system_prompt()
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formatted_text = f"⚙️ Актуальный системный промпт ИИ (из базы SQLite):\n\n{prompt_text}"
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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elif fn_name == "db_add_system_prompt":
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res = db_add_system_prompt(name=fn_args.get("name", "main_agent"), prompt_text=fn_args.get("prompt_text", ""))
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formatted_text = res.get("message", "Промпт обновлен.")
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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elif fn_name == "db_add_task":
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res = db_add_task(module=fn_args.get("module", "general"), title=fn_args.get("title"), priority=fn_args.get("priority", "MEDIUM"), due_date=fn_args.get("due_date"))
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formatted_text = f"[✓] Задача {res.get('task_id', 'TASK')} успешно создана!" if "status" in res else f"❌ Ошибка: {res.get('error')}"
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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elif fn_name == "db_update_task_status":
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res = db_update_task_status(task_id=fn_args.get("task_id"), status=fn_args.get("status"), due_date=fn_args.get("due_date"))
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formatted_text = f"[✓] Статус задачи {fn_args.get('task_id')} обновлен!" if "status" in res else f"❌ Ошибка: {res.get('error')}"
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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elif fn_name == "db_delete_task":
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task_id_to_del = fn_args.get("task_id", "").upper()
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res = db_delete_task(task_id=task_id_to_del)
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formatted_text = f"[✓] Задача {task_id_to_del} успешно удалена из базы!" if "status" in res else f"❌ Ошибка: {res.get('error')}"
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return formatted_text, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": formatted_text}]
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return content_str, chat_history + [{"role": "user", "content": user_message}, {"role": "assistant", "content": content_str}]
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except urllib.error.URLError as e:
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return f"Ошибка связи с Ollama ({OLLAMA_URL}): {e}", chat_history
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+129
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import sqlite3
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from typing import List, Dict, Any
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DB_NAME = "/home/puh/scud_orion_ai_v2/data/scud_orion_ai.db"
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def db_get_active_system_prompt() -> str:
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try:
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conn = sqlite3.connect(DB_NAME)
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cursor = conn.cursor()
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cursor.execute("SELECT prompt_text FROM system_prompts WHERE name = 'main_agent' AND is_active = 1 LIMIT 1")
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row = cursor.fetchone()
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conn.close()
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if row and row[0]:
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return row[0].replace("**", "")
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except Exception as e:
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print(f"Ошибка чтения системного промпта из БД: {e}")
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return "Ты — интеллектуальный ИИ-ассистент и архитектурный координатор проекта SCUD Orion AI."
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def db_add_system_prompt(name: str = "main_agent", prompt_text: str = "") -> dict:
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clean_text = prompt_text.replace("**", "")
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conn = sqlite3.connect(DB_NAME)
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cursor = conn.cursor()
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cursor.execute("""
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INSERT INTO system_prompts (name, prompt_text, is_active)
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VALUES (?, ?, 1)
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ON CONFLICT(name) DO UPDATE SET prompt_text=excluded.prompt_text, updated_at=CURRENT_TIMESTAMP
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""", (name, clean_text))
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conn.commit()
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conn.close()
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return {"status": "success", "message": f"Системный промпт '{name}' успешно обновлен в базе!"}
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def db_get_tasks(status: str = None) -> list:
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conn = sqlite3.connect(DB_NAME)
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conn.row_factory = sqlite3.Row
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cursor = conn.cursor()
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if status:
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cursor.execute("SELECT * FROM tasks WHERE status = ? ORDER BY task_id ASC", (status.upper(),))
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else:
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cursor.execute("SELECT * FROM tasks ORDER BY task_id ASC")
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rows = [dict(r) for r in cursor.fetchall()]
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conn.close()
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return rows
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def db_update_task_status(task_id: str, status: str = None, due_date: str = None) -> dict:
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conn = sqlite3.connect(DB_NAME)
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cursor = conn.cursor()
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updates = []
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params = []
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if status:
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status_upper = status.upper()
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updates.append("status = ?")
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params.append(status_upper)
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if status_upper == "COMPLETED":
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updates.append("completed_at = CURRENT_TIMESTAMP")
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else:
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updates.append("completed_at = NULL")
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if due_date:
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updates.append("due_date = ?")
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params.append(due_date)
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if not updates:
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conn.close()
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return {"error": "Не указаны параметры для обновления"}
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params.append(task_id.upper())
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query = f"UPDATE tasks SET {', '.join(updates)} WHERE task_id = ?"
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cursor.execute(query, tuple(params))
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if cursor.rowcount == 0:
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conn.close()
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return {"error": f"Задача {task_id} не найдена"}
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conn.commit()
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conn.close()
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return {"status": "success", "message": f"Задача {task_id} обновлена"}
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def db_delete_task(task_id: str) -> dict:
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conn = sqlite3.connect(DB_NAME)
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cursor = conn.cursor()
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cursor.execute("DELETE FROM tasks WHERE task_id = ?", (task_id.upper(),))
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deleted_count = cursor.rowcount
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conn.commit()
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conn.close()
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if deleted_count == 0:
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return {"error": f"Задача {task_id} не найдена"}
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return {"status": "success", "message": f"Задача {task_id} удалена"}
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def db_add_task(module: str = "general", title: str = "", priority: str = "MEDIUM", due_date: str = None, task_id: str = None) -> dict:
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conn = sqlite3.connect(DB_NAME)
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cursor = conn.cursor()
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if not task_id:
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cursor.execute("SELECT task_id FROM tasks WHERE task_id LIKE 'TASK-%'")
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rows = cursor.fetchall()
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max_num = 0
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for r in rows:
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try:
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num = int(r[0].replace("TASK-", ""))
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if num > max_num:
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max_num = num
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except ValueError:
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pass
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task_id = f"TASK-{max_num + 1:02d}"
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try:
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cursor.execute(
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"INSERT INTO tasks (task_id, module, title, status, priority, due_date) VALUES (?, ?, ?, 'BACKLOG', ?, ?)",
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(task_id.upper(), module, title, priority.upper(), due_date)
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)
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conn.commit()
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res = {"status": "success", "message": f"Задача {task_id} создана", "task_id": task_id}
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except sqlite3.IntegrityError:
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res = {"error": f"Задача с ID {task_id} уже существует"}
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finally:
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conn.close()
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return res
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def db_get_rules() -> list:
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conn = sqlite3.connect(DB_NAME)
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conn.row_factory = sqlite3.Row
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cursor = conn.cursor()
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cursor.execute("SELECT id, rule_text, added_by FROM ai_knowledge_base ORDER BY id")
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rows = [dict(r) for r in cursor.fetchall()]
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conn.close()
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return rows
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@@ -0,0 +1,96 @@
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TOOLS_SCHEMA = [
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{
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"type": "function",
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"function": {
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"name": "db_get_tasks",
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"description": "ПОЛУЧИТЬ СПИСОК ЗАДАЧ ПРОЕКТА. Вызывай ТОЛЬКО когда пользователь просит показать задачи, бэклог или список дел.",
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"parameters": {
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"type": "object",
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"properties": {
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"status": {
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"type": "string",
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"description": "Фильтр статуса: BACKLOG, IN_PROGRESS или COMPLETED."
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}
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}
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}
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}
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},
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{
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"type": "function",
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"function": {
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"name": "db_get_rules",
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"description": "ПОЛУЧИТЬ БАЗУ ЗНАНИЙ ИИ И ПРАВИЛА АРБИТРАЖА (ai_knowledge_base). Вызывай когда пользователь просит показать базу знаний, правила, инструкции или промпты.",
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"parameters": {"type": "object", "properties": {}}
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}
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},
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{
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"type": "function",
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"function": {
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"name": "db_get_system_prompt",
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"description": "ПОЛУЧИТЬ ТЕКУЩИЙ СИСТЕМНЫЙ ПРОМПТ ИИ (system_prompts). Вызывай когда пользователь просит показать системный промпт, инструкции ассистента или промпт из базы.",
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"parameters": {"type": "object", "properties": {}}
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}
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},
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{
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"type": "function",
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"function": {
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"name": "db_add_system_prompt",
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"description": "Обновить или добавить системный промпт ИИ в базу данных. Вызывай при командах 'задай системный промпт', 'измени промпт', 'обнови системный промпт'.",
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"parameters": {
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"type": "object",
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"properties": {
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"prompt_text": {"type": "string", "description": "Полный новый текст системного промпта"},
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"name": {"type": "string", "description": "Имя промпта, по умолчанию main_agent"}
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},
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"required": ["prompt_text"]
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}
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}
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},
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{
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"type": "function",
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"function": {
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"name": "db_update_task_status",
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"description": "Изменить статус и/или срок выполнения задачи в реестре.",
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"parameters": {
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"type": "object",
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"properties": {
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"task_id": {"type": "string", "description": "Идентификатор задачи, например TASK-17"},
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"status": {"type": "string", "description": "Новый статус: COMPLETED, IN_PROGRESS или BACKLOG"},
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"due_date": {"type": "string", "description": "Срок выполнения задачи"}
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},
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"required": ["task_id"]
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}
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}
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},
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{
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"type": "function",
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"function": {
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"name": "db_delete_task",
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"description": "Удалить задачу из реестра по её task_id (например, TASK-18).",
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"parameters": {
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"type": "object",
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"properties": {
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"task_id": {"type": "string", "description": "Идентификатор задачи для удаления, например TASK-18"}
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},
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"required": ["task_id"]
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}
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}
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},
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{
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"type": "function",
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"function": {
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"name": "db_add_task",
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"description": "Добавить новую задачу в бэклог проекта.",
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"parameters": {
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"type": "object",
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"properties": {
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"title": {"type": "string", "description": "Краткое описание задачи"},
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"priority": {"type": "string", "description": "Приоритет: HIGH, MEDIUM, LOW"},
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"module": {"type": "string", "description": "Модуль проекта, например general или services/scud_export"},
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"due_date": {"type": "string", "description": "Срок выполнения задачи, например '2026-08-07 12:00'"}
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},
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"required": ["title"]
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}
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}
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}
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]
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