fix: main.py — lazy RAG + build_* для автопроверки

This commit is contained in:
2026-05-27 08:23:33 +00:00
parent 84b305604e
commit 75636e41d6
+33 -31
View File
@@ -1,33 +1,27 @@
"""Интерактивный клиент: агент с RAG-памятью."""
"""Интерактивный RAG-агент (Qdrant + Ollama + LangChain)."""
from __future__ import annotations
from agent_app import build_agent
from rag_tools import get_knowledge_base, search_knowledge_base
from agent_app import build_agent, build_llm
from knowledge_base import build_knowledge_base
from rag_tools import add_to_knowledge_base, get_knowledge_base, search_knowledge_base
__all__ = [
"build_agent",
"build_llm",
"build_knowledge_base",
"get_knowledge_base",
"search_knowledge_base",
"add_to_knowledge_base",
"run_interactive_cli",
]
def _cmd_add(raw: str) -> None:
if "|" not in raw:
print("Формат: /add заголовок | текст документа")
return
title, content = raw.split("|", maxsplit=1)
result = get_knowledge_base().add_document(content.strip(), title.strip())
print(f"Добавлено: «{title.strip()}» ({result} чанк(ов))")
def _cmd_search(raw: str) -> None:
query = raw.strip()
if not query:
print("Формат: /search ваш запрос")
return
print(search_knowledge_base.invoke({"query": query, "max_results": 5}))
def main() -> None:
def run_interactive_cli() -> None:
agent = build_agent()
print("RAG-агент (Qdrant + Ollama). Команды: /add, /search, /quit")
print(" /add заголовок | текст")
print(" /search запрос")
print(" или просто задайте вопрос агенту\n")
print(" /add <заголовок> | <текст>")
print(" /search <запрос>")
print(" или задайте вопрос агенту\n")
while True:
user_input = input("Вы: ").strip()
@@ -36,17 +30,25 @@ def main() -> None:
if user_input.lower() in ("/quit", "exit", "quit", "q"):
print("До встречи!")
break
if user_input.startswith("/add "):
_cmd_add(user_input[5:])
continue
if user_input.startswith("/search "):
_cmd_search(user_input[8:])
query = user_input[len("/search ") :].strip()
print(search_knowledge_base.invoke({"query": query, "max_results": 5}))
continue
if user_input.startswith("/add "):
payload = user_input[len("/add ") :].strip()
if "|" not in payload:
print("Формат: /add <заголовок> | <текст>")
continue
title, content = (part.strip() for part in payload.split("|", 1))
print(add_to_knowledge_base.invoke({"content": content, "title": title}))
continue
result = agent.invoke({"messages": [{"role": "human", "content": user_input}]})
answer = result["messages"][-1].content
print(f"\nАгент: {answer}\n")
answer = result["messages"][-1]
print(f"\nАгент: {getattr(answer, 'content', answer)}\n")
if __name__ == "__main__":
main()
run_interactive_cli()