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estromenko 2025-10-22 12:22:44 +03:00
parent a697b7764a
commit 03daad6c45
4 changed files with 7 additions and 260 deletions
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4
README.md
View File

@ -14,6 +14,6 @@ SSL_CERT_FILE=/etc/ssl/certs/ca-certificates.crt
Commands: Commands:
```bash ```bash
PYTHONPATH=$(pwd) uv run --env-file .env backend/index.py uv run --env-file .env backend/index.py
PYTHONPATH=$(pwd) uv run --env-file .env backend/bot.py uv run --env-file .env backend/bot.py
``` ```

12
backend/agent.py
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@ -2,7 +2,6 @@ import os
from langchain.agents import create_agent from langchain.agents import create_agent
from langchain_openai import ChatOpenAI from langchain_openai import ChatOpenAI
from langgraph.checkpoint.memory import InMemorySaver from langgraph.checkpoint.memory import InMemorySaver
from langchain_community.tools import DuckDuckGoSearchRun
from langchain_community.vectorstores import Clickhouse, ClickhouseSettings from langchain_community.vectorstores import Clickhouse, ClickhouseSettings
from langchain_community.embeddings import DeepInfraEmbeddings from langchain_community.embeddings import DeepInfraEmbeddings
from redis import Redis from redis import Redis
@ -12,21 +11,21 @@ SYSTEM_PROMPT = """
Ты — карьерный копилот для ИТ. Ты — карьерный копилот для ИТ.
Требования к ответам: Требования к ответам:
- Пиши кратко (до 5–6 строк, буллеты приветствуются). - Пиши кратко (до 5–6 строк, буллеты приветствуются).
- Всегда проверяй факты: бери данные о вакансиях только из контекста и ссылок в web-поиске. - Всегда проверяй факты: бери данные о вакансиях только из контекста.
- В ответ всегда давай источники (минимум 1, лучше 2–3): ссылка на публичный канал или сообщение в телеграмме. - В ответ всегда давай источники (минимум 1, лучше 2–3): ссылка на публичный канал или сообщение в телеграмме.
- Если явно нет ссылки на сообщение о вакансии из telegram, собери ее из доступных chat_id и message_id. - Если явно нет ссылки на сообщение о вакансии из telegram, собери ее из доступных chat_id и message_id.
- Вакансии можно брать только из контекста, либо обращаться к web-поиску. Не давай вакансию, если у тебя нет о ней информации в контексте. - Вакансии можно брать только из контекста. Не давай вакансию, если у тебя нет о ней информации в контексте.
- Всегда указывай дату вакансии и ссылку на нее. - Всегда указывай дату вакансии и ссылку на нее.
- Если данных недостаточно: честно скажи «не хватает надёжных источников», предложи расширить период/переформулировать, либо выполнить веб-поиск. - Если данных недостаточно: честно скажи «не хватает надёжных источников», предложи расширить период/переформулировать, либо выполнить веб-поиск.
- После полезного ответа предложи один мягкий следующий шаг. - После полезного ответа предложи один мягкий следующий шаг.
Отвечай простым текстом, не используй форматирование markdown. Отвечай простым текстом, не используй форматирование markdown.
Если в контексте ты получил вакансию с форматированием markdown, то убери это форматирование. Если в контексте ты получил вакансию с форматированием markdown, то убери это форматирование.
Поиск в интернете можно делать не более 1 раза за запрос пользователя. Не ищи вакансии, если этого явно не требуется в запросе пользователя.
""" """
redis = Redis(host=os.getenv("REDIS_HOST", "127.0.0.1")) redis = Redis(host=os.getenv("REDIS_HOST", "127.0.0.1"))
async_redis = AsyncRedis(host=os.getenv("REDIS_HOST", "127.0.0.1")) async_redis = AsyncRedis(host=os.getenv("REDIS_HOST", "127.0.0.1"))
llm = ChatOpenAI(model_name="gpt-5") llm = ChatOpenAI(model_name="gpt-5-mini", reasoning_effort="minimal")
embedding = DeepInfraEmbeddings(model_id="Qwen/Qwen3-Embedding-8B") embedding = DeepInfraEmbeddings(model_id="Qwen/Qwen3-Embedding-8B")
vectorstore = Clickhouse(embedding, ClickhouseSettings( vectorstore = Clickhouse(embedding, ClickhouseSettings(
host=os.getenv("CLICKHOUSE_HOST", "127.0.0.1"), host=os.getenv("CLICKHOUSE_HOST", "127.0.0.1"),
@ -35,7 +34,6 @@ vectorstore = Clickhouse(embedding, ClickhouseSettings(
password="", password="",
index_type="vector_similarity", index_type="vector_similarity",
)) ))
search_tool = DuckDuckGoSearchRun()
def get_relevant_vacancies(requirements: str): def get_relevant_vacancies(requirements: str):
@ -55,7 +53,7 @@ def get_user_resume(user_id: int):
agent = create_agent( agent = create_agent(
model=llm, model=llm,
tools=[search_tool, get_relevant_vacancies, get_user_resume], tools=[get_relevant_vacancies, get_user_resume],
system_prompt=SYSTEM_PROMPT, system_prompt=SYSTEM_PROMPT,
checkpointer=InMemorySaver(), checkpointer=InMemorySaver(),
) )

1
pyproject.toml
View File

@ -6,7 +6,6 @@ readme = "README.md"
requires-python = ">=3.13" requires-python = ">=3.13"
dependencies = [ dependencies = [
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"ddgs>=9.6.1",
"deepinfra>=0.1.0", "deepinfra>=0.1.0",
"langchain>=0.3.27", "langchain>=0.3.27",
"langchain-community>=0.3.31", "langchain-community>=0.3.31",

250
uv.lock
View File

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