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+[project] +name = "gemini-worker" +version = "0.1.0" +description = "" +authors = [ + {name = "harold",email = "tihon414@gmail.com"} +] +readme = "README.md" +requires-python = ">=3.11, <4.0" +dependencies = [ + "faststream (>=0.5.34,<0.6.0)", + "aio-pika (>=9.5.4,<10.0.0)", + "google-genai (>=1.0.0,<2.0.0)", + "google-generativeai (>=0.8.4,<0.9.0)", + "pydantic-settings (>=2.7.1,<3.0.0)" +] + + +[build-system] +requires = ["poetry-core>=2.0.0,<3.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/gemini_worker/main.py b/gemini_worker/src/__init__.py similarity index 100% rename from gemini_worker/main.py rename to gemini_worker/src/__init__.py diff --git a/gemini_worker/src/constants.py b/gemini_worker/src/constants.py new file mode 100644 index 0000000..85829fe --- /dev/null +++ b/gemini_worker/src/constants.py @@ -0,0 +1,23 @@ +from enum import Enum +from pathlib import Path + +PATH_TO_BASE_FOLDER = Path(__file__).resolve().parent.parent + +LOG_DEFAULT_FORMAT = "[%(asctime)s.%(msecs)03d] %(module)10s:%(lineno)-3d %(levelname)-7s - %(message)s" + + +class EnvironmentEnum(str, Enum): + TEST = 'TEST' + PROD = 'PROD' + DEV = 'DEV' + DOCKER_TEST = 'DOCKER_TEST' + + +class EnvFileLocation: + TESTING = f'{PATH_TO_BASE_FOLDER}/.env_test' + PRODUCTION = f'{PATH_TO_BASE_FOLDER}/.env_prod' + DOCKER_TESTING = f'{PATH_TO_BASE_FOLDER}/.env_docker_test' + + +class PydanticEnvPrefixEnum(str, Enum): + APP = "APP__" diff --git a/gemini_worker/schemas.py b/gemini_worker/src/gemini_sdk/__init__.py similarity index 100% rename from gemini_worker/schemas.py rename to gemini_worker/src/gemini_sdk/__init__.py diff --git a/gemini_worker/src/gemini_sdk/constants.py b/gemini_worker/src/gemini_sdk/constants.py new file mode 100644 index 0000000..66718a7 --- /dev/null +++ b/gemini_worker/src/gemini_sdk/constants.py @@ -0,0 +1,3 @@ + + +GEMINI_TOKENS_LIMIT: int = 10_000 \ No newline at end of file diff --git a/gemini_worker/src/gemini_sdk/promt.py b/gemini_worker/src/gemini_sdk/promt.py new file mode 100644 index 0000000..aff718d --- /dev/null +++ b/gemini_worker/src/gemini_sdk/promt.py @@ -0,0 +1,69 @@ +ROLE = """ +Ты специалист по поиску клиентов в компании, которая занимается разработкой любого софта +на заказ. +""" + +ANALYTIC_PROMT = """ +Ты получаешь json с такими полями +{ + chats: [ + "chat_id": integer + "messages": [ + { + "user_id: integer, + "message_id": integer, + "text": string, + "date": datetime + } + ] + + ] +} + +chats - это список чатов. +messages - это срез диалога в чате телеграмма. +пользователи могут общаться на абсолютно разные темы. +Твоя задача: +Прочитать эти сообщения, понять тему текущего среза диалога. +И если ты поймешь, что мы можем какому то пользователю предложить свои услуги +например (написать интернет магазин, мобильное приложение или любой другой айти продукт) +то выведи в таком виде ответ. + +ВАЖНО: Если ты уверен на 100 процентов, что они заинтересованы в подобных услугах и им +можно предложить, то верни. + +Условно в нескольких чатах может быть несколько потенциальных клиентов, тогда вот так выведи + +{ + success: [ + { + "user_id": integer, + "chat_id": integer, + "reason": string + } + ] +} + +поле reason: Кратко(до 100 симоволов) почему ты решил, что это потенциальный клиент. + +Если ты хотя бы чуть чуть не уверен, то верни вот такую строку +{ + success: null +} + + +ВАЖНО: Ты должен вернуть ТОЛЬКО JSON и не словом больше. Иначе я разорюсь. +без ```json ``` просто так без каких либо спецсимволов + +""" + + +GEMINI_BASE_MESSAGE = [ + { + "role": "user", + "parts": [ + {"text": ROLE}, + {"text": ANALYTIC_PROMT}, + ] + } +] \ No newline at end of file diff --git a/gemini_worker/src/gemini_sdk/schemas.py b/gemini_worker/src/gemini_sdk/schemas.py new file mode 100644 index 0000000..78a7938 --- /dev/null +++ b/gemini_worker/src/gemini_sdk/schemas.py @@ -0,0 +1,23 @@ +from pydantic import BaseModel, PositiveInt, NegativeInt + +from src.schemas import MessageFromChatSchema, BaseModelWithSerializeDatetime + + +class ChatMessageSchema(BaseModelWithSerializeDatetime): + chat_id: int + messages: list[MessageFromChatSchema] + + +class FullRequestForGeminiSchema(BaseModelWithSerializeDatetime): + chats: list[ChatMessageSchema] + + +class SuccessChatFromAiSchema(BaseModelWithSerializeDatetime): + user_id: PositiveInt | None + chat_id: NegativeInt | None + reason: str | None + + +class ResponseFromGeminiSchema(BaseModelWithSerializeDatetime): + success: list[SuccessChatFromAiSchema] | None + diff --git a/gemini_worker/src/gemini_sdk/service.py b/gemini_worker/src/gemini_sdk/service.py new file mode 100644 index 0000000..a5fcec7 --- /dev/null +++ b/gemini_worker/src/gemini_sdk/service.py @@ -0,0 +1,70 @@ +import json + +import google.generativeai as genai + +from src.gemini_sdk.promt import GEMINI_BASE_MESSAGE +from src.gemini_sdk.schemas import FullRequestForGeminiSchema, ResponseFromGeminiSchema +from src.schemas import MessagesForSendToWorkersSchema +from src.settings.base import settings + + +class GoogleHelper: + def __init__( + self, + api_key: str, + model_name: str, + ) -> None: + self.api_key = api_key + self.model = model_name + + genai.configure(api_key=api_key) + self._model = genai.GenerativeModel(model_name=model_name) + + @staticmethod + def _serialize_messages_to_promt( + chats: MessagesForSendToWorkersSchema, + ) -> list[dict]: + messages_for_request = GEMINI_BASE_MESSAGE.copy() + + text_for_request = json.dumps(chats.model_dump_json()) + + extend_message = { + "role": "user", + "parts": [ + { + "text": text_for_request, + } + ], + } + + messages_for_request.append(extend_message) + + return messages_for_request + + @staticmethod + def _serialize_response_to_json( + response_text: str, + ) -> ResponseFromGeminiSchema: + response = response_text.replace('\n', '') + response_as_dict = json.loads(response_text) + + return ResponseFromGeminiSchema(**response_as_dict) + + def create_request_ai( + self, + messages: MessagesForSendToWorkersSchema, + ) -> ResponseFromGeminiSchema: + contents = self._serialize_messages_to_promt(messages) + + response = self._model.generate_content( + contents=contents + ) + + return self._serialize_response_to_json(response.text) + + + +gemini_helper = GoogleHelper( + api_key=settings.GEMINI.API_KEY, + model_name=settings.GEMINI.MODEL_NAME, +) \ No newline at end of file diff --git a/gemini_worker/src/main.py b/gemini_worker/src/main.py new file mode 100644 index 0000000..770857a --- /dev/null +++ b/gemini_worker/src/main.py @@ -0,0 +1,13 @@ +from faststream import FastStream + +from src.rmq.connect import broker, message_subscriber +from src.schemas import MessagesForSendToWorkersSchema +from src.service.rmq_msg_handler import handle_message_service + +app = FastStream(broker) + +@message_subscriber +async def handle_message( + message_schema: MessagesForSendToWorkersSchema +): + await handle_message_service(message_schema) \ No newline at end of file diff --git a/gemini_worker/src/rmq/__init__.py b/gemini_worker/src/rmq/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/gemini_worker/src/rmq/connect.py b/gemini_worker/src/rmq/connect.py new file mode 100644 index 0000000..7229ece --- /dev/null +++ b/gemini_worker/src/rmq/connect.py @@ -0,0 +1,32 @@ + +from faststream.rabbit import RabbitBroker, RabbitExchange, ExchangeType, RabbitQueue + + +url = "amqp://test:test@localhost:9072/" + + + +broker = RabbitBroker( + url=url +) + + +base_exchange = RabbitExchange( + name="base_exchange", + type=ExchangeType.DIRECT, +) + +base_queue = RabbitQueue( + name="base_queue", +) + + +message_subscriber = broker.subscriber( + queue=base_queue, + exchange=base_exchange, +) + +async def init_queue_and_publisher(): + await broker.declare_exchange(base_exchange) + await broker.declare_queue(base_queue) + diff --git a/gemini_worker/src/schemas.py b/gemini_worker/src/schemas.py new file mode 100644 index 0000000..536b6ec --- /dev/null +++ b/gemini_worker/src/schemas.py @@ -0,0 +1,35 @@ +from pydantic import UUID4, PositiveInt, NegativeInt + + +from datetime import datetime + +from pydantic import BaseModel, field_validator + +class BaseConfig: + json_encoders = { + datetime: lambda v: v.isoformat(), # Преобразует datetime в строку ISO + UUID4: lambda v: str(v), # Преобразует UUID в строку + } + + +class BaseModelWithSerializeDatetime(BaseModel): + @field_validator("*") + def remove_tzinfo(cls, value): + if isinstance(value, datetime) and value.tzinfo is not None: + return value.replace(tzinfo=None) + return value + + class Config(BaseConfig): + pass + + +class MessageFromChatSchema(BaseModelWithSerializeDatetime): + id: PositiveInt + user_id: PositiveInt + chat_id: NegativeInt + text: str + message_time: datetime + + +class MessagesForSendToWorkersSchema(BaseModelWithSerializeDatetime): + messages: list[MessageFromChatSchema] \ No newline at end of file diff --git a/gemini_worker/src/service/__init__.py b/gemini_worker/src/service/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/gemini_worker/src/service/limter_checker.py b/gemini_worker/src/service/limter_checker.py new file mode 100644 index 0000000..c2e4fd1 --- /dev/null +++ b/gemini_worker/src/service/limter_checker.py @@ -0,0 +1,19 @@ +import json + +from google.generativeai import GenerativeModel + +from src.gemini_sdk.constants import GEMINI_TOKENS_LIMIT +from src.service.storage import MESSAGES_STORAGE_SCHEMA + + +def check_current_token_limit( + model: GenerativeModel +) -> bool: + raw_response = json.dumps(MESSAGES_STORAGE_SCHEMA.model_dump_json()) + + tokens_response_count = model.count_tokens(raw_response).total_tokens + print("tokens", model.count_tokens(raw_response).total_tokens) + if tokens_response_count >= GEMINI_TOKENS_LIMIT: + return False + + return True diff --git a/gemini_worker/src/service/rmq_msg_handler.py b/gemini_worker/src/service/rmq_msg_handler.py new file mode 100644 index 0000000..7aca9c5 --- /dev/null +++ b/gemini_worker/src/service/rmq_msg_handler.py @@ -0,0 +1,32 @@ +from time import sleep + +from src.gemini_sdk.schemas import ChatMessageSchema +from src.gemini_sdk.service import gemini_helper +from src.schemas import MessagesForSendToWorkersSchema +from src.service.limter_checker import check_current_token_limit +from src.service.storage import MESSAGES_STORAGE_SCHEMA + + +async def handle_message_service( + message_from_rmq: MessagesForSendToWorkersSchema, +): + chat_message_schema = ChatMessageSchema( + chat_id=message_from_rmq.messages[0].chat_id, + messages=message_from_rmq.messages + ) + MESSAGES_STORAGE_SCHEMA.chats.append(chat_message_schema) + + if check_current_token_limit( + model=gemini_helper._model + ): + return + else: + result = gemini_helper.create_request_ai( + messages=MESSAGES_STORAGE_SCHEMA + ) + print(result) + sleep(60) + MESSAGES_STORAGE_SCHEMA.chats = [] + + + diff --git a/gemini_worker/src/service/storage.py b/gemini_worker/src/service/storage.py new file mode 100644 index 0000000..b686356 --- /dev/null +++ b/gemini_worker/src/service/storage.py @@ -0,0 +1,5 @@ +from src.gemini_sdk.schemas import FullRequestForGeminiSchema + +MESSAGES_STORAGE_SCHEMA = FullRequestForGeminiSchema( + chats=[] +) diff --git a/gemini_worker/src/settings/__init__.py b/gemini_worker/src/settings/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/gemini_worker/src/settings/base.py b/gemini_worker/src/settings/base.py new file mode 100644 index 0000000..ccbc526 --- /dev/null +++ b/gemini_worker/src/settings/base.py @@ -0,0 +1,29 @@ +from pydantic_settings import BaseSettings, SettingsConfigDict + +from src.constants import PydanticEnvPrefixEnum, EnvFileLocation, EnvironmentEnum + +from src.settings.database import DatabaseSettings +from src.settings.gemini import GeminiSettings +from src.settings.rabbitmq import RabbitmqSettings + + +class Settings(BaseSettings): + model_config = SettingsConfigDict( + case_sensitive=True, + env_nested_delimiter='__', + env_prefix=PydanticEnvPrefixEnum.APP.value, + env_file=( + EnvFileLocation.PRODUCTION, + # EnvFileLocation.TESTING, + ) + ) + + MODE: EnvironmentEnum + + POSTGRES: DatabaseSettings + + GEMINI: GeminiSettings + RABBIT: RabbitmqSettings + + +settings = Settings() # type:ignore \ No newline at end of file diff --git a/gemini_worker/src/settings/database.py b/gemini_worker/src/settings/database.py new file mode 100644 index 0000000..59df294 --- /dev/null +++ b/gemini_worker/src/settings/database.py @@ -0,0 +1,25 @@ +from typing import Optional + +from pydantic import PostgresDsn, BaseModel + + +class DatabaseSettings(BaseModel): + USER: str + PASSWORD: str + HOST: str + PORT: str + DB_NAME: str + + ECHO_LOG: bool = False + + @property + def async_connect_url(self) -> Optional[PostgresDsn]: + return PostgresDsn( + f"postgresql+asyncpg://{self.USER}:{self.PASSWORD}@{self.HOST}:{self.PORT}/{self.DB_NAME}" # type:ignore + ) + + @property + def sync_connect_url(self) -> Optional[PostgresDsn]: + return PostgresDsn( + f"postgresql+psycopg2://{self.USER}:{self.PASSWORD}@{self.HOST}:{self.PORT}/{self.DB_NAME}" # type:ignore + ) diff --git a/gemini_worker/src/settings/gemini.py b/gemini_worker/src/settings/gemini.py new file mode 100644 index 0000000..c78d83c --- /dev/null +++ b/gemini_worker/src/settings/gemini.py @@ -0,0 +1,7 @@ +from pydantic import BaseModel + + + +class GeminiSettings(BaseModel): + API_KEY: str + MODEL_NAME: str = "gemini-1.5-flash" \ No newline at end of file diff --git a/gemini_worker/src/settings/rabbitmq.py b/gemini_worker/src/settings/rabbitmq.py new file mode 100644 index 0000000..ddeb665 --- /dev/null +++ b/gemini_worker/src/settings/rabbitmq.py @@ -0,0 +1,7 @@ +from typing import Annotated + +from pydantic import BaseModel, AmqpDsn, AfterValidator + + +class RabbitmqSettings(BaseModel): + URL: Annotated[AmqpDsn, AfterValidator(str)] \ No newline at end of file diff --git a/telegram-application/src/core/tg_service/messages_handler.py b/telegram-application/src/core/tg_service/messages_handler.py index 63beec4..fd0f3ee 100644 --- a/telegram-application/src/core/tg_service/messages_handler.py +++ b/telegram-application/src/core/tg_service/messages_handler.py @@ -9,10 +9,6 @@ from src.core.tg_service import utils as api_tg_utils DATA: dict[int, list[MessageFromChatSchema]] = dict() -async def some_publisher(): - pass - - async def message_listener(client: Client, message: Message): if api_tg_utils.check_message_condition(message): await check_user_exists( diff --git a/telegram-application/src/core/tg_service/service.py b/telegram-application/src/core/tg_service/service.py index 410b7f8..18620bc 100644 --- a/telegram-application/src/core/tg_service/service.py +++ b/telegram-application/src/core/tg_service/service.py @@ -58,15 +58,11 @@ async def check_chat_exists( async def check_chunk_state_and_publish( - data: dict, + data: dict[int, list[MessageFromChatSchema]], chat_id: int, message_schema: MessageFromChatSchema, -) -> bool: +): messages_chunk = data.get(chat_id) - if messages_chunk and len(messages_chunk) == MESSAGE_CHANG_SIZE: - await message_handler_publisher.publish( - message=MessagesForSendToWorkersSchema(messages=messages_chunk) - ) if messages_chunk is None: data[chat_id] = [message_schema]