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Update utils/parser.py
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import asyncio
import zipfile
from dataclasses import dataclass
from datetime import datetime
from pathlib import Path
from typing import Collection
import pandas as pd
import gradio as gr
from telethon import TelegramClient, types, errors
from utils.auth import AuthState, ClientConnector
from utils.validation import Validator
MESSAGE_DICT = dict[str, str | int | datetime | None]
DEFAULT_PARSE_KWARGS = dict(
limit=None,
offset_date=None,
reverse=False,
)
@dataclass
class Chat:
chat: types.TLObject
chat_name: str | None
chat_username: str
chat_type: str
chat_id: int
@classmethod
def from_telethon_chat(cls, chat: types.TLObject, chat_username: str):
chat_id = chat.id
if isinstance(chat, types.User):
chat_type = 'Chat'
chat_name = f'{chat.first_name} {chat.last_name}'
else:
chat_type = 'Channel/Group'
chat_name = chat.title
return cls(chat, chat_name, chat_username, chat_type, chat_id)
def get_chat_info(self) -> str:
chat_info = f'Chat name: {self.chat_name}, Chat type: {self.chat_type}, Chat ID: {self.chat_id}'
return chat_info
class Parser:
parse_results_dir = Path('parse_results_dir')
@staticmethod
def message_to_dict(message: types.Message) -> MESSAGE_DICT:
text = message.text if message.text else message.message
if not text:
return None
date = message.date
sender = message.sender
sender_type = type(sender).__name__
chat = message._chat
chat_id = chat.id
chat_type = type(chat).__name__
chat_name = chat.title if isinstance(chat, types.Channel) else f'{chat.first_name} {chat.last_name}'
if isinstance(sender, types.User):
sender_id = message.sender.id
username = sender.username
first_name = sender.first_name
last_name = sender.last_name
else:
sender_id = message._sender_id
username = getattr(message.sender, 'username', None)
first_name = None
last_name = None
message_dict = {
'date': date,
'chat_type': chat_type,
'chat_name': chat_name,
'chat_id': chat_id,
'sender_type': sender_type,
'sender_username': username,
'sender_first_name': first_name,
'sender_last_name': last_name,
'sender_id': sender_id,
'text': text,
}
return message_dict
@classmethod
async def get_messages_from_chat(
cls,
client: TelegramClient,
chat: types.TLObject,
parse_chats_pb_info: str,
**parse_kwargs,
) -> list[MESSAGE_DICT]:
async with client:
progress = gr.Progress()
messages = client.iter_messages(entity=chat, **parse_kwargs)
message_dicts = []
message_count = 0
async for message in messages:
message_count += 1
if message_count % 1000 == 0:
await asyncio.sleep(1)
message_dict = cls.message_to_dict(message)
if message_dict is not None:
message_dicts.append(message_dict)
if message_count % 1000 == 0:
await asyncio.sleep(1)
if parse_kwargs['limit'] is not None:
total = parse_kwargs['limit']
progress(message_count / total, desc=f'{parse_chats_pb_info}, Parsing messages {message_count}/{total}')
else:
progress(message_count, desc=f'{parse_chats_pb_info}, Parsing messages {message_count}/?')
if not parse_kwargs['reverse']:
message_dicts = message_dicts[::-1]
return message_dicts
@classmethod
async def parse_chats(
cls,
auth_state: AuthState,
chats_list: list[Chat],
api_id: str,
api_hash: str,
*parse_args,
) -> tuple[str, list[Path]]:
cvs_paths = []
parse_result = ''
if len(chats_list) == 0:
return 'Список чатов для парсинга пустой', cvs_paths
client = ClientConnector.get_client(auth_state.get_session(), api_id, api_hash)
validation_result = await Validator.validate_auth(client)
if not validation_result.is_valid:
return 'Клиент не авторизован', cvs_paths
parse_kwargs = dict(zip(DEFAULT_PARSE_KWARGS.keys(), parse_args))
progress = gr.Progress()
for i, chat in enumerate(chats_list, start=1):
try:
parse_chats_pb_info = f'Parsing chats {i}/{len(chats_list)}'
message_dicts = await cls.get_messages_from_chat(client, chat.chat, parse_chats_pb_info, **parse_kwargs)
if len(message_dicts) == 0:
log_msg = f'Из чата {chat.chat_username} не было извлечено ни одного сообщения'
parse_result += log_msg + '\n'
else:
cvs_path = cls.messages_to_csv(message_dicts)
cvs_paths.append(cvs_path)
log_msg = f'Успешный парсинг чата {chat.chat_username}, кол-во сообщений: {len(message_dicts)}'
parse_result += log_msg + '\n'
except Exception as ex:
log_msg = f'Ошибка при парсинге чата {chat.chat_username}, код ошибки: {ex}'
parse_result += log_msg + '\n'
progress(i / len(chats_list), desc=parse_chats_pb_info)
return parse_result, cvs_paths
@classmethod
def messages_to_csv(cls, message_dicts: Collection[MESSAGE_DICT]) -> Path:
df = pd.DataFrame.from_dict(message_dicts)
df['sender_id'] = df['sender_id'].astype('Int64')
chat_name = message_dicts[0].get('chat_name', '')
cvs_path = cls.parse_results_dir / f'telegram_history_{chat_name}.csv'
df.to_csv(cvs_path, index=False)
return cvs_path
@classmethod
def zip_files(cls, file_paths: Collection[Path]) -> Path:
zip_filepath = cls.parse_results_dir / 'parse_results_csv.zip'
with zipfile.ZipFile(zip_filepath, 'w') as zipf:
for file_path in file_paths:
zipf.write(file_path, arcname=file_path)
return zip_filepath
@staticmethod
def get_chats_info(chats_list: list[Chat]) -> str:
chats_info = ''
for i, chat in enumerate(chats_list, start=1):
chats_info += f'{i}: ' + chat.get_chat_info() + '\n'
return chats_info
@staticmethod
async def get_chat(client: TelegramClient, chat_username: str) -> types.TLObject:
try:
if client.is_connected():
chat = await client.get_entity(chat_username)
else:
async with client:
chat = await client.get_entity(chat_username)
except (errors.UsernameNotOccupiedError, errors.UsernameInvalidError) as ex:
log_msg = f'Чат или канал {chat_username} не найден или введен неверно'
raise errors.UsernameInvalidError(log_msg)
except Exception as ex:
log_msg = f'Ошибка при получении объекта чата, код ошибки: {ex}'
raise Exception(log_msg)
return chat
@classmethod
async def add_chat_to_chats_list(
cls,
auth_state: AuthState,
chats_usernames,
chats_list: list[Chat],
api_id: str,
api_hash: str,
) -> str:
if chats_usernames.strip() == '':
return 'Не заданы адрес/адреса чатов для добавления'
client = ClientConnector.get_client(auth_state.get_session(), api_id, api_hash)
validation_result = await Validator.validate_auth(client)
if not validation_result.is_valid:
return 'Клиент не авторизован'
for chat_username in chats_usernames.split():
try:
telethon_chat = await cls.get_chat(client, chat_username.strip())
if not telethon_chat in chats_list:
chat = Chat.from_telethon_chat(telethon_chat, chat_username)
chats_list.append(chat)
else:
log_msg = f'Чат {chat_username} уже есть в списке'
gr.Info(log_msg)
except Exception as ex:
log_msg = str(ex)
gr.Info(log_msg)
return cls.get_chats_info(chats_list)
Parser.parse_results_dir.mkdir(exist_ok=True)