knowledge pipeline manager init
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@@ -32,6 +32,7 @@ from aios_kernel import *
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sys.path.append(directory + '/../../component/')
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from agent_manager import AgentManager
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from workflow_manager import WorkflowManager
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from knowledge_manager import KnowledgePipelineManager
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logger = logging.getLogger(__name__)
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@@ -185,9 +186,9 @@ class AIOS_Shell:
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AIBus().get_default_bus().register_message_handler(self.username,self._user_process_msg)
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pipelines = KnowledgePipelineManager(AIStorage().get_instance().get_myai_dir() / "knowledge" / "pipelines")
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pipelines.load_dir(AIStorage().get_instance().get_system_app_dir() / "knowledge_pipelines")
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pipelines.load_dir(AIStorage().get_instance().get_myai_dir() / "knowledge_pipelines")
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pipelines = KnowledgePipelineManager(os.path.join(AIStorage().get_instance().get_myai_dir(), "knowledge/pipelines"))
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pipelines.load_dir(os.path.join(AIStorage().get_instance().get_system_app_dir(), "knowledge_pipelines"))
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pipelines.load_dir(os.path.join(AIStorage().get_instance().get_myai_dir(), "knowledge_pipelines"))
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asyncio.create_task(pipelines.run())
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TelegramTunnel.register_to_loader()
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@@ -1,24 +0,0 @@
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from aios_kernel.knowledge import KnowledgeBase, EmailObject
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# define a email converter class
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class EmailConverter:
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# define init method
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def __init__(self, local_dir, knowledge_base: KnowledgeBase) -> None:
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pass
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async def run(self):
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# convert the email to knowledge object
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for email_dir in self._next():
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# convert the email to knowledge object
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knowledge_object = self._convert(email_dir)
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# insert the knowledge object to knowledge base
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await self.knowledge_base.insert(knowledge_object)
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def _next(self) -> str:
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pass
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def _convert(self, email_dir) -> EmailObject:
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pass
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@@ -1,12 +0,0 @@
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import asyncio
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from .spider import EmailSpider, EmailConverter
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if __name__ == "__main__":
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spider = EmailSpider("smtp.163.com","user","pwd","./email")
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asyncio.run(spider.run())
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converter = EmailConverter("./email",KnowledgeBase())
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asyncio.run(converter.run())
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@@ -1,17 +0,0 @@
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# define a email spider class
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class EmailSpider:
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def __init__(self, address, account, pwd, local_dir) -> None:
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pass
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async def run(self):
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# spide the email from the email server
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for email_link in self._next():
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# save the email to local directory
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self._save(email_link)
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def _next(self):
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pass
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def _save(self, email_link) -> str:
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pass
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@@ -1,171 +0,0 @@
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"""
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Capture your email locally, and parse out the pictures in the email body and the pictures, videos and other files in the attachment. Subsequently, it supports vectorized analysis of your personal data and serves as a knowledge base to enable large language model answers. Better results.
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An example of a local file is as follows:
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├── data
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│ └── alex0072@gmail.com
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│ └── 5de3e52f3a6b90cabe6cbdd4ae3a5c5b
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│ ├── email.txt
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│ ├── meta.json
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│ ├── image
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│ │ ├── 0648B869@99C03070.DB94B354.jpg
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│ └── body_image
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│ ├── 11044884873.jpg
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│ ├── 282985198265470.gif
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│ └── dd-login-service-min.png
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"""
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import imaplib
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import os
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import toml
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import logging
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import mailparser
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import hashlib
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import json
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import base64
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from bs4 import BeautifulSoup
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import requests
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class EmailSpider:
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def __init__(self):
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# logger config
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self.logger = logging.getLogger('email spider')
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self.logger.setLevel(logging.DEBUG)
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ch = logging.StreamHandler()
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formatter = logging.Formatter('%(asctime)s [%(name)s] [%(levelname)s] %(message)s')
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ch.setFormatter(formatter)
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self.logger.addHandler(ch)
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# read config from toml file
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# and read from config config.local.toml if exists (config.local.toml is ignored by git)
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self.config = toml.load('./rootfs/email/config.toml')
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if os.path.exists('./rootfs/email/config.local.toml'):
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self.config = toml.load('./rootfs/email/config.local.toml')
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self.client = self.email_client()
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def email_client(self) -> imaplib.IMAP4_SSL:
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self.logger.info(f"read email config from {self.config.get('EMAIL_IMAP_SERVER')}")
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client = imaplib.IMAP4_SSL(
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host=self.config.get('EMAIL_IMAP_SERVER'),
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port=self.config.get('EMAIL_IMAP_PORT')
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)
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client.login(self.config.get('EMAIL_ADDRESS'), self.config.get('EMAIL_PASSWORD'))
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return client
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def list_box(self):
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_, mailbox_list = self.client.list()
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for mailbox in mailbox_list:
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print(mailbox.decode())
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def read_emails(self, folder: str = 'INBOX', imap_keyword: str = "UNSEEN"):
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self.client.select(folder)
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_, data = self.client.uid('search', None, imap_keyword)
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# get email uid list
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email_list = data[0].split()
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self.logger.info(f"got {len(email_list)} emails")
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email_list.reverse()
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for uid in email_list:
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if self.check_email_saved(uid):
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self.logger.info(f"email uid {uid} already saved")
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else:
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self.read_and_save_email(uid)
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self.logger.info(f"email uid {uid} saved")
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def read_and_save_email(self, uid: str):
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message_parts = "(BODY.PEEK[])"
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_, email_data = self.client.uid('fetch', uid, message_parts)
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mail = mailparser.parse_from_bytes(email_data[0][1])
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self.logger.info(f"got email subject [{mail.subject}]")
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self.save_email(mail)
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def get_local_dir_name(self, mail: mailparser.MailParser) -> str:
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dir = f"{self.config.get('LOCAL_DIR')}/{self.config.get('EMAIL_ADDRESS')}"
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name = f"{mail.subject}__{mail.date}"
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name = hashlib.md5(name.encode('utf-8')).hexdigest()
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return f"{dir}/{name}"
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def check_email_saved(self, uid: str):
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message_parts = "(BODY[HEADER])"
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_, email_data = self.client.uid('fetch', uid, message_parts)
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mail = mailparser.parse_from_bytes(email_data[0][1])
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self.logger.info(f"[{uid}]check email subject [{mail.subject}]")
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dir = self.get_local_dir_name(mail)
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self.logger.info(f"check email saved {dir}")
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file = f"{dir}/email.txt"
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if os.path.exists(file):
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return False
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return False
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# save email attachment(images)
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def save_email_attachment(self, mail: mailparser.MailParser, email_dir: str):
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for attachment in mail.attachments:
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if attachment['mail_content_type'] in ['image/png', 'image/jpeg', 'image/gif']:
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print('current mail have image attachment')
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img_dir = f"{email_dir}/image"
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if not os.path.exists(img_dir):
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os.makedirs(img_dir)
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filename = attachment['filename']
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filefullname = f"{img_dir}/{filename}"
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image_data = attachment['payload']
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try:
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image_data = base64.b64decode(image_data)
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except base64.binascii.Error:
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image_data = image_data.encode()
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with open(filefullname, 'wb') as f:
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f.write(image_data)
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self.logger.info(f"save email image {filename} success")
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# save email body images(html content)
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def save_body_images(self, html_content: str, email_dir: str):
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# get all image urls
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soup = BeautifulSoup(html_content, 'html.parser')
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img_tags = soup.find_all('img')
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img_urls = [img['src'] for img in img_tags if 'src' in img.attrs]
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self.logger.info(f'Found {len(img_urls)} images in email body')
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if not os.path.exists(email_dir):
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os.makedirs(email_dir)
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for img_url in img_urls:
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# keep the original image filename(last of url)
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img_filename = os.path.join(email_dir, img_url.split('/')[-1])
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# download image
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response = requests.get(img_url, stream=True)
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if response.status_code == 200:
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with open(img_filename, 'wb') as img_file:
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for chunk in response.iter_content(1024):
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img_file.write(chunk)
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self.logger.info(f'Downloaded {img_url} to {img_filename}')
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else:
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self.logger.info(f'Failed to download {img_url}')
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# save email content to local dir
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def save_email(self, mail: mailparser.MailParser):
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dir = f"{self.config.get('LOCAL_DIR')}/{self.config.get('EMAIL_ADDRESS')}"
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if not os.path.exists(dir):
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os.makedirs(dir)
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email_dir = self.get_local_dir_name(mail)
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self.logger.info(f"save email to {email_dir}")
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if not os.path.exists(email_dir):
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os.makedirs(email_dir)
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with open(f"{email_dir}/email.txt", "w") as f:
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f.write(mail.body)
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with open(f"{email_dir}/meta.json", "w", encoding='utf-8') as f:
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mail_dict = json.loads(mail.mail_json)
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if 'body' in mail_dict:
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del mail_dict['body']
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json.dump(mail_dict, f, ensure_ascii=False, indent=4)
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self.logger.info(f"save email meta info {f.name}")
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self.save_email_attachment(mail, email_dir)
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self.save_body_images(mail.body, f"{email_dir}/body_image")
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if __name__ == "__main__":
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spider = EmailSpider()
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folder = 'INBOX'
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imap_keyword = "ALL"
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spider.read_emails(folder, imap_keyword)
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