import requests import json import smtplib import time from bs4 import BeautifulSoup from email.mime.text import MIMEText import os DEBUG_MODE = True URL = 'https://www.cmlab.csie.ntu.edu.tw/status-gpu/' GPU_LIMIT = 2 GOOGLE_CODE = os.environ['GOOGLE_CODE'] MAIL_CD_HOUR = 6 MAIL_MESSAGE = ''' Hi, {}

提醒您,您目前在 {} 伺服器上已經使用了 {} 張 {},
依照 CMLab 規定,每人在每台 CML workstation 上至多使用 2 顆 GPU,詳細規定請參閱 https://www.cmlab.csie.ntu.edu.tw/wiki/doku.php?id=workstation:rule

為了公平起見,建議您降低 GPU 使用量!
雖然我們不會直接處理,但若有人檢舉,我們會停止您運行的程式!
若有其他問題歡迎來信討論!謝謝您的配合!

* 信件由網管自動化工具寄出,若為錯誤寄送請忽略此信件。

Best,
CMLab Unix Manager, Ting-Jun Wang
CMLab, National Taiwan University
Email: unix_manager@cmlab.csie.ntu.edu.tw
            __  __     _             
           / / / /__  (_)_ __        
   __  ___/ /_/ / _ \/ /\ \ /        
  /  |/  /\____/_//_/_//_\_\____ ____
 / /|_/ / _ `/ _ \/ _ `/ _ `/ -_) __/
/_/  /_/\_,_/_//_/\_,_/\_, /\__/_/   
                      /___/          
''' def get_server_gpu_status() -> list: ''' It will get html from CMLab webpage. and retrive the server name & users who are using GPU resources. Input: None Output: servers(list): [ { 'name': 'cml5' 'users': [ ['snsd0805', 'timmy'], ['timmy'] ], 'gpus': ['V100', 'V100'] }, ... ] means that 'cml5' server has 2 'V100', and the user 'snsd0805' is using 1 GPU and the user 'timmy' is usig 2 GPU now. ''' servers = [] # get HTML file response = requests.get(URL) soup = BeautifulSoup(response.text, 'html.parser') # find the table which shows the GPU status table = soup.find('pre') boxes = table.prettify().split('\n\n') # retrive all server, one box means one server for box in boxes[:-1]: soup = BeautifulSoup(box, 'html.parser') # get server name server_name = soup.find('span', class_='f7').text.replace(' ', '') gpu_names = [] users = [] gpus = box.split('\n') for i in gpus[:]: if 'f6' in i: # if this line is for a single GPU informations soup = BeautifulSoup(i, 'html.parser') # get all users who is using this server's GPU resources. user_objs = soup.findAll('span', class_='f0') user_in_this_gpu = set() # get users on this GPU for user_obj in user_objs: if user_obj != None: username = user_obj.text if username != 'gdm': user_in_this_gpu.add(username) # get gpu names gpu_name = soup.find('span', class_='f4').text.replace(' ', '') # log gpu name & users on this GPU gpu_names.append(gpu_name) users.append(list(user_in_this_gpu)) servers.append({ 'name': server_name, 'users': users, 'gpu': gpu_names }) return servers def filter(server_status: list, limit: int = 2) -> list: ''' You can set some rule here. it will return the a list which contains the username that exceed the limit. Rules now (2024/03/11): - 每人每台僅限使用 2 張卡 I add this function beacause that we may need more filter rules. we can add some rules in this function easily Input: server_status (list): from get_server_gpu_status() limit (int): GPU limit (default: 2) Output: violators (list): a violator list(set) e.g. [ {'user': 'snsd0805', 'usage': [{'server': 'cml5', 'gpu': 'NVDIA3090', 'number': 3}...] }] means that the violator 'snsd0805' is using 3 GPU. ''' violators = [] counter = {} for server in server_status: print(server) ''' for user in server_status['users']: if user not in counter: counter[user] = 1 else: counter[user] += 1 for k, v in counter.items(): if v > limit: violators.append({ 'user': k, 'gpu': v, }) ''' return violators def mail_notify(server_name: str, gpu_name: str, violators: list) -> None: def check_send(log: dict, username: str) -> bool: if DEBUG_MODE: return True if username not in log: return True else: if time.time() - log[username] >= (MAIL_CD_HOUR*60*60): # 6 hr 提醒一次 return True else: return False # get last send time with open('send_log.json') as fp: send_log = json.load(fp) for violator in violators: username = violator['user'] print(f' {username}') if check_send(send_log, username): # update log send_log[username] = time.time() with open('send_log.json', 'w') as fp: json.dump(send_log, fp) usage = violator['gpu'] msg = MAIL_MESSAGE.format(username, server_name, usage, gpu_name) msg = MIMEText(msg, 'html') # 郵件內文 msg['Subject'] = f'[網管通知] 提醒您已經超過 CMLab GPU 使用限制!({username})' + "(DEBUG MODE)" if DEBUG_MODE else "" msg['From'] = 'unix_manager@cmlab.csie.ntu.edu.tw' msg['To'] = f'{username}@cmlab.csie.ntu.edu.tw' if not DEBUG_MODE else 'snsd0805@cmlab.csie.ntu.edu.tw' msg['Cc'] = 'unix_manager@cmlab.csie.ntu.edu.tw' if not DEBUG_MODE else 'snsd0805@cmlab.csie.ntu.edu.tw' smtp = smtplib.SMTP('smtp.gmail.com', 587) smtp.ehlo() smtp.starttls() smtp.login('snsd0805@cmlab.csie.ntu.edu.tw', GOOGLE_CODE) status = smtp.send_message(msg) if status == {}: print(f' {username}, 郵件傳送成功!') else: print(f' {username}, 郵件傳送失敗...') smtp.quit() if __name__ == '__main__': server_status = get_server_gpu_status() for i in server_status: print(i) violators = filter(server_status, 2) ''' for server in server_status: print(server['name'], server['gpu']) violators = filter(server, 2) print(violators) mail_notify(server['name'], server['gpu'], violators) print("=" * 20) '''