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', 'snsd0805', 'timmy'
],
'gpu': 'V100'
},
...
]
means that 'cml5' server has 3 'V100', and the user 'snsd0805' is using 2 GPU and the user 'timmy' is usig 1 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)
'''