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mirror of https://github.com/huggingface/knockknock.git synced 2021-08-28 00:30:42 +03:00
Files
2019-10-23 11:58:54 -04:00

100 lines
4.4 KiB
Python

import os
import datetime
import traceback
import functools
import socket
import yagmail
DATE_FORMAT = "%Y-%m-%d %H:%M:%S"
def email_sender(recipient_emails: list, sender_email: str = None):
"""
Email sender wrapper: execute func, send an email with the end status
(sucessfully finished or crashed) at the end. Also send an email before
executing func.
`recipient_emails`: list[str]
A list of email addresses to notify.
`sender_email`: str (default=None)
The email adress to send the messages. If None, use the same
address as the first recipient email in `recipient_emails`
if length of `recipient_emails` is more than 0.
"""
if sender_email is None and len(recipient_emails) > 0:
sender_email = recipient_emails[0]
yag_sender = yagmail.SMTP(sender_email)
def decorator_sender(func):
@functools.wraps(func)
def wrapper_sender(*args, **kwargs):
start_time = datetime.datetime.now()
host_name = socket.gethostname()
func_name = func.__name__
# Handling distributed training edge case.
# In PyTorch, the launch of `torch.distributed.launch` sets up a RANK environment variable for each process.
# This can be used to detect the master process.
# See https://github.com/pytorch/pytorch/blob/master/torch/distributed/launch.py#L211
# Except for errors, only the master process will send notifications.
if 'RANK' in os.environ:
master_process = (int(os.environ['RANK']) == 0)
host_name += ' - RANK: %s' % os.environ['RANK']
else:
master_process = True
if master_process:
contents = ['Your training has started.',
'Machine name: %s' % host_name,
'Main call: %s' % func_name,
'Starting date: %s' % start_time.strftime(DATE_FORMAT)]
for i in range(len(recipient_emails)):
current_recipient = recipient_emails[i]
yag_sender.send(current_recipient, 'Training has started 🎬', contents)
try:
value = func(*args, **kwargs)
if master_process:
end_time = datetime.datetime.now()
elapsed_time = end_time - start_time
contents = ["Your training is complete.",
'Machine name: %s' % host_name,
'Main call: %s' % func_name,
'Starting date: %s' % start_time.strftime(DATE_FORMAT),
'End date: %s' % end_time.strftime(DATE_FORMAT),
'Training duration: %s' % str(elapsed_time)]
try:
str_value = str(value)
contents.append('Main call returned value: %s'% str_value)
except:
contents.append('Main call returned value: %s'% "ERROR - Couldn't str the returned value.")
for i in range(len(recipient_emails)):
current_recipient = recipient_emails[i]
yag_sender.send(current_recipient, 'Training has sucessfully finished 🎉', contents)
return value
except Exception as ex:
end_time = datetime.datetime.now()
elapsed_time = end_time - start_time
contents = ["Your training has crashed.",
'Machine name: %s' % host_name,
'Main call: %s' % func_name,
'Starting date: %s' % start_time.strftime(DATE_FORMAT),
'Crash date: %s' % end_time.strftime(DATE_FORMAT),
'Crashed training duration: %s\n\n' % str(elapsed_time),
"Here's the error:",
'%s\n\n' % ex,
"Traceback:",
'%s' % traceback.format_exc()]
for i in range(len(recipient_emails)):
current_recipient = recipient_emails[i]
yag_sender.send(current_recipient, 'Training has crashed ☠️', contents)
raise ex
return wrapper_sender
return decorator_sender