import notify
             START= datetime.now()  # this line would be placed before modeltraining begins
      MODELNAME="SynthwaveGAN"  # giving us ourmodel name
      NOTIFY=100  # so we send an update notification every100 epochs
             # for each epoch e,we would include the following code
      if e % notify_epoch ==0and e !=0:
          # here we createthe email body message
         txt = (f"{MODELNAME} update as of "
                f"{datetime.now().strftime( %H:%M:%S )}.")
                 # we build theMIME message object with notify.message
         msg = notify.message(
             subject= Synthwave GAN ,
             text=txt,
             img=[
                 f ../visuals/{MODELNAME}/epoch_{e}_loss.png ,
                 f ../visuals/{MODELNAME}/epoch_{e}_iter_{i}.png 
             ]
         )  # note that weattach two images here, the loss plot and
          #    ...a generated image output from our model
                    notify.send(msg)  # we then send the message

import os
      import notify
      from data importSql  # seehttps://jamescalam.github.io/pysqlplus/lib/data/sql.html
             dt =Sql( database123 ,  server001 )  # setup theconnection to SQL Server
             for i, file inenumerate(os.listdir( ../data/new )):
          dt.push_raw(f ../data/new/{file} )  # push a file to SQL Server
             # once the upload is complete, send a notification
      # first we create the message
      msg = notify.message(
          subject= SQL Data Upload ,
          text=f Data upload complete, {i} filesuploaded. ,
      )
             # send the message
      notify.send(msg)

end = datetime.datetime.now()  # get the ending datetime
             # get the total runtime in hours:minutes:seconds
                      hours,rem =divmod((end - start).seconds, 3600)
                      mins,secs =divmod(rem, 60)
                      runtime= {:02d}:{:02d}:{:02d} .format(hours, mins,secs)
             # now built our message
                      notify.msg(
                          subject="Cashflow Model Completion",
                          text=(f {len(model.output)} loansprocessed. 
                                f Total runtime:{runtime} ),
                          img=[
                               ../vis/loan01_amortisation.png ,
                               ../vis/loan07_amortisation.png ,
                               ../vis/loan01_profit_and_loss.png ,
                               ../vis/loan07_profit_and_loss.png 
                          ]
                      )
             notify.send(msg)  # and send it

import os
      from email.mime.text importMIMEText
      from email.mime.image importMIMEImage
      from email.mime.application importMIMEApplication
      from email.mime.multipart importMIMEMultipart
             defmessage(subject="PythonNotification", text="", img=None, attachment=None):
          # build messagecontents
          msg =MIMEMultipart()
          msg[ Subject ] = subject  # add in thesubject
          msg.attach(MIMEText(text))  # add text contents
                 # check if wehave anything given in the img parameter
          if img isnotNone:
              # if we do, wewant to iterate through the images, so let s check that
              # what we haveis actually a list
              iftype(img) isnot list:
                  img = [img]  # if it isn t alist, make it one
              # now iteratethrough our list
              for one_img in img:
                  img_data =open(one_img,  rb ).read()  # read the imagebinary data
                  # attach theimage data to MIMEMultipart using MIMEImage, we add
                  # the givenfilename use os.basename
                  msg.attach(MIMEImage(img_data, name=os.path.basename(one_img)))
                 # we do the samefor attachments as we did for images
          if attachment isnotNone:
              iftype(attachment) isnot list:
                  attachment = [attachment]  # if it isn t a list, make it one
                          for one_attachment in attachment:
                  withopen(one_attachment, rb ) as f:
                      # read in theattachment using MIMEApplication
                      file =MIMEApplication(
                          f.read(),
                          name=os.path.basename(one_attachment)
                      )
                  # here we editthe attached file metadata
                  file[ Content-Disposition ] =f attachment; filename="{os.path.basename(one_attachment)}" 
                  msg.attach(file)  # finally, addthe attachment to our message object
          return msg

email_msg= message(
    text="Model processing complete,please see attached data.",
    img=[ accuracy.png ,  loss.png ],
    attachments=[ data_in.csv ,  data_out.csv ]
)

import smtplib
       import socket
             defsend(server= smtp-mail.outlook.com , port= 587 , msg):
           # contain followingin try-except in case of momentary network errors
           try:
               # initialiseconnection to email server, the default is Outlook
               smtp = smtplib.SMTP(server, port)
               # this is the Extended Hello  command, essentially greeting our SMTP or ESMTP server
               smtp.ehlo()
               # this is the Start Transport Layer Security  command, tells the server we will
               # becommunicating with TLS encryption
               smtp.starttls()
                          # read email andpassword from file
               withopen( ../data/email.txt ,  r ) as fp:
                   email = fp.read()
               withopen( ../data/password.txt ,  r ) as fp:
                   pwd = fp.read()
                        # login tooutlook server
               smtp.login(email, pwd)
               # sendnotification to self
               smtp.sendmail(email, email, msg.as_string())
               # disconnectfrom the server
               smtp.quit()
           except socket.gaierror:
               print("Network connection error, email notsent.")

 # builda message object
msg = message(text="See attached!", img= important.png ,
             attachment= data.csv )send(msg)  #send the email (defaults to Outlook)