elogs 0.2.10

Tracking batch processing tasks and logs on a cluster

ELOGS

Streamlined batch processing jobs.

Elogs wraps batch jobs tasks, intercepting errors and logging them to S3 preventing the job to fail.

Usage

import os
from pathlib import Path

from elogs import Elogs, ElogsTask

# load credentials as env vars
aws_env = Path.home() / 'Private/configs/aws.env'
load_dotenv(aws_env)

app_id = "userx_test_app"
elogs = Elogs(app_id=app_id)

@elogs
def process(x, y):
    return x + y

# decorating a function with an elogs instance transforms it in a function
# that will accept 1 single argument, which should be a ElogsTask, containing
# the task_id and original args/kwargs

tasks = [ElogsTask(f"{x}-{y}-{z}", x, y)
         for x in range(5)
         for y in range(5)]

# to track the app progress in the dashboard use the context
with elogs.start(tasks) as filtered_tasks: # removes done tasks
    for task in filtered_tasks:
        _ = process(task)

Dashboard

Once installed the elogs package, you can run the monitoring dashboard with:

elogs-dashboard

this supports optional arguments --aws-env /path/to/aws.env and -p/--port 18080 to specify credentials and custom port number (defaults to 18080)

If credentials are not specified they will be searched in the env vars and if not present an error will be raised.

To automatically start the dashboard as system service to run constantly in background, you can follow this example:

Create the file /etc/systemd/system/elogs-dashboard.service (adapt for your user and environment)

[Unit]
Description=Elogs Dashboard Service
After=network.target

[Service]
ExecStart=/home/dzanaga/miniconda3/envs/eo/bin/elogs-dashboard --aws-env /home/dzanaga/Private/configs/aws.env
Restart=always
Environment="PATH=/home/dzanaga/miniconda3/envs/eo/bin:/home/dzanaga/miniconda3/condabin:/usr/lib64/qt-3.3/bin:/usr/local/bin:/usr/bin:/usr/lib/maven/bin:/opt/puppetlabs/bin:/usr/local/bin:/home/dzanaga/.local/bin/go/bin:/home/dzanaga/.local/share/coursier/bin:/usr/local/sbin:/usr/sbin:/usr/lib/maven/bin:/usr/lib/maven/bin:/usr/local/bin:/home/dzanaga/.local/bin/go/bin:/home/dzanaga/.local/share/coursier/bin:/home/dzanaga/.local/bin:/home/dzanaga/bin"

[Install]
WantedBy=multi-user.target

and then run:

sudo systemctl daemon-reload
sudo systemctl start elogs-dashboard
sudo systemctl enable elogs-dashboard

to check the dashboard server status:

sudo systemctl status elogs-dashboard