Slack bot for monitoring your Metaflow flows!

Related tags

Third-party APIs Wrappers slack data-science ml mlops metaflow
Overview

Metaflowbot - Slack Bot for your Metaflow flows!

Metaflowbot makes it fun and easy to monitor your Metaflow runs, past and present. Imagine starting a training run that lasts for hours - you can now monitor it anywhere using Slack on your mobile device!

2021-08-09 15 57 31

The bot is easy to deploy: It is just a Python process with few external dependencies - no databases needed. Its security footprint is small as it uses only a tightly scoped set of Slack calls. During development you can run the bot on any workstation, so it is quick to iterate on custom actions and extend it to suit your needs. For production deployments the bot ships with a CloudFormation template for automating your deployments to AWS.

Communicating with the bot

There are two ways interact with the Metaflow bot. You can invite the bot on a channel or directly speak to it via direct message.

  • @flowey help : Help

  • @flowey tell me a joke

  • @flowey how to inspect : How to inspect

  • @flowey inspect HelloFlow : Inspect Runs of a particular Flow

  • @flowey inspect savin's HelloFlow: Inspect Runs of a particular Flow

  • @flowey inspect savin's HelloFlow tagged some_tag : Inspect Runs of a particular Flow

  • @flowey inspect HelloFlow/12 : Inspect an individual Run instance

  • @flowey inspect the latest run of HelloFlow : Inspect an individual Run instance

  • @flowey inspect savin's latest run of HelloFlow : Inspect an individual Run instance

If you require some customization for your deployment or need additional help, please feel free to reach out to us at http://slack.outerbounds.co. We are very happy to help!

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Comments
  • Fix Datetime Bug Created Because of Metaflow 2.4.0

    Fix Datetime Bug Created Because of Metaflow 2.4.0

    Metaflow V2.4.0 made a change in the Run.created_at; This requires pinning the requirements to 2.3.6 as an ad-hoc fix and then changing the code which does date parsing.

    opened by valayDave 1
  • Prep for OSS release!

    Prep for OSS release!

    This branch will have all the final pre-release tasks integrated and added to.

    Main TODOS

    • [x] Deployment template: cloud formation
    • [x] Security hardening CF Template
    • [x] Add log groups to CF template
    • [x] Docker GH action wireup
    • [x] PIP Publishing GH action wireup
    • [x] Wire metaflowbot-actions-jokes to pip
    • [x] bring metaflowbot-actions-jokes from pip in docker file
    • [x] Setup the bot on private community slack channel
    • [x] Manual Deployment Documentation
    • [x] Run the bot with local metadata and s3 datastore;
    • [x] Review documentation
    • [x] Version 1.0.0 for OSS Release
    • [x] Switch docker image in CF template
    opened by valayDave 0
  • Fetch Logs and Data Artifacts

    Fetch Logs and Data Artifacts

    The metaflowbot ships with inspect command which helps monitor the status of runs; An additional feature to inspect logs and data would also be very useful.

    opened by valayDave 1
Releases(1.0.3)
Owner
Outerbounds
Outerbounds
GitHub
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