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lukemarsden edited this page Jun 8, 2021 · 1 revision

Welcome to the model-converter wiki!

  • Python SDK - MLOps tree
  • SDK and CLI are both a good idea

Language

MLOps: Phil/Carlos/Luke most comfortable in Python/Golang, less comfortable in Java

Modzy: not married to Java, long term goals involve less Java, increasingly becoming fans of Golang

Preference for web services: Golang over Python, easy to compile into scratch; deployment is easier, CVEs is easier, less memory footprint; many external libraries we're going to want to use have Golang SDKs like Kaniko (can potentially embed things)

Saumil & Douglas less familiar with Golang

Clayton: caution it may slow things down if we go with Golang?

Community: data science community lives in Python, we need to integrate with Python stuff, obviously. DevOps tooling is Golang-heavy

Douglas: Java may be challenging from community perspective

Want to drive contributors and make it easy to adopt

Dependencies

  • Having k8s available is useful at scale, asking single dev to install on laptop to run a CLI is a bad idea

Proposal A: use Python because it's expedient?

Nathan: take java off the table

Next meeting: let's go over a design doc, and also demo what we've got to eachother.

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