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Package code in more cases

Open romain-intel opened this issue 4 years ago • 9 comments

Currently, the code is packaged for Batch runs only. To be able to fully replicate and version things, it would be nicer if code was always stored as an artifact of each step.

romain-intel avatar Feb 12 '20 22:02 romain-intel

We are also missing this feature. We regularly make runs in local mode and would like to store our code as an artifact. Are there any plans to address this feature?

benjaminbluhm avatar Feb 17 '20 14:02 benjaminbluhm

I mentioned in the community conversation (https://gitter.im/metaflow_org/community) that it would be super valuable to be able to rerun a previously successful Run, but with different Parameter(s) or different input data. Basically the resume command but on successful runs with the ability to change Parameter values

@tuulos mentioned that there is effort on providing a top-level command for bootstrapping a project based on an existing run. This would be very useful for us

Our particular use case right now for metaflow is to use it in creating datasets with proprietary feature engineering, and also have the ability to "replay" that same data set with additional/different input data points at any time in the future. Since our feature engineering logic may change over time, its important we can reproduce the same features from a previous run with new data

Kylecrif avatar Mar 24 '20 14:03 Kylecrif

another +1 here https://gitter.im/metaflow_org/community?at=6075e54e06e2e024e84f645c

tuulos avatar Apr 13 '21 21:04 tuulos

+1. Teams we're speaking with want to pack all code into the docker images and avoid downloading it from S3. "Everything in docker images" is aligned with corp. rules (central vulnerabilities scanning, licenses check, etc.) and becoming a problem otherwise. Edit: With code packages generated locally, it's should be easier to pack them into dockers.

sappier avatar May 04 '21 17:05 sappier

another +1 here.

mikejmills avatar May 04 '21 18:05 mikejmills

Are there any subtask tickets to help with this?

bsridatta avatar Aug 12 '23 10:08 bsridatta

+1 from me as well

rileyhun avatar Aug 31 '23 19:08 rileyhun

+1 from me as well

yudhiesh avatar Sep 01 '23 02:09 yudhiesh

this issue was too long,did teams give a decision about this issue?

jixianyihao avatar Sep 06 '23 03:09 jixianyihao