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NLP summarization pipeline #43

Merged
merged 36 commits into from
Jul 21, 2022
Merged

NLP summarization pipeline #43

merged 36 commits into from
Jul 21, 2022

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jfomhover
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@jfomhover jfomhover commented Jul 12, 2022

PR into Azure/mlops-v2

Checklist

I have:

  • read and followed the contributing guidelines

Changes

  • Adds the NLP summarization pipeline based on @AliMahmoudzadeh's AzureML-example [link]
  • Implement a dockerfile/env for the job
  • Test the training end-to-end
  • Add placeholders for online deployment

Overview

image

The pipeline consists in fine tuning a summarization model on pubmed, then comparing its metrics with a baseline model (not fine tuned). If the comparison is successful, then the model gets registered officially as a Model in AzureML.

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lgtm-com bot commented Jul 12, 2022

This pull request introduces 8 alerts when merging a3cc52f into 29e6a1a - view on LGTM.com

new alerts:

  • 4 for Unused import
  • 3 for Unused local variable
  • 1 for Variable defined multiple times

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lgtm-com bot commented Jul 13, 2022

This pull request introduces 8 alerts when merging 6ee3186 into 29e6a1a - view on LGTM.com

new alerts:

  • 4 for Unused import
  • 3 for Unused local variable
  • 1 for Variable defined multiple times

@jfomhover jfomhover changed the base branch from nlp-dev to main-jul31 July 14, 2022 18:08
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lgtm-com bot commented Jul 14, 2022

This pull request introduces 8 alerts when merging b06ca77 into f4327f6 - view on LGTM.com

new alerts:

  • 4 for Unused import
  • 3 for Unused local variable
  • 1 for Variable defined multiple times

@jfomhover jfomhover changed the title added the summarization nlp example NLP summarization pipeline Jul 14, 2022
@jfomhover jfomhover marked this pull request as ready for review July 14, 2022 18:41
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lgtm-com bot commented Jul 14, 2022

This pull request introduces 8 alerts when merging 654c269 into f4327f6 - view on LGTM.com

new alerts:

  • 4 for Unused import
  • 3 for Unused local variable
  • 1 for Variable defined multiple times

@lgtm-com
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lgtm-com bot commented Jul 14, 2022

This pull request introduces 1 alert when merging 036841b into f4327f6 - view on LGTM.com

new alerts:

  • 1 for Unused import

@jfomhover
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jfomhover commented Jul 18, 2022

  • remove custom env
  • simplify custom env, add env registration to devops pipeline
  • remove unused py file
  • remove section in yaml for registering data (not used)
  • remove online deployment files (for now, use 2nd pr later)
  • create register.py with a flag to actually register or not

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lgtm-com bot commented Jul 20, 2022

This pull request introduces 8 alerts when merging 68b5f45 into 7f0a46b - view on LGTM.com

new alerts:

  • 6 for Unused import
  • 2 for Unused local variable

@cindyweng cindyweng merged commit d6884ee into main-jul31 Jul 21, 2022
@cindyweng cindyweng deleted the nlp-summarization branch September 13, 2022 10:55
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3 participants