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feat: Added QLoRA fine-tuning pipeline #40

Merged
merged 10 commits into from
Feb 14, 2024
Merged

feat: Added QLoRA fine-tuning pipeline #40

merged 10 commits into from
Feb 14, 2024

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carlosgjs
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@carlosgjs carlosgjs commented Feb 12, 2024

Initial code for model fine-tuning using QLoRA.

This has successfully run on a private A40 GPU (44gb). However, it throws an Out of Memory exception on a 16gb V100 in AzureML, even though it should theoretically fit.

Issue #17

@carlosgjs carlosgjs requested a review from anujsinha3 February 12, 2024 20:11
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codecov-commenter commented Feb 12, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (4c79762) 98.80% compared to head (93799fc) 98.98%.

Additional details and impacted files
@@            Coverage Diff             @@
##             main      #40      +/-   ##
==========================================
+ Coverage   98.80%   98.98%   +0.17%     
==========================================
  Files           6        8       +2     
  Lines         252      296      +44     
==========================================
+ Hits          249      293      +44     
  Misses          3        3              

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@carlosgjs carlosgjs requested review from lsetiawan and uwcdc February 13, 2024 18:30
@lsetiawan lsetiawan changed the title feature: QLoRA fine-tuning pipeline feat: Added QLoRA fine-tuning pipeline Feb 14, 2024
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Just some stylistic comments, nothing major here. Everything else looks good and makes sense.

@carlosgjs carlosgjs merged commit aac9880 into main Feb 14, 2024
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@carlosgjs carlosgjs deleted the carlosg/train branch February 14, 2024 22:37
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3 participants