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SQFT Finetuning#1

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ftian1 merged 3 commits intoopea-project:mainfrom
jpablomch:main
Jan 9, 2025
Merged

SQFT Finetuning#1
ftian1 merged 3 commits intoopea-project:mainfrom
jpablomch:main

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@jpablomch
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@jpablomch jpablomch commented Jan 7, 2025

Description

This PR enables SQFT's NLS fine-tuning as a microservice in OPEA.

SQFT details can be found in the paper: SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation
Models (https://aclanthology.org/2024.findings-emnlp.749/)

Issues

N/A

Type of change

New feature (non-breaking change which adds new functionality) as detailed in our paper https://aclanthology.org/2024.findings-emnlp.749.pdf

Dependencies

Transformers and PEFT.

Tests

We include a test to validate the fine-tuning, similar to other existing fine-tuning approaches in OPEA.

Yuan0320 and others added 3 commits December 30, 2024 17:07
Co-authored-by: J. Pablo Muñoz <pablo.munoz@intel.com>
Signed-off-by: Yuan0320 <jinjie.yuan@intel.com>
Co-authored-by: J. Pablo Muñoz <pablo.munoz@intel.com>
Signed-off-by: Yuan0320 <jinjie.yuan@intel.com>
Co-authored-by: Yuan0320 <jinjie.yuan@intel.com>
Signed-off-by: J. Pablo Muñoz <pablo.munoz@intel.com>
@ftian1
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ftian1 commented Jan 7, 2025

The code is ok for me. just wonder if you will add some deployment scripts like docker compose or Kubernetes helm-charts to allow user one-click/one cmd to deploy such service?

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2 participants