unslothai/unsloth

Add spectrum finetuning support

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#1,360 opened on Nov 30, 2024

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 (3 comments) (0 reactions) (0 assignees)Python (5,658 forks)batch import
feature requesthelp wanted

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Description

Not sure if this allign with unsloth but spectrum is actually a very great way to finetune models it selects layers with higher Signal to Noise Ratio while adhering great performance A great model which use spectrum is Llama-3.1-Storm-8B

paper github

Performance

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Contributor guide

Research direction
Study the Spectrum paper (arXiv:2406.06623) and its implementation at github.com/cognitivecomputations/spectrum. Understand how it selects layers based on Signal to Noise Ratio. Then identify where to integrate this into unsloth's model training pipeline, likely during the layer freezing step. Implement a configuration option to enable Spectrum fine tuning.
Tech stack
python
Domain
machine learningai
Issue type
Feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
3
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
Half day
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Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Needs investigation
Prerequisites
PythonGit
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
35