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Simo76
/
Unified-LoRA

Text Classification
Transformers
lora
fine-tuning
adaptive
research
nested-lora
synaptic-plasticity
rank-adaptation
Model card Files Files and versions
xet
Community
2

Instructions to use Simo76/Unified-LoRA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • Transformers

    How to use Simo76/Unified-LoRA with Transformers:

    # Use a pipeline as a high-level helper
    from transformers import pipeline
    
    pipe = pipeline("text-classification", model="Simo76/Unified-LoRA")
    # Load model directly
    from transformers import AutoModel
    model = AutoModel.from_pretrained("Simo76/Unified-LoRA", device_map="auto")
  • Notebooks
  • Google Colab
  • Kaggle
Unified-LoRA
113 kB
Ctrl+K
Ctrl+K
  • 2 contributors
History: 36 commits
Simo76's picture
Simo76
Unified_lora.py
2742e36 5 months ago
  • Archive
    Add Real Stress Test file 5 months ago
  • docs
    Document experimental results for Unified-LoRA 7 months ago
  • notebooks
    Add Unified LoRA MRPC Benchmark Example Notebook 9 months ago
  • .gitignore
    4.69 kB
    Initial commit 9 months ago
  • LICENSE
    11.4 kB
    Initial commit 9 months ago
  • README.md
    5.76 kB
    Revise README for adaptive LoRA findings and clarity 5 months ago
  • benchmark.py
    9.76 kB
    Add Unified-LoRA benchmark script for GLUE tasks 5 months ago
  • controller.py
    6.18 kB
    Add Unified LoRA Controller implementation 9 months ago
  • fsm_noise_test.py
    8.26 kB
    Add FSM noise testing script for DistilBERT 5 months ago
  • requirements.txt
    61 Bytes
    Add required packages for the project 5 months ago
  • scale_test.py
    11.4 kB
    Implement scale test for rank impact on models 5 months ago
  • stability_test.py
    15 kB
    Add stability test for model using LoRA with FSM 5 months ago
  • unified_lora.py
    5.31 kB
    Add Unified-LoRA controller implementation 5 months ago
  • validation_complete.py
    14.6 kB
    Create validation_complete.py 5 months ago