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sharpened_cosine_similarity_torch's Introduction

Sharpened Cosine Similarity

Original code from: https://github.com/brohrer/sharpened_cosine_similarity_torch. See the original repository for a more comprehensive readme.

Changes:

  • Code uses CUDA capable device if available
  • Added tensorboard logging
  • Huge refactoring
  • Uses torch.jit.script on the module. This gave at least 30% improvement on GPU runtime of the original model.
  • Uses the optimized implementation from jatentaki: brohrer#6

Feel free to copy any parts of this code.

CIFAR10 results (over 1 run).

Model Num params CIFAR10 Test accuracy
Original 68K 83.0%
Revised 1.2M 89.9%
Revised+residual 1.25M 91.3%

View the tensorboard logs here: https://tensorboard.dev/experiment/AY27LbxrRpaBHNMO0m9Wkw/

Reproduce:

Original model from brohrer:

python train.py run_name --model original

Revised architecture:

python train.py run_revised --model revised

Revised architecture with residual connections:

python train.py revised_residual --model revised_residual

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