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krabbypatty_pytorch's Introduction

KrabbyPatty_Pytorch ๐Ÿ”

Introduction

ICLR 2021 paper Is Attention Better Than Matrix Decomposition? Pytorch implementation. I haved tested this on IWSLT for the correctness and the efficacy. The hamburger-pytorch is not correct.

Usage

import torch
from krabbypatty_pytorch import KrabbyPatty

x = torch.randn(42,64,512)  # [Sequence Length, Batch Size, Hidden Dimension]
krabbypatty = KrabbyPatty(input_dim=512)
output = krabbypatty(x) + x

Citations

@inproceedings{
    title={Is Attention Better Than Matrix Decomposition?},
    author={Geng, Zhengyang and Guo, Meng-Hao and Chen, Hongxu and Li, Xia and Wei, Ke and Lin Zhouchen}
    year={2021},
    url={https://openreview.net/forum?id=1FvkSpWosOl},
    note={ICLR 2021}
}

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