RWKV-Runner/finetune/lora/v6/fla/ops/simple_gla/README.md
2024-05-28 22:35:47 +08:00

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  • Simple GLA

Gating mechanism in https://arxiv.org/abs/2103.02143. Compared to GLA, the gating is head-wise instead of elementwise. As a result, we can adapt the RetNet kernel for training using matmul w/o numerical instability. It is faster than GLA but has less expressive power. I will use it as a baseline for the GLA.

S_{t+1} = g_{t+1} \odot S_{t} + K_{t+1} V_{t+1}^{\top} where g is a scalar.