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Improve pos_embed calculation #20

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Make rpe_bucket nn.Parameter to avoid copying in forward
Use a single linear to calculate pos_q and pos_k to increase forward speed

Make `rpe_bucket` `nn.Parameter` to avoid copying in forward
Use a single linear to calculate `pos_q` and `pos_k` to increase forward speed
@@ -127,8 +127,7 @@ def __init__(
self.attn_scale_factor = 2
self.num_attention_heads = num_attention_heads
self.pos = nn.Embedding(self.max_seq_len + 1, self.embedding_dim)
self.pos_q_linear = nn.Linear(self.embedding_dim, self.embedding_dim)
self.pos_k_linear = nn.Linear(self.embedding_dim, self.embedding_dim)
self.pos_proj = nn.Linear(self.embedding_dim, self.embedding_dim * 2)
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this will break backward compatibility.

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