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7 changes: 6 additions & 1 deletion src/mistral_inference/cache.py
Original file line number Diff line number Diff line change
Expand Up @@ -177,19 +177,24 @@ def get_input_metadata(self, seqlens: List[int]) -> CacheInputMetadata:
subsequent_prefill = any(seqlen > 1 for seqlen in seqlens)
if first_prefill:
assert all([pos == 0 for pos in seqpos]), seqpos
mask = BlockDiagonalCausalMask.from_seqlens(seqlens).make_local_attention(self.max_seq_len)
mask = BlockDiagonalCausalMask.from_seqlens(
seqlens,
device=self.device,
).make_local_attention(self.max_seq_len)
elif subsequent_prefill:
mask = BlockDiagonalMask.from_seqlens(
q_seqlen=seqlens,
kv_seqlen=[
s + cached_s.clamp(max=self.max_seq_len).item() for (s, cached_s) in zip(seqlens, self.kv_seqlens)
],
device=self.device,
).make_local_attention_from_bottomright(self.max_seq_len)
else:
mask = BlockDiagonalCausalWithOffsetPaddedKeysMask.from_seqlens(
q_seqlen=seqlens,
kv_padding=self.max_seq_len,
kv_seqlen=(self.kv_seqlens + cached_elements).clamp(max=self.max_seq_len).tolist(),
device=self.device,
)

return CacheInputMetadata(
Expand Down