Attention mask shape (custom attention masking)

[alex-hh]

In e.g. the LlamaModel docs it suggests that the attention_mask passed to forward should be 2 dimensional.

However looking at the source code, it looks like it is possible to provide a 4D mask, and this will override the standard (e.g. causal) mask.

Is this correct? Should this be documented? Is there anything to watch out for when doing this? (I’m interested in providing a custom attention masking pattern to the Llama architecture).

[AnneTheBoo]

@alex-hh

Is this correct? Should this be documented? Is there anything to watch out for when doing this? (I’m interested in providing a custom attention masking pattern to the Llama architecture).

Hi,
yes I passed a custom mask in 4D and it worked (confirmed with the attention scores)

Relating to your question - did you perhaps find out how to answer this question regarding additive/binary attention mask?

Does Llama-2 use additive attention masking?

Hi, I need to build a custom causal attention mask for meta-llama/Llama-2-7b-chat-hf from LlamaForCausalML. Can someone confirm that it uses additive masking (0 or large negative number close to -inf) instead of binary masking (0 or 1) for its attention mechanism? I found that binary masking doesn’t work when I investigated the attention scores, whereas additive masking actually lead to attention scores being 0 in the right dimensions. But on the other hand the documentation says it uses bina…

[spranav1205]

Hey,
I want to pass a custom mask, too. any chance you can help me out?
How did you pass it?
(Again, to override the standard causal mask)

Thanks in advance