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Break cycle between the attention implementations and KV cache #2627

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@danieldk danieldk commented Oct 9, 2024

What does this PR do?

Needs rebasing after #2609.

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- Use one definition rather than multiple.
- Add `key`/`value` arguments, so that we don't need the
  `PREFILL_IN_KVCACHE` constant.
- Make it kwargs-only (to avoid mixing up the various `Tensor` args).
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Ooo getting closer to what we have in transformers! Will be easier to iterate on #2133 👀

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