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Signed-off-by: Karol Damaszke <kdamaszke@habana.ai>
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Change KV cache layout to (num_blocks * block_size, num_kv_heads, head_size). This will improve the performance as update will be done on 1D indices which will remove unnecessary transpose and memcopies due to low FCD.
Corresponding change: HabanaAI/vllm-hpu-extension#152
The influence of this feature could be observed on the below profilings, where
Transposeis no longer observed andindex_copykernels replaced the slower onesscatters:The gain from this feature is even better if we will use

split_qkv, as wholeindex_copyis hidden under MME activity: