[Feature] Support Efficient Sparse HiP Attention (InfiniteHiP) with Long-Context Generalization and KV Offloading Capabilties

[Feature] Support Efficient Sparse HiP Attention (InfiniteHiP) with Long-Context Generalization and KV Offloading Capabilties #1787