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What this PR does / why we need it?
Enable kvcache_nz for the decode process in the graph mode, which reduces the time consumed by FA in long sequences.
Does this PR introduce any user-facing change?
If need to enable kvcache_nz, should set the environment variable VLLM_ENABLE_KV_NZ: "1"
How was this patch tested?
Tested in deepseek model, with batchsize 64 and seq_len 1k+3k: 61 layers FA total time 20.80ms -> 19.76ms