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### What this PR does / why we need it? 1. Fix V1 error found by [nightly_ci](https://github.com/vllm-project/vllm-ascend/actions/runs/14950004754/job/41998136610), broken by [[v1] Pass BlockTable and KVCacheSpec to AttentionMetadataBuilders #17483](https://github.com/vllm-project/vllm/pull/17483), make `InputBatch` parameter consistent with vllm. 2. Disable benmark and fix it in upstream. ### Does this PR introduce _any_ user-facing change? No ### How was this patch tested? CI passed --------- Signed-off-by: wangli <wangli858794774@gmail.com> Signed-off-by: Yikun Jiang <yikunkero@gmail.com> Co-authored-by: Yikun Jiang <yikunkero@gmail.com>