import torch

from ._ops import ops


def get_mla_metadata(seqlens_k: torch.Tensor, s_q: int, h_kv: int):
    return ops.get_mla_metadata(seqlens_k, s_q, h_kv)


def mha_fwd_kvcache_mla(
    q: torch.Tensor,
    kcache: torch.Tensor,
    vcache_: torch.Tensor,
    head_size_v: int,
    seqlens_k: torch.Tensor,
    block_table: torch.Tensor,
    softmax_scale: float,
    is_causal_: bool,
    tile_scheduler_metadata: torch.Tensor,
    num_splits: torch.Tensor,
) -> torch.Tensor:
    return ops.mha_fwd_kvcache_mla(
        q,
        kcache,
        vcache_,
        head_size_v,
        seqlens_k,
        block_table,
        softmax_scale,
        is_causal_,
        tile_scheduler_metadata,
        num_splits
    )