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Mojo struct

MLASparseSharedMemory

struct MLASparseSharedMemory[config: MLASparseConfig[config.qkv_dtype, config.b_topk_, config.num_mbars_, config.q_smem_depth_, config.q_tmem_depth_, config.cta_group_]]

Fields​

  • ​qkvo_union (UnsafeUnion[Array[Scalar[MLASparseSharedMemory[config].qkv_dtype], Int((mul (config // cta_group_), config.qk_depth))], Array[Scalar[MLASparseSharedMemory[config].qkv_dtype], Int((add (mul ((config // Int(2)) // cta_group_), b_topk_, 2), (mul (b_topk_ // cta_group_), config.qk_depth), (mul (config // cta_group_), q_smem_depth_)))], Array[Scalar[MLASparseSharedMemory[config].qkv_dtype], Int((mul (config // cta_group_), config.v_depth))]]):
  • ​scores (Array[Scalar[MLASparseSharedMemory[config].qkv_dtype], Int((mul (config // cta_group_), b_topk_))]):
  • ​p (Array[Float32, Int((mul (config // cta_group_), b_topk_))]):
  • ​prologue_q (Array[SharedMemBarrier, Int(1)]):
  • ​prologue_q_cp (Array[SharedMemBarrier, Int(1)]):
  • ​qk_ss_done (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​qk_ts_done (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​sv_p0_done (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​sv_p1_done (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​k_p0_ready (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​k_p1_ready (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​v_p0_ready (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​v_p1_ready (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​p_free (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​so_ready (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​k_valid_ready (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​k_valid_free (Array[SharedMemBarrier, MLASparseSharedMemory[config].num_mbars]):
  • ​is_k_valid (Array[UInt8, (MLASparseSharedMemory[config].num_mbars * MLASparseSharedMemory[config].MASK_BYTES_PER_BUF)]):
  • ​tmem_addr (Array[UInt32, Int(1)]):
  • ​rowwise_max (Array[Float32, _resolve_warpgroup_size()]):
  • ​rowwise_sum (Array[Float32, _resolve_warpgroup_size()]):

Implemented traits​

AnyType, Deinitable, Movable

comptime members​

BH​

comptime BH = (config // config.cta_group)

FULL_Q_SIZE​

comptime FULL_Q_SIZE = ((config // cta_group_) * config)

FULL_Q_TYPE​

comptime FULL_Q_TYPE = Array[Scalar[MLASparseSharedMemory[config].qkv_dtype], Int((mul (config // cta_group_), config.qk_depth))]

INDICES_PER_LANE​

comptime INDICES_PER_LANE = 8

K_SIZE​

comptime K_SIZE = (MLASparseSharedMemory[config].TOPK_PER_CTA * config)

MASK_BYTES_PER_BUF​

comptime MASK_BYTES_PER_BUF = (config.B_TOPK // Int(8))

NUM_KV_VALID_LANES​

comptime NUM_KV_VALID_LANES = MLASparseSharedMemory[config].MASK_BYTES_PER_BUF

num_mbars​

comptime num_mbars = config.num_mbars

num_q_heads​

comptime num_q_heads = config.num_q_heads

NUM_SV_ATOMS​

comptime NUM_SV_ATOMS = 2

O_ATOM_PHYS_COLS​

comptime O_ATOM_PHYS_COLS = ((config // Int(2)) // Int(2))

O_SIZE​

comptime O_SIZE = ((config // cta_group_) * config)

O_TYPE​

comptime O_TYPE = Array[Scalar[MLASparseSharedMemory[config].qkv_dtype], Int((mul (config // cta_group_), config.v_depth))]

qk_depth​

comptime qk_depth = config.qk_depth

qkv_dtype​

comptime qkv_dtype

S_SIZE​

comptime S_SIZE = ((config // cta_group_) * config.B_TOPK)

SHARED_Q_SIZE​

comptime SHARED_Q_SIZE = ((config // cta_group_) * config.q_smem_depth)

SHARED_QKV_SIZE​

comptime SHARED_QKV_SIZE = (Int((add (mul (b_topk_ // cta_group_), config.qk_depth), (mul (config // cta_group_), q_smem_depth_))) + Int((mul ((config // Int(2)) // cta_group_), b_topk_, 2)))

SHARED_QKV_TYPE​

comptime SHARED_QKV_TYPE = Array[Scalar[MLASparseSharedMemory[config].qkv_dtype], Int((add (mul ((config // Int(2)) // cta_group_), b_topk_, 2), (mul (b_topk_ // cta_group_), config.qk_depth), (mul (config // cta_group_), q_smem_depth_)))]

SV_ATOM_MMA_N​

comptime SV_ATOM_MMA_N = (config // Int(2))

TOPK_PER_CTA​

comptime TOPK_PER_CTA = (config.B_TOPK // config.cta_group)

V_BMN_PER_ATOM​

comptime V_BMN_PER_ATOM = ((config // Int(2)) // config.cta_group)

V_DEPTH_PER_CTA​

comptime V_DEPTH_PER_CTA = MLASparseSharedMemory[config].SV_ATOM_MMA_N

V_SIZE​

comptime V_SIZE = (config.B_TOPK * Int((mul ((config // Int(2)) // cta_group_), 2)))

V_SMEM_COLS_PER_CTA​

comptime V_SMEM_COLS_PER_CTA = (((config // Int(2)) // cta_group_) * Int(2))

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