#pragma once #include "gqa_common.cuh" __global__ void gqa_decode_attn_kernel(GQAParams p) { int batch = blockIdx.x / p.kv_head; int kv_head = blockIdx.x % p.kv_head; int group_size = blockDim.y; int q_head = kv_head * group_size + threadIdx.y; int lane = threadIdx.x; int hd_per_thread = p.head_dim / 32; float q_reg[8]; int q_off = ((batch * p.q_head + q_head) * 1) * p.head_dim + lane * hd_per_thread; for (int i = 0; i < hd_per_thread; i++) q_reg[i] = __bfloat162float(p.q[q_off + i]); int kv_base = ((batch * p.kv_head + kv_head) * p.kv_len) * p.head_dim; int mask_base = batch * p.kv_len; float m = -FLT_MAX, d = 0.0f, acc_reg[8] = {0.0f}; extern __shared__ __align__(16) bf16 k_smem[]; for (int chunk_start = 0; chunk_start < p.kv_len; chunk_start += DC_CHUNK) { int this_chunk = min(DC_CHUNK, p.kv_len - chunk_start); int total = this_chunk * p.head_dim; for (int i = threadIdx.y * 32 + lane; i < total; i += blockDim.x * blockDim.y) k_smem[i] = p.k[kv_base + chunk_start * p.head_dim + i]; __syncthreads(); for (int s = 0; s < this_chunk; s++) { float partial = 0.0f; for (int i = 0; i < hd_per_thread; i++) partial += q_reg[i] * __bfloat162float(k_smem[s * p.head_dim + lane * hd_per_thread + i]); partial = warp_reduce_sum(partial) * p.scale; if (p.use_mask && p.mask && !p.mask[mask_base + chunk_start + s]) partial = -FLT_MAX; if (p.is_causal && (chunk_start + s) > p.causal_offset) partial = -FLT_MAX; float new_m = fmaxf(m, partial); float alpha = expf(m - new_m); float beta = expf(partial - new_m); d = d * alpha + beta; int v_off = kv_base + (chunk_start + s) * p.head_dim + lane * hd_per_thread; for (int i = 0; i < hd_per_thread; i++) acc_reg[i] = acc_reg[i] * alpha + __bfloat162float(p.v[v_off + i]) * beta; m = new_m; } __syncthreads(); } int out_off = ((batch * p.q_head + q_head) * 1) * p.head_dim + lane * hd_per_thread; for (int i = 0; i < hd_per_thread; i++) p.o[out_off + i] = __float2bfloat16(acc_reg[i] / d); }