#version 450 #extension GL_EXT_control_flow_attributes : enable layout(constant_id = 0) const uint BLOCK_SIZE = 32; layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; layout (binding = 0) readonly buffer A {float data_a[];}; layout (binding = 1) writeonly buffer D {float data_d[];}; layout (push_constant) uniform parameter { uint D; uint N; uint ne3; uint k_num; } p; shared float tmpsh[BLOCK_SIZE]; void main() { // Each workgroup handles a row const uint n = gl_WorkGroupID.x; const uint tid = gl_LocalInvocationID.x; const uint iq3 = gl_WorkGroupID.z; uint D = p.D; uint N = p.N; uint k_num = p.k_num; uint l_offset = D * N * p.ne3 * k_num + N * iq3 * k_num * 2 + n; uint m_offset = D * N * p.ne3 * k_num + N * iq3 * k_num * 2 + N + n; uint lm_stride = N * 2; // Compute the max m value for the row float m_max = -1.0/0.0; for (uint k = 0; k + tid < k_num; k += BLOCK_SIZE) { float m = data_a[m_offset + (k + tid) * lm_stride]; m_max = max(m_max, m); } // reduce across the workgroup tmpsh[tid] = m_max; barrier(); [[unroll]] for (uint s = BLOCK_SIZE/2; s > 0; s >>= 1) { if (tid < s) { m_max = max(m_max, tmpsh[tid + s]); tmpsh[tid] = m_max; } barrier(); } m_max = tmpsh[0]; barrier(); // Compute L based on m_max float L = 0; for (uint k = 0; k + tid < k_num; k += BLOCK_SIZE) { float l = data_a[l_offset + (k + tid) * lm_stride]; float m = data_a[m_offset + (k + tid) * lm_stride]; L += exp(m - m_max) * l; } // reduce across the workgroup tmpsh[tid] = L; barrier(); [[unroll]] for (uint s = BLOCK_SIZE/2; s > 0; s >>= 1) { if (tid < s) { L += tmpsh[tid + s]; tmpsh[tid] = L; } barrier(); } L = tmpsh[0]; L = 1.0 / L; // D dimension is split across workgroups in the y dimension uint d = tid + gl_WorkGroupID.y * BLOCK_SIZE; // Scale and sum the O contributions based on m_max and store the result to memory if (d < D) { float O = 0.0; [[unroll]] for (uint k = 0; k < k_num; ++k) { uint o_offset = D * N * (k + iq3 * k_num) + D * n + d; float m = data_a[m_offset + k * lm_stride]; O += exp(m - m_max) * data_a[o_offset]; } O *= L; data_d[iq3 * D * N + D * n + d] = O; } }