/* Copied from https://github.com/turboderp/exllamav2 */ #ifndef _qdq_2_cuh #define _qdq_2_cuh #include "qdq_util.cuh" namespace aphrodite { namespace gptq { // Permutation: // // ffddbb99 77553311 eeccaa88 66442200 __forceinline__ __device__ void shuffle_2bit_16 ( uint32_t* q, int stride ) { uint32_t qa = q[0]; uint32_t qb = 0; #pragma unroll for (int i = 0; i < 8; i++) { uint32_t qa0 = qa & 0x03; uint32_t qa1 = (qa & 0x0c) >> 2; qa >>= 4; qb |= (qa1 << (i * 2 + 16)); qb |= (qa0 << (i * 2)); } q[0] = qb; } __forceinline__ __device__ void dequant_2bit_16 ( const uint32_t q_0, half2 (&dq)[8], int stride, const uint32_t zero ) { const uint32_t c0 = 0x64006400; const half y4_ = __float2half_rn(1.0f / 4.0f); const half y16_ = __float2half_rn(1.0f / 16.0f); const half y64_ = __float2half_rn(1.0f / 64.0f); const half2 y4 = __halves2half2(y4_, y4_); const half2 y16 = __halves2half2(y16_, y16_); const half2 y64 = __halves2half2(y64_, y64_); const half_uint16 z1_(0xe400 | zero); // half(-1024.0f - zero); const half z4_ = __hsub(__int2half_rn(-256), __int2half_rn(zero)); const half z16_ = __hsub(__int2half_rn(-64), __int2half_rn(zero)); const half z64_ = __hsub(__int2half_rn(-16), __int2half_rn(zero)); const half2 z1 = __half2half2(z1_.as_half); const half2 z4 = __half2half2(z4_); const half2 z16 = __half2half2(z16_); const half2 z64 = __half2half2(z64_); uint32_t qa = q_0; half2_uint32 q0((qa & 0x00030003) | c0); // half2(q[ 0], q[ 1]) + 1024 half2_uint32 q1((qa & 0x000c000c) | c0); // half2(q[ 2], q[ 3]) * 4 + 1024 half2_uint32 q2((qa & 0x00300030) | c0); // half2(q[ 4], q[ 5]) * 16 + 1024 half2_uint32 q3((qa & 0x00c000c0) | c0); // half2(q[ 6], q[ 7]) * 64 + 1024 qa >>= 8; half2_uint32 q4((qa & 0x00030003) | c0); // half2(q[ 8], q[ 8]) + 1024 half2_uint32 q5((qa & 0x000c000c) | c0); // half2(q[10], q[11]) * 4 + 1024 half2_uint32 q6((qa & 0x00300030) | c0); // half2(q[12], q[13]) * 16 + 1024 half2_uint32 q7((qa & 0x00c000c0) | c0); // half2(q[14], q[15]) * 64 + 1024 dq[0] = __hadd2(q0.as_half2, z1); dq[1] = __hfma2(q1.as_half2, y4, z4); dq[2] = __hfma2(q2.as_half2, y16, z16); dq[3] = __hfma2(q3.as_half2, y64, z64); dq[4] = __hadd2(q4.as_half2, z1); dq[5] = __hfma2(q5.as_half2, y4, z4); dq[6] = __hfma2(q6.as_half2, y16, z16); dq[7] = __hfma2(q7.as_half2, y64, z64); } } // namespace gptq } // namespace aphrodite #endif