#pragma OPENCL EXTENSION cl_khr_fp16 : enable #pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable #ifdef cl_qcom_reqd_sub_group_size #pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable #define ADRENO_GPU 1 #define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) #endif #ifdef ADRENO_GPU REQD_SUBGROUP_SIZE_128 #endif kernel void kernel_gemm_noshuffle_q5_0_f32( global const ushort * src0_qs, // quantized A global const uchar * src0_qh, // 5th bits global const half * src0_d, // A scales __read_only image1d_buffer_t src1, // B (1d image) global float * dst, // C int m, // M int n, // N with padding int k, // K int n_no_padding // N without padding ) { int n_4 = n >> 2; int gy = get_global_id(0); int gx = get_global_id(1); int gx_2 = gx << 2; half8 c0 = 0, c1 = 0, c2 = 0, c3 = 0; half8 B; half4 dequantized_weights; global const ushort * weight_ptr = src0_qs + gx_2; global const uchar * qh_ptr = src0_qh + gx_2; global const half * scale_ptr = src0_d + gx_2; for (int i = 0; i < k; i += 4) { B.s0123 = read_imageh(src1, gy*2 + i*n_4); B.s4567 = read_imageh(src1, gy*2 + i*n_4 + 1); ushort4 bits4 = vload4(0, weight_ptr + (i >> 2)*m); uchar4 bits1 = vload4(0, qh_ptr + (i >> 3)*m); uchar4 qh = bits1 >> (uchar4)(i & 4); half4 scale = vload4(0, scale_ptr + (i >> 5)*m); // j=0 dequantized_weights.s0 = (convert_half((bits4.s0 & 0x000F) | ((qh.s0 & 0x01) << 4)) - 16.0h) * scale.s0; dequantized_weights.s1 = (convert_half((bits4.s1 & 0x000F) | ((qh.s1 & 0x01) << 4)) - 16.0h) * scale.s1; dequantized_weights.s2 = (convert_half((bits4.s2 & 0x000F) | ((qh.s2 & 0x01) << 4)) - 16.0h) * scale.s2; dequantized_weights.s3 = (convert_half((bits4.s3 & 0x000F) | ((qh.s3 & 0x01) << 4)) - 16.0h) * scale.s3; c0 += B * dequantized_weights.s0; c1 += B * dequantized_weights.s1; c2 += B * dequantized_weights.s2; c3 += B * dequantized_weights.s3; // j=1 B.s0123 = read_imageh(src1, gy*2 + (i+1)*n_4); B.s4567 = read_imageh(src1, gy*2 + (i+1)*n_4 + 1); dequantized_weights.s0 = (convert_half(((bits4.s0 & 0x00F0) >> 4) | ((qh.s0 & 0x02) << 3)) - 16.0h) * scale.s0; dequantized_weights.s1 = (convert_half(((bits4.s1 & 0x00F0) >> 4) | ((qh.s1 & 0x02) << 3)) - 16.0h) * scale.s1; dequantized_weights.s2 = (convert_half(((bits4.s2 & 0x00F0) >> 4) | ((qh.s2 & 0x02) << 3)) - 16.0h) * scale.s2; dequantized_weights.s3 = (convert_half(((bits4.s3 & 0x00F0) >> 4) | ((qh.s3 & 0x02) << 3)) - 16.0h) * scale.s3; c0 += B * dequantized_weights.s0; c1 += B * dequantized_weights.s1; c2 += B * dequantized_weights.s2; c3 += B * dequantized_weights.s3; // j=2 B.s0123 = read_imageh(src1, gy*2 + (i+2)*n_4); B.s4567 = read_imageh(src1, gy*2 + (i+2)*n_4 + 1); dequantized_weights.s0 = (convert_half(((bits4.s0 & 0x0F00) >> 8) | ((qh.s0 & 0x04) << 2)) - 16.0h) * scale.s0; dequantized_weights.s1 = (convert_half(((bits4.s1 & 0x0F00) >> 8) | ((qh.s1 & 0x04) << 2)) - 16.0h) * scale.s1; dequantized_weights.s2 = (convert_half(((bits4.s2 & 0x0F00) >> 8) | ((qh.s2 & 0x04) << 2)) - 16.0h) * scale.s2; dequantized_weights.s3 = (convert_half(((bits4.s3 & 0x0F00) >> 8) | ((qh.s3 & 0x04) << 2)) - 16.0h) * scale.s3; c0 += B * dequantized_weights.s0; c1 += B * dequantized_weights.s1; c2 += B * dequantized_weights.s2; c3 += B * dequantized_weights.s3; // j=3 B.s0123 = read_imageh(src1, gy*2 + (i+3)*n_4); B.s4567 = read_imageh(src1, gy*2 + (i+3)*n_4 + 1); dequantized_weights.s0 = (convert_half(((bits4.s0 & 0xF000) >> 12) | ((qh.s0 & 0x08) << 1)) - 16.0h) * scale.s0; dequantized_weights.s1 = (convert_half(((bits4.s1 & 0xF000) >> 12) | ((qh.s1 & 0x08) << 1)) - 16.0h) * scale.s1; dequantized_weights.s2 = (convert_half(((bits4.s2 & 0xF000) >> 12) | ((qh.s2 & 0x08) << 1)) - 16.0h) * scale.s2; dequantized_weights.s3 = (convert_half(((bits4.s3 & 0xF000) >> 12) | ((qh.s3 & 0x08) << 1)) - 16.0h) * scale.s3; c0 += B * dequantized_weights.s0; c1 += B * dequantized_weights.s1; c2 += B * dequantized_weights.s2; c3 += B * dequantized_weights.s3; } int idx = (gy<<3)*m + (gx<<2); if(idx+3 < m*n_no_padding){ vstore4((float4)(c0.s0, c1.s0, c2.s0, c3.s0), 0, dst + idx); idx += m; } if(idx+3 < m*n_no_padding){ vstore4((float4)(c0.s1, c1.s1, c2.s1, c3.s1), 0, dst + idx); idx += m; } if(idx+3 < m*n_no_padding){ vstore4((float4)(c0.s2, c1.s2, c2.s2, c3.s2), 0, dst + idx); idx += m; } if(idx+3 < m*n_no_padding){ vstore4((float4)(c0.s3, c1.s3, c2.s3, c3.s3), 0, dst + idx); idx += m; } if(idx+3 < m*n_no_padding){ vstore4((float4)(c0.s4, c1.s4, c2.s4, c3.s4), 0, dst + idx); idx += m; } if(idx+3 < m*n_no_padding){ vstore4((float4)(c0.s5, c1.s5, c2.s5, c3.s5), 0, dst + idx); idx += m; } if(idx+3 < m*n_no_padding){ vstore4((float4)(c0.s6, c1.s6, c2.s6, c3.s6), 0, dst + idx); idx += m; } if(idx+3 < m*n_no_padding){ vstore4((float4)(c0.s7, c1.s7, c2.s7, c3.s7), 0, dst + idx); } }