ported q3k speedup successfully
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1 changed files with 75 additions and 1 deletions
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@ -399,6 +399,80 @@ void vec_dot_q3_K(__global const struct block_q3_K* x, const int ib, const int i
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}
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__kernel void dequantize_mul_mat_vec_q3_K_fast(__global struct block_q3_K * xx, __local float* tmp, __global float* yy, __global float* dst, const int ncols) {
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const uint16_t kmask1 = 0x0303;
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const uint16_t kmask2 = 0x0f0f;
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const int row = get_group_id(0);
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const int num_blocks_per_row = ncols / QK_K;
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const int ib0 = row*num_blocks_per_row;
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const struct block_q3_K * x = xx + ib0;
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const int tid = get_local_id(0)/K_QUANTS_PER_ITERATION; // 0...31 or 0...16
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const int ix = get_local_id(0)%K_QUANTS_PER_ITERATION; // 0 or 0,1
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const int n = K_QUANTS_PER_ITERATION; // iterations in the inner loop
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const int step = 16/K_QUANTS_PER_ITERATION;
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const int im = tid/step; // 0 or 1. 0 computes 0..., 1 computes 128...
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const int in = tid - step*im; // 0....15 or 0...7
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const uint8_t m = 1 << (4*im);
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const int l0 = n*in; // 0...15 or 0...14 in steps of 2
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const int q_offset = 32*im + l0;
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const int y_offset = 128*im + l0;
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uint16_t utmp[4];
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const int8_t * s = (const int8_t *)utmp;
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const uint16_t s_shift = 4*im;
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tmp[16 * ix + tid] = 0;
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for (int i = ix; i < num_blocks_per_row; i += K_QUANTS_PER_ITERATION) {
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const float * y = yy + i * QK_K + y_offset;
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const uint8_t * q = x[i].qs + q_offset;
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const uint8_t * h = x[i].hmask + l0;
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const uint16_t * a = (const uint16_t *)x[i].scales;
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utmp[0] = ((a[0] >> s_shift) & kmask2) | (((a[4] >> (s_shift + 0)) & kmask1) << 4);
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utmp[1] = ((a[1] >> s_shift) & kmask2) | (((a[5] >> (s_shift + 0)) & kmask1) << 4);
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utmp[2] = ((a[2] >> s_shift) & kmask2) | (((a[4] >> (s_shift + 2)) & kmask1) << 4);
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utmp[3] = ((a[3] >> s_shift) & kmask2) | (((a[5] >> (s_shift + 2)) & kmask1) << 4);
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const float d = vload_half(0, &x[i].d);
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float sum = 0;
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for (int l = 0; l < n; ++l) {
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sum += y[l+ 0] * (s[0] - 32) * (((q[l] >> 0) & 3) - (h[l] & (m << 0) ? 0 : 4))
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+ y[l+32] * (s[2] - 32) * (((q[l] >> 2) & 3) - (h[l] & (m << 1) ? 0 : 4))
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+ y[l+64] * (s[4] - 32) * (((q[l] >> 4) & 3) - (h[l] & (m << 2) ? 0 : 4))
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+ y[l+96] * (s[6] - 32) * (((q[l] >> 6) & 3) - (h[l] & (m << 3) ? 0 : 4));
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sum += y[l+16] * (s[1] - 32) * (((q[l+16] >> 0) & 3) - (h[l+16] & (m << 0) ? 0 : 4))
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+ y[l+48] * (s[3] - 32) * (((q[l+16] >> 2) & 3) - (h[l+16] & (m << 1) ? 0 : 4))
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+ y[l+80] * (s[5] - 32) * (((q[l+16] >> 4) & 3) - (h[l+16] & (m << 2) ? 0 : 4))
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+ y[l+112] * (s[7] - 32) * (((q[l+16] >> 6) & 3) - (h[l+16] & (m << 3) ? 0 : 4));
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}
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tmp[16 * ix + tid] += d * sum;
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}
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// sum up partial sums and write back result
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barrier(CLK_LOCAL_MEM_FENCE);
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for (int s=16; s>0; s>>=1) {
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if (tid < s) {
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tmp[tid] += tmp[tid + s];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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}
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if (tid == 0) {
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dst[row] = tmp[0];
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}
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}
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void vec_dot_q4_K(__global const struct block_q4_K* x, const int ib, const int iqs, const __global float *yy, float *result) {
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const int j = iqs / 64; // j is in 0...3
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@ -1114,7 +1188,7 @@ void ggml_cl_init(void) {
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CL_CHECK((dequantize_mul_mat_vec_q8_0_cl = clCreateKernel(program, "dequantize_mul_mat_vec_q8_0", &err), err));
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CL_CHECK((convert_mul_mat_vec_f16_cl = clCreateKernel(program, "convert_mul_mat_vec_f16", &err), err));
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CL_CHECK((dequantize_mul_mat_vec_q2_K_cl = clCreateKernel(program, "dequantize_mul_mat_vec_q2_K", &err), err));
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CL_CHECK((dequantize_mul_mat_vec_q3_K_cl = clCreateKernel(program, "dequantize_mul_mat_vec_q3_K", &err), err));
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CL_CHECK((dequantize_mul_mat_vec_q3_K_cl = clCreateKernel(program, "dequantize_mul_mat_vec_q3_K_fast", &err), err));
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CL_CHECK((dequantize_mul_mat_vec_q4_K_cl = clCreateKernel(program, "dequantize_mul_mat_vec_q4_K_fast", &err), err));
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CL_CHECK((dequantize_mul_mat_vec_q5_K_cl = clCreateKernel(program, "dequantize_mul_mat_vec_q5_K", &err), err));
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CL_CHECK((dequantize_mul_mat_vec_q6_K_cl = clCreateKernel(program, "dequantize_mul_mat_vec_q6_K_fast", &err), err));
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