}
threadgroup_barrier(mem_flags::mem_threadgroup);
}
- // broadcast
- if (tpitg == 0) {
- sum[0] /= ne00;
- }
- threadgroup_barrier(mem_flags::mem_threadgroup);
- const float mean = sum[0];
+ const float mean = sum[0] / ne00;
- // recenter
+ // recenter and VARIANCE
+ threadgroup_barrier(mem_flags::mem_threadgroup);
device float * y = dst + tgpig*ne00;
- for (int i00 = tpitg; i00 < ne00; i00 += ntg) {
- y[i00] = x[i00] - mean;
- }
-
- // VARIANCE
- // parallel sum
- //
- // WARNING: combining this loop with the one above will give you wrong results for nth == 256
- // I have no idea why, so for now I am keeping them separate. But this behavior is very concerning.
- // Tested with:
- // ./perplexity -m ./falcon-7b/ggml-model-q4_0.gguf -f wiki.test.raw -ngl 1 -t 4
- //
sum[tpitg] = 0.0f;
for (int i00 = tpitg; i00 < ne00; i00 += ntg) {
+ y[i00] = x[i00] - mean;
sum[tpitg] += y[i00] * y[i00];
}
}
threadgroup_barrier(mem_flags::mem_threadgroup);
}
- // broadcast
- if (tpitg == 0) {
- sum[0] /= ne00;
- }
- threadgroup_barrier(mem_flags::mem_threadgroup);
- const float variance = sum[0];
+ const float variance = sum[0] / ne00;
const float scale = 1.0f/sqrt(variance + eps);
for (int i00 = tpitg; i00 < ne00; i00 += ntg) {