#![cfg(target_arch = "aarch64")]
#[target_feature(enable = "neon")]
pub(super) unsafe fn convert_i8_to_f32_neon(src: &[i8]) -> Vec<f32> {
use core::arch::aarch64::*;
let mut dst: Vec<f32> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let mut i = 0;
while i + 16 <= src.len() {
let input = vld1q_s8(src.as_ptr().add(i));
let lo_16 = vmovl_s8(vget_low_s8(input));
let hi_16 = vmovl_s8(vget_high_s8(input));
let f0 = vcvtq_f32_s32(vmovl_s16(vget_low_s16(lo_16)));
let f1 = vcvtq_f32_s32(vmovl_s16(vget_high_s16(lo_16)));
let f2 = vcvtq_f32_s32(vmovl_s16(vget_low_s16(hi_16)));
let f3 = vcvtq_f32_s32(vmovl_s16(vget_high_s16(hi_16)));
vst1q_f32(dst_ptr.add(i), f0);
vst1q_f32(dst_ptr.add(i + 4), f1);
vst1q_f32(dst_ptr.add(i + 8), f2);
vst1q_f32(dst_ptr.add(i + 12), f3);
i += 16;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = v as f32;
}
dst.set_len(src.len());
dst
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn convert_i16_to_f32_neon(src: &[i16]) -> Vec<f32> {
use core::arch::aarch64::*;
let mut dst: Vec<f32> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let mut i = 0;
while i + 8 <= src.len() {
let input = vld1q_s16(src.as_ptr().add(i));
let lo = vcvtq_f32_s32(vmovl_s16(vget_low_s16(input)));
let hi = vcvtq_f32_s32(vmovl_s16(vget_high_s16(input)));
vst1q_f32(dst_ptr.add(i), lo);
vst1q_f32(dst_ptr.add(i + 4), hi);
i += 8;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = v as f32;
}
dst.set_len(src.len());
dst
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn convert_u16_to_f32_neon(src: &[u16]) -> Vec<f32> {
use core::arch::aarch64::*;
let mut dst: Vec<f32> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let mut i = 0;
while i + 8 <= src.len() {
let input = vld1q_u16(src.as_ptr().add(i));
let lo = vcvtq_f32_u32(vmovl_u16(vget_low_u16(input)));
let hi = vcvtq_f32_u32(vmovl_u16(vget_high_u16(input)));
vst1q_f32(dst_ptr.add(i), lo);
vst1q_f32(dst_ptr.add(i + 4), hi);
i += 8;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = v as f32;
}
dst.set_len(src.len());
dst
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn convert_u8_to_f32_neon(src: &[u8]) -> Vec<f32> {
use core::arch::aarch64::*;
let mut dst: Vec<f32> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let mut i = 0;
while i + 16 <= src.len() {
let input = vld1q_u8(src.as_ptr().add(i));
let lo_16 = vmovl_u8(vget_low_u8(input));
let hi_16 = vmovl_u8(vget_high_u8(input));
let f0 = vcvtq_f32_u32(vmovl_u16(vget_low_u16(lo_16)));
let f1 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(lo_16)));
let f2 = vcvtq_f32_u32(vmovl_u16(vget_low_u16(hi_16)));
let f3 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(hi_16)));
vst1q_f32(dst_ptr.add(i), f0);
vst1q_f32(dst_ptr.add(i + 4), f1);
vst1q_f32(dst_ptr.add(i + 8), f2);
vst1q_f32(dst_ptr.add(i + 12), f3);
i += 16;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = v as f32;
}
dst.set_len(src.len());
dst
}
#[cfg(feature = "f16")]
#[target_feature(enable = "fp16")]
pub(super) unsafe fn convert_f16_to_f32_neon(src: &[crate::f16]) -> Vec<f32> {
use core::arch::aarch64::*;
let mut dst: Vec<f32> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let src_u16: &[u16] = core::slice::from_raw_parts(src.as_ptr() as *const u16, src.len());
let mut i = 0;
while i + 8 <= src.len() {
let lo = vld1_f16(src_u16.as_ptr().add(i) as *const float16_t);
let hi = vld1_f16(src_u16.as_ptr().add(i + 4) as *const float16_t);
let f_lo = vcvt_f32_f16(lo);
let f_hi = vcvt_f32_f16(hi);
vst1q_f32(dst_ptr.add(i), f_lo);
vst1q_f32(dst_ptr.add(i + 4), f_hi);
i += 8;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = f32::from(v);
}
dst.set_len(src.len());
dst
}
#[cfg(feature = "f16")]
#[target_feature(enable = "fp16")]
pub(super) unsafe fn convert_f32_to_f16_neon(src: &[f32]) -> Vec<crate::f16> {
use core::arch::aarch64::*;
let mut dst: Vec<crate::f16> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let dst_u16 = dst.as_mut_ptr() as *mut u16;
let mut i = 0;
while i + 8 <= src.len() {
let f_lo = vld1q_f32(src.as_ptr().add(i));
let f_hi = vld1q_f32(src.as_ptr().add(i + 4));
let lo = vcvt_f16_f32(f_lo);
let hi = vcvt_f16_f32(f_hi);
vst1_f16(dst_u16.add(i) as *mut float16_t, lo);
vst1_f16(dst_u16.add(i + 4) as *mut float16_t, hi);
i += 8;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = crate::f16::from_f32(v);
}
dst.set_len(src.len());
dst
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn swap_2byte_neon(src: &[u8], dst: &mut [u8]) {
use core::arch::aarch64::*;
let mut i = 0;
while i + 16 <= src.len() {
let data = vld1q_u8(src.as_ptr().add(i));
let swapped = vrev16q_u8(data);
vst1q_u8(dst.as_mut_ptr().add(i), swapped);
i += 16;
}
for (j, chunk) in src[i..].chunks_exact(2).enumerate() {
let idx = i + j * 2;
dst[idx] = chunk[1];
dst[idx + 1] = chunk[0];
}
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn swap_4byte_neon(src: &[u8], dst: &mut [u8]) {
use core::arch::aarch64::*;
let mut i = 0;
while i + 16 <= src.len() {
let data = vld1q_u8(src.as_ptr().add(i));
let swapped = vrev32q_u8(data);
vst1q_u8(dst.as_mut_ptr().add(i), swapped);
i += 16;
}
for (j, chunk) in src[i..].chunks_exact(4).enumerate() {
let idx = i + j * 4;
dst[idx] = chunk[3];
dst[idx + 1] = chunk[2];
dst[idx + 2] = chunk[1];
dst[idx + 3] = chunk[0];
}
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn swap_8byte_neon(src: &[u8], dst: &mut [u8]) {
use core::arch::aarch64::*;
let mut i = 0;
while i + 16 <= src.len() {
let data = vld1q_u8(src.as_ptr().add(i));
let swapped = vrev64q_u8(data);
vst1q_u8(dst.as_mut_ptr().add(i), swapped);
i += 16;
}
for (j, chunk) in src[i..].chunks_exact(8).enumerate() {
let idx = i + j * 8;
dst[idx] = chunk[7];
dst[idx + 1] = chunk[6];
dst[idx + 2] = chunk[5];
dst[idx + 3] = chunk[4];
dst[idx + 4] = chunk[3];
dst[idx + 5] = chunk[2];
dst[idx + 6] = chunk[1];
dst[idx + 7] = chunk[0];
}
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn stats_f32_neon(data: &[f32]) -> (f32, f32, f32, f32) {
use core::arch::aarch64::*;
let len = data.len();
let mut i = 0;
let mut vmin = vdupq_n_f32(f32::INFINITY);
let mut vmax = vdupq_n_f32(f32::NEG_INFINITY);
let mut vsum = vdupq_n_f32(0.0);
while i + 16 <= len {
let d0 = vld1q_f32(data.as_ptr().add(i));
let d1 = vld1q_f32(data.as_ptr().add(i + 4));
let d2 = vld1q_f32(data.as_ptr().add(i + 8));
let d3 = vld1q_f32(data.as_ptr().add(i + 12));
vmin = vminq_f32(vmin, vminq_f32(d0, vminq_f32(d1, vminq_f32(d2, d3))));
vmax = vmaxq_f32(vmax, vmaxq_f32(d0, vmaxq_f32(d1, vmaxq_f32(d2, d3))));
vsum = vaddq_f32(vsum, vaddq_f32(d0, vaddq_f32(d1, vaddq_f32(d2, d3))));
i += 16;
}
while i + 4 <= len {
let d = vld1q_f32(data.as_ptr().add(i));
vmin = vminq_f32(vmin, d);
vmax = vmaxq_f32(vmax, d);
vsum = vaddq_f32(vsum, d);
i += 4;
}
let mut hmin = [f32::INFINITY; 4];
let mut hmax = [f32::NEG_INFINITY; 4];
let mut hsum = [0.0f32; 4];
vst1q_f32(hmin.as_mut_ptr(), vmin);
vst1q_f32(hmax.as_mut_ptr(), vmax);
vst1q_f32(hsum.as_mut_ptr(), vsum);
let mut min = hmin[0];
let mut max = hmax[0];
let mut sum = 0.0f64;
for j in 0..4 {
if hmin[j] < min {
min = hmin[j];
}
if hmax[j] > max {
max = hmax[j];
}
sum += hsum[j] as f64;
}
for &v in &data[i..] {
if v < min {
min = v;
}
if v > max {
max = v;
}
sum += v as f64;
}
let mean = (sum / len as f64) as f32;
let vmean = vdupq_n_f32(mean);
let mut vvar = vdupq_n_f32(0.0);
let mut j = 0;
while j + 16 <= len {
let d0 = vld1q_f32(data.as_ptr().add(j));
let d1 = vld1q_f32(data.as_ptr().add(j + 4));
let d2 = vld1q_f32(data.as_ptr().add(j + 8));
let d3 = vld1q_f32(data.as_ptr().add(j + 12));
let s0 = vsubq_f32(d0, vmean);
let s1 = vsubq_f32(d1, vmean);
let s2 = vsubq_f32(d2, vmean);
let s3 = vsubq_f32(d3, vmean);
vvar = vaddq_f32(
vvar,
vaddq_f32(
vaddq_f32(vmulq_f32(s0, s0), vmulq_f32(s1, s1)),
vaddq_f32(vmulq_f32(s2, s2), vmulq_f32(s3, s3)),
),
);
j += 16;
}
while j + 4 <= len {
let d = vld1q_f32(data.as_ptr().add(j));
let s = vsubq_f32(d, vmean);
vvar = vaddq_f32(vvar, vmulq_f32(s, s));
j += 4;
}
let mut var_acc = [0.0f32; 4];
vst1q_f32(var_acc.as_mut_ptr(), vvar);
let mut variance = 0.0f64;
for &v in &var_acc {
variance += v as f64;
}
for &v in &data[j..] {
let d = v as f64 - mean as f64;
variance += d * d;
}
let rms = (variance / len as f64).sqrt() as f32;
(min, max, mean, rms)
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn convert_f32_to_i16_neon(src: &[f32]) -> Vec<i16> {
use core::arch::aarch64::*;
let mut dst: Vec<i16> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let mut i = 0;
let vmin = vdupq_n_f32(i16::MIN as f32);
let vmax = vdupq_n_f32(i16::MAX as f32);
while i + 4 <= src.len() {
let v = vld1q_f32(src.as_ptr().add(i));
let isnan = vreinterpretq_u32_f32(vcgtzq_f32(vsubq_f32(v, v)));
let v_ok = vreinterpretq_f32_u32(vbicq_u32(vreinterpretq_u32_f32(v), isnan));
let clamped = vminq_f32(vmaxq_f32(v_ok, vmin), vmax);
let i32x4 = vcvtq_s32_f32(clamped);
let i16x4 = vqmovn_s32(i32x4); vst1_s16(dst_ptr.add(i), i16x4);
i += 4;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = if v.is_nan() {
0
} else {
v.clamp(i16::MIN as f32, i16::MAX as f32) as i16
};
}
dst.set_len(src.len());
dst
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn convert_f32_to_u16_neon(src: &[f32]) -> Vec<u16> {
use core::arch::aarch64::*;
let mut dst: Vec<u16> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let mut i = 0;
let vmax = vdupq_n_f32(u16::MAX as f32);
let zero = vdupq_n_f32(0.0);
while i + 4 <= src.len() {
let v = vld1q_f32(src.as_ptr().add(i));
let isnan = vreinterpretq_u32_f32(vcgtzq_f32(vsubq_f32(v, v)));
let v_ok = vreinterpretq_f32_u32(vbicq_u32(vreinterpretq_u32_f32(v), isnan));
let clamped = vmaxq_f32(vminq_f32(v_ok, vmax), zero);
let i32x4 = vcvtq_s32_f32(clamped);
let u16x4 = vqmovun_s32(i32x4); vst1_u16(dst_ptr.add(i), u16x4);
i += 4;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = if v.is_nan() {
0
} else {
v.clamp(0.0, u16::MAX as f32) as u16
};
}
dst.set_len(src.len());
dst
}
#[target_feature(enable = "neon")]
pub(super) unsafe fn convert_f32_to_i8_neon(src: &[f32]) -> Vec<i8> {
use core::arch::aarch64::*;
let mut dst: Vec<i8> = Vec::with_capacity(src.len());
let dst_ptr = dst.as_mut_ptr();
let mut i = 0;
let vmin = vdupq_n_f32(i8::MIN as f32);
let vmax = vdupq_n_f32(i8::MAX as f32);
while i + 8 <= src.len() {
let v0 = vld1q_f32(src.as_ptr().add(i));
let isnan0 = vreinterpretq_u32_f32(vcgtzq_f32(vsubq_f32(v0, v0)));
let v0_ok = vreinterpretq_f32_u32(vbicq_u32(vreinterpretq_u32_f32(v0), isnan0));
let c0 = vminq_f32(vmaxq_f32(v0_ok, vmin), vmax);
let i32_0 = vcvtq_s32_f32(c0);
let v1 = vld1q_f32(src.as_ptr().add(i + 4));
let isnan1 = vreinterpretq_u32_f32(vcgtzq_f32(vsubq_f32(v1, v1)));
let v1_ok = vreinterpretq_f32_u32(vbicq_u32(vreinterpretq_u32_f32(v1), isnan1));
let c1 = vminq_f32(vmaxq_f32(v1_ok, vmin), vmax);
let i32_1 = vcvtq_s32_f32(c1);
let i16x8 = vcombine_s16(vqmovn_s32(i32_0), vqmovn_s32(i32_1));
let i8x8 = vqmovn_s16(i16x8);
vst1_s8(dst_ptr.add(i), i8x8);
i += 8;
}
for (j, &v) in src.iter().enumerate().skip(i) {
*dst_ptr.add(j) = if v.is_nan() {
0
} else {
v.clamp(i8::MIN as f32, i8::MAX as f32) as i8
};
}
dst.set_len(src.len());
dst
}