#include "flatten_riscv.h"
#if __riscv_vector
#include <riscv_vector.h>
#endif
#include "riscv_usability.h"
namespace ncnn {
Flatten_riscv::Flatten_riscv()
{
#if __riscv_vector
support_packing = true;
#if __riscv_zfh
support_fp16_storage = true;
#endif
#endif
#if NCNN_BF16
support_bf16_storage = true;
#endif
}
int Flatten_riscv::forward(const Mat& bottom_blob, Mat& top_blob, const Option& opt) const
{
int elembits = bottom_blob.elembits();
if (elembits == 8)
return forward_int8(bottom_blob, top_blob, opt);
#if __riscv_vector && __riscv_zfh
if (opt.use_fp16_storage && elembits == 16)
return forward_bf16s_fp16s(bottom_blob, top_blob, opt);
#endif
#if NCNN_BF16
if (opt.use_bf16_storage && elembits == 16)
return forward_bf16s_fp16s(bottom_blob, top_blob, opt);
#endif
int dims = bottom_blob.dims;
if (dims == 1)
{
top_blob = bottom_blob;
return 0;
}
#if __riscv_vector
const int packn = csrr_vlenb() / 4;
#endif
int w = bottom_blob.w;
int h = bottom_blob.h;
int d = bottom_blob.d;
int channels = bottom_blob.c;
size_t elemsize = bottom_blob.elemsize;
int elempack = bottom_blob.elempack;
int size = w * h * d;
int total = size * channels * elempack;
int out_elempack = 1;
#if __riscv_vector
if (opt.use_packing_layout)
{
out_elempack = total % packn == 0 ? packn : 1;
}
#endif
size_t out_elemsize = elemsize / elempack * out_elempack;
if (out_elempack == 1)
{
return Flatten::forward(bottom_blob, top_blob, opt);
}
if (dims == 2 && elempack == 1)
{
top_blob = bottom_blob;
top_blob.dims = 1;
top_blob.w = total / out_elempack;
top_blob.h = 1;
top_blob.cstep = top_blob.w;
top_blob.elemsize = out_elemsize;
top_blob.elempack = out_elempack;
return 0;
}
top_blob.create(total / out_elempack, out_elemsize, out_elempack, opt.blob_allocator);
if (top_blob.empty())
return -100;
if (dims == 2)
{
#if __riscv_vector
if (elempack == packn)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int i = 0; i < h; i++)
{
const float* ptr = bottom_blob.row(i);
float* outptr = (float*)top_blob + w * i * packn;
int n = w * elempack;
while (n > 0)
{
size_t vl = vsetvl_e32m1(n);
vfloat32m1_t _p = vle32_v_f32m1(ptr, vl);
vsse32_v_f32m1(outptr, w * sizeof(float), _p, vl);
ptr += vl;
outptr += 1;
n -= vl;
}
}
}
#endif
}
if (dims == 3 || dims == 4)
{
#if __riscv_vector
if (elempack == packn)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int q = 0; q < channels; q++)
{
const float* ptr = bottom_blob.channel(q);
float* outptr = (float*)top_blob + size * q * packn;
int n = size * elempack;
while (n > 0)
{
size_t vl = vsetvl_e32m1(n);
vfloat32m1_t _p = vle32_v_f32m1(ptr, vl);
vsse32_v_f32m1(outptr, size * sizeof(float), _p, vl);
ptr += vl;
outptr += 1;
n -= vl;
}
}
}
#endif
if (elempack == 1)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int q = 0; q < channels; q++)
{
const float* ptr = bottom_blob.channel(q);
float* outptr = (float*)top_blob + size * q;
#if __riscv_vector
int n = size * elempack;
while (n > 0)
{
size_t vl = vsetvl_e32m8(n);
vfloat32m8_t _p = vle32_v_f32m8(ptr, vl);
vse32_v_f32m8(outptr, _p, vl);
ptr += vl;
outptr += vl;
n -= vl;
}
#else
for (int i = 0; i < size; i++)
{
*outptr++ = *ptr++;
}
#endif
}
}
}
return 0;
}
int Flatten_riscv::forward_bf16s_fp16s(const Mat& bottom_blob, Mat& top_blob, const Option& opt) const
{
int dims = bottom_blob.dims;
if (dims == 1)
{
top_blob = bottom_blob;
return 0;
}
#if __riscv_vector
const int packn = csrr_vlenb() / 2;
#endif
int w = bottom_blob.w;
int h = bottom_blob.h;
int d = bottom_blob.d;
int channels = bottom_blob.c;
size_t elemsize = bottom_blob.elemsize;
int elempack = bottom_blob.elempack;
int size = w * h * d;
int total = size * channels * elempack;
int out_elempack = 1;
#if __riscv_vector
if (opt.use_packing_layout)
{
out_elempack = total % packn == 0 ? packn : 1;
}
#endif
size_t out_elemsize = elemsize / elempack * out_elempack;
if (out_elempack == 1)
{
return Flatten::forward(bottom_blob, top_blob, opt);
}
if (dims == 2 && elempack == 1)
{
top_blob = bottom_blob;
top_blob.dims = 1;
top_blob.w = total / out_elempack;
top_blob.h = 1;
top_blob.cstep = top_blob.w;
top_blob.elemsize = out_elemsize;
top_blob.elempack = out_elempack;
return 0;
}
top_blob.create(total / out_elempack, out_elemsize, out_elempack, opt.blob_allocator);
if (top_blob.empty())
return -100;
if (dims == 2)
{
#if __riscv_vector
if (elempack == packn)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int i = 0; i < h; i++)
{
const unsigned short* ptr = bottom_blob.row<unsigned short>(i);
unsigned short* outptr = (unsigned short*)top_blob + w * i * packn;
int n = w * elempack;
while (n > 0)
{
size_t vl = vsetvl_e16m1(n);
vuint16m1_t _p = vle16_v_u16m1(ptr, vl);
vsse16_v_u16m1(outptr, w * sizeof(unsigned short), _p, vl);
ptr += vl;
outptr += 1;
n -= vl;
}
}
}
#endif
}
if (dims == 3 || dims == 4)
{
#if __riscv_vector
if (elempack == packn)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int q = 0; q < channels; q++)
{
const unsigned short* ptr = bottom_blob.channel(q);
unsigned short* outptr = (unsigned short*)top_blob + size * q * packn;
int n = size * elempack;
while (n > 0)
{
size_t vl = vsetvl_e16m1(n);
vuint16m1_t _p = vle16_v_u16m1(ptr, vl);
vsse16_v_u16m1(outptr, size * sizeof(unsigned short), _p, vl);
ptr += vl;
outptr += 1;
n -= vl;
}
}
}
#endif
if (elempack == 1)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int q = 0; q < channels; q++)
{
const unsigned short* ptr = bottom_blob.channel(q);
unsigned short* outptr = (unsigned short*)top_blob + size * q;
#if __riscv_vector
int n = size * elempack;
while (n > 0)
{
size_t vl = vsetvl_e16m8(n);
vuint16m8_t _p = vle16_v_u16m8(ptr, vl);
vse16_v_u16m8(outptr, _p, vl);
ptr += vl;
outptr += vl;
n -= vl;
}
#else
for (int i = 0; i < size; i++)
{
*outptr++ = *ptr++;
}
#endif
}
}
}
return 0;
}
int Flatten_riscv::forward_int8(const Mat& bottom_blob, Mat& top_blob, const Option& opt) const
{
int dims = bottom_blob.dims;
if (dims == 1)
{
top_blob = bottom_blob;
return 0;
}
#if __riscv_vector
const int packn = csrr_vlenb() / 1;
#endif
int w = bottom_blob.w;
int h = bottom_blob.h;
int d = bottom_blob.d;
int channels = bottom_blob.c;
size_t elemsize = bottom_blob.elemsize;
int elempack = bottom_blob.elempack;
int size = w * h * d;
int total = size * channels * elempack;
int out_elempack = 1;
#if __riscv_vector
if (opt.use_packing_layout)
{
out_elempack = total % packn == 0 ? packn : 1;
}
#endif
size_t out_elemsize = elemsize / elempack * out_elempack;
if (out_elempack == 1)
{
return Flatten::forward(bottom_blob, top_blob, opt);
}
if (dims == 2 && elempack == 1)
{
top_blob = bottom_blob;
top_blob.dims = 1;
top_blob.w = total / out_elempack;
top_blob.h = 1;
top_blob.cstep = top_blob.w;
top_blob.elemsize = out_elemsize;
top_blob.elempack = out_elempack;
return 0;
}
top_blob.create(total / out_elempack, out_elemsize, out_elempack, opt.blob_allocator);
if (top_blob.empty())
return -100;
if (dims == 2)
{
#if __riscv_vector
if (elempack == packn)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int i = 0; i < h; i++)
{
const signed char* ptr = bottom_blob.row<signed char>(i);
signed char* outptr = (signed char*)top_blob + w * i * packn;
int n = w * elempack;
while (n > 0)
{
size_t vl = vsetvl_e8m1(n);
vint8m1_t _p = vle8_v_i8m1(ptr, vl);
vsse8_v_i8m1(outptr, w * sizeof(unsigned char), _p, vl);
ptr += vl;
outptr += 1;
n -= vl;
}
}
}
#endif
}
if (dims == 3 || dims == 4)
{
#if __riscv_vector
if (elempack == packn)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int q = 0; q < channels; q++)
{
const signed char* ptr = bottom_blob.channel(q);
signed char* outptr = (signed char*)top_blob + size * q * packn;
int n = size * elempack;
while (n > 0)
{
size_t vl = vsetvl_e8m1(n);
vint8m1_t _p = vle8_v_i8m1(ptr, vl);
vsse8_v_i8m1(outptr, size * sizeof(signed char), _p, vl);
ptr += vl;
outptr += 1;
n -= vl;
}
}
}
#endif
if (elempack == 1)
{
#pragma omp parallel for num_threads(opt.num_threads)
for (int q = 0; q < channels; q++)
{
const signed char* ptr = bottom_blob.channel(q);
signed char* outptr = (signed char*)top_blob + size * q;
#if __riscv_vector
int n = size * elempack;
while (n > 0)
{
size_t vl = vsetvl_e8m8(n);
vint8m8_t _p = vle8_v_i8m8(ptr, vl);
vse8_v_i8m8(outptr, _p, vl);
ptr += vl;
outptr += vl;
n -= vl;
}
#else
for (int i = 0; i < size; i++)
{
*outptr++ = *ptr++;
}
#endif
}
}
}
return 0;
}
}