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// Tencent is pleased to support the open source community by making ncnn available.
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// Copyright (C) 2022 THL A29 Limited, a Tencent company. All rights reserved.
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// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
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// in compliance with the License. You may obtain a copy of the License at
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// https://opensource.org/licenses/BSD-3-Clause
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// Unless required by applicable law or agreed to in writing, software distributed
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// under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
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// CONDITIONS OF ANY KIND, either express or implied. See the License for the
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// specific language governing permissions and limitations under the License.
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support_packing = true;
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int Cast_mips::forward(const Mat& bottom_blob, Mat& top_blob, const Option& opt) const
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if (type_from == type_to)
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top_blob = bottom_blob;
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int w = bottom_blob.w;
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int h = bottom_blob.h;
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int d = bottom_blob.d;
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int channels = bottom_blob.c;
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int dims = bottom_blob.dims;
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size_t elemsize = bottom_blob.elemsize;
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int elempack = bottom_blob.elempack;
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size_t out_elemsize = elemsize;
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Cast::forward(bottom_blob, top_blob, opt);
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out_elemsize = 4 * elempack;
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else if (type_to == 2)
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out_elemsize = 2 * elempack;
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else if (type_to == 3)
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out_elemsize = elempack;
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else if (type_to == 4)
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out_elemsize = 2 * elempack;
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top_blob.create(w, out_elemsize, elempack, opt.blob_allocator);
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top_blob.create(w, h, out_elemsize, elempack, opt.blob_allocator);
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top_blob.create(w, h, channels, out_elemsize, elempack, opt.blob_allocator);
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top_blob.create(w, h, d, channels, out_elemsize, elempack, opt.blob_allocator);
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int size = w * h * d * elempack;
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if (type_from == 1 && type_to == 2)
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#pragma omp parallel for num_threads(opt.num_threads)
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for (int q = 0; q < channels; q++)
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const float* ptr = bottom_blob.channel(q);
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unsigned short* outptr = top_blob.channel(q);
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for (; i + 7 < size; i += 8)
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__builtin_prefetch(ptr + 16);
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v4f32 _p0 = (v4f32)__msa_ld_w(ptr, 0);
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v4f32 _p1 = (v4f32)__msa_ld_w(ptr + 4, 0);
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v8i16 _p = __msa_fexdo_h(_p1, _p0);
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__msa_st_h(_p, outptr, 0);
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for (; i < size; i++)
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*outptr = float32_to_float16(*ptr);
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if (type_from == 2 && type_to == 1)
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#pragma omp parallel for num_threads(opt.num_threads)
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for (int q = 0; q < channels; q++)
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const unsigned short* ptr = bottom_blob.channel(q);
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float* outptr = top_blob.channel(q);
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for (; i + 7 < size; i += 8)
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__builtin_prefetch(ptr + 16);
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v8i16 _p = __msa_ld_h(ptr, 0);
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v4f32 _p0 = __msa_fexupr_w(_p);
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v4f32 _p1 = __msa_fexupl_w(_p);
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__msa_st_w((v4i32)_p0, outptr, 0);
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__msa_st_w((v4i32)_p1, outptr + 4, 0);
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for (; i < size; i++)
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*outptr = float16_to_float32(*ptr);
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if (type_from == 3 && type_to == 1)
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#pragma omp parallel for num_threads(opt.num_threads)
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for (int q = 0; q < channels; q++)
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const signed char* ptr = bottom_blob.channel(q);
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float* outptr = top_blob.channel(q);
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for (int i = 0; i < size; i++)
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outptr[i] = (float)ptr[i];
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if (type_from == 4 && type_to == 1)
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#pragma omp parallel for num_threads(opt.num_threads)
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for (int q = 0; q < channels; q++)
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const unsigned short* ptr = bottom_blob.channel(q);
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float* outptr = top_blob.channel(q);
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for (; i < size; i++)
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*outptr = bfloat16_to_float32(*ptr);
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if (type_from == 1 && type_to == 4)
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#pragma omp parallel for num_threads(opt.num_threads)
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for (int q = 0; q < channels; q++)
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const float* ptr = bottom_blob.channel(q);
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unsigned short* outptr = top_blob.channel(q);
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for (; i < size; i++)
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*outptr = float32_to_bfloat16(*ptr);