1 | // ======================================================================== // |
2 | // Copyright 2009-2019 Intel Corporation // |
3 | // // |
4 | // Licensed under the Apache License, Version 2.0 (the "License"); // |
5 | // you may not use this file except in compliance with the License. // |
6 | // You may obtain a copy of the License at // |
7 | // // |
8 | // http://www.apache.org/licenses/LICENSE-2.0 // |
9 | // // |
10 | // Unless required by applicable law or agreed to in writing, software // |
11 | // distributed under the License is distributed on an "AS IS" BASIS, // |
12 | // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // |
13 | // See the License for the specific language governing permissions and // |
14 | // limitations under the License. // |
15 | // ======================================================================== // |
16 | |
17 | #pragma once |
18 | |
19 | #include "node.h" |
20 | |
21 | namespace oidn { |
22 | |
23 | // Reorders weights from oihw to padded oihw format |
24 | template<int K> |
25 | class WeightsReorderNode : public Node |
26 | { |
27 | private: |
28 | std::shared_ptr<memory> src; |
29 | std::shared_ptr<memory> dst; |
30 | |
31 | public: |
32 | WeightsReorderNode(const std::shared_ptr<memory>& src, |
33 | const std::shared_ptr<memory>& dst) |
34 | : src(src), |
35 | dst(dst) |
36 | { |
37 | const mkldnn_memory_desc_t& srcDesc = src->get_desc().data; |
38 | const mkldnn_memory_desc_t& dstDesc = dst->get_desc().data; |
39 | MAYBE_UNUSED(srcDesc); |
40 | MAYBE_UNUSED(dstDesc); |
41 | assert(memory_desc_matches_tag(srcDesc, mkldnn_format_tag_t(memory::format_tag::oihw))); |
42 | assert(memory_desc_matches_tag(dstDesc, mkldnn_format_tag_t(memory::format_tag::oihw))); |
43 | assert(srcDesc.ndims == 4); |
44 | assert(dstDesc.ndims == 4); |
45 | assert(srcDesc.data_type == memory::data_type::f32); |
46 | assert(dstDesc.data_type == memory::data_type::f32); |
47 | assert(getPadded<K>(srcDesc.dims[0]) == dstDesc.dims[0]); // OC |
48 | assert(getPadded<K>(srcDesc.dims[1]) == dstDesc.dims[1]); // IC |
49 | assert(srcDesc.dims[2] == dstDesc.dims[2]); |
50 | assert(srcDesc.dims[3] == dstDesc.dims[3]); |
51 | } |
52 | |
53 | void execute(stream& sm) override |
54 | { |
55 | const mkldnn_memory_desc_t& srcDesc = src->get_desc().data; |
56 | const mkldnn_memory_desc_t& dstDesc = dst->get_desc().data; |
57 | |
58 | const float* srcPtr = (float*)src->get_data_handle(); |
59 | float* dstPtr = (float*)dst->get_data_handle(); |
60 | |
61 | const int OC1 = srcDesc.dims[0]; |
62 | const int OC2 = dstDesc.dims[0]; |
63 | const int IC1 = srcDesc.dims[1]; |
64 | const int IC2 = dstDesc.dims[1]; |
65 | const int H = dstDesc.dims[2]; |
66 | const int W = dstDesc.dims[3]; |
67 | |
68 | for (int oc = 0; oc < OC2; ++oc) |
69 | { |
70 | for (int ic = 0; ic < IC2; ++ic) |
71 | { |
72 | for (int h = 0; h < H; ++h) |
73 | { |
74 | for (int w = 0; w < W; ++w) |
75 | { |
76 | // Output is in oihw format |
77 | float* dstPtr_c = dstPtr + oc*IC2*H*W + ic*H*W + h*W + w; |
78 | |
79 | if (oc < OC1 && ic < IC1) |
80 | { |
81 | // Input is in oihw format |
82 | const float* srcPtr_c = srcPtr + oc*IC1*H*W + ic*H*W + h*W + w; |
83 | *dstPtr_c = *srcPtr_c; |
84 | } |
85 | else |
86 | { |
87 | // padding |
88 | *dstPtr_c = 0; |
89 | } |
90 | } |
91 | } |
92 | } |
93 | } |
94 | } |
95 | |
96 | std::shared_ptr<memory> getDst() const override { return dst; } |
97 | }; |
98 | |
99 | } // namespace oidn |
100 | |