1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2018-2020 Arm Limited.
3*c217d954SCole Faust *
4*c217d954SCole Faust * SPDX-License-Identifier: MIT
5*c217d954SCole Faust *
6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust *
13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust * copies or substantial portions of the Software.
15*c217d954SCole Faust *
16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust * SOFTWARE.
23*c217d954SCole Faust */
24*c217d954SCole Faust #include "arm_compute/graph/nodes/SplitLayerNode.h"
25*c217d954SCole Faust
26*c217d954SCole Faust #include "arm_compute/core/Helpers.h"
27*c217d954SCole Faust #include "arm_compute/core/Utils.h"
28*c217d954SCole Faust #include "arm_compute/graph/Graph.h"
29*c217d954SCole Faust #include "arm_compute/graph/INodeVisitor.h"
30*c217d954SCole Faust
31*c217d954SCole Faust namespace arm_compute
32*c217d954SCole Faust {
33*c217d954SCole Faust namespace graph
34*c217d954SCole Faust {
SplitLayerNode(unsigned int num_splits,int axis,std::vector<int> size_splits)35*c217d954SCole Faust SplitLayerNode::SplitLayerNode(unsigned int num_splits, int axis, std::vector<int> size_splits)
36*c217d954SCole Faust : _num_splits(num_splits), _axis(axis), _size_splits(size_splits)
37*c217d954SCole Faust {
38*c217d954SCole Faust _input_edges.resize(1, EmptyEdgeID);
39*c217d954SCole Faust _outputs.resize(num_splits, NullTensorID);
40*c217d954SCole Faust }
41*c217d954SCole Faust
num_splits() const42*c217d954SCole Faust unsigned int SplitLayerNode::num_splits() const
43*c217d954SCole Faust {
44*c217d954SCole Faust return _num_splits;
45*c217d954SCole Faust }
46*c217d954SCole Faust
axis() const47*c217d954SCole Faust unsigned int SplitLayerNode::axis() const
48*c217d954SCole Faust {
49*c217d954SCole Faust return _axis;
50*c217d954SCole Faust }
51*c217d954SCole Faust
compute_output_descriptor(const TensorDescriptor & input_descriptor,unsigned int num_splits,int axis,unsigned int idx)52*c217d954SCole Faust std::pair<TensorDescriptor, Coordinates> SplitLayerNode::compute_output_descriptor(const TensorDescriptor &input_descriptor,
53*c217d954SCole Faust unsigned int num_splits, int axis, unsigned int idx)
54*c217d954SCole Faust {
55*c217d954SCole Faust // Handle negative axis, negative index is used to specify axis from the end (e.g. -1 for the last axis).
56*c217d954SCole Faust int num_dimension = static_cast<int32_t>(input_descriptor.shape.num_dimensions());
57*c217d954SCole Faust int tmp_axis = wrap_around(axis, num_dimension);
58*c217d954SCole Faust Coordinates coords;
59*c217d954SCole Faust TensorDescriptor output_descriptor = input_descriptor;
60*c217d954SCole Faust int split_size = input_descriptor.shape[tmp_axis] / num_splits;
61*c217d954SCole Faust if(_size_splits.empty())
62*c217d954SCole Faust {
63*c217d954SCole Faust output_descriptor.shape.set(tmp_axis, split_size);
64*c217d954SCole Faust coords.set(tmp_axis, idx * split_size);
65*c217d954SCole Faust }
66*c217d954SCole Faust else
67*c217d954SCole Faust {
68*c217d954SCole Faust int split_size = _size_splits[idx];
69*c217d954SCole Faust if(split_size == -1)
70*c217d954SCole Faust {
71*c217d954SCole Faust split_size = input_descriptor.shape[tmp_axis];
72*c217d954SCole Faust for(unsigned int i = 0; i < _size_splits.size() - 1; ++i)
73*c217d954SCole Faust split_size -= _size_splits[i];
74*c217d954SCole Faust }
75*c217d954SCole Faust output_descriptor.shape.set(tmp_axis, split_size);
76*c217d954SCole Faust int coord_value = 0;
77*c217d954SCole Faust for(unsigned int i = 0; i < idx; ++i)
78*c217d954SCole Faust coord_value += _size_splits[i];
79*c217d954SCole Faust coords.set(tmp_axis, coord_value);
80*c217d954SCole Faust }
81*c217d954SCole Faust
82*c217d954SCole Faust return std::make_pair(output_descriptor, coords);
83*c217d954SCole Faust }
84*c217d954SCole Faust
forward_descriptors()85*c217d954SCole Faust bool SplitLayerNode::forward_descriptors()
86*c217d954SCole Faust {
87*c217d954SCole Faust if(input_id(0) != NullTensorID)
88*c217d954SCole Faust {
89*c217d954SCole Faust validate();
90*c217d954SCole Faust for(unsigned int i = 0; i < _outputs.size(); ++i)
91*c217d954SCole Faust {
92*c217d954SCole Faust if(output_id(i) != NullTensorID)
93*c217d954SCole Faust {
94*c217d954SCole Faust Tensor *dst_i = output(i);
95*c217d954SCole Faust ARM_COMPUTE_ERROR_ON(dst_i == nullptr);
96*c217d954SCole Faust dst_i->desc() = configure_output(i);
97*c217d954SCole Faust }
98*c217d954SCole Faust }
99*c217d954SCole Faust return true;
100*c217d954SCole Faust }
101*c217d954SCole Faust return false;
102*c217d954SCole Faust }
103*c217d954SCole Faust
configure_output(size_t idx) const104*c217d954SCole Faust TensorDescriptor SplitLayerNode::configure_output(size_t idx) const
105*c217d954SCole Faust {
106*c217d954SCole Faust ARM_COMPUTE_UNUSED(idx);
107*c217d954SCole Faust ARM_COMPUTE_ERROR_ON(idx >= _outputs.size());
108*c217d954SCole Faust
109*c217d954SCole Faust const Tensor *src = input(0);
110*c217d954SCole Faust ARM_COMPUTE_ERROR_ON(src == nullptr);
111*c217d954SCole Faust
112*c217d954SCole Faust TensorDescriptor input_descriptor = src->desc();
113*c217d954SCole Faust TensorDescriptor output_descriptor = input_descriptor;
114*c217d954SCole Faust
115*c217d954SCole Faust // Handle negative axis, negative index is used to specify axis from the end (e.g. -1 for the last axis).
116*c217d954SCole Faust int num_dimension = static_cast<int32_t>(src->desc().shape.num_dimensions());
117*c217d954SCole Faust int tmp_axis = wrap_around(_axis, num_dimension);
118*c217d954SCole Faust
119*c217d954SCole Faust int split_size = (_size_splits.empty()) ? (input_descriptor.shape[tmp_axis] / _num_splits) : _size_splits[idx];
120*c217d954SCole Faust if(split_size == -1)
121*c217d954SCole Faust {
122*c217d954SCole Faust split_size = input_descriptor.shape[tmp_axis];
123*c217d954SCole Faust for(unsigned int i = 0; i < _size_splits.size() - 1; ++i)
124*c217d954SCole Faust split_size -= _size_splits[i];
125*c217d954SCole Faust }
126*c217d954SCole Faust output_descriptor.shape.set(tmp_axis, split_size);
127*c217d954SCole Faust
128*c217d954SCole Faust return output_descriptor;
129*c217d954SCole Faust }
130*c217d954SCole Faust
validate() const131*c217d954SCole Faust Status SplitLayerNode::validate() const
132*c217d954SCole Faust {
133*c217d954SCole Faust const Tensor *src = input(0);
134*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(src == nullptr);
135*c217d954SCole Faust int num_dimension = static_cast<int32_t>(src->desc().shape.num_dimensions());
136*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(_axis < (-num_dimension) || _axis >= num_dimension);
137*c217d954SCole Faust
138*c217d954SCole Faust // Handle negative axis, negative index is used to specify axis from the end (e.g. -1 for the last axis).
139*c217d954SCole Faust int tmp_axis = wrap_around(_axis, num_dimension);
140*c217d954SCole Faust
141*c217d954SCole Faust if(_size_splits.empty())
142*c217d954SCole Faust {
143*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MSG(src->desc().shape[tmp_axis] % _num_splits, "Split should be exact");
144*c217d954SCole Faust }
145*c217d954SCole Faust
146*c217d954SCole Faust return Status{};
147*c217d954SCole Faust }
148*c217d954SCole Faust
type() const149*c217d954SCole Faust NodeType SplitLayerNode::type() const
150*c217d954SCole Faust {
151*c217d954SCole Faust return NodeType::SplitLayer;
152*c217d954SCole Faust }
153*c217d954SCole Faust
accept(INodeVisitor & v)154*c217d954SCole Faust void SplitLayerNode::accept(INodeVisitor &v)
155*c217d954SCole Faust {
156*c217d954SCole Faust v.visit(*this);
157*c217d954SCole Faust }
158*c217d954SCole Faust } // namespace graph
159*c217d954SCole Faust } // namespace arm_compute