1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2017-2021 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/runtime/CL/functions/CLReductionOperation.h"
25*c217d954SCole Faust
26*c217d954SCole Faust #include "arm_compute/core/CL/ICLTensor.h"
27*c217d954SCole Faust #include "arm_compute/core/Helpers.h"
28*c217d954SCole Faust #include "arm_compute/core/PixelValue.h"
29*c217d954SCole Faust #include "arm_compute/core/TensorInfo.h"
30*c217d954SCole Faust #include "arm_compute/core/Validate.h"
31*c217d954SCole Faust #include "arm_compute/core/utils/misc/ShapeCalculator.h"
32*c217d954SCole Faust #include "arm_compute/runtime/CL/CLScheduler.h"
33*c217d954SCole Faust #include "src/core/CL/kernels/CLReductionOperationKernel.h"
34*c217d954SCole Faust #include "src/core/helpers/AutoConfiguration.h"
35*c217d954SCole Faust #include "src/runtime/Utils.h"
36*c217d954SCole Faust
37*c217d954SCole Faust #include "src/common/utils/Log.h"
38*c217d954SCole Faust
39*c217d954SCole Faust namespace arm_compute
40*c217d954SCole Faust {
CLReductionOperation(std::shared_ptr<IMemoryManager> memory_manager)41*c217d954SCole Faust CLReductionOperation::CLReductionOperation(std::shared_ptr<IMemoryManager> memory_manager)
42*c217d954SCole Faust : _memory_group(std::move(memory_manager)), _unreshaped_output(), _reduction_kernel(), _reshape(), _reduction_axis(), _is_reshape_required(false)
43*c217d954SCole Faust {
44*c217d954SCole Faust }
45*c217d954SCole Faust
46*c217d954SCole Faust CLReductionOperation::~CLReductionOperation() = default;
47*c217d954SCole Faust
validate(const ITensorInfo * input,const ITensorInfo * output,unsigned int axis,ReductionOperation op,bool keep_dims)48*c217d954SCole Faust Status CLReductionOperation::validate(const ITensorInfo *input, const ITensorInfo *output, unsigned int axis, ReductionOperation op, bool keep_dims)
49*c217d954SCole Faust {
50*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
51*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MSG(axis >= TensorShape::num_max_dimensions, "Reduction axis greater than max number of dimensions");
52*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MSG(axis > 3, "Unsupported reduction axis");
53*c217d954SCole Faust
54*c217d954SCole Faust const bool is_reshape_required = !keep_dims;
55*c217d954SCole Faust
56*c217d954SCole Faust if(is_reshape_required && output->total_size() != 0)
57*c217d954SCole Faust {
58*c217d954SCole Faust const TensorInfo expected_output_shape = output->clone()->set_tensor_shape(arm_compute::misc::shape_calculator::compute_reduced_shape(input->tensor_shape(), axis, keep_dims));
59*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(&expected_output_shape, output);
60*c217d954SCole Faust }
61*c217d954SCole Faust
62*c217d954SCole Faust auto *output_internal = output;
63*c217d954SCole Faust
64*c217d954SCole Faust TensorInfo output_before_reshape;
65*c217d954SCole Faust const auto input_shape = input->tensor_shape();
66*c217d954SCole Faust const auto input_num_channles = input->num_channels();
67*c217d954SCole Faust const auto input_qinfo = input->quantization_info();
68*c217d954SCole Faust const auto output_data_type = output->data_type();
69*c217d954SCole Faust
70*c217d954SCole Faust auto initialize_tensorinfo = [](TensorInfo & ti, TensorShape shape, DataType data_type, int num_channels, QuantizationInfo qinfo)
71*c217d954SCole Faust {
72*c217d954SCole Faust ti.set_data_type(data_type).set_tensor_shape(shape).set_num_channels(num_channels).set_quantization_info(qinfo);
73*c217d954SCole Faust };
74*c217d954SCole Faust
75*c217d954SCole Faust if(is_reshape_required)
76*c217d954SCole Faust {
77*c217d954SCole Faust auto shape_before_reshape = input_shape;
78*c217d954SCole Faust shape_before_reshape.set(axis, 1);
79*c217d954SCole Faust initialize_tensorinfo(output_before_reshape, shape_before_reshape, output_data_type, input_num_channles, input_qinfo);
80*c217d954SCole Faust output_internal = &output_before_reshape;
81*c217d954SCole Faust }
82*c217d954SCole Faust
83*c217d954SCole Faust ARM_COMPUTE_RETURN_ON_ERROR(CLReductionOperationKernel::validate(input, output_internal, axis, op));
84*c217d954SCole Faust
85*c217d954SCole Faust if(is_reshape_required)
86*c217d954SCole Faust {
87*c217d954SCole Faust ARM_COMPUTE_RETURN_ON_ERROR(CLReshapeLayer::validate(output_internal, output));
88*c217d954SCole Faust }
89*c217d954SCole Faust
90*c217d954SCole Faust return Status{};
91*c217d954SCole Faust }
92*c217d954SCole Faust
configure_intermediate_result_vector(ICLTensor * input,ICLTensor * output)93*c217d954SCole Faust ICLTensor *CLReductionOperation::configure_intermediate_result_vector(ICLTensor *input, ICLTensor *output)
94*c217d954SCole Faust {
95*c217d954SCole Faust if(!_is_reshape_required)
96*c217d954SCole Faust {
97*c217d954SCole Faust return output;
98*c217d954SCole Faust }
99*c217d954SCole Faust
100*c217d954SCole Faust auto shape = input->info()->tensor_shape();
101*c217d954SCole Faust shape.set(_reduction_axis, 1);
102*c217d954SCole Faust _unreshaped_output.allocator()->init(input->info()->clone()->set_tensor_shape(shape));
103*c217d954SCole Faust return &_unreshaped_output;
104*c217d954SCole Faust }
105*c217d954SCole Faust
configure(ICLTensor * input,ICLTensor * output,unsigned int axis,ReductionOperation op,bool keep_dims)106*c217d954SCole Faust void CLReductionOperation::configure(ICLTensor *input, ICLTensor *output, unsigned int axis, ReductionOperation op, bool keep_dims)
107*c217d954SCole Faust {
108*c217d954SCole Faust configure(CLKernelLibrary::get().get_compile_context(), input, output, axis, op, keep_dims);
109*c217d954SCole Faust }
110*c217d954SCole Faust
configure(const CLCompileContext & compile_context,ICLTensor * input,ICLTensor * output,unsigned int axis,ReductionOperation op,bool keep_dims)111*c217d954SCole Faust void CLReductionOperation::configure(const CLCompileContext &compile_context, ICLTensor *input, ICLTensor *output, unsigned int axis, ReductionOperation op, bool keep_dims)
112*c217d954SCole Faust {
113*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
114*c217d954SCole Faust ARM_COMPUTE_LOG_PARAMS(input, output, axis, op, keep_dims);
115*c217d954SCole Faust _reduction_axis = axis;
116*c217d954SCole Faust _is_reshape_required = !keep_dims;
117*c217d954SCole Faust
118*c217d954SCole Faust auto *output_internal = configure_intermediate_result_vector(input, output);
119*c217d954SCole Faust
120*c217d954SCole Faust if(_is_reshape_required)
121*c217d954SCole Faust {
122*c217d954SCole Faust const TensorShape output_shape = arm_compute::misc::shape_calculator::compute_reduced_shape(input->info()->tensor_shape(), axis, false);
123*c217d954SCole Faust const auto output_data_type = input->info()->data_type();
124*c217d954SCole Faust auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(output_shape).set_data_type(output_data_type).reset_padding().set_is_resizable(true));
125*c217d954SCole Faust
126*c217d954SCole Faust _memory_group.manage(&_unreshaped_output);
127*c217d954SCole Faust }
128*c217d954SCole Faust
129*c217d954SCole Faust _reduction_kernel = std::make_unique<CLReductionOperationKernel>();
130*c217d954SCole Faust _reduction_kernel->configure(compile_context, input, output_internal, axis, op);
131*c217d954SCole Faust
132*c217d954SCole Faust if(_is_reshape_required)
133*c217d954SCole Faust {
134*c217d954SCole Faust _reshape.configure(compile_context, &_unreshaped_output, output);
135*c217d954SCole Faust _unreshaped_output.allocator()->allocate();
136*c217d954SCole Faust }
137*c217d954SCole Faust }
138*c217d954SCole Faust
run()139*c217d954SCole Faust void CLReductionOperation::run()
140*c217d954SCole Faust {
141*c217d954SCole Faust MemoryGroupResourceScope scope_mg(_memory_group);
142*c217d954SCole Faust
143*c217d954SCole Faust CLScheduler::get().enqueue(*_reduction_kernel, false);
144*c217d954SCole Faust
145*c217d954SCole Faust if(_is_reshape_required)
146*c217d954SCole Faust {
147*c217d954SCole Faust _reshape.run();
148*c217d954SCole Faust }
149*c217d954SCole Faust }
150*c217d954SCole Faust } // namespace arm_compute
151