| /* |
| * Copyright (c) 2017 ARM Limited. |
| * |
| * SPDX-License-Identifier: MIT |
| * |
| * Permission is hereby granted, free of charge, to any person obtaining a copy |
| * of this software and associated documentation files (the "Software"), to |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| #ifndef __ARM_COMPUTE_TEST_TENSOR_VISITORS_H__ |
| #define __ARM_COMPUTE_TEST_TENSOR_VISITORS_H__ |
| |
| #include "Tensor.h" |
| #include "TensorOperations.h" |
| #include "arm_compute/core/Error.h" |
| #include "arm_compute/runtime/Lut.h" |
| |
| #include "boost_wrapper.h" |
| |
| #include <algorithm> |
| #include <map> |
| #include <memory> |
| #include <ostream> |
| #include <vector> |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace tensor_visitors |
| { |
| // Min max location visitor |
| struct min_max_location_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit min_max_location_visitor(void *min, void *max, IArray<Coordinates2D> &min_loc, IArray<Coordinates2D> &max_loc, uint32_t &min_count, uint32_t &max_count) |
| : _min(min), _max(max), _min_loc(min_loc), _max_loc(max_loc), _min_count(min_count), _max_count(max_count) |
| { |
| } |
| template <typename T1> |
| void operator()(const Tensor<T1> &in) const |
| { |
| tensor_operations::min_max_location(in, _min, _max, _min_loc, _max_loc, _min_count, _max_count); |
| } |
| |
| private: |
| void *_min; |
| void *_max; |
| IArray<Coordinates2D> &_min_loc; |
| IArray<Coordinates2D> &_max_loc; |
| uint32_t &_min_count; |
| uint32_t &_max_count; |
| }; |
| // Absolute Difference visitor |
| struct absolute_difference_visitor : public boost::static_visitor<> |
| { |
| public: |
| template <typename T1, typename T2, typename T3> |
| void operator()(const Tensor<T1> &in1, const Tensor<T2> &in2, Tensor<T3> &out) const |
| { |
| tensor_operations::absolute_difference(in1, in2, out); |
| } |
| }; |
| // Arithmetic Addition visitor |
| struct arithmetic_addition_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit arithmetic_addition_visitor(ConvertPolicy convert_policy) |
| : _policy(convert_policy) |
| { |
| } |
| |
| template <typename T1, typename T2, typename T3> |
| void operator()(const Tensor<T1> &in1, const Tensor<T2> &in2, Tensor<T3> &out) const |
| { |
| tensor_operations::arithmetic_addition(in1, in2, out, _policy); |
| } |
| |
| private: |
| ConvertPolicy _policy; |
| }; |
| // Arithmetic Subtraction visitor |
| struct arithmetic_subtraction_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit arithmetic_subtraction_visitor(ConvertPolicy convert_policy) |
| : _policy(convert_policy) |
| { |
| } |
| |
| template <typename T1, typename T2, typename T3> |
| void operator()(const Tensor<T1> &in1, const Tensor<T2> &in2, Tensor<T3> &out) const |
| { |
| tensor_operations::arithmetic_subtraction(in1, in2, out, _policy); |
| } |
| |
| private: |
| ConvertPolicy _policy; |
| }; |
| // Depth Convert visitor |
| struct depth_convert_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit depth_convert_visitor(ConvertPolicy policy, uint32_t shift) |
| : _policy(policy), _shift(shift) |
| { |
| } |
| |
| template <typename T1, typename T2> |
| void operator()(const Tensor<T1> &in, Tensor<T2> &out) const |
| { |
| tensor_operations::depth_convert(in, out, _policy, _shift); |
| } |
| |
| private: |
| ConvertPolicy _policy; |
| uint32_t _shift; |
| }; |
| // Pixel-wise Multiplication visitor |
| struct pixel_wise_multiplication_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit pixel_wise_multiplication_visitor(float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy) |
| : _scale(scale), _convert_policy(convert_policy), _rounding_policy(rounding_policy) |
| { |
| } |
| |
| template <typename T1, typename T2, typename T3> |
| void operator()(const Tensor<T1> &in1, const Tensor<T2> &in2, Tensor<T3> &out) const |
| { |
| tensor_operations::pixel_wise_multiplication(in1, in2, out, _scale, _convert_policy, _rounding_policy); |
| } |
| |
| private: |
| float _scale; |
| ConvertPolicy _convert_policy; |
| RoundingPolicy _rounding_policy; |
| }; |
| // Fixed Point Pixel-wise Multiplication visitor |
| struct fixed_point_pixel_wise_multiplication_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit fixed_point_pixel_wise_multiplication_visitor(const TensorVariant &in1, const TensorVariant &in2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy) |
| : _in1(in1), _in2(in2), _scale(scale), _convert_policy(convert_policy), _rounding_policy(rounding_policy) |
| { |
| } |
| |
| template <typename T, typename = typename std::enable_if<std::is_integral<T>::value>::type> |
| void operator()(Tensor<T> &out) const |
| { |
| const Tensor<T> &in1 = boost::get<Tensor<T>>(_in1); |
| const Tensor<T> &in2 = boost::get<Tensor<T>>(_in2); |
| tensor_operations::fixed_point_pixel_wise_multiplication(in1, in2, out, _scale, _convert_policy, _rounding_policy); |
| } |
| template < typename T, typename std::enable_if < !std::is_integral<T>::value, int >::type = 0 > |
| void operator()(Tensor<T> &out) const |
| { |
| ARM_COMPUTE_ERROR("NOT SUPPORTED!"); |
| } |
| |
| private: |
| const TensorVariant &_in1; |
| const TensorVariant &_in2; |
| float _scale; |
| ConvertPolicy _convert_policy; |
| RoundingPolicy _rounding_policy; |
| }; |
| // Table lookup operation |
| template <typename T1> |
| struct table_lookup : public boost::static_visitor<> |
| { |
| public: |
| explicit table_lookup(const TensorVariant &in, std::map<T1, T1> &lut) |
| : _in(in), _lut(lut) |
| { |
| } |
| |
| template <typename T> |
| void operator()(Tensor<T> &out) const |
| { |
| const auto &in = boost::get<Tensor<T>>(_in); |
| tensor_operations::table_lookup(in, out, _lut); |
| } |
| |
| private: |
| const TensorVariant &_in; |
| std::map<T1, T1> &_lut; |
| }; |
| template struct arm_compute::test::validation::tensor_visitors::table_lookup<uint8_t>; |
| template struct arm_compute::test::validation::tensor_visitors::table_lookup<int16_t>; |
| |
| // Batch Normalization Layer visitor |
| struct batch_normalization_layer_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit batch_normalization_layer_visitor(const TensorVariant &in, const TensorVariant &mean, const TensorVariant &var, const TensorVariant &beta, const TensorVariant &gamma, float epsilon, |
| int fixed_point_position = 0) |
| : _in(in), _mean(mean), _var(var), _beta(beta), _gamma(gamma), _epsilon(epsilon), _fixed_point_position(fixed_point_position) |
| { |
| } |
| |
| template <typename T> |
| void operator()(Tensor<T> &out) const |
| { |
| const Tensor<T> &in = boost::get<Tensor<T>>(_in); |
| const Tensor<T> &mean = boost::get<Tensor<T>>(_mean); |
| const Tensor<T> &var = boost::get<Tensor<T>>(_var); |
| const Tensor<T> &beta = boost::get<Tensor<T>>(_beta); |
| const Tensor<T> &gamma = boost::get<Tensor<T>>(_gamma); |
| tensor_operations::batch_normalization_layer(in, out, mean, var, beta, gamma, _epsilon, _fixed_point_position); |
| } |
| |
| private: |
| const TensorVariant &_in, &_mean, &_var, &_beta, &_gamma; |
| float _epsilon; |
| int _fixed_point_position; |
| }; |
| // Fully Connected Layer visitor |
| struct fully_connected_layer_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit fully_connected_layer_visitor(const TensorVariant &in, const TensorVariant &weights, const TensorVariant &bias) |
| : _in(in), _weights(weights), _bias(bias) |
| { |
| } |
| template <typename T> |
| void operator()(Tensor<T> &out) const |
| { |
| const Tensor<T> &in = boost::get<Tensor<T>>(_in); |
| const Tensor<T> &weights = boost::get<Tensor<T>>(_weights); |
| const Tensor<T> &bias = boost::get<Tensor<T>>(_bias); |
| tensor_operations::fully_connected_layer(in, weights, bias, out); |
| } |
| |
| private: |
| const TensorVariant &_in; |
| const TensorVariant &_weights; |
| const TensorVariant &_bias; |
| }; |
| |
| // Pooling layer |
| struct pooling_layer_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit pooling_layer_visitor(const TensorVariant &in, PoolingLayerInfo pool_info, int fixed_point_position = 0) |
| : _in(in), _pool_info(pool_info), _fixed_point_position(fixed_point_position) |
| { |
| } |
| |
| template <typename T> |
| void operator()(Tensor<T> &out) const |
| { |
| const Tensor<T> &in = boost::get<Tensor<T>>(_in); |
| tensor_operations::pooling_layer(in, out, _pool_info, _fixed_point_position); |
| } |
| |
| private: |
| const TensorVariant &_in; |
| PoolingLayerInfo _pool_info; |
| int _fixed_point_position; |
| }; |
| |
| // ROI Pooling layer |
| struct roi_pooling_layer_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit roi_pooling_layer_visitor(const TensorVariant &in, const std::vector<ROI> &rois, ROIPoolingLayerInfo pool_info) |
| : _in(in), _rois(rois), _pool_info(pool_info) |
| { |
| } |
| |
| template <typename T> |
| void operator()(Tensor<T> &out) const |
| { |
| const Tensor<T> &in = boost::get<Tensor<T>>(_in); |
| tensor_operations::roi_pooling_layer(in, out, _rois, _pool_info); |
| } |
| |
| private: |
| const TensorVariant &_in; |
| const std::vector<ROI> &_rois; |
| ROIPoolingLayerInfo _pool_info; |
| }; |
| |
| // Fixed Point operations visitor |
| struct fixed_point_operation_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit fixed_point_operation_visitor(const TensorVariant &in, FixedPointOp op) |
| : _in(in), _op(op) |
| { |
| } |
| |
| template <typename T, typename std::enable_if<std::is_integral<T>::value, int>::type = 0> |
| void operator()(Tensor<T> &out) const |
| { |
| const Tensor<T> &in = boost::get<Tensor<T>>(_in); |
| tensor_operations::fixed_point_operation(in, out, _op); |
| } |
| template < typename T, typename std::enable_if < !std::is_integral<T>::value, int >::type = 0 > |
| void operator()(Tensor<T> &out) const |
| { |
| ARM_COMPUTE_ERROR("NOT SUPPORTED!"); |
| } |
| |
| private: |
| const TensorVariant &_in; |
| FixedPointOp _op; |
| }; |
| // Print Tensor visitor |
| struct print_visitor : public boost::static_visitor<> |
| { |
| public: |
| explicit print_visitor(std::ostream &out) |
| : _out(out) |
| { |
| } |
| |
| template <typename T> |
| void operator()(const Tensor<T> &in) const |
| { |
| tensor_operations::print(in, _out); |
| } |
| |
| private: |
| std::ostream &_out; |
| }; |
| } // namespace tensor_visitors |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |
| |
| #endif /* __ARM_COMPUTE_TEST_TENSOR_VISITORS_H__ */ |