MegEngine/dnn/test/naive/padding.cpp

/**
 * \file dnn/test/naive/padding.cpp
 * MegEngine is Licensed under the Apache License, Version 2.0 (the "License")
 *
 * Copyright (c) 2014-2021 Megvii Inc. All rights reserved.
 *
 * Unless required by applicable law or agreed to in writing,
 * software distributed under the License is distributed on an
 * "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 */
#include "test/common/padding.h"
#include "megdnn/dtype.h"
#include "megdnn/oprs.h"
#include "test/common/checker.h"
#include "test/naive/fixture.h"

namespace megdnn{
namespace test{

TEST_F(NAIVE, PADDING) {
    std::vector<padding::TestArg> args = padding::get_args();
    Checker<Padding> checker(handle());
    for(auto&& arg : args){
        checker.set_param(arg.param)
        .set_dtype(0, dtype::Float32())
        .set_dtype(1, dtype::Float32())
        .execs({arg.src, arg.dst});
    }
}

TEST_F(NAIVE, PADDING_CONSTANT) {
    Checker<Padding> checker(handle(), false);
    param::Padding param;
    param.padding_val = 10;
    param.padding_mode = param::Padding::PaddingMode::CONSTANT;
    param.front_offset_dim0 = 2;
    param.front_offset_dim1 = 1;
    param.front_offset_dim2 = 0;
    param.front_offset_dim3 = 0;
    param.front_offset_dim4 = 0;
    param.front_offset_dim5 = 0;
    param.front_offset_dim6 = 0;
    param.back_offset_dim0 = 2;
    param.back_offset_dim1 = 3;
    param.back_offset_dim2 = 0;
    param.back_offset_dim3 = 0;
    param.back_offset_dim4 = 0;
    param.back_offset_dim5 = 0;
    param.back_offset_dim6 = 0;
    checker.set_param(param).exect(
        Testcase{TensorValue({1,1}, dtype::Float32(), {1}), {}},
        Testcase{{},TensorValue({5,5}, dtype::Float32(), {10,10,10,10,10,10,10,10,10,10,10,1,10,10,10,10,10,10,10,10,10,10,10,10,10})}
    );
}

TEST_F(NAIVE, PADDING_REFLECT) {
    Checker<Padding> checker(handle(), false);
    param::Padding param;
    param.padding_val = 10;
    param.padding_mode = param::Padding::PaddingMode::REFLECT;
    param.front_offset_dim0 = 2;
    param.front_offset_dim1 = 0;
    param.front_offset_dim2 = 0;
    param.front_offset_dim3 = 0;
    param.front_offset_dim4 = 0;
    param.front_offset_dim5 = 0;
    param.front_offset_dim6 = 0;
    param.back_offset_dim0 = 3;
    param.back_offset_dim1 = 0;
    param.back_offset_dim2 = 0;
    param.back_offset_dim3 = 0;
    param.back_offset_dim4 = 0;
    param.back_offset_dim5 = 0;
    param.back_offset_dim6 = 0;
    checker.set_param(param).exect(
        Testcase{TensorValue({5}, dtype::Float32(), {1,2,3,4,5}), {}},
        Testcase{{},TensorValue({10}, dtype::Float32(), {3,2,1,2,3,4,5,4,3,2})}
    );
}

TEST_F(NAIVE, PADDING_REPLICATE) {
    Checker<Padding> checker(handle(), false);
    param::Padding param;
    param.padding_val = 10;
    param.padding_mode = param::Padding::PaddingMode::REPLICATE;
    param.front_offset_dim0 = 1;
    param.front_offset_dim1 = 0;
    param.front_offset_dim2 = 0;
    param.front_offset_dim3 = 0;
    param.front_offset_dim4 = 0;
    param.front_offset_dim5 = 0;
    param.front_offset_dim6 = 0;
    param.back_offset_dim0 = 2;
    param.back_offset_dim1 = 0;
    param.back_offset_dim2 = 0;
    param.back_offset_dim3 = 0;
    param.back_offset_dim4 = 0;
    param.back_offset_dim5 = 0;
    param.back_offset_dim6 = 0;
    checker.set_param(param).exect(
        Testcase{TensorValue({9}, dtype::Float32(), {1,2,3,4,5,6,7,8,9}), {}},
        Testcase{{},TensorValue({12}, dtype::Float32(), {1,1,2,3,4,5,6,7,8,9,9,9})}
    );
}

TEST_F(NAIVE, PADDING_REPLICATE2) {
    Checker<Padding> checker(handle(), false);
    param::Padding param;
    param.padding_val = 10;
    param.padding_mode = param::Padding::PaddingMode::REPLICATE;
    param.front_offset_dim0 = 2;
    param.front_offset_dim1 = 1;
    param.front_offset_dim2 = 0;
    param.front_offset_dim3 = 0;
    param.front_offset_dim4 = 0;
    param.front_offset_dim5 = 0;
    param.front_offset_dim6 = 0;
    param.back_offset_dim0 = 0;
    param.back_offset_dim1 = 3;
    param.back_offset_dim2 = 0;
    param.back_offset_dim3 = 0;
    param.back_offset_dim4 = 0;
    param.back_offset_dim5 = 0;
    param.back_offset_dim6 = 0;
    checker.set_param(param).exect(
        Testcase{TensorValue({3,3}, dtype::Float32(), {1,2,3,4,5,6,7,8,9}), {}},
        Testcase{{},TensorValue({5,7}, dtype::Float32(), {1,1,2,3,3,3,3,1,1,2,3,3,3,3,1,1,2,3,3,3,3,4,4,5,6,6,6,6,7,7,8,9,9,9,9})}
    );
}

}
}