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ncnn

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ncnn
/tests
/
test_pooling.cpp 
266 строк · 12.5 Кб
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// Tencent is pleased to support the open source community by making ncnn available.
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//
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// Copyright (C) 2020 THL A29 Limited, a Tencent company. All rights reserved.
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//
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// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
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// in compliance with the License. You may obtain a copy of the License at
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//
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// https://opensource.org/licenses/BSD-3-Clause
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//
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// Unless required by applicable law or agreed to in writing, software distributed
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// under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
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// CONDITIONS OF ANY KIND, either express or implied. See the License for the
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// specific language governing permissions and limitations under the License.
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#include "testutil.h"
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static int test_pooling(int w, int h, int c, int pooling_type, int kernel, int stride, int pad, int global_pooling, int pad_mode, int avgpool_count_include_pad, int adaptive_pooling, int out_w)
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{
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    ncnn::Mat a = RandomMat(w, h, c);
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    ncnn::ParamDict pd;
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    pd.set(0, pooling_type);              // pooling_type
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    pd.set(1, kernel);                    // kernel_w
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    pd.set(2, stride);                    // stride_w
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    pd.set(3, pad);                       // pad_w
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    pd.set(4, global_pooling);            // global_pooling
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    pd.set(5, pad_mode);                  // pad_mode
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    pd.set(6, avgpool_count_include_pad); // avgpool_count_include_pad
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    pd.set(7, adaptive_pooling);          // adaptive_pooling
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    pd.set(8, out_w);                     // out_w
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    std::vector<ncnn::Mat> weights(0);
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    int ret = test_layer("Pooling", pd, weights, a);
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    if (ret != 0)
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    {
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        fprintf(stderr, "test_pooling failed w=%d h=%d c=%d pooling_type=%d kernel=%d stride=%d pad=%d global_pooling=%d pad_mode=%d avgpool_count_include_pad=%d adaptive_pooling=%d out_w=%d\n", w, h, c, pooling_type, kernel, stride, pad, global_pooling, pad_mode, avgpool_count_include_pad, adaptive_pooling, out_w);
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    }
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    return ret;
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}
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static int test_pooling_0()
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{
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    static const int ksp[11][3] = {
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        {2, 1, 0},
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        {2, 2, 0},
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        {3, 1, 0},
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        {3, 2, 1},
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        {4, 1, 0},
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        {4, 2, 1},
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        {5, 1, 0},
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        {5, 2, 2},
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        {7, 1, 0},
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        {7, 2, 1},
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        {7, 3, 2},
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    };
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    for (int i = 0; i < 11; i++)
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    {
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        int ret = 0
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                  || test_pooling(9, 7, 1, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0)
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                  || test_pooling(9, 7, 2, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0)
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                  || test_pooling(9, 7, 3, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 2, 0, 0, 0)
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                  || test_pooling(9, 7, 4, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 3, 0, 0, 0)
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                  || test_pooling(9, 7, 7, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0)
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                  || test_pooling(9, 7, 8, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0)
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                  || test_pooling(9, 7, 15, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 2, 0, 0, 0)
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                  || test_pooling(9, 7, 16, 0, ksp[i][0], ksp[i][1], ksp[i][2], 0, 3, 0, 0, 0);
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        if (ret != 0)
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            return -1;
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    }
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    return 0;
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}
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static int test_pooling_1()
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{
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    static const int ksp[11][3] = {
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        {2, 1, 0},
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        {2, 2, 0},
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        {3, 1, 0},
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        {3, 2, 1},
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        {4, 1, 0},
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        {4, 2, 1},
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        {5, 1, 0},
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        {5, 2, 2},
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        {7, 1, 0},
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        {7, 2, 1},
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        {7, 3, 2},
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    };
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    for (int i = 0; i < 11; i++)
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    {
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        int ret = 0
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                  || test_pooling(9, 7, 1, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0)
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                  || test_pooling(9, 7, 2, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0)
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                  || test_pooling(9, 7, 3, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 1, 0, 0)
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                  || test_pooling(9, 7, 4, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0)
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                  || test_pooling(9, 7, 7, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0)
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                  || test_pooling(9, 7, 8, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 1, 0, 0)
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                  || test_pooling(9, 7, 12, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 2, 1, 0, 0)
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                  || test_pooling(9, 7, 15, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 0, 0, 0, 0)
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                  || test_pooling(9, 7, 16, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 1, 0, 0, 0)
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                  || test_pooling(9, 7, 64, 1, ksp[i][0], ksp[i][1], ksp[i][2], 0, 3, 1, 0, 0);
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        if (ret != 0)
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            return -1;
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    }
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    return 0;
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}
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static int test_pooling_2()
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{
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    return 0
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           || test_pooling(2, 5, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(5, 2, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(3, 6, 3, 0, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(6, 3, 3, 1, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(6, 4, 4, 1, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(8, 7, 8, 0, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(7, 8, 8, 1, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(11, 13, 16, 0, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(13, 11, 16, 1, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(110, 103, 106, 0, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(130, 101, 106, 1, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(80, 93, 128, 0, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(80, 91, 128, 1, 1, 1, 0, 1, 0, 0, 0, 0)
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           || test_pooling(48, 48, 4, 0, 2, 2, 0, 0, 0, 0, 0, 0)
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           || test_pooling(48, 48, 15, 0, 2, 2, 1, 0, 0, 0, 0, 0);
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}
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// adaptive avg pool
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static int test_pooling_3()
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{
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    return 0
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           || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(2, 5, 1, 1, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(5, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(3, 6, 3, 1, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 7)
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           || test_pooling(4, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 8)
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           || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(6, 4, 4, 1, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 7)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 8)
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           || test_pooling(8, 7, 8, 1, 1, 1, 0, 0, 0, 0, 1, 9)
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           || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 1)
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           || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 3)
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           || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 5)
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           || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 7)
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           || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 9)
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           || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 11)
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           || test_pooling(11, 13, 16, 1, 1, 1, 0, 0, 0, 1, 0, 13)
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           || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 2)
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           || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 4)
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           || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 6)
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           || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 8)
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           || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 10)
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           || test_pooling(13, 11, 16, 1, 1, 1, 0, 0, 0, 1, 0, 12);
194
}
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// adaptive max pool
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static int test_pooling_4()
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{
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    return 0
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           || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(2, 5, 1, 0, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(5, 2, 1, 0, 1, 1, 0, 0, 0, 0, 1, 6)
212
           || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 4)
216
           || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(3, 6, 3, 0, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 2)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 7)
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           || test_pooling(4, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 8)
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           || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 1)
227
           || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 2)
228
           || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 3)
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           || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 4)
230
           || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 5)
231
           || test_pooling(6, 4, 4, 0, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 1)
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           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 2)
234
           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 3)
235
           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 4)
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           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 5)
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           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 6)
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           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 7)
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           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 8)
240
           || test_pooling(8, 7, 8, 0, 1, 1, 0, 0, 0, 0, 1, 9)
241
           || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 1)
242
           || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 3)
243
           || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 5)
244
           || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 7)
245
           || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 9)
246
           || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 11)
247
           || test_pooling(11, 13, 16, 0, 1, 1, 0, 0, 0, 1, 0, 13)
248
           || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 2)
249
           || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 4)
250
           || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 6)
251
           || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 8)
252
           || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 10)
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           || test_pooling(13, 11, 16, 0, 1, 1, 0, 0, 0, 1, 0, 12);
254
}
255


256
int main()
257
{
258
    SRAND(7767517);
259


260
    return 0
261
           || test_pooling_0()
262
           || test_pooling_1()
263
           || test_pooling_2()
264
           || test_pooling_3()
265
           || test_pooling_4();
266
}
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