// Copyright 2020 Tencent // SPDX-License-Identifier: BSD-3-Clause #include "testutil.h" #include "layer_type.h" #include static int test_padding(const ncnn::Mat& a, int top, int bottom, int left, int right, int front, int behind, int type, float value, int per_channel_pad_data_size) { ncnn::ParamDict pd; pd.set(0, top); pd.set(1, bottom); pd.set(2, left); pd.set(3, right); pd.set(4, type); pd.set(5, value); pd.set(6, per_channel_pad_data_size); pd.set(7, front); pd.set(8, behind); std::vector weights(per_channel_pad_data_size ? 1 : 0); if (per_channel_pad_data_size) weights[0] = RandomMat(per_channel_pad_data_size); int ret = test_layer("Padding", pd, weights, a); if (ret != 0) { fprintf(stderr, "test_padding failed a.dims=%d a=(%d %d %d %d) top=%d bottom=%d left=%d right=%d front=%d behind=%d type=%d value=%f per_channel_pad_data_size=%d\n", a.dims, a.w, a.h, a.d, a.c, top, bottom, left, right, front, behind, type, value, per_channel_pad_data_size); } return ret; } static int test_padding_float_4d() { ncnn::Mat a = RandomMat(9, 10, 11, 96); ncnn::Mat b = RandomMat(10, 12, 13, 44); ncnn::Mat c = RandomMat(8, 7, 9, 13); return 0 // identity || test_padding(a, 0, 0, 0, 0, 0, 0, 0, 0.f, 0) // constant border across scalar and packed channels || test_padding(a, 2, 2, 2, 2, 2, 2, 0, 1.f, 0) || test_padding(b, 2, 2, 2, 2, 2, 2, 0, 2.f, 0) || test_padding(c, 2, 2, 2, 2, 2, 2, 0, -3.f, 0) // per-channel constant border || test_padding(a, 2, 1, 2, 1, 2, 1, 0, 0.f, a.c) || test_padding(b, 2, 1, 2, 1, 2, 1, 0, 0.f, b.c) || test_padding(c, 2, 1, 2, 1, 2, 1, 0, 0.f, c.c) // one-sided border || test_padding(a, 0, 1, 0, 1, 0, 1, 0, 0.f, 0) || test_padding(c, 0, 1, 0, 1, 0, 1, 0, 0.f, 0) // asymmetric border || test_padding(a, 1, 2, 3, 4, 5, 6, 0, 0.f, 0) || test_padding(c, 1, 2, 3, 4, 5, 6, 0, 0.f, 0) // alternate border extents || test_padding(b, 2, 3, 2, 3, 2, 3, 0, 0.f, 0) // opposite signed constant || test_padding(c, 1, 1, 1, 1, 1, 1, 0, 3.f, 0) // replicate border across channel packs || test_padding(a, 1, 2, 3, 1, 2, 1, 1, 0.f, 0) || test_padding(b, 2, 1, 1, 3, 1, 2, 1, 0.f, 0) || test_padding(c, 1, 1, 2, 1, 1, 1, 1, 0.f, 0) // reflect border across channel packs || test_padding(a, 2, 1, 1, 2, 1, 2, 2, 0.f, 0) || test_padding(b, 1, 2, 2, 1, 2, 1, 2, 0.f, 0) || test_padding(c, 1, 1, 1, 2, 1, 1, 2, 0.f, 0); } static int test_padding_float_3d() { ncnn::Mat a = RandomMat(9, 11, 96); ncnn::Mat b = RandomMat(10, 13, 44); ncnn::Mat c = RandomMat(8, 9, 13); return 0 // identity || test_padding(a, 0, 0, 0, 0, 0, 0, 0, 0.f, 0) // constant spatial border || test_padding(a, 2, 2, 2, 2, 0, 0, 0, 1.f, 0) || test_padding(b, 2, 2, 2, 2, 0, 0, 0, 2.f, 0) || test_padding(c, 2, 2, 2, 2, 0, 0, 0, -3.f, 0) // per-channel spatial border || test_padding(a, 2, 1, 2, 1, 0, 0, 0, 0.f, a.c) || test_padding(b, 2, 1, 2, 1, 0, 0, 0, 0.f, b.c) || test_padding(c, 2, 1, 2, 1, 0, 0, 0, 0.f, c.c) // one-sided replicate border || test_padding(a, 0, 1, 0, 1, 0, 0, 1, 0.f, 0) || test_padding(b, 0, 1, 0, 1, 0, 0, 1, 0.f, 0) || test_padding(c, 0, 1, 0, 1, 0, 0, 1, 0.f, 0) // spatial replicate with unchanged channel packing || test_padding(a, 1, 2, 3, 4, 0, 0, 1, 0.f, 0) || test_padding(b, 1, 2, 3, 4, 0, 0, 1, 0.f, 0) || test_padding(c, 1, 2, 3, 4, 0, 0, 1, 0.f, 0) // reflect spatial border || test_padding(a, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) || test_padding(b, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) || test_padding(c, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) // constant channel extension || test_padding(a, 1, 1, 1, 1, 1, 1, 0, -1.f, 0) || test_padding(b, 1, 1, 1, 1, 1, 1, 0, -2.f, 0) || test_padding(c, 1, 1, 1, 1, 1, 1, 0, 3.f, 0) // per-channel unaligned channel extension || test_padding(a, 2, 1, 0, 0, 2, 3, 0, 0.f, a.c + 5) || test_padding(b, 2, 1, 0, 0, 2, 3, 0, 0.f, b.c + 5) || test_padding(c, 2, 1, 0, 0, 2, 3, 0, 0.f, c.c + 5) // per-channel large aligned channel extension || test_padding(a, 1, 2, 3, 4, 32, 16, 0, 0.f, a.c + 48) || test_padding(b, 1, 2, 3, 4, 32, 16, 0, 0.f, b.c + 48) || test_padding(c, 1, 2, 3, 4, 32, 16, 0, 0.f, c.c + 48) // channel-only replicate extension || test_padding(a, 0, 0, 0, 0, 3, 1, 1, 0.f, 0) || test_padding(b, 0, 0, 0, 0, 3, 1, 1, 0.f, 0) || test_padding(c, 0, 0, 0, 0, 3, 1, 1, 0.f, 0) // aligned channel and spatial replicate border || test_padding(a, 2, 0, 1, 0, 4, 4, 1, 0.f, 0) || test_padding(b, 2, 0, 1, 0, 4, 4, 1, 0.f, 0) || test_padding(c, 2, 0, 1, 0, 4, 4, 1, 0.f, 0) // one-sided reflect channel extension || test_padding(a, 2, 0, 2, 0, 0, 2, 2, 0.f, 0) || test_padding(b, 2, 0, 2, 0, 0, 2, 2, 0.f, 0) || test_padding(c, 2, 0, 2, 0, 0, 2, 2, 0.f, 0) // aligned output with unaligned reflect offset || test_padding(a, 4, 2, 1, 3, 3, 5, 2, 0.f, 0) || test_padding(b, 4, 2, 1, 3, 3, 5, 2, 0.f, 0) || test_padding(c, 4, 2, 1, 3, 3, 5, 2, 0.f, 0); } static int test_padding_float_2d() { ncnn::Mat a = RandomMat(15, 96); ncnn::Mat b = RandomMat(19, 44); ncnn::Mat c = RandomMat(17, 15); return 0 // identity || test_padding(a, 0, 0, 0, 0, 0, 0, 0, 0.f, 0) // scalar horizontal constant border || test_padding(c, 0, 0, 1, 1, 0, 0, 0, -3.f, 0) // horizontal replicate border || test_padding(a, 0, 0, 3, 4, 0, 0, 1, 0.f, 0) || test_padding(b, 0, 0, 3, 4, 0, 0, 1, 0.f, 0) || test_padding(c, 0, 0, 3, 4, 0, 0, 1, 0.f, 0) // horizontal reflect border || test_padding(a, 0, 0, 3, 2, 0, 0, 2, 0.f, 0) || test_padding(b, 0, 0, 3, 2, 0, 0, 2, 0.f, 0) || test_padding(c, 0, 0, 3, 2, 0, 0, 2, 0.f, 0) // constant border with unaligned row offset || test_padding(a, 2, 2, 2, 2, 0, 0, 0, 1.f, 0) || test_padding(b, 2, 2, 2, 2, 0, 0, 0, 2.f, 0) || test_padding(c, 2, 2, 2, 2, 0, 0, 0, -3.f, 0) // large aligned row extension || test_padding(a, 16, 16, 2, 5, 0, 0, 0, -1.f, 0) || test_padding(b, 16, 16, 2, 5, 0, 0, 0, -2.f, 0) || test_padding(c, 16, 16, 2, 5, 0, 0, 0, 3.f, 0) // unaligned row offset with scalar and packed replicate output || test_padding(a, 3, 1, 3, 1, 0, 0, 1, 0.f, 0) || test_padding(c, 3, 1, 3, 1, 0, 0, 1, 0.f, 0) // aligned row and one-sided column replicate border || test_padding(a, 4, 4, 0, 1, 0, 0, 1, 0.f, 0) || test_padding(b, 4, 4, 0, 1, 0, 0, 1, 0.f, 0) || test_padding(c, 4, 4, 0, 1, 0, 0, 1, 0.f, 0) // unaligned row reflect border || test_padding(a, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) || test_padding(b, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) || test_padding(c, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) // scalar reflect geometry with aligned output || test_padding(c, 2, 6, 1, 0, 0, 0, 2, 0.f, 0); } static int test_padding_float_1d() { ncnn::Mat a = RandomMat(128); ncnn::Mat b = RandomMat(124); ncnn::Mat c = RandomMat(127); return 0 // identity || test_padding(a, 0, 0, 0, 0, 0, 0, 0, 0.f, 0) // unaligned constant offset and aligned output || test_padding(a, 0, 0, 2, 2, 0, 0, 0, 1.f, 0) || test_padding(b, 0, 0, 2, 2, 0, 0, 0, 2.f, 0) || test_padding(c, 0, 0, 2, 2, 0, 0, 0, -3.f, 0) // large aligned constant offset || test_padding(a, 0, 0, 32, 16, 0, 0, 0, -1.f, 0) || test_padding(b, 0, 0, 32, 16, 0, 0, 0, -2.f, 0) || test_padding(c, 0, 0, 32, 16, 0, 0, 0, 3.f, 0) // one-sided replicate output packing || test_padding(a, 0, 0, 0, 1, 0, 0, 1, 0.f, 0) || test_padding(b, 0, 0, 0, 1, 0, 0, 1, 0.f, 0) || test_padding(c, 0, 0, 0, 1, 0, 0, 1, 0.f, 0) // aligned replicate offset || test_padding(a, 0, 0, 4, 12, 0, 0, 1, 0.f, 0) || test_padding(b, 0, 0, 4, 12, 0, 0, 1, 0.f, 0) || test_padding(c, 0, 0, 4, 12, 0, 0, 1, 0.f, 0) // unaligned reflect offset || test_padding(a, 0, 0, 2, 3, 0, 0, 2, 0.f, 0) || test_padding(b, 0, 0, 2, 3, 0, 0, 2, 0.f, 0) || test_padding(c, 0, 0, 2, 3, 0, 0, 2, 0.f, 0) // aligned reflect offset || test_padding(a, 0, 0, 10, 6, 0, 0, 2, 0.f, 0) || test_padding(b, 0, 0, 10, 6, 0, 0, 2, 0.f, 0) || test_padding(c, 0, 0, 10, 6, 0, 0, 2, 0.f, 0); } static int test_padding_int8(const ncnn::Mat& a, int top, int bottom, int left, int right, int front, int behind, int type, float value, int per_channel_pad_data_size) { // TODO enable padding int8 with per_channel_pad_data_size per_channel_pad_data_size = 0; ncnn::ParamDict pd; pd.set(0, top); pd.set(1, bottom); pd.set(2, left); pd.set(3, right); pd.set(4, type); pd.set(5, value); pd.set(6, per_channel_pad_data_size); pd.set(7, front); pd.set(8, behind); std::vector weights(per_channel_pad_data_size ? 1 : 0); if (per_channel_pad_data_size) weights[0] = RandomMat(per_channel_pad_data_size); int flag = TEST_LAYER_DISABLE_AUTO_INPUT_CASTING; int ret = test_layer("Padding", pd, weights, a, 0.001, flag); if (ret != 0) { fprintf(stderr, "test_padding_int8 failed a.dims=%d a=(%d %d %d %d) top=%d bottom=%d left=%d right=%d front=%d behind=%d type=%d value=%f per_channel_pad_data_size=%d\n", a.dims, a.w, a.h, a.d, a.c, top, bottom, left, right, front, behind, type, value, per_channel_pad_data_size); } return ret; } static int test_padding_int8_4d() { ncnn::Mat a = RandomS8Mat(9, 10, 11, 96); ncnn::Mat b = RandomS8Mat(10, 12, 13, 44); ncnn::Mat c = RandomS8Mat(8, 7, 9, 13); return 0 // identity || test_padding_int8(a, 0, 0, 0, 0, 0, 0, 0, 0.f, 0) // constant border across scalar and packed channels || test_padding_int8(a, 2, 2, 2, 2, 1, 1, 0, 1.f, 0) || test_padding_int8(b, 2, 2, 2, 2, 1, 1, 0, 2.f, 0) || test_padding_int8(c, 2, 2, 2, 2, 1, 1, 0, -3.f, 0) // per-channel constant border || test_padding_int8(a, 2, 1, 2, 1, 2, 1, 0, 0.f, a.c) || test_padding_int8(b, 2, 1, 2, 1, 2, 1, 0, 0.f, b.c) || test_padding_int8(c, 2, 1, 2, 1, 2, 1, 0, 0.f, c.c) // one-sided border || test_padding_int8(a, 0, 1, 0, 1, 0, 1, 0, 0.f, 0) || test_padding_int8(c, 0, 1, 0, 1, 0, 1, 0, 0.f, 0) // asymmetric border || test_padding_int8(a, 1, 2, 3, 4, 5, 6, 0, 0.f, 0) || test_padding_int8(c, 1, 2, 3, 4, 5, 6, 0, 0.f, 0) // alternate border extents || test_padding_int8(b, 2, 3, 2, 3, 2, 3, 0, 0.f, 0) // opposite signed constant || test_padding_int8(c, 1, 1, 1, 1, 1, 1, 0, 3.f, 0) // replicate border across channel packs || test_padding_int8(a, 1, 2, 3, 1, 2, 1, 1, 0.f, 0) || test_padding_int8(b, 2, 1, 1, 3, 1, 2, 1, 0.f, 0) || test_padding_int8(c, 1, 1, 2, 1, 1, 1, 1, 0.f, 0) // reflect border across channel packs || test_padding_int8(a, 2, 1, 1, 2, 1, 2, 2, 0.f, 0) || test_padding_int8(b, 1, 2, 2, 1, 2, 1, 2, 0.f, 0) || test_padding_int8(c, 1, 1, 1, 2, 1, 1, 2, 0.f, 0); } static int test_padding_int8_3d() { ncnn::Mat a = RandomS8Mat(9, 11, 96); ncnn::Mat b = RandomS8Mat(10, 13, 44); ncnn::Mat c = RandomS8Mat(8, 9, 13); return 0 // identity || test_padding_int8(a, 0, 0, 0, 0, 0, 0, 0, 0.f, 0) // constant spatial border || test_padding_int8(a, 2, 2, 2, 2, 0, 0, 0, 1.f, 0) || test_padding_int8(b, 2, 2, 2, 2, 0, 0, 0, 2.f, 0) || test_padding_int8(c, 2, 2, 2, 2, 0, 0, 0, -3.f, 0) // per-channel spatial border || test_padding_int8(a, 2, 1, 2, 1, 0, 0, 0, 0.f, a.c) || test_padding_int8(b, 2, 1, 2, 1, 0, 0, 0, 0.f, b.c) || test_padding_int8(c, 2, 1, 2, 1, 0, 0, 0, 0.f, c.c) // one-sided replicate border || test_padding_int8(a, 0, 1, 0, 1, 0, 0, 1, 0.f, 0) || test_padding_int8(b, 0, 1, 0, 1, 0, 0, 1, 0.f, 0) || test_padding_int8(c, 0, 1, 0, 1, 0, 0, 1, 0.f, 0) // spatial replicate with unchanged channel packing || test_padding_int8(a, 1, 2, 3, 4, 0, 0, 1, 0.f, 0) || test_padding_int8(b, 1, 2, 3, 4, 0, 0, 1, 0.f, 0) || test_padding_int8(c, 1, 2, 3, 4, 0, 0, 1, 0.f, 0) // reflect spatial border || test_padding_int8(a, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) || test_padding_int8(b, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) || test_padding_int8(c, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) // constant channel extension || test_padding_int8(a, 1, 1, 1, 1, 1, 1, 0, -1.f, 0) || test_padding_int8(b, 1, 1, 1, 1, 1, 1, 0, -2.f, 0) || test_padding_int8(c, 1, 1, 1, 1, 1, 1, 0, 3.f, 0) // per-channel unaligned channel extension || test_padding_int8(a, 2, 1, 0, 0, 2, 3, 0, 0.f, a.c + 5) || test_padding_int8(b, 2, 1, 0, 0, 2, 3, 0, 0.f, b.c + 5) || test_padding_int8(c, 2, 1, 0, 0, 2, 3, 0, 0.f, c.c + 5) // per-channel large aligned channel extension || test_padding_int8(a, 1, 2, 3, 4, 8, 4, 0, 0.f, a.c + 12) || test_padding_int8(b, 1, 2, 3, 4, 8, 4, 0, 0.f, b.c + 12) || test_padding_int8(c, 1, 2, 3, 4, 8, 4, 0, 0.f, c.c + 12) // channel-only replicate extension || test_padding_int8(a, 0, 0, 0, 0, 3, 1, 1, 0.f, 0) || test_padding_int8(b, 0, 0, 0, 0, 3, 1, 1, 0.f, 0) || test_padding_int8(c, 0, 0, 0, 0, 3, 1, 1, 0.f, 0) // aligned channel and spatial replicate border || test_padding_int8(a, 2, 0, 1, 0, 4, 4, 1, 0.f, 0) || test_padding_int8(b, 2, 0, 1, 0, 4, 4, 1, 0.f, 0) || test_padding_int8(c, 2, 0, 1, 0, 4, 4, 1, 0.f, 0) // one-sided reflect channel extension || test_padding_int8(a, 2, 0, 2, 0, 0, 2, 2, 0.f, 0) || test_padding_int8(b, 2, 0, 2, 0, 0, 2, 2, 0.f, 0) || test_padding_int8(c, 2, 0, 2, 0, 0, 2, 2, 0.f, 0) // aligned output with unaligned reflect offset || test_padding_int8(a, 4, 2, 1, 3, 3, 5, 2, 0.f, 0) || test_padding_int8(b, 4, 2, 1, 3, 3, 5, 2, 0.f, 0) || test_padding_int8(c, 4, 2, 1, 3, 3, 5, 2, 0.f, 0); } static int test_padding_int8_2d() { ncnn::Mat a = RandomS8Mat(15, 96); ncnn::Mat b = RandomS8Mat(19, 44); ncnn::Mat c = RandomS8Mat(17, 15); return 0 // identity || test_padding_int8(a, 0, 0, 0, 0, 0, 0, 0, 0.f, 0) // horizontal constant border and aligned row packs || test_padding_int8(a, 0, 0, 1, 1, 0, 0, 0, 1.f, 0) || test_padding_int8(c, 0, 0, 1, 1, 0, 0, 0, -3.f, 0) // horizontal replicate border || test_padding_int8(a, 0, 0, 3, 4, 0, 0, 1, 0.f, 0) || test_padding_int8(b, 0, 0, 3, 4, 0, 0, 1, 0.f, 0) || test_padding_int8(c, 0, 0, 3, 4, 0, 0, 1, 0.f, 0) // horizontal reflect border || test_padding_int8(a, 0, 0, 3, 2, 0, 0, 2, 0.f, 0) || test_padding_int8(b, 0, 0, 3, 2, 0, 0, 2, 0.f, 0) || test_padding_int8(c, 0, 0, 3, 2, 0, 0, 2, 0.f, 0) // constant border with unaligned row offset || test_padding_int8(a, 2, 2, 2, 2, 0, 0, 0, 1.f, 0) || test_padding_int8(b, 2, 2, 2, 2, 0, 0, 0, 2.f, 0) || test_padding_int8(c, 2, 2, 2, 2, 0, 0, 0, -3.f, 0) // large aligned row extension || test_padding_int8(a, 8, 8, 2, 5, 0, 0, 0, -1.f, 0) || test_padding_int8(b, 8, 8, 2, 5, 0, 0, 0, -2.f, 0) || test_padding_int8(c, 8, 8, 2, 5, 0, 0, 0, 3.f, 0) // unaligned row offset with scalar and packed replicate output || test_padding_int8(a, 3, 1, 3, 1, 0, 0, 1, 0.f, 0) || test_padding_int8(c, 3, 1, 3, 1, 0, 0, 1, 0.f, 0) // aligned row and one-sided column replicate border || test_padding_int8(a, 4, 4, 0, 1, 0, 0, 1, 0.f, 0) || test_padding_int8(b, 4, 4, 0, 1, 0, 0, 1, 0.f, 0) || test_padding_int8(c, 4, 4, 0, 1, 0, 0, 1, 0.f, 0) // unaligned row reflect border || test_padding_int8(a, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) || test_padding_int8(b, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) || test_padding_int8(c, 2, 3, 2, 3, 0, 0, 2, 0.f, 0) // scalar reflect geometry with aligned output || test_padding_int8(c, 2, 6, 1, 0, 0, 0, 2, 0.f, 0); } static int test_padding_int8_1d() { ncnn::Mat a = RandomS8Mat(128); ncnn::Mat b = RandomS8Mat(124); ncnn::Mat c = RandomS8Mat(127); return 0 // identity || test_padding_int8(a, 0, 0, 0, 0, 0, 0, 0, 0.f, 0) // unaligned constant offset and aligned output || test_padding_int8(a, 0, 0, 2, 2, 0, 0, 0, 1.f, 0) || test_padding_int8(b, 0, 0, 2, 2, 0, 0, 0, 2.f, 0) || test_padding_int8(c, 0, 0, 2, 2, 0, 0, 0, -3.f, 0) // large aligned constant offset || test_padding_int8(a, 0, 0, 16, 8, 0, 0, 0, -1.f, 0) || test_padding_int8(b, 0, 0, 16, 8, 0, 0, 0, -2.f, 0) || test_padding_int8(c, 0, 0, 16, 8, 0, 0, 0, 3.f, 0) // one-sided replicate output packing || test_padding_int8(a, 0, 0, 0, 1, 0, 0, 1, 0.f, 0) || test_padding_int8(b, 0, 0, 0, 1, 0, 0, 1, 0.f, 0) || test_padding_int8(c, 0, 0, 0, 1, 0, 0, 1, 0.f, 0) // aligned replicate offset || test_padding_int8(a, 0, 0, 4, 12, 0, 0, 1, 0.f, 0) || test_padding_int8(b, 0, 0, 4, 12, 0, 0, 1, 0.f, 0) || test_padding_int8(c, 0, 0, 4, 12, 0, 0, 1, 0.f, 0) // unaligned reflect offset || test_padding_int8(a, 0, 0, 2, 3, 0, 0, 2, 0.f, 0) || test_padding_int8(b, 0, 0, 2, 3, 0, 0, 2, 0.f, 0) || test_padding_int8(c, 0, 0, 2, 3, 0, 0, 2, 0.f, 0) // aligned reflect offset || test_padding_int8(a, 0, 0, 10, 6, 0, 0, 2, 0.f, 0) || test_padding_int8(b, 0, 0, 10, 6, 0, 0, 2, 0.f, 0) || test_padding_int8(c, 0, 0, 10, 6, 0, 0, 2, 0.f, 0); } #if NCNN_VALIDATION static int test_padding_load_param() { ncnn::ParamDict base; if (test_layer_param(ncnn::LayerType::Padding, base, 0) != 0) return -1; for (int i = 0; i <= 2; i++) { if (test_layer_param(ncnn::LayerType::Padding, base, 4, i, 0) != 0) return -1; } const int invalid[] = {-1, 3, INT_MIN, INT_MAX}; for (int i = 0; i < 4; i++) { if (test_layer_param(ncnn::LayerType::Padding, base, 4, invalid[i], -1) != 0) return -1; } return 0; } #endif // NCNN_VALIDATION int main() { SRAND(7767517); return 0 || test_padding_float_4d() || test_padding_float_3d() || test_padding_float_2d() || test_padding_float_1d() || test_padding_int8_4d() || test_padding_int8_3d() || test_padding_int8_2d() || test_padding_int8_1d() #if NCNN_VALIDATION || test_padding_load_param() #endif // NCNN_VALIDATION ; }