// Copyright 2020 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. #include #include "subgraph-tester.h" #include TEST(SUBGRAPH_NCHW, single_conv) { auto tester = SubgraphTester(4); tester .add_tensor({1, 256, 256, 3}, kDynamic, 0) .add_tensor({32, 3, 3, 3}, kStaticDense, 1) .add_tensor({32}, kStaticDense, 2) .add_tensor({1, 128, 128, 32}, kDynamic, 3) .add_conv(1, 1, 1, 1, 3, 3, 2, 2, 1, 1, 1, 3, 32, 0, 1, 2, 3) .optimize() .rewrite(); ASSERT_EQ(tester.get_layout(0), xnn_layout_type_nhwc); ASSERT_EQ(tester.get_layout(3), xnn_layout_type_nhwc); } TEST(SUBGRAPH_NCHW, single_conv_and_global_average_pooling) { auto tester = SubgraphTester(5); tester .add_tensor({1, 256, 256, 3}, kDynamic, 0) .add_tensor({32, 3, 3, 3}, kStaticDense, 1) .add_tensor({32}, kStaticDense, 2) .add_tensor({1, 128, 128, 32}, kDynamic, 3) .add_tensor({32}, kDynamic, 4) .add_conv(1, 1, 1, 1, 3, 3, 2, 2, 1, 1, 1, 3, 32, 0, 1, 2, 3) .add_global_average_pooling(3, 4) .optimize() .rewrite(); ASSERT_EQ(tester.get_layout(0), xnn_layout_type_nhwc); ASSERT_EQ(tester.get_layout(3), xnn_layout_type_nhwc); ASSERT_EQ(tester.get_layout(4), xnn_layout_type_nhwc); } TEST(SUBGRAPH_NCHW, pixelwise_conv_sandwich) { auto tester = SubgraphTester(8); tester .add_tensor({1, 256, 256, 3}, kDynamic, 0) .add_tensor({8, 3, 3, 3}, kStaticDense, 1) .add_tensor({8}, kStaticDense, 2) .add_tensor({1, 128, 128, 8}, kDynamic, 3) .add_tensor({4, 1, 1, 8}, kStaticSparse, 4) .add_tensor({4}, kStaticDense, 5) .add_tensor({1, 128, 128, 4}, kDynamic, 6) .add_tensor({1, 4}, kDynamic, 7) .add_conv(1, 1, 1, 1, 3, 3, 2, 2, 1, 1, 1, 3, 8, 0, 1, 2, 3) .add_conv(0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 8, 4, 3, 4, 5, 6) .add_global_average_pooling(6, 7) .optimize() .rewrite(); ASSERT_EQ(tester.get_layout(0), xnn_layout_type_nhwc); ASSERT_EQ(tester.get_layout(3), xnn_layout_type_nchw); ASSERT_EQ(tester.get_layout(6), xnn_layout_type_nchw); ASSERT_EQ(tester.get_layout(7), xnn_layout_type_nhwc); } TEST(SUBGRAPH_NCHW, bottleneck) { auto tester = SubgraphTester(15); tester .add_tensor({1, 256, 256, 3}, kDynamic, 0) .add_tensor({8, 3, 3, 3}, kStaticDense, 1) .add_tensor({8}, kStaticDense, 2) .add_tensor({1, 128, 128, 8}, kDynamic, 3) .add_tensor({4, 1, 1, 8}, kStaticSparse, 4) .add_tensor({4}, kStaticDense, 5) .add_tensor({1, 128, 128, 4}, kDynamic, 6) .add_tensor({1, 3, 3, 4}, kStaticDense, 7) .add_tensor({4}, kStaticDense, 8) .add_tensor({1, 128, 128, 4}, kDynamic, 9) .add_tensor({8, 1, 1, 4}, kStaticSparse, 10) .add_tensor({8}, kStaticDense, 11) .add_tensor({1, 128, 128, 8}, kDynamic, 12) .add_tensor({1, 128, 128, 8}, kDynamic, 13) .add_tensor({1, 128, 128, 8}, kDynamic, 13) .add_tensor({1, 8}, kDynamic, 14) .add_conv(1, 1, 1, 1, 3, 3, 2, 2, 1, 1, 1, 3, 8, 0, 1, 2, 3) .add_conv(0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 8, 4, 3, 4, 5, 6) .add_depthwise_conv(1, 1, 1, 1, 3, 3, 1, 1, 1, 1, 1, 4, 6, 7, 8, 9) .add_conv(0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 8, 4, 9, 10, 11, 12) .add_addition(3, 12, 13) .add_global_average_pooling(13, 14) .optimize() .rewrite(); ASSERT_EQ(tester.get_layout(0), xnn_layout_type_nhwc); ASSERT_EQ(tester.get_layout(3), xnn_layout_type_nchw); ASSERT_EQ(tester.get_layout(6), xnn_layout_type_nchw); ASSERT_EQ(tester.get_layout(9), xnn_layout_type_nchw); ASSERT_EQ(tester.get_layout(12), xnn_layout_type_nchw); ASSERT_EQ(tester.get_layout(13), xnn_layout_type_nchw); ASSERT_EQ(tester.get_layout(14), xnn_layout_type_nhwc); }