#include #include #include #include #include #include struct pad_rewrite_target { std::string name() const { return "pad_rewrite"; } std::vector get_passes(migraphx::context&) const { return {migraphx::pad_rewrite{}, migraphx::dead_code_elimination{}}; } migraphx::context get_context() const { return {}; } }; migraphx::instruction_ref create_im2col(migraphx::instruction_ref& l_img, size_t channels, migraphx::program& p) { size_t f[2] = {1, 1}; std::vector weights(channels * f[0] * f[1]); migraphx::shape s_weights{migraphx::shape::int32_type, {1, channels, f[0], f[1]}}; auto l_weights = p.add_literal(migraphx::literal{s_weights, weights}); return p.add_instruction(migraphx::op::im2col{}, l_img, l_weights); } migraphx::instruction_ref create_conv(migraphx::instruction_ref& l_img, size_t channels, migraphx::program& p) { migraphx::shape s_weights{migraphx::shape::int32_type, {4, channels, 3, 3}}; std::vector weights(4 * channels * 3 * 3); auto l_weights = p.add_literal(migraphx::literal{s_weights, weights}); return p.add_instruction(migraphx::op::convolution{}, l_img, l_weights); } TEST_CASE(rewrite_test) { migraphx::program p; size_t img_dim[2] = {2, 2}; size_t channels = 1; std::vector input(channels * img_dim[0] * img_dim[1]); std::iota(input.begin(), input.end(), 0); migraphx::shape s_img{migraphx::shape::int32_type, {1, channels, img_dim[0], img_dim[1]}}; auto l_img = p.add_literal(migraphx::literal{s_img, input}); auto padded_img = p.add_instruction(migraphx::op::pad{{0,0,1,1,0,0,1,1}}, l_img); auto l0 = create_im2col(padded_img, channels, p); auto l1 = create_conv(padded_img, channels, p); auto l2 = p.add_instruction(migraphx::op::pooling{}, padded_img); p.add_instruction(migraphx::op::identity{}, l0, l1, l2); p.compile(pad_rewrite_target{}); EXPECT(std::none_of(p.begin(), p.end(), [](const migraphx::instruction& ins) { return ins.name() == "pad"; })); } TEST_CASE(rewrite_test_asymmetric) { migraphx::program p; size_t img_dim[2] = {2, 2}; size_t channels = 1; std::vector input(channels * img_dim[0] * img_dim[1]); std::iota(input.begin(), input.end(), 0); migraphx::shape s_img{migraphx::shape::int32_type, {1, channels, img_dim[0], img_dim[1]}}; auto l_img = p.add_literal(migraphx::literal{s_img, input}); auto padded_img = p.add_instruction(migraphx::op::pad{{0,0,0,0,0,0,2,2}}, l_img); create_im2col(padded_img, channels, p); p.compile(pad_rewrite_target{}); EXPECT(std::any_of(p.begin(), p.end(), [](const migraphx::instruction& ins) { return ins.name() == "pad"; })); } int main(int argc, const char* argv[]) { test::run(argc, argv); }