#include "verify_program.hpp" #include #include #include #include struct test_conv_bn_relu_pooling : verify_program { migraphx::program create_program() const { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape xs{migraphx::shape::float_type, {1, 3, 224, 224}}; migraphx::shape ws{migraphx::shape::float_type, {64, 3, 7, 7}}; migraphx::shape vars{migraphx::shape::float_type, {64}}; auto x = mm->add_parameter("x", xs); auto w = mm->add_parameter("w", ws); auto conv = mm->add_instruction( migraphx::make_op("convolution", {{"padding", {3, 3}}, {"stride", {2, 2}}, {"dilation", {1, 1}}}), x, w); auto scale = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 1))); auto bias = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 2))); auto mean = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 3))); auto variance = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 4))); auto bn = mm->add_instruction( migraphx::make_op("batch_norm_inference"), conv, scale, bias, mean, variance); auto relu = mm->add_instruction(migraphx::make_op("relu"), bn); mm->add_instruction(migraphx::make_op("pooling", {{"mode", migraphx::op::pooling_mode::average}, {"padding", {1, 1}}, {"stride", {2, 2}}, {"lengths", {3, 3}}}), relu); return p; } };