#include "verify_program.hpp" #include #include #include struct test_rnn_sql_1 : verify_program { migraphx::program create_program() const { std::size_t batch_size = 2; std::size_t seq_len = 10; std::size_t hidden_size = 4; std::size_t input_size = 3; std::size_t num_dirct = 1; float clip = 0.0f; migraphx::program p; migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}}; migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}}; migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}}; migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}}; migraphx::shape s_shape{migraphx::shape::int32_type, {batch_size}}; migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}}; auto seq = p.add_parameter("seq", in_shape); auto w = p.add_parameter("w", w_shape); auto r = p.add_parameter("r", r_shape); auto bias = p.add_parameter("bias", b_shape); std::vector sl_data{5, 7}; auto sql = p.add_literal(migraphx::literal{s_shape, sl_data}); auto ih = p.add_parameter("ih", ih_shape); auto hs = p.add_instruction(migraphx::op::rnn{hidden_size, {migraphx::op::tanh{}, migraphx::op::tanh{}}, migraphx::op::rnn_direction::forward, clip}, seq, w, r, bias, sql, ih); auto last_hs = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs); p.add_return({hs, last_hs}); return p; } std::string section() const { return "rnn"; } };