
#include "verify_program.hpp"
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>

#include <migraphx/serialize.hpp>

#include <migraphx/op/common.hpp>

struct test_lstm_bidirct_last : verify_program<test_lstm_bidirct_last>
{
    migraphx::program create_program() const
    {
        int batch_size  = 2;
        int seq_len     = 3;
        int hidden_size = 5;
        int input_size  = 8;
        int num_dirct   = 2;
        float clip      = 0.0f;

        migraphx::program p;
        auto* mm = p.get_main_module();
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape ic_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};

        auto seq  = mm->add_parameter("seq", in_shape);
        auto w    = mm->add_parameter("w", w_shape);
        auto r    = mm->add_parameter("r", r_shape);
        auto bias = mm->add_parameter("bias", b_shape);
        auto ih   = mm->add_parameter("ih", ih_shape);
        auto ic   = mm->add_parameter("ic", ic_shape);
        auto pph  = mm->add_parameter("pph", pph_shape);
        auto und  = mm->add_instruction(migraphx::make_op("undefined"));

        auto output = mm->add_instruction(
            migraphx::make_op(
                "lstm",
                {{"hidden_size", hidden_size},
                 {"actv_func",
                  migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
                                                                      migraphx::make_op("tanh"),
                                                                      migraphx::make_op("tanh")})},
                 {"direction", migraphx::to_value(migraphx::op::rnn_direction::bidirectional)},
                 {"clip", clip}}),
            seq,
            w,
            r,
            bias,
            und,
            ih,
            ic,
            pph);
        mm->add_instruction(migraphx::make_op("rnn_last_hs_output"), output);

        return p;
    }
    std::string section() const { return "rnn"; }
};
