#include <test.hpp>
#include "test_utils.hpp"

#ifdef __clang__
#pragma clang diagnostic push
#pragma clang diagnostic ignored "-Wglobal-constructors"
#endif

struct test_rnn_forward : verify_program<test_rnn_forward>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        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 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        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,
                                    und,
                                    ih);
        auto lho = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        p.add_return({hs, lho});

        return p;
    }
};

struct test_rnn_forward10 : verify_program<test_rnn_forward10>
{
    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 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        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,
                                    und,
                                    ih);
        auto lho = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        p.add_return({hs, lho});

        return p;
    }
};

struct test_rnn_sql_1 : verify_program<test_rnn_sql_1>
{
    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<int> 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;
    }
};

struct test_rnn_sql_2 : verify_program<test_rnn_sql_2>
{
    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_orig = 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);
        migraphx::shape pad_s{migraphx::shape::float_type, {2, batch_size, input_size}};
        std::vector<float> pad_data(pad_s.elements(), 0.0f);
        auto seq_pad = p.add_literal(migraphx::literal{pad_s, pad_data});
        auto seq     = p.add_instruction(migraphx::op::concat{0}, seq_orig, seq_pad);
        std::vector<int> sl_data(batch_size, static_cast<int>(seq_len));
        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;
    }
};

struct test_rnn_reverse : verify_program<test_rnn_reverse>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        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 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::reverse,
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

struct test_rnn_reverse2 : verify_program<test_rnn_reverse2>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 2;
        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 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::reverse,
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

struct test_rnn_3args : verify_program<test_rnn_3args>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        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}};

        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::reverse,
                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_rnn_4args : verify_program<test_rnn_4args>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 5;
        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}};

        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);

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::reverse,
                                            clip},
                          seq,
                          w,
                          r,
                          bias);

        return p;
    }
};

struct test_rnn_5args : verify_program<test_rnn_5args>
{
    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}};

        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);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::forward,
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und);
        p.add_instruction(migraphx::op::rnn_last_hs_output{}, output);

        return p;
    }
};

struct test_rnn_bidirectional : verify_program<test_rnn_bidirectional>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 2;
        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 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::bidirectional,
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
        p.add_instruction(migraphx::op::rnn_last_hs_output{}, output);

        return p;
    }
};

struct test_rnn_bidirectional10 : verify_program<test_rnn_bidirectional10>
{
    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   = 2;
        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 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::bidirectional,
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
        p.add_instruction(migraphx::op::rnn_last_hs_output{}, output);

        return p;
    }
};

struct test_rnn_bi_3args : verify_program<test_rnn_bi_3args>
{
    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   = 2;
        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 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 output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::bidirectional,
                                                clip},
                              seq,
                              w,
                              r);
        p.add_instruction(migraphx::op::rnn_last_hs_output{}, output);

        return p;
    }
};

struct test_gru_forward : verify_program<test_gru_forward>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto hs =
            p.add_instruction(migraphx::op::gru{hidden_size,
                                                {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::forward,
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
        auto lho = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        p.add_return({lho, hs});

        return p;
    }
};

struct test_gru_forward_3args_und : verify_program<test_gru_forward_3args_und>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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 und = p.add_instruction(migraphx::op::undefined{});
        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::forward,
                                            clip},
                          seq,
                          w,
                          r,
                          und,
                          und,
                          und);

        return p;
    }
};

struct test_var_sl_gru_forward : verify_program<test_var_sl_gru_forward>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 3;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape sl_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        std::vector<int> sl_data{3, 2, 1};
        auto sql = p.add_literal(migraphx::literal{sl_shape, sl_data});

        auto hs =
            p.add_instruction(migraphx::op::gru{hidden_size,
                                                {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::forward,
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              sql,
                              ih);
        auto lho = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        p.add_return({lho, hs});

        return p;
    }
};

struct test_gru_forward_3args : verify_program<test_gru_forward_3args>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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);
        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::forward,
                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_gru_forward_seq1 : verify_program<test_gru_forward_seq1>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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);
        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::forward,
                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_gru_forward_default_actv : verify_program<test_gru_forward_default_actv>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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);
        p.add_instruction(
            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_gru_two_outputs : verify_program<test_gru_two_outputs>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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 hs  = p.add_instruction(
            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r);
        auto last_hs = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        p.add_return({hs, last_hs});

        return p;
    }
};

struct test_gru_forward_default_actv1 : verify_program<test_gru_forward_default_actv1>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(
            migraphx::op::gru{
                hidden_size, {migraphx::op::sigmoid{}}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r,
            bias,
            und,
            ih);

        return p;
    }
};

struct test_gru_reverse_last : verify_program<test_gru_reverse_last>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto output =
            p.add_instruction(migraphx::op::gru{hidden_size,
                                                {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::reverse,
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
        p.add_instruction(migraphx::op::rnn_last_hs_output{}, output);

        return p;
    }
};

struct test_gru_reverse_3args : verify_program<test_gru_reverse_3args>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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);
        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::reverse,
                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_gru_bidirct : verify_program<test_gru_bidirct>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto hs =
            p.add_instruction(migraphx::op::gru{hidden_size,
                                                {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::bidirectional,
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
        auto lho = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        p.add_return({hs, lho});

        return p;
    }
};

struct test_var_sl_gru_bidirct : verify_program<test_var_sl_gru_bidirct>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 3;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape sl_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        std::vector<int> sl_data{2, 1, 3};
        auto sql = p.add_literal(migraphx::literal{sl_shape, sl_data});

        auto hs =
            p.add_instruction(migraphx::op::gru{hidden_size,
                                                {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                                migraphx::op::rnn_direction::bidirectional,
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              sql,
                              ih);
        auto lho = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        p.add_return({hs, lho});

        return p;
    }
};

struct test_gru_bidirct_3args_und : verify_program<test_gru_bidirct_3args_und>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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 und = p.add_instruction(migraphx::op::undefined{});
        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::bidirectional,
                                            clip},
                          seq,
                          w,
                          r,
                          und,
                          und,
                          und);

        return p;
    }
};

struct test_gru_bidirct_3args : verify_program<test_gru_bidirct_3args>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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);
        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::bidirectional,
                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_gru_bidirct_seq1 : verify_program<test_gru_bidirct_seq1>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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);
        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                            migraphx::op::rnn_direction::bidirectional,
                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_gru_bidirct_default_actv : verify_program<test_gru_bidirct_default_actv>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_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);
        p.add_instruction(
            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::bidirectional, clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_gru_bidirct_default_actv1 : verify_program<test_gru_bidirct_default_actv1>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}},
                                            migraphx::op::rnn_direction::bidirectional,
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

struct test_lstm_forward_last : verify_program<test_lstm_forward_last>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 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 l_shape{migraphx::shape::int32_type, {batch_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  = 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto len  = p.add_literal(migraphx::literal(l_shape, {1, 2}));
        auto ic   = p.add_parameter("ic", ic_shape);
        auto pph  = p.add_parameter("pph", pph_shape);

        auto output = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r,
            bias,
            len,
            ih,
            ic,
            pph);
        p.add_instruction(migraphx::op::rnn_last_hs_output{}, output, len);

        return p;
    }
};

struct test_lstm_forward_hs : verify_program<test_lstm_forward_hs>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 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  = 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto ic   = p.add_parameter("ic", ic_shape);
        auto pph  = p.add_parameter("pph", pph_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r,
            bias,
            und,
            ih,
            ic,
            pph);

        return p;
    }
};

struct test_lstm_forward_3args_und : verify_program<test_lstm_forward_3args_und>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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 und = p.add_instruction(migraphx::op::undefined{});
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r,
            und,
            und,
            und,
            und,
            und);

        return p;
    }
};

struct test_lstm_forward_3args : verify_program<test_lstm_forward_3args>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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);
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_lstm_two_outputs : verify_program<test_lstm_two_outputs>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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 hs  = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r);
        auto last_hs = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        p.add_return({hs, last_hs});

        return p;
    }
};

struct test_lstm_three_outputs : verify_program<test_lstm_three_outputs>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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 hs  = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r);
        auto last_hs   = p.add_instruction(migraphx::op::rnn_last_hs_output{}, hs);
        auto last_cell = p.add_instruction(migraphx::op::rnn_last_cell_output{}, hs);
        p.add_return({hs, last_hs, last_cell});

        return p;
    }
};

struct test_lstm_forward_seq1 : verify_program<test_lstm_forward_seq1>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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);
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_lstm_forward_default_actv : verify_program<test_lstm_forward_default_actv>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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);
        p.add_instruction(
            migraphx::op::lstm{hidden_size, {}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_lstm_forward_default_actv1 : verify_program<test_lstm_forward_default_actv1>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 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}};

        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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(
            migraphx::op::lstm{
                hidden_size, {migraphx::op::sigmoid{}}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r,
            bias,
            und,
            ih);

        return p;
    }
};

struct test_lstm_reverse_last : verify_program<test_lstm_reverse_last>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 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  = 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto ic   = p.add_parameter("ic", ic_shape);
        auto pph  = p.add_parameter("pph", pph_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto output = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::reverse,
                clip},
            seq,
            w,
            r,
            bias,
            und,
            ih,
            ic,
            pph);
        p.add_instruction(migraphx::op::rnn_last_hs_output{}, output);

        return p;
    }
};

struct test_lstm_reverse_3args : verify_program<test_lstm_reverse_3args>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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);
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::reverse,
                clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_lstm_reverse_3args_cell_output : verify_program<test_lstm_reverse_3args_cell_output>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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 hs  = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::reverse,
                clip},
            seq,
            w,
            r);
        p.add_instruction(migraphx::op::rnn_last_cell_output{}, hs);

        return p;
    }
};

struct test_lstm_bidirct_last : verify_program<test_lstm_bidirct_last>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 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  = 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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto ic   = p.add_parameter("ic", ic_shape);
        auto pph  = p.add_parameter("pph", pph_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto output = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::bidirectional,
                clip},
            seq,
            w,
            r,
            bias,
            und,
            ih,
            ic,
            pph);
        p.add_instruction(migraphx::op::rnn_last_hs_output{}, output);

        return p;
    }
};

struct test_lstm_bidirct_hs : verify_program<test_lstm_bidirct_hs>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 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 sl_shape{migraphx::shape::int32_type, {batch_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        std::vector<int> sl_data{3, 2};
        auto sql = p.add_literal(migraphx::literal{migraphx::literal{sl_shape, sl_data}});

        p.add_instruction(migraphx::op::lstm{hidden_size,
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
                          seq,
                          w,
                          r,
                          bias,
                          sql,
                          ih);

        return p;
    }
};

struct test_lstm_bidirct_3args_und : verify_program<test_lstm_bidirct_3args_und>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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 und = p.add_instruction(migraphx::op::undefined{});
        p.add_instruction(
            migraphx::op::gru{hidden_size,
                              {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                              migraphx::op::rnn_direction::bidirectional,
                              clip},
            seq,
            w,
            r,
            und,
            und,
            und,
            und,
            und);

        return p;
    }
};

struct test_lstm_bidirct_3args : verify_program<test_lstm_bidirct_3args>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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);
        p.add_instruction(migraphx::op::lstm{hidden_size,
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_lstm_bidirct_seq1 : verify_program<test_lstm_bidirct_seq1>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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);
        p.add_instruction(migraphx::op::lstm{hidden_size,
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_lstm_bidirct_default_actv : verify_program<test_lstm_bidirct_default_actv>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_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);
        p.add_instruction(
            migraphx::op::lstm{hidden_size, {}, migraphx::op::rnn_direction::bidirectional, clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_lstm_bidirct_default_actv1 : verify_program<test_lstm_bidirct_default_actv1>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 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 sl_shape{migraphx::shape::int32_type, {batch_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);
        auto ih   = p.add_parameter("ih", ih_shape);
        std::vector<int> sl_data(batch_size, 2);
        auto sql = p.add_literal(migraphx::literal{sl_shape, sl_data});

        p.add_instruction(migraphx::op::lstm{hidden_size,
                                             {migraphx::op::sigmoid{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
                          seq,
                          w,
                          r,
                          bias,
                          sql,
                          ih);

        return p;
    }
};

struct test_lstm_bidirct_default_actv2 : verify_program<test_lstm_bidirct_default_actv2>
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        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, 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}};

        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);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::lstm{hidden_size,
                                             {migraphx::op::tanh{}, migraphx::op::sigmoid{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

int main(int argc, const char* argv[]) { test::run(argc, argv); }