op_shape_test.cpp

#include <migraphx/program.hpp>
#include <migraphx/iterator_for.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/operators.hpp>
#include <sstream>
#include "test.hpp"

template <class... Ts>
void expect_shape(const migraphx::shape& expected, const migraphx::operation& op, Ts... xs)
{
    migraphx::program p;
    std::vector<migraphx::shape> shapes{xs...};
    std::vector<migraphx::instruction_ref> args(shapes.size());
    std::transform(
        shapes.begin(), shapes.end(), args.begin(), [&](auto&& s) { return p.add_outline(s); });
    p.add_instruction(op, args);
    if(p.get_shape() != expected)
    {
        std::cout << "FAILED: Incorrect shape for " << op.name() << ": ";
        std::cout << expected << " != " << p.get_shape() << std::endl;
        for(auto&& s : shapes)
            std::cout << "    " << s << std::endl;
    }
}

template <class... Ts>
void throws_shape(const migraphx::operation& op, Ts... xs)
{
    migraphx::program p;
    std::vector<migraphx::shape> shapes{xs...};
    std::vector<migraphx::instruction_ref> args(shapes.size());
    std::transform(
        shapes.begin(), shapes.end(), args.begin(), [&](auto&& s) { return p.add_outline(s); });
    bool thrown = test::throws([&] { p.add_instruction(op, args); });
    if(not thrown)
    {
        std::cout << "FAILED: No error found for " << op.name() << ": ";
        for(auto&& s : shapes)
            std::cout << "    " << s << std::endl;
    }
}

template <class...>
struct always_false : std::false_type
{
};

template <class... Ts>
void throws_shape(const migraphx::shape&, Ts...)
{
    static_assert(always_false<Ts...>{},
                  "An expected shape should not be passed to throws_shape function");
}

TEST_CASE(batch_norm_inference_shape)
{
    const size_t channels = 3;
    migraphx::shape s{migraphx::shape::float_type, {4, channels, 3, 3}};
    migraphx::shape vars{migraphx::shape::float_type, {channels}};
    expect_shape(s, migraphx::op::batch_norm_inference{}, s, vars, vars, vars, vars);
    throws_shape(migraphx::op::batch_norm_inference{}, s);
    throws_shape(migraphx::op::batch_norm_inference{}, s, vars, vars, vars, vars, vars);
}

TEST_CASE(convolution_shape)
{
    migraphx::shape output{migraphx::shape::float_type, {4, 4, 1, 1}};
    migraphx::shape input{migraphx::shape::float_type, {4, 3, 3, 3}};
    migraphx::shape weights{migraphx::shape::float_type, {4, 3, 3, 3}};
    expect_shape(output, migraphx::op::convolution{}, input, weights);
    throws_shape(migraphx::op::convolution{}, input);

    migraphx::shape input2{migraphx::shape::float_type, {3, 3}};
    migraphx::shape weights2{migraphx::shape::float_type, {3, 3}};
    throws_shape(migraphx::op::convolution{}, input2, weights2);
    throws_shape(migraphx::op::convolution{}, input2, weights);
}

TEST_CASE(transpose_shape)
{
    migraphx::shape input{migraphx::shape::float_type, {2, 2}};
    migraphx::shape output{migraphx::shape::float_type, {2, 2}, {1, 2}};
    expect_shape(input, migraphx::op::transpose{{0, 1}}, input);
    expect_shape(output, migraphx::op::transpose{{1, 0}}, input);
    throws_shape(migraphx::op::transpose{{1, 2}}, input);
}

TEST_CASE(contiguous_shape)
{
    migraphx::shape output{migraphx::shape::float_type, {2, 2}};
    migraphx::shape input{migraphx::shape::float_type, {2, 2}, {1, 2}};
    expect_shape(output, migraphx::op::contiguous{}, input);
    throws_shape(migraphx::op::contiguous{}, input, input);

    migraphx::shape single{migraphx::shape::float_type, {2}};
    expect_shape(single, migraphx::op::contiguous{}, single);
}

TEST_CASE(reshape_shape)
{
    migraphx::shape input{migraphx::shape::float_type, {24, 1, 1, 1}};
    for(auto&& new_shape :
        std::vector<std::vector<int64_t>>{{8, 3, 1, 1}, {1, 3, 4, 2}, {1, 3, 4, 2}})
    {
        std::vector<std::size_t> lens(new_shape.size());
        std::copy(new_shape.begin(), new_shape.end(), lens.begin());
        migraphx::shape output{migraphx::shape::float_type, lens};
        expect_shape(output, migraphx::op::reshape{new_shape}, input);
    }

    for(auto&& new_shape :
        std::vector<std::vector<int64_t>>{{8, 3, 2, 2}, {1, 3, -1, -1}, {3, 0, 0}, {3, 2, 0}})
    {
        throws_shape(migraphx::op::reshape{new_shape}, input);
    }

    std::vector<std::pair<std::vector<int64_t>, migraphx::shape>> minus1_tests{
        {{2, -1, 3}, {migraphx::shape::float_type, {2, 4, 3}}},
        {{0, -1, 0}, {migraphx::shape::float_type, {24, 1, 1}}},
        {{2, -1, 0}, {migraphx::shape::float_type, {2, 12, 1}}},
        {{0, 0, -1}, {migraphx::shape::float_type, {24, 1, 1}}},
        {{2, 0, -1}, {migraphx::shape::float_type, {2, 1, 12}}},
        {{-1, 2, 3}, {migraphx::shape::float_type, {4, 2, 3}}},
        {{-1, 0, 3}, {migraphx::shape::float_type, {8, 1, 3}}},
        {{-1, 0, 0}, {migraphx::shape::float_type, {24, 1, 1}}},
        {{-1, 3, 0}, {migraphx::shape::float_type, {8, 3, 1}}}};

    for(auto& it : minus1_tests)
    {
        expect_shape(it.second, migraphx::op::reshape{it.first}, input);
    }
}

TEST_CASE(flatten_shape)
{
    migraphx::shape input{migraphx::shape::float_type, {2, 4, 6, 8}};
    expect_shape(migraphx::shape{migraphx::shape::float_type, {1, 2 * 4 * 6 * 8}},
                 migraphx::op::flatten{0},
                 input);
    expect_shape(migraphx::shape{migraphx::shape::float_type, {2, 4 * 6 * 8}},
                 migraphx::op::flatten{1},
                 input);
    expect_shape(migraphx::shape{migraphx::shape::float_type, {2 * 4, 6 * 8}},
                 migraphx::op::flatten{2},
                 input);
    expect_shape(migraphx::shape{migraphx::shape::float_type, {2 * 4 * 6, 8}},
                 migraphx::op::flatten{3},
                 input);
    expect_shape(migraphx::shape{migraphx::shape::float_type, {2 * 4 * 6 * 8, 1}},
                 migraphx::op::flatten{4},
                 input);
    throws_shape(migraphx::op::flatten{5}, input);
}

TEST_CASE(slice_shape)
{
    migraphx::shape input{migraphx::shape::int32_type, {2, 2, 3}};
    expect_shape(migraphx::shape{migraphx::shape::int32_type, {2, 2, 2}, {6, 3, 1}},
                 migraphx::op::slice{{2}, {1}, {3}},
                 input);
    expect_shape(migraphx::shape{migraphx::shape::int32_type, {2, 2, 2}, {6, 3, 1}},
                 migraphx::op::slice{{0, 1, 2}, {0, 0, 1}, {2, 2, 3}},
                 input);
    expect_shape(migraphx::shape{migraphx::shape::int32_type, {2, 2, 1}, {6, 3, 1}},
                 migraphx::op::slice{{2}, {2}, {10}},
                 input);
}

TEST_CASE(multibroadcast)
{
    {
        std::vector<std::size_t> lens{4, 2, 5, 3};
        migraphx::shape input{migraphx::shape::float_type, {2, 1, 3}};
        expect_shape(migraphx::shape{migraphx::shape::float_type, lens, {0, 3, 0, 1}},
                     migraphx::op::multibroadcast{lens},
                     input);
    }
    {
        std::vector<std::size_t> lens{4, 2, 5, 3};
        migraphx::shape input{migraphx::shape::float_type, {2, 1, 1}};
        expect_shape(migraphx::shape{migraphx::shape::float_type, lens, {0, 1, 0, 0}},
                     migraphx::op::multibroadcast{lens},
                     input);
    }
    {
        std::vector<std::size_t> lens{4, 2, 5, 3};
        migraphx::shape input{migraphx::shape::float_type, {5, 1}};
        expect_shape(migraphx::shape{migraphx::shape::float_type, lens, {0, 0, 1, 0}},
                     migraphx::op::multibroadcast{lens},
                     input);
    }
    {
        std::vector<std::size_t> lens{4, 2, 5, 3};
        migraphx::shape input{migraphx::shape::float_type, {4, 1, 1, 1}};
        expect_shape(migraphx::shape{migraphx::shape::float_type, lens, {1, 0, 0, 0}},
                     migraphx::op::multibroadcast{lens},
                     input);
    }
    {
        std::vector<std::size_t> lens{4, 2, 5, 3};
        migraphx::shape input{migraphx::shape::float_type, {3}};
        expect_shape(migraphx::shape{migraphx::shape::float_type, lens, {0, 0, 0, 1}},
                     migraphx::op::multibroadcast{lens},
                     input);
    }
    {
        std::vector<std::size_t> lens{4, 4, 1, 3};
        migraphx::shape input{migraphx::shape::float_type, {4, 1, 3}};
        expect_shape(migraphx::shape{migraphx::shape::float_type, lens, {0, 3, 3, 1}},
                     migraphx::op::multibroadcast{lens},
                     input);
    }
    {
        std::vector<std::size_t> lens{4, 1, 1, 3};
        migraphx::shape input{migraphx::shape::float_type, {4, 1, 1, 1}};
        expect_shape(migraphx::shape{migraphx::shape::float_type, lens, {1, 1, 1, 0}},
                     migraphx::op::multibroadcast{lens},
                     input);
    }
    {
        std::vector<std::size_t> lens{4, 1, 3};
        migraphx::shape input{migraphx::shape::float_type, {4, 1, 1, 1}};
        throws_shape(migraphx::op::multibroadcast{lens}, input);
    }
    {
        std::vector<std::size_t> lens{4, 1, 3};
        migraphx::shape input{migraphx::shape::float_type, {}};
        throws_shape(migraphx::op::multibroadcast{lens}, input);
    }
}

TEST_CASE(gather)
{
    {
        migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
        migraphx::shape indices{migraphx::shape::int32_type, {2, 3}};
        int axis = 1;
        expect_shape(migraphx::shape{migraphx::shape::float_type, {2, 6, 4, 5}},
                     migraphx::op::gather{axis},
                     input,
                     indices);
    }

    {
        migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
        migraphx::shape indices{migraphx::shape::int32_type, {2, 3}};
        int axis = -4;
        expect_shape(migraphx::shape{migraphx::shape::float_type, {6, 3, 4, 5}},
                     migraphx::op::gather{axis},
                     input,
                     indices);
    }

    {
        migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
        migraphx::shape indices{migraphx::shape::int32_type, {2, 3}};
        int axis = 4;
        throws_shape(migraphx::op::gather{axis}, input, indices);
    }

    {
        migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
        migraphx::shape indices{migraphx::shape::int32_type, {2, 3}};
        int axis = -5;
        throws_shape(migraphx::op::gather{axis}, input, indices);
    }
}

TEST_CASE(rnn)
{
    {
        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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_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}};

        expect_shape(migraphx::shape{migraphx::shape::float_type,
                                     {seq_len, num_dirct, batch_size, hidden_size}},
                     migraphx::op::rnn{
                         hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::forward, clip},
                     in_shape,
                     w_shape,
                     r_shape,
                     b_shape,
                     ih_shape);
    }

    {
        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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_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}};

        expect_shape(migraphx::shape{migraphx::shape::float_type,
                                     {seq_len, num_dirct, batch_size, hidden_size}},
                     migraphx::op::rnn{
                         hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::reverse, clip},
                     in_shape,
                     w_shape,
                     r_shape,
                     b_shape,
                     ih_shape);
    }

    {
        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   = 2;
        float clip              = 0.0f;

        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_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}};

        expect_shape(
            migraphx::shape{migraphx::shape::float_type,
                            {seq_len, num_dirct, batch_size, hidden_size}},
            migraphx::op::rnn{
                hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::bidirectional, clip},
            in_shape,
            w_shape,
            r_shape,
            b_shape,
            ih_shape);
    }

    {
        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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_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}};

        throws_shape(
            migraphx::op::rnn{
                hidden_size + 1, {migraphx::op::tanh{}}, migraphx::op::rnn::forward, clip},
            in_shape,
            w_shape,
            r_shape,
            b_shape,
            ih_shape);
    }

    {
        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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_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}};

        throws_shape(
            migraphx::op::rnn{
                hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::bidirectional, clip},
            in_shape,
            w_shape,
            r_shape,
            b_shape,
            ih_shape);
    }

    {
        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   = 2;
        float clip              = 0.0f;

        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_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}};

        throws_shape(
            migraphx::op::rnn{
                hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::forward, clip},
            in_shape,
            w_shape,
            r_shape,
            b_shape,
            ih_shape);
    }
}

TEST_CASE(gru)
{
    {
        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::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}};

        expect_shape(migraphx::shape{migraphx::shape::float_type,
                                     {seq_len, num_dirct, batch_size, hidden_size}},
                     migraphx::op::gru{
                         hidden_size, {migraphx::op::tanh{}}, migraphx::op::gru::forward, clip},
                     in_shape,
                     w_shape,
                     r_shape,
                     b_shape,
                     ih_shape);
    }

    {
        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::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}};

        expect_shape(migraphx::shape{migraphx::shape::float_type,
                                     {seq_len, num_dirct, batch_size, hidden_size}},
                     migraphx::op::gru{
                         hidden_size, {migraphx::op::tanh{}}, migraphx::op::gru::reverse, clip},
                     in_shape,
                     w_shape,
                     r_shape,
                     b_shape,
                     ih_shape);
    }

    {
        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   = 2;
        float clip              = 0.0f;

        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}};

        expect_shape(
            migraphx::shape{migraphx::shape::float_type,
                            {seq_len, num_dirct, batch_size, hidden_size}},
            migraphx::op::gru{
                hidden_size, {migraphx::op::tanh{}}, migraphx::op::gru::bidirectional, clip},
            in_shape,
            w_shape,
            r_shape,
            b_shape,
            ih_shape);
    }

    {
        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::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}};

        throws_shape(
            migraphx::op::gru{
                hidden_size + 1, {migraphx::op::tanh{}}, migraphx::op::gru::forward, clip},
            in_shape,
            w_shape,
            r_shape,
            b_shape,
            ih_shape);
    }

    {
        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::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}};

        throws_shape(
            migraphx::op::gru{
                hidden_size, {migraphx::op::tanh{}}, migraphx::op::gru::bidirectional, clip},
            in_shape,
            w_shape,
            r_shape,
            b_shape,
            ih_shape);
    }

    {
        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   = 2;
        float clip              = 0.0f;

        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}};

        throws_shape(
            migraphx::op::gru{
                hidden_size, {migraphx::op::tanh{}}, migraphx::op::gru::forward, clip},
            in_shape,
            w_shape,
            r_shape,
            b_shape,
            ih_shape);
    }
}

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