miopen.cpp 78.5 KB
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#include <migraphx/program.hpp>
#include <migraphx/operators.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/cpu/target.hpp>
#include <migraphx/gpu/target.hpp>
#include <migraphx/gpu/miopen.hpp>
#include <migraphx/gpu/hip.hpp>
#include <migraphx/manage_ptr.hpp>
#include <migraphx/type_name.hpp>
#include <migraphx/verify_args.hpp>
#include <migraphx/instruction.hpp>
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#include <miopen/miopen.h>

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#include <future>
#include <thread>

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#include "test.hpp"

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#ifdef __clang__
#pragma clang diagnostic push
#pragma clang diagnostic ignored "-Wglobal-constructors"
#endif
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// An improved async, that doesn't block
template <class Function>
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std::future<typename std::result_of<Function()>::type> detach_async(Function&& f,
                                                                    bool parallel = true)
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{
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    if(parallel)
    {
        using result_type = typename std::result_of<Function()>::type;
        std::packaged_task<result_type()> task(std::forward<Function>(f));
        auto fut = task.get_future();
        std::thread(std::move(task)).detach();
        return std::move(fut);
    }
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    return std::async(std::launch::deferred, std::forward<Function>(f));
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}

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struct auto_print
{
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    static void set_terminate_handler(const std::string& name)
    {
        static std::string pname;
        pname = name;
        std::set_terminate(+[] {
            std::cout << "FAILED: " << pname << std::endl;
            try
            {
                std::rethrow_exception(std::current_exception());
            }
            catch(const std::exception& e)
            {
                std::cout << "    what(): " << e.what() << std::endl;
            }
            std::cout << std::endl;
            for(auto&& handle : auto_print::handlers)
                handle();
        });
    }
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    static std::array<std::function<void()>, 2> handlers;
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    int index;
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    template <class T>
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    auto_print(T& x, int i) : index(i)
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    {
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        handlers[index] = [&x] { std::cout << x << std::endl; };
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    }
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    ~auto_print()
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    {
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        handlers[index] = [] {};
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    }
};
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std::array<std::function<void()>, 2> auto_print::handlers = {};
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template <class T>
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auto get_hash(const T& x)
{
    return std::hash<T>{}(x);
}

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void compile_check(migraphx::program& p, const migraphx::target& t)
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{
    auto name = t.name();
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    auto s    = p.get_shape();
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    std::stringstream ss;
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    p.compile(t, migraphx::tracer{ss});
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    if(p.get_shape() != s)
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    {
        std::cout << ss.str() << std::endl;
        throw std::runtime_error("Compiling program with " + name + " alters its shape");
    }
}

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template <class V>
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migraphx::argument run_cpu(migraphx::program& p)
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{
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    V v;
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    p = v.create_program();
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    auto_print pp{p, 0};
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    compile_check(p, migraphx::cpu::target{});
    migraphx::program::parameter_map m;
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    for(auto&& x : p.get_parameter_shapes())
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    {
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        m[x.first] = migraphx::generate_argument(x.second, get_hash(x.first));
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    }
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    return p.eval(m);
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}

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template <class V>
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migraphx::argument run_gpu(migraphx::program& p)
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{
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    V v;
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    p = v.create_program();
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    auto_print pp{p, 1};
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    compile_check(p, migraphx::gpu::target{});
    migraphx::program::parameter_map m;
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    for(auto&& x : p.get_parameter_shapes())
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    {
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        m[x.first] =
            migraphx::gpu::to_gpu(migraphx::generate_argument(x.second, get_hash(x.first)));
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    }
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    // Program should have an output parameter
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    EXPECT(bool{m.find("output") != m.end()});
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    // Ensure the program doesn't modify the context in a dry run
    auto ctx = p.get_context();
    assert(&ctx != &p.get_context());
    EXPECT(is_shared(ctx, p.get_context()));
    p.dry_run(m);
    EXPECT(is_shared(ctx, p.get_context()));
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    auto eval = p.eval(m);
    p.finish();
    auto ret_val = migraphx::gpu::from_gpu(eval);
    return ret_val;
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}

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template <class V>
void verify_program()
{
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    auto_print::set_terminate_handler(migraphx::get_type_name<V>());
    // std::cout << migraphx::get_type_name<V>() << std::endl;
    migraphx::program cpu_prog;
    migraphx::program gpu_prog;
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    auto cpu_arg_f = detach_async([&] { return run_cpu<V>(cpu_prog); });
    auto gpu_arg   = run_gpu<V>(gpu_prog);
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    auto cpu_arg   = cpu_arg_f.get();
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    bool passed    = verify_args(migraphx::get_type_name<V>(), cpu_arg, gpu_arg);
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    if(not passed)
    {
        V v;
        auto p = v.create_program();
        std::cout << p << std::endl;
        std::cout << "cpu:\n" << cpu_prog << std::endl;
        std::cout << "gpu:\n" << gpu_prog << std::endl;
        std::cout << std::endl;
    }
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    std::set_terminate(nullptr);
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}

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struct test_literals
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto input = p.add_literal(
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            generate_literal(migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}));
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        auto weights = p.add_literal(
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            generate_literal(migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}));
        auto conv = p.add_instruction(migraphx::op::convolution{}, input, weights);
        p.add_instruction(migraphx::op::relu{}, conv);
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        return p;
    }
};

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struct test_add
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
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        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
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        p.add_instruction(migraphx::op::add{}, x, y);
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        return p;
    }
};

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struct test_add_half
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::half_type, {3}};
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        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
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        p.add_instruction(migraphx::op::add{}, x, y);
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        return p;
    }
};

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struct test_mul
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
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        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
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        p.add_instruction(migraphx::op::mul{}, x, y);
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        return p;
    }
};

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struct test_exp
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {6}};
        std::vector<float> data{0.1f, 0.2f, 1.f, 2.f, 0.6f, 10.f};
        auto x = p.add_literal(s, data);
        p.add_instruction(migraphx::op::exp{}, x);
        return p;
    }
};

struct test_log
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {6}};
        std::vector<float> data{0.1f, 0.2f, 1.f, 2.f, 0.6f, 100.f};
        auto x = p.add_literal(s, data);
        p.add_instruction(migraphx::op::log{}, x);
        return p;
    }
};

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struct test_sin
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {10}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::sin{}, x);
        return p;
    }
};

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struct test_cos
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {8}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::cos{}, x);
        return p;
    }
};

struct test_tan
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::tan{}, x);
        return p;
    }
};

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struct test_sinh
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::sinh{}, x);
        return p;
    }
};

struct test_cosh
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::cosh{}, x);
        return p;
    }
};

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struct test_tanh
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        p.add_instruction(migraphx::op::tanh{}, x);
        return p;
    }
};

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struct test_asin
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::asin{}, x);
        return p;
    }
};

struct test_acos
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::acos{}, x);
        return p;
    }
};

struct test_atan
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::atan{}, x);
        return p;
    }
};

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struct test_scale
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
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        auto x     = p.add_parameter("x", s);
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        auto y     = p.add_parameter("y", migraphx::shape::float_type);
        auto scale = p.add_instruction(migraphx::op::scalar{s}, y);
        p.add_instruction(migraphx::op::mul{}, x, scale);
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        return p;
    }
};

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struct test_slice
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::int32_type, {2, 2, 4}};
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        auto x      = p.add_parameter("x", s);
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        auto y      = p.add_parameter("y", {migraphx::shape::int32_type, {2, 2, 2}});
        auto slice0 = p.add_instruction(migraphx::op::slice{{2}, {0}, {2}}, x);
        p.add_instruction(migraphx::op::add{}, y, slice0);
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        return p;
    }
};

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struct test_triadd
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
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        auto x   = p.add_parameter("x", s);
        auto y   = p.add_parameter("y", s);
        auto z   = p.add_parameter("z", s);
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        auto sum = p.add_instruction(migraphx::op::add{}, x, y);
        p.add_instruction(migraphx::op::add{}, sum, z);
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        return p;
    }
};

struct test_triadd2
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3}};
        migraphx::shape b{migraphx::shape::float_type, {3}};
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        auto x   = p.add_parameter("x", s);
        auto y   = p.add_parameter("y", s);
        auto z   = p.add_parameter("z", b);
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        auto zb  = p.add_instruction(migraphx::op::broadcast{1, s}, z);
        auto sum = p.add_instruction(migraphx::op::add{}, x, y);
        p.add_instruction(migraphx::op::add{}, sum, zb);
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        return p;
    }
};

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struct test_add_broadcast
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 2, 3}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {2, 2}});
        auto by = p.add_instruction(migraphx::op::broadcast{0, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
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        return p;
    }
};

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struct test_add_broadcast2
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 3, 4}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {3}});
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
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        return p;
    }
};

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struct test_add_broadcast3
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 4, 5}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {4}});
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
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        return p;
    }
};

struct test_add_broadcast4
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 3, 5}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {3}});
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
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        return p;
    }
};

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struct test_add_broadcast5
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 4, 8}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {4}});
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
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        return p;
    }
};

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struct test_triadd_broadcast
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x   = p.add_parameter("x", {migraphx::shape::float_type, {2, 2, 3}});
        auto y   = p.add_parameter("y", {migraphx::shape::float_type, {2, 2}});
        auto z   = p.add_parameter("z", {migraphx::shape::float_type, {2, 2, 3}});
        auto by  = p.add_instruction(migraphx::op::broadcast{0, x->get_shape()}, y);
        auto sum = p.add_instruction(migraphx::op::add{}, x, by);
        p.add_instruction(migraphx::op::add{}, sum, z);
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        return p;
    }
};

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struct test_sub
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
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        auto x    = p.add_parameter("x", s);
        auto y    = p.add_parameter("y", s);
        auto z    = p.add_parameter("z", s);
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        auto diff = p.add_instruction(migraphx::op::sub{}, x, y);
        p.add_instruction(migraphx::op::sub{}, diff, z);
        return p;
    }
};

struct test_sub2
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3}};
        migraphx::shape b{migraphx::shape::float_type, {3}};
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        auto x    = p.add_parameter("x", s);
        auto y    = p.add_parameter("y", s);
        auto z    = p.add_parameter("z", b);
        auto zb   = p.add_instruction(migraphx::op::broadcast{1, s}, z);
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        auto diff = p.add_instruction(migraphx::op::sub{}, x, y);
        p.add_instruction(migraphx::op::sub{}, diff, zb);
        return p;
    }
};

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struct test_softmax
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {5, 3, 4, 2}});
        p.add_instruction(migraphx::op::softmax{}, x);
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        return p;
    }
};

struct test_softmax2
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto x =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 1000, 1, 1}});
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        p.add_instruction(migraphx::op::softmax{}, x);
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        return p;
    }
};

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struct test_conv
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
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        auto weights =
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            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        p.add_instruction(migraphx::op::convolution{}, input, weights);
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        return p;
    }
};

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struct test_conv2
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto input =
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            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 512, 28, 28}});
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        auto weights =
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            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {256, 512, 1, 1}});
        p.add_instruction(migraphx::op::convolution{{0, 0}, {1, 1}, {1, 1}}, input, weights);
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        return p;
    }
};

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struct test_group_conv
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 4, 16, 16}});
        auto weights =
            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 1, 3, 3}});
        migraphx::op::convolution op;
        op.group = 4;
        p.add_instruction(op, input, weights);
        return p;
    }
};

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struct test_conv_relu
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{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
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        auto weights =
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            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        auto conv = p.add_instruction(migraphx::op::convolution{}, input, weights);
        p.add_instruction(migraphx::op::relu{}, conv);
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        return p;
    }
};

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struct test_conv_relu_half
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::half_type, {4, 3, 3, 3}});
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        auto weights =
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            p.add_parameter("w", migraphx::shape{migraphx::shape::half_type, {4, 3, 3, 3}});
        auto conv = p.add_instruction(migraphx::op::convolution{}, input, weights);
        p.add_instruction(migraphx::op::relu{}, conv);
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        return p;
    }
};

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struct test_add_relu
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto x   = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        auto y   = p.add_parameter("y", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        auto add = p.add_instruction(migraphx::op::add{}, x, y);
        p.add_instruction(migraphx::op::relu{}, add);
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        return p;
    }
};

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struct test_sigmoid
{
    migraphx::program create_program() const
    {
        migraphx::program p;
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        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
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        p.add_instruction(migraphx::op::sigmoid{}, x);
        return p;
    }
};

struct test_abs
{
    migraphx::program create_program() const
    {
        migraphx::program p;
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        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
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        p.add_instruction(migraphx::op::abs{}, x);
        return p;
    }
};

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struct test_leaky_relu
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        p.add_instruction(migraphx::op::leaky_relu{0.01}, x);
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        return p;
    }
};

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struct test_elu
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        p.add_instruction(migraphx::op::leaky_relu{1.0}, x);
        return p;
    }
};

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struct test_relu_lrn
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{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 5, 2, 2}});
        auto y = p.add_instruction(migraphx::op::relu{}, x);
        p.add_instruction(migraphx::op::lrn{0.0001, 0.75, 1.0, 5}, y);
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        return p;
    }
};

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struct test_conv_pooling
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto input =
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            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 32, 32}});
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        auto weights =
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            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        auto conv    = p.add_instruction(migraphx::op::convolution{}, input, weights);
        auto pooling = p.add_instruction(migraphx::op::pooling{"max"}, conv);
        p.add_instruction(migraphx::op::relu{}, pooling);
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        return p;
    }
};

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struct test_global_avg_pooling
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto input =
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            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
        auto op    = migraphx::op::pooling{"average"};
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        auto lens  = input->get_shape().lens();
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        op.lengths = {lens[2], lens[3]};
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        p.add_instruction(op, input);
        return p;
    }
};

struct test_global_max_pooling
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto input =
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            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
        auto op    = migraphx::op::pooling{"max"};
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        auto lens  = input->get_shape().lens();
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        op.lengths = {lens[2], lens[3]};
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        p.add_instruction(op, input);
        return p;
    }
};

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struct test_gemm
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto a = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {4, 5}});
        auto b = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {5, 3}});
        p.add_instruction(migraphx::op::dot{}, a, b);
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        return p;
    }
};

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struct test_gemm_half
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto a = p.add_parameter("a", migraphx::shape{migraphx::shape::half_type, {4, 5}});
        auto b = p.add_parameter("b", migraphx::shape{migraphx::shape::half_type, {5, 3}});
        p.add_instruction(migraphx::op::dot{}, a, b);
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        return p;
    }
};

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struct test_gemm_ld
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        auto a =
            p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {4, 5}, {10, 1}});
        auto b =
            p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {5, 3}, {20, 1}});
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        p.add_instruction(migraphx::op::dot{}, a, b);
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        return p;
    }
};

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struct test_gemm_transposeb
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {4, 5}});
        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {3, 5}});
        auto bt = p.add_instruction(migraphx::op::transpose{{1, 0}}, b);
        p.add_instruction(migraphx::op::dot{}, a, bt);
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        return p;
    }
};

struct test_gemm_transposea
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {5, 4}});
        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {5, 3}});
        auto at = p.add_instruction(migraphx::op::transpose{{1, 0}}, a);
        p.add_instruction(migraphx::op::dot{}, at, b);
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        return p;
    }
};

struct test_gemm_transposeab
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {5, 4}});
        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {3, 5}});
        auto at = p.add_instruction(migraphx::op::transpose{{1, 0}}, a);
        auto bt = p.add_instruction(migraphx::op::transpose{{1, 0}}, b);
        p.add_instruction(migraphx::op::dot{}, at, bt);
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        return p;
    }
};

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struct test_contiguous
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {4, 4, 4, 3}, {48, 4, 1, 16}};
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        auto x = p.add_parameter("x", s);
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        p.add_instruction(migraphx::op::contiguous{}, x);
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        EXPECT(p.get_shape().standard());
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        return p;
    }
};

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struct test_transpose
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{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {4, 3, 4, 4}};
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        auto x                    = p.add_parameter("x", s);
        std::vector<int64_t> perm = {0, 2, 3, 1};
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        auto l                    = p.add_instruction(migraphx::op::transpose{perm}, x);
        p.add_instruction(migraphx::op::contiguous{}, l);
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        return p;
    }
};
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struct test_batchnorm_inference_2
{
    const size_t width    = 14;
    const size_t height   = 14;
    const size_t channels = 256;
    const size_t batches  = 1;

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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        migraphx::shape s{migraphx::shape::float_type, {batches, channels, height, width}};
        migraphx::shape vars{migraphx::shape::float_type, {channels}};
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        auto x        = p.add_parameter("x", s);
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        auto scale    = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1)));
        auto bias     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2)));
        auto mean     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
        auto variance = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
        p.add_instruction(migraphx::op::batch_norm_inference{}, x, scale, bias, mean, variance);
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        return p;
    }
};

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struct test_batchnorm_inference
{
    const size_t width    = 3;
    const size_t height   = 3;
    const size_t channels = 3;
    const size_t batches  = 4;

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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        migraphx::shape s{migraphx::shape::float_type, {batches, channels, height, width}};
        migraphx::shape vars{migraphx::shape::float_type, {channels}};
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        auto x        = p.add_parameter("x", s);
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        auto scale    = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1)));
        auto bias     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2)));
        auto mean     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
        auto variance = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
        p.add_instruction(migraphx::op::batch_norm_inference{}, x, scale, bias, mean, variance);
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        return p;
    }
};

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struct test_conv_bn
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        migraphx::shape xs{migraphx::shape::float_type, {1, 3, 224, 224}};
        migraphx::shape ws{migraphx::shape::float_type, {64, 3, 7, 7}};
        migraphx::shape vars{migraphx::shape::float_type, {64}};
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        auto x        = p.add_parameter("x", xs);
        auto w        = p.add_parameter("w", ws);
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        auto conv     = p.add_instruction(migraphx::op::convolution{{3, 3}, {2, 2}, {1, 1}}, x, w);
        auto scale    = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1)));
        auto bias     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2)));
        auto mean     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
        auto variance = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
        p.add_instruction(migraphx::op::batch_norm_inference{}, conv, scale, bias, mean, variance);
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        return p;
    }
};

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struct test_conv_bn_relu_pooling
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        migraphx::shape xs{migraphx::shape::float_type, {1, 3, 224, 224}};
        migraphx::shape ws{migraphx::shape::float_type, {64, 3, 7, 7}};
        migraphx::shape vars{migraphx::shape::float_type, {64}};
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        auto x        = p.add_parameter("x", xs);
        auto w        = p.add_parameter("w", ws);
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        auto conv     = p.add_instruction(migraphx::op::convolution{{3, 3}, {2, 2}, {1, 1}}, x, w);
        auto scale    = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1)));
        auto bias     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2)));
        auto mean     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
        auto variance = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
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        auto bn       = p.add_instruction(
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            migraphx::op::batch_norm_inference{}, conv, scale, bias, mean, variance);
        auto relu = p.add_instruction(migraphx::op::relu{}, bn);
        p.add_instruction(migraphx::op::pooling{"average", {1, 1}, {2, 2}, {3, 3}}, relu);
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        return p;
    }
};

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struct test_concat
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        std::size_t axis = 1;
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        migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
        migraphx::shape s1{migraphx::shape::int32_type, {2, 3}};
        migraphx::shape s2{migraphx::shape::int32_type, {2, 1}};
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        auto l0 = p.add_parameter("x", s0);
        auto l1 = p.add_parameter("y", s1);
        auto l2 = p.add_parameter("z", s2);
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        p.add_instruction(migraphx::op::concat{axis}, l0, l1, l2);
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        return p;
    }
};

struct test_concat2
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        std::size_t axis = 0;
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        migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
        migraphx::shape s1{migraphx::shape::int32_type, {3, 2}};
        migraphx::shape s2{migraphx::shape::int32_type, {1, 2}};
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        auto l0 = p.add_parameter("x", s0);
        auto l1 = p.add_parameter("y", s1);
        auto l2 = p.add_parameter("z", s2);
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        p.add_instruction(migraphx::op::concat{axis}, l0, l1, l2);
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        return p;
    }
};

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struct test_concat_relu
{
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        std::size_t axis = 0;
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        migraphx::shape s0{migraphx::shape::float_type, {2, 2}};
        migraphx::shape s1{migraphx::shape::float_type, {3, 2}};
        migraphx::shape s2{migraphx::shape::float_type, {1, 2}};
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        auto l0 = p.add_parameter("x", s0);
        auto l1 = p.add_parameter("y", s1);
        auto l2 = p.add_parameter("z", s2);
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        auto r0 = p.add_instruction(migraphx::op::relu{}, l0);
        auto r1 = p.add_instruction(migraphx::op::relu{}, l1);
        auto r2 = p.add_instruction(migraphx::op::relu{}, l2);
        auto c0 = p.add_instruction(migraphx::op::concat{axis}, r0, r1, r2);
        p.add_instruction(migraphx::op::relu{}, c0);
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        return p;
    }
};

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struct test_pad
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s0{migraphx::shape::int32_type, {1, 96, 165, 165}};
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        std::vector<int64_t> pads0 = {0, 0, 0, 0, 0, 0, 1, 1};
        std::vector<int64_t> pads1 = {0, 0, 0, 0, 1, 1, 1, 1};
        std::vector<int64_t> pads2 = {1, 1, 1, 1, 0, 0, 0, 0};
        std::vector<int64_t> pads3 = {1, 0, 1, 0, 1, 0, 2, 0};
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        auto l0                    = p.add_parameter("x", s0);
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        p.add_instruction(migraphx::op::pad{pads0}, l0);
        p.add_instruction(migraphx::op::pad{pads1}, l0);
        p.add_instruction(migraphx::op::pad{pads2}, l0);
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        p.add_instruction(migraphx::op::pad{pads3}, l0);
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        return p;
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    }
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};
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struct test_pooling_autopad
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s0{migraphx::shape::float_type, {1, 3, 63, 63}};
        auto l0 = p.add_parameter("x", s0);
        migraphx::op::pooling op{"max"};
        op.padding_mode = migraphx::op::padding_mode_t::same;
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        op.lengths      = {2, 2};
        op.stride       = {2, 2};
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        p.add_instruction(op, l0);
        return p;
    }
};

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struct test_gather
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
        migraphx::shape s_indices{migraphx::shape::int32_type, {2, 2}};
        std::vector<int> indices{1, 2, 2, 1};
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        auto a0  = p.add_parameter("data", s);
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
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        int axis = 0;
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        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
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        return p;
    }
};

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struct test_gather_neg_axis
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
        migraphx::shape s_indices{migraphx::shape::int32_type, {2, 2}};
        std::vector<int> indices{1, 2, 2, 1};
        auto a0  = p.add_parameter("data", s);
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
        int axis = -1;
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
        return p;
    }
};

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void manual_identity()
{
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    migraphx::program p;
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    std::vector<float> data0 = {0, 1, 2, 3};
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    migraphx::shape s0{migraphx::shape::float_type, {2, 2}};
    auto l0 = p.add_literal(migraphx::literal{s0, data0});
    p.add_instruction(migraphx::op::identity{}, l0);
    p.compile(migraphx::gpu::target{});
    migraphx::program::parameter_map m;
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    for(auto&& x : p.get_parameter_shapes())
    {
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        m[x.first] = migraphx::gpu::to_gpu(migraphx::generate_argument(x.second));
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    }
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    auto result = migraphx::gpu::from_gpu(p.eval(m));
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    std::cout << result << std::endl;
}

void manual_test_concat_relu()
{
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    migraphx::program p;
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    std::size_t axis         = 0;
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    std::vector<float> data0 = {0, 1, 2, 3};
    std::vector<float> data1 = {4, 5, 6, 7, 8, 9};
    std::vector<float> data2 = {10, 11};
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    migraphx::shape s0{migraphx::shape::float_type, {2, 2}};
    migraphx::shape s1{migraphx::shape::float_type, {3, 2}};
    migraphx::shape s2{migraphx::shape::float_type, {1, 2}};
    auto l0 = p.add_literal(migraphx::literal{s0, data0});
    auto l1 = p.add_literal(migraphx::literal{s1, data1});
    auto l2 = p.add_literal(migraphx::literal{s2, data2});
    auto r0 = p.add_instruction(migraphx::op::relu{}, l0);
    auto r1 = p.add_instruction(migraphx::op::relu{}, l1);
    auto r2 = p.add_instruction(migraphx::op::relu{}, l2);
    auto c0 = p.add_instruction(migraphx::op::concat{axis}, r0, r1, r2);
    p.add_instruction(migraphx::op::relu{}, c0);

    p.compile(migraphx::gpu::target{});
    migraphx::program::parameter_map m;
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    for(auto&& x : p.get_parameter_shapes())
    {
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        m[x.first] = migraphx::gpu::to_gpu(migraphx::generate_argument(x.second));
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    }
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    auto result = migraphx::gpu::from_gpu(p.eval(m));
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    std::cout << result << std::endl;
}

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struct test_conv_bn_relu_pooling2
{
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    static migraphx::instruction_ref
    add_bn(migraphx::program& p, migraphx::instruction_ref x, std::size_t channels)
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    {
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        migraphx::shape vars{migraphx::shape::float_type, {channels}};
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        auto scale = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1 + channels)));
        auto bias  = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2 + channels)));
        auto mean  = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3 + channels)));
        auto variance =
            p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4 + channels)));
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        return p.add_instruction(
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            migraphx::op::batch_norm_inference{}, x, scale, bias, mean, variance);
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    }
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    migraphx::program create_program() const
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    {
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        migraphx::program p;
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        migraphx::shape xs1{migraphx::shape::float_type, {1, 512, 7, 7}};
        migraphx::shape xs2{migraphx::shape::float_type, {1, 1024, 14, 14}};
        migraphx::shape ws1{migraphx::shape::float_type, {2048, 512, 1, 1}};
        migraphx::shape ws2{migraphx::shape::float_type, {2048, 1024, 1, 1}};
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        auto x1    = p.add_parameter("x1", xs1);
        auto w1    = p.add_parameter("w1", ws1);
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        auto conv1 = p.add_instruction(migraphx::op::convolution{{0, 0}, {1, 1}, {1, 1}}, x1, w1);
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        auto bn1   = add_bn(p, conv1, 2048);
        auto x2    = p.add_parameter("x2", xs2);
        auto w2    = p.add_parameter("w2", ws2);
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        auto conv2 = p.add_instruction(migraphx::op::convolution{{0, 0}, {2, 2}, {1, 1}}, x2, w2);
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        auto bn2   = add_bn(p, conv2, 2048);
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        auto add   = p.add_instruction(migraphx::op::add{}, bn1, bn2);
        auto relu  = p.add_instruction(migraphx::op::relu{}, add);
        p.add_instruction(migraphx::op::pooling{"average", {1, 1}, {2, 2}, {3, 3}}, relu);
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        return p;
    }
};

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struct test_rnn_forward
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
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        std::size_t seq_len     = 1;
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        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
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        float clip              = 0.0f;
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        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}};
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        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
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        auto seq  = p.add_parameter("seq", in_shape);
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        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
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        auto ih   = p.add_parameter("ih", ih_shape);
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        auto und  = p.add_instruction(migraphx::op::undefined{});
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        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
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                                                migraphx::op::rnn_direction::forward,
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                                                clip},
                              seq,
                              w,
                              r,
                              bias,
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                              ih);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

struct 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);
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        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
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        auto bias = p.add_parameter("bias", b_shape);
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        auto ih   = p.add_parameter("ih", ih_shape);
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        auto und  = p.add_instruction(migraphx::op::undefined{});
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        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
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                                                migraphx::op::rnn_direction::forward,
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                                                clip},
                              seq,
                              w,
                              r,
                              bias,
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                              und,
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                              ih);
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        p.add_instruction(migraphx::op::rnn_last_output{}, output);
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        return p;
    }
};

struct test_rnn_reverse
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
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        std::size_t seq_len     = 1;
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        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
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        float clip              = 0.0f;
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        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}};
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        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
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        auto seq  = p.add_parameter("seq", in_shape);
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        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
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        auto ih   = p.add_parameter("ih", ih_shape);
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        auto und  = p.add_instruction(migraphx::op::undefined{});
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        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::reverse,
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                                            clip},
                          seq,
                          w,
                          r,
                          bias,
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                          ih);

        return p;
    }
};

struct 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);
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        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
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        auto bias = p.add_parameter("bias", b_shape);
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        auto ih   = p.add_parameter("ih", ih_shape);
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        auto und  = p.add_instruction(migraphx::op::undefined{});
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        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::reverse,
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                                            clip},
                          seq,
                          w,
                          r,
                          bias,
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                          und,
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                          ih);
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        return p;
    }
};

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struct 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}};

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        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
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        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::reverse,
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                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct 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{}},
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                                            clip},
                          seq,
                          w,
                          r,
                          bias);

        return p;
    }
};

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

        return p;
    }
};

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struct test_rnn_bidirectional
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
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        std::size_t seq_len     = 1;
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        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 2;
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        float clip              = 0.0f;
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        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}};
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        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
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        auto seq  = p.add_parameter("seq", in_shape);
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        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
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        auto ih   = p.add_parameter("ih", ih_shape);
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        auto und  = p.add_instruction(migraphx::op::undefined{});
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        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
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                                                migraphx::op::rnn_direction::bidirectional,
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                                                clip},
                              seq,
                              w,
                              r,
                              bias,
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                              und,
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                              ih);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

struct 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);
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        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
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        auto bias = p.add_parameter("bias", b_shape);
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        auto ih   = p.add_parameter("ih", ih_shape);
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        auto und  = p.add_instruction(migraphx::op::undefined{});
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        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
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                                                migraphx::op::rnn_direction::bidirectional,
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                                                clip},
                              seq,
                              w,
                              r,
                              bias,
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                              und,
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                              ih);
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        p.add_instruction(migraphx::op::rnn_last_output{}, output);
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        return p;
    }
};

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struct 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}};
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        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}};
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        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
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        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
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                                                migraphx::op::rnn_direction::bidirectional,
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                                                clip},
                              seq,
                              w,
                              r);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

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struct test_gru_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}};
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        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}};
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        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{}},
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                                                migraphx::op::rnn_direction::forward,
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                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
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        p.add_instruction(migraphx::op::rnn_last_output{}, output);
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        return p;
    }
};

struct test_gru_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}};
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        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}};
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        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,
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                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::forward,
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                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);
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        return p;
    }
};

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

struct 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}};
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        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);
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        p.add_instruction(migraphx::op::gru{hidden_size,
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                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::forward,
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                                            clip},
                          seq,
                          w,
                          r);
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        return p;
    }
};

struct 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}};
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        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);
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        p.add_instruction(migraphx::op::gru{hidden_size,
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                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::forward,
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                                            clip},
                          seq,
                          w,
                          r);
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        return p;
    }
};

struct 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}};
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        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(
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            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r);
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        return p;
    }
};

struct 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}};
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        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}};
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        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{});

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

struct 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}};
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        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}};
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        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{}},
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                                                migraphx::op::rnn_direction::reverse,
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                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
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        p.add_instruction(migraphx::op::rnn_last_output{}, output);
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        return p;
    }
};

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

struct test_gru_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}};
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        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}};
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        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{}},
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                                                migraphx::op::rnn_direction::bidirectional,
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                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
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        p.add_instruction(migraphx::op::rnn_last_output{}, output);
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        return p;
    }
};

struct test_gru_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}};
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        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}};
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        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,
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                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::bidirectional,
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                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);
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        return p;
    }
};

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

struct 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}};
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        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);
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        p.add_instruction(migraphx::op::gru{hidden_size,
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                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::bidirectional,
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                                            clip},
                          seq,
                          w,
                          r);
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        return p;
    }
};

struct 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}};
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        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);
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        p.add_instruction(migraphx::op::gru{hidden_size,
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                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
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                                            migraphx::op::rnn_direction::bidirectional,
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                                            clip},
                          seq,
                          w,
                          r);
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        return p;
    }
};

struct 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}};
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        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(
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            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::bidirectional, clip},
            seq,
            w,
            r);
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        return p;
    }
};

struct 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}};
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        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}};
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        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{});

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

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int main()
{
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    verify_program<test_relu_lrn>();
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    verify_program<test_pooling_autopad>();
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    verify_program<test_abs>();
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    verify_program<test_concat>();
    verify_program<test_concat2>();
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    verify_program<test_concat_relu>();
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    verify_program<test_pad>();
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    verify_program<test_add>();
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    verify_program<test_add_half>();
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    verify_program<test_mul>();
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    verify_program<test_exp>();
    verify_program<test_log>();
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    verify_program<test_sin>();
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    verify_program<test_cos>();
    verify_program<test_tan>();
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    verify_program<test_sinh>();
    verify_program<test_cosh>();
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    verify_program<test_tanh>();
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    verify_program<test_asin>();
    verify_program<test_acos>();
    verify_program<test_atan>();
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    verify_program<test_scale>();
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    verify_program<test_triadd>();
    verify_program<test_triadd2>();
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    verify_program<test_add_broadcast>();
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    verify_program<test_add_broadcast2>();
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    verify_program<test_add_broadcast3>();
    verify_program<test_add_broadcast4>();
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    verify_program<test_add_broadcast5>();
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    verify_program<test_triadd_broadcast>();
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    verify_program<test_sub>();
    verify_program<test_sub2>();
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    verify_program<test_softmax>();
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    verify_program<test_softmax2>();
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    verify_program<test_conv>();
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    verify_program<test_conv2>();
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    verify_program<test_group_conv>();
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    verify_program<test_conv_relu>();
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    verify_program<test_conv_relu_half>();
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    verify_program<test_add_relu>();
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    verify_program<test_leaky_relu>();
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    verify_program<test_sigmoid>();
    verify_program<test_elu>();
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    verify_program<test_conv_pooling>();
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    verify_program<test_global_avg_pooling>();
    verify_program<test_global_max_pooling>();
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    verify_program<test_gemm>();
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    verify_program<test_gemm_half>();
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    // verify_program<test_gemm_ld>();
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    verify_program<test_gemm_transposeb>();
    verify_program<test_gemm_transposea>();
    verify_program<test_gemm_transposeab>();
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    verify_program<test_contiguous>();
    verify_program<test_transpose>();
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    verify_program<test_batchnorm_inference>();
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    verify_program<test_batchnorm_inference_2>();
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    verify_program<test_conv_bn>();
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    verify_program<test_conv_bn_relu_pooling>();
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    verify_program<test_conv_bn_relu_pooling2>();
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    verify_program<test_slice>();
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    verify_program<test_gather>();
    verify_program<test_gather_neg_axis>();
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    verify_program<test_rnn_forward>();
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    verify_program<test_rnn_forward10>();
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    verify_program<test_rnn_reverse>();
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    verify_program<test_rnn_reverse2>();
    verify_program<test_rnn_3args>();
    verify_program<test_rnn_4args>();
    verify_program<test_rnn_5args>();
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    verify_program<test_rnn_bidirectional>();
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    verify_program<test_rnn_bidirectional10>();
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    verify_program<test_rnn_bi_3args>();
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    verify_program<test_gru_forward_last>();
    verify_program<test_gru_forward_hs>();
    verify_program<test_gru_forward_3args_und>();
    verify_program<test_gru_forward_3args>();
    verify_program<test_gru_forward_seq1>();
    verify_program<test_gru_forward_default_actv>();
    verify_program<test_gru_forward_default_actv1>();
    verify_program<test_gru_reverse_last>();
    verify_program<test_gru_reverse_3args>();
    verify_program<test_gru_bidirct_last>();
    verify_program<test_gru_bidirct_hs>();
    verify_program<test_gru_bidirct_3args_und>();
    verify_program<test_gru_bidirct_3args>();
    verify_program<test_gru_bidirct_seq1>();
    verify_program<test_gru_bidirct_default_actv>();
    verify_program<test_gru_bidirct_default_actv1>();
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}