/*
 * The MIT License (MIT)
 *
 * Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 * THE SOFTWARE.
 */

/**
 * Random Uniform distribution operator.  Given a shape, populate it with random
 * values.  Calls to rand_uniform using the same randomization seed will
 * always generate the same pseudo-random sequence.  Seed can
 * be given as a runtime argument containing a single value, or a compile-time
 * attribute.
 *
 *      Inputs:   (1) the shape of the set to be populated.
 *                (2) randomization seed (uint32).  If not given at inference time, the attribute
 * value, or auto seeding, will be used. 
 * 
 *       Attributes:  seed          uint32     Randomization seed
 *
 *      Output:   Same shape.
 *
 */
#ifndef MIGRAPHX_GUARD_OPERATORS_RAND_UNIFORM_HPP
#define MIGRAPHX_GUARD_OPERATORS_RAND_UNIFORM_HPP

#include <migraphx/check_shapes.hpp>
#include <migraphx/argument.hpp>
#include <migraphx/par_for.hpp>
#include <migraphx/reflect.hpp>
#include <random>

namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace op {

struct rand_uniform
{
    uint32_t seed      = {0};

    // todo:  not currently settable
    float range_min = 0.0f;
    float range_max = 1.0f;

    // todo:  integer data type(s) not yet supported
    shape::type_t dtype = shape::type_t::float_type;

    template <class Self, class F>
    static auto reflect(Self& self, F f)
    {
        return pack(
            f(self.dtype, "dtype"), f(self.seed, "seed"));
    }

    std::string name() const { return "rand_uniform"; }
    shape compute_shape(std::vector<shape> inputs) const
    {
        check_shapes{inputs, *this, true}.has(1, 2);

        if(inputs.size() > 1 and inputs.at(1).type() != shape::type_t::uint32_type)
            MIGRAPHX_THROW("RAND_UNIFORM:  Input 2 (seed) must have type unsigned int");
        auto s = inputs.front();
        if(s.dynamic())
        {
            return s.with_type(dtype);
        }
        else
        {
            return s.with_lens(s.lens()).with_type(dtype);
        }
    }

    argument compute(const dyn_output& dyn_out, std::vector<argument> args) const
    {
        argument result{dyn_out.computed_shape};

        auto local_seed(seed);
        if(args.size() > 1)
        {
            local_seed = args[1].at<uint32_t>(0);
        }
        // If a seed argument was not defined, use the value from the seed attribute,
        // or the default.

        std::mt19937 gen(local_seed);
        std::uniform_real_distribution<> dis(range_min, range_max);
        result.visit([&](auto output) {
            std::generate(output.begin(), output.end(), [&]() { return dis(gen); });
        });
        return result;
    }
};

} // namespace op
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx

#endif
