/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-composable-kernel/checkouts/develop/include/ck/library/utility/fill.hpp Source File

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-composable-kernel/checkouts/develop/include/ck/library/utility/fill.hpp Source File#

Composable Kernel: /home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-composable-kernel/checkouts/develop/include/ck/library/utility/fill.hpp Source File

Go to the documentation of this file.

 // SPDX-License-Identifier: MIT
 // Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
  
 #pragma once
  
 #include <algorithm>
 #include <cmath>
 #include <iterator>
 #include <random>
 #include <type_traits>
 #include <utility>
  
 #include "ck/utility/data_type.hpp"
  
 namespace ck {
 namespace utils {
  
 template <typename T>
 struct FillUniformDistribution
 {
     float a_{-5.f};
     float b_{5.f};
  
     template <typename ForwardIter>
     void operator()(ForwardIter first, ForwardIter last) const
     {
         std::mt19937 gen(11939);
         std::uniform_real_distribution<float> dis(a_, b_);
         std::generate(first, last, [&dis, &gen]() { return ck::type_convert<T>(dis(gen)); });
     }
  
     template <typename ForwardRange>
     auto operator()(ForwardRange&& range) const
         -> std::void_t<decltype(std::declval<const FillUniformDistribution&>()(
             std::begin(std::forward<ForwardRange>(range)),
             std::end(std::forward<ForwardRange>(range))))>
     {
         (*this)(std::begin(std::forward<ForwardRange>(range)),
                 std::end(std::forward<ForwardRange>(range)));
     }
 };
  
 // Normally FillUniformDistributionIntegerValue should use std::uniform_int_distribution as below.
 // However this produces segfaults in std::mt19937 which look like inifite loop.
 //      template <typename T>
 //      struct FillUniformDistributionIntegerValue
 //      {
 //          int a_{-5};
 //          int b_{5};
 //
 //          template <typename ForwardIter>
 //          void operator()(ForwardIter first, ForwardIter last) const
 //          {
 //              std::mt19937 gen(11939);
 //              std::uniform_int_distribution<int> dis(a_, b_);
 //              std::generate(
 //                  first, last, [&dis, &gen]() { return ck::type_convert<T>(dis(gen)); });
 //          }
 //      };
  
 // Workaround for uniform_int_distribution not working as expected. See note above.<
 template <typename T>
 struct FillUniformDistributionIntegerValue
 {
     float a_{-5.f};
     float b_{5.f};
  
     template <typename ForwardIter>
     void operator()(ForwardIter first, ForwardIter last) const
     {
         std::mt19937 gen(11939);
         std::uniform_real_distribution<float> dis(a_, b_);
         std::generate(
             first, last, [&dis, &gen]() { return ck::type_convert<T>(std::round(dis(gen))); });
     }
  
     template <typename ForwardRange>
     auto operator()(ForwardRange&& range) const
         -> std::void_t<decltype(std::declval<const FillUniformDistributionIntegerValue&>()(
             std::begin(std::forward<ForwardRange>(range)),
             std::end(std::forward<ForwardRange>(range))))>
     {
         (*this)(std::begin(std::forward<ForwardRange>(range)),
                 std::end(std::forward<ForwardRange>(range)));
     }
 };
  
 template <typename T>
 struct FillMonotonicSeq
 {
     T init_value_{0};
     T step_{1};
  
     template <typename ForwardIter>
     void operator()(ForwardIter first, ForwardIter last) const
     {
         std::generate(first, last, [=, *this, n = init_value_]() mutable {
             auto tmp = n;
             n += step_;
             return tmp;
         });
     }
  
     template <typename ForwardRange>
     auto operator()(ForwardRange&& range) const
         -> std::void_t<decltype(std::declval<const FillMonotonicSeq&>()(
             std::begin(std::forward<ForwardRange>(range)),
             std::end(std::forward<ForwardRange>(range))))>
     {
         (*this)(std::begin(std::forward<ForwardRange>(range)),
                 std::end(std::forward<ForwardRange>(range)));
     }
 };
  
 template <typename T>
 struct FillConstant
 {
     T value_{0};
  
     template <typename ForwardIter>
     void operator()(ForwardIter first, ForwardIter last) const
     {
         std::fill(first, last, value_);
     }
  
     template <typename ForwardRange>
     auto operator()(ForwardRange&& range) const
         -> std::void_t<decltype(std::declval<const FillConstant&>()(
             std::begin(std::forward<ForwardRange>(range)),
             std::end(std::forward<ForwardRange>(range))))>
     {
         (*this)(std::begin(std::forward<ForwardRange>(range)),
                 std::end(std::forward<ForwardRange>(range)));
     }
 };
  
 template <typename T>
 struct TransformIntoStructuralSparsity
 {
     // clang-format off
     static constexpr T valid_sequences[] = {
         0, 0, 1, 1,
         0, 1, 0, 1,
         0, 1, 1, 0,
         1, 0, 0, 1,
         1, 0, 1, 0,
         1, 1, 0, 0,
     };
     // clang-format on
  
     template <typename ForwardIter>
     void operator()(ForwardIter first, ForwardIter last) const
     {
         std::for_each(first, last, [=, *this, idx = 0](T& elem) mutable {
             auto tmp_idx = idx;
             idx += 1;
             return elem *= valid_sequences[tmp_idx % (sizeof(valid_sequences) / sizeof(T))];
         });
     }
  
     template <typename ForwardRange>
     auto operator()(ForwardRange&& range) const
         -> std::void_t<decltype(std::declval<const TransformIntoStructuralSparsity&>()(
             std::begin(std::forward<ForwardRange>(range)),
             std::end(std::forward<ForwardRange>(range))))>
     {
         (*this)(std::begin(std::forward<ForwardRange>(range)),
                 std::end(std::forward<ForwardRange>(range)));
     }
 };
  
 } // namespace utils
 } // namespace ck