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ENH: dtype dispatcher for Dataframe Intercahnge Protocol in Python (#…
…2696) * ENH: dtype dispatcher for Dataframe Intercahnge Protocol in Python --------- Co-authored-by: Nikita Kulikov <nikita.kulikov@intel.com>
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/******************************************************************************* | ||
* Copyright contributors to the oneDAL project | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*******************************************************************************/ | ||
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#pragma once | ||
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#include <cstdint> | ||
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#include "oneapi/dal/common.hpp" | ||
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namespace oneapi::dal::detail { | ||
namespace v1 { | ||
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template <typename Op, typename OnUnknown> | ||
inline constexpr auto dispatch_by_data_type(data_type dtype, Op&& op, OnUnknown&& on_unknown) { | ||
switch (dtype) { | ||
case data_type::int8: return op(std::int8_t{}); | ||
case data_type::uint8: return op(std::uint8_t{}); | ||
case data_type::int16: return op(std::int16_t{}); | ||
case data_type::uint16: return op(std::uint16_t{}); | ||
case data_type::int32: return op(std::int32_t{}); | ||
case data_type::uint32: return op(std::uint32_t{}); | ||
case data_type::int64: return op(std::int64_t{}); | ||
case data_type::uint64: return op(std::uint64_t{}); | ||
case data_type::float32: return op(float{}); | ||
case data_type::float64: return op(double{}); | ||
default: return on_unknown(dtype); | ||
} | ||
} | ||
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template <typename Op, typename ResultType = std::invoke_result_t<Op, float>> | ||
inline constexpr ResultType dispatch_by_data_type(data_type dtype, Op&& op) { | ||
// Necessary to make the return type conformant with | ||
// other dispatch branches | ||
const auto on_unknown = [](data_type) -> ResultType { | ||
using msg = dal::detail::error_messages; | ||
throw unimplemented{ msg::unsupported_conversion_types() }; | ||
}; | ||
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return dispatch_by_data_type(dtype, std::forward<Op>(op), on_unknown); | ||
} | ||
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namespace impl { | ||
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template <typename Result, typename... Types> | ||
struct type_holder { | ||
using result_t = Result; | ||
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template <typename Tail> | ||
using add_tail = type_holder<Result, Types..., Tail>; | ||
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template <typename Op> | ||
constexpr static inline Result evaluate(Op&& op) { | ||
return op(Types{}...); | ||
} | ||
}; | ||
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template <typename TypeHolder, typename Op> | ||
inline constexpr auto multi_dispatch_by_data_type(Op&& op) { | ||
return TypeHolder::evaluate(std::forward<Op>(op)); | ||
} | ||
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template <typename TypeHolder, typename Op, typename Head, typename... Tail> | ||
inline constexpr auto multi_dispatch_by_data_type(Op&& op, Head&& head, Tail&&... tail) { | ||
using result_t = typename TypeHolder::result_t; | ||
const auto functor = [&](auto arg) -> result_t { | ||
using type_t = std::decay_t<decltype(arg)>; | ||
using holder_t = typename TypeHolder::template add_tail<type_t>; | ||
return multi_dispatch_by_data_type<holder_t>( // | ||
std::forward<Op>(op), | ||
std::forward<Tail>(tail)...); | ||
}; | ||
return dispatch_by_data_type(head, functor); | ||
} | ||
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template <std::size_t n, typename DefaultType, typename Op, typename... Types> | ||
struct invoke_result_multiple_impl { | ||
using next_t = invoke_result_multiple_impl<n - 1, DefaultType, Op, DefaultType, Types...>; | ||
using type = typename next_t::type; | ||
}; | ||
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template <typename DefaultType, typename Op, typename... Types> | ||
struct invoke_result_multiple_impl<0ul, DefaultType, Op, Types...> { | ||
using type = std::invoke_result_t<Op, Types...>; | ||
}; | ||
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template <typename Op, std::size_t n, typename DefaultType = float> | ||
using invoke_result_multiple_t = typename invoke_result_multiple_impl<n, DefaultType, Op>::type; | ||
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} // namespace impl | ||
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// Signature of this function is slightly different from | ||
// a simple `dispatch_by_data_type` due to inconsistency | ||
// with a `std::visit` which it heavily resembles | ||
template <typename ResultType, typename Op, typename... Types> | ||
inline constexpr ResultType multi_dispatch_by_data_type(Op&& op, Types&&... types) { | ||
using holder_t = impl::type_holder<ResultType>; | ||
return impl::multi_dispatch_by_data_type<holder_t, Op>( // | ||
std::forward<Op>(op), | ||
std::forward<Types>(types)...); | ||
} | ||
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template <typename Op, typename... Types> | ||
inline constexpr auto multi_dispatch_by_data_type(Op&& op, Types&&... types) { | ||
using result_t = impl::invoke_result_multiple_t<Op, sizeof...(Types), float>; | ||
return multi_dispatch_by_data_type<result_t, Op>( // | ||
std::forward<Op>(op), | ||
std::forward<Types>(types)...); | ||
} | ||
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} // namespace v1 | ||
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using v1::dispatch_by_data_type; | ||
using v1::multi_dispatch_by_data_type; | ||
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} // namespace oneapi::dal::detail |