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xt_helper.h
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xt_helper.h
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// Copyright 2021 Ant Group Co., Ltd.
//
// 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.
#pragma once
#include "xtensor/xadapt.hpp"
#include "xtensor/xeval.hpp"
#include "xtensor/xexpression.hpp"
#include "xtensor/xio.hpp"
#include "libspu/core/ndarray_ref.h"
#include "libspu/core/prelude.h"
namespace spu {
template <typename T>
auto xt_mutable_adapt(NdArrayRef& aref) {
SPU_ENFORCE(aref.elsize() == sizeof(T), "adapt eltype={} with size={}",
aref.eltype(), sizeof(T));
std::vector<int64_t> shape(aref.shape().begin(), aref.shape().end());
std::vector<int64_t> stride(aref.strides().begin(), aref.strides().end());
return xt::adapt(aref.data<T>(), aref.numel(), xt::no_ownership(), shape,
stride);
}
template <typename T>
auto xt_adapt(const NdArrayRef& aref) {
SPU_ENFORCE(aref.elsize() == sizeof(T), "adapt eltype={} with size={}",
aref.eltype(), sizeof(T));
std::vector<int64_t> shape(aref.shape().begin(), aref.shape().end());
std::vector<int64_t> stride(aref.strides().begin(), aref.strides().end());
return xt::adapt(aref.data<const T>(), aref.numel(), xt::no_ownership(),
shape, stride);
}
// Make a NdArrayRef from an xt expression.
template <typename E,
typename T = typename std::remove_const<typename E::value_type>::type,
std::enable_if_t<std::is_arithmetic_v<T>, bool> = true>
NdArrayRef xt_to_ndarray(const xt::xexpression<E>& e) {
auto&& ee = xt::eval(e.derived_cast());
const Type eltype = makePtType<T>();
auto arr = NdArrayRef(eltype, Shape(ee.shape().begin(), ee.shape().end()));
xt_mutable_adapt<T>(arr) = ee;
return arr;
}
} // namespace spu