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/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.
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data_type_transform.cc
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. */
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#include "paddle/fluid/framework/data_type_transform.h"
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#include "paddle/fluid/framework/selected_rows.h"
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#include "paddle/fluid/platform/transform.h"
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namespace paddle {
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namespace framework {
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template <typename InType, typename OutType>
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struct CastDataTypeFunctor {
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HOSTDEVICE inline OutType operator()(InType in) const {
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return static_cast<OutType>(in);
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}
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};
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template <typename InType>
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struct CastDataType {
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CastDataType(const framework::Tensor& in, framework::Tensor* out,
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const platform::DeviceContext* ctx)
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: in_(in), out_(out), ctx_(ctx) {}
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const framework::Tensor in_;
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framework::Tensor* out_;
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const platform::DeviceContext* ctx_;
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template <typename OutType>
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void apply() {
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auto* in_begin = in_.data<InType>();
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auto* in_end = in_begin + in_.numel();
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auto* out_begin = out_->mutable_data<OutType>(in_.place());
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if (platform::is_cpu_place(in_.place())) {
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platform::Transform<platform::CPUDeviceContext> trans;
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auto* context = static_cast<const platform::CPUDeviceContext*>(ctx_);
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trans(*context, in_begin, in_end, out_begin,
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CastDataTypeFunctor<InType, OutType>());
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#ifdef __NVCC__
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} else if (platform::is_gpu_place(in_.place())) {
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platform::Transform<platform::CUDADeviceContext> trans;
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auto* context = static_cast<const platform::CUDADeviceContext*>(ctx_);
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trans(*context, in_begin, in_end, out_begin,
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CastDataTypeFunctor<InType, OutType>());
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context->Wait();
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#endif
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} else {
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PADDLE_THROW("Unsupported place!");
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}
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}
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};
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void TransDataType(const OpKernelType& kernel_type_for_var,
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const OpKernelType& expected_kernel_type, const Tensor& in,
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Tensor* out) {
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platform::DeviceContextPool& pool = platform::DeviceContextPool::Instance();
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out->Resize(in.dims());
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auto src_type = kernel_type_for_var.data_type_;
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auto dst_type = expected_kernel_type.data_type_;
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auto ctx = pool.Get(in.place());
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switch (src_type) {
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case proto::VarType::FP16:
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framework::VisitDataType(dst_type,
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CastDataType<platform::float16>(in, out, ctx));
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break;
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case proto::VarType::FP32:
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framework::VisitDataType(dst_type, CastDataType<float>(in, out, ctx));
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break;
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case proto::VarType::FP64:
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framework::VisitDataType(dst_type, CastDataType<double>(in, out, ctx));
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break;
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case proto::VarType::INT32:
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framework::VisitDataType(dst_type, CastDataType<int>(in, out, ctx));
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break;
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case proto::VarType::INT64:
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framework::VisitDataType(dst_type, CastDataType<int64_t>(in, out, ctx));
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break;
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case proto::VarType::BOOL:
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framework::VisitDataType(dst_type, CastDataType<bool>(in, out, ctx));
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break;
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case proto::VarType::INT16:
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framework::VisitDataType(dst_type, CastDataType<bool>(in, out, ctx));
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break;
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case proto::VarType::UINT8:
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framework::VisitDataType(dst_type, CastDataType<bool>(in, out, ctx));
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break;
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default:
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PADDLE_THROW("Not support type %d", src_type);
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}
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}
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} // namespace framework
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} // namespace paddle
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