// Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved. // // 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 "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/operators/math/math_function.h" namespace paddle { namespace operators { template struct OneHotOpFunctor { const framework::LoDTensor* in_; framework::LoDTensor* out_; int depth_; const DeviceContext& ctx_; OneHotOpFunctor(const framework::LoDTensor* in, framework::LoDTensor* out, int depth, const DeviceContext& ctx) : in_(in), out_(out), depth_(depth), ctx_(ctx) {} template void apply() const { auto* p_in_data = in_->data(); auto numel = in_->numel(); auto* p_out_data = out_->mutable_data(ctx_.GetPlace()); math::set_constant(ctx_, out_, 0.0); for (int i = 0; i < numel; ++i) { PADDLE_ENFORCE_GE(p_in_data[i], 0, "Illegal index value, should be at least 0."); PADDLE_ENFORCE_LT(p_in_data[i], depth_, "Illegal index value, should be less than depth (%d).", depth_); *(p_out_data + i * depth_ + p_in_data[i]) = 1.0; } } }; using LoDTensor = framework::LoDTensor; using Tensor = framework::Tensor; template class OneHotKernel : public framework::OpKernel { public: void Compute(const framework::ExecutionContext& context) const override { auto* in = context.Input("X"); auto* out = context.Output("Out"); int depth = context.Attr("depth"); if (context.HasInput("depth_tensor")) { auto* depth_tensor = context.Input("depth_tensor"); auto* depth_data = depth_tensor->data(); depth = depth_data[0]; auto in_dims = in->dims(); framework::DDim out_dims(in_dims); out_dims[out_dims.size() - 1] = depth; out->Resize(out_dims); } framework::VisitDataType( static_cast( context.Attr("dtype")), OneHotOpFunctor( in, out, depth, context.template device_context())); } }; } // namespace operators } // namespace paddle