/** * Copyright (c) 2016-present, Facebook, Inc. * * 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. */ #ifndef CAFFE2_FB_OPERATORS_UTILITY_OPS_H_ #define CAFFE2_FB_OPERATORS_UTILITY_OPS_H_ #include "caffe2/core/context.h" #include "caffe2/core/operator.h" namespace caffe2 { // Converts each input element into either high_ or low_value // based on the given threshold. // // out[i] = low_value if in[i] <= threshold else high_value template class StumpFuncOp final : public Operator { public: USE_OPERATOR_CONTEXT_FUNCTIONS; template explicit StumpFuncOp(Args&&... args) : Operator(std::forward(args)...), threshold_(this->template GetSingleArgument("threshold", 0)), low_value_(this->template GetSingleArgument("low_value", 0)), high_value_(this->template GetSingleArgument("high_value", 0)) {} bool RunOnDevice() override; protected: TIN threshold_; TOUT low_value_; TOUT high_value_; // Input: label, output: weight }; template class StumpFuncIndexOp final : public Operator { public: USE_OPERATOR_CONTEXT_FUNCTIONS; template explicit StumpFuncIndexOp(Args&&... args) : Operator(std::forward(args)...), threshold_(this->template GetSingleArgument("threshold", 0)) {} bool RunOnDevice() override; protected: TIN threshold_; // Input: label, output: indices }; } // caffe2 #endif // CAFFE2_FB_OPERATORS_UTILITY_OPS_H_