genetic.h

Go to the documentation of this file.

/*
 * Copyright (c) 2020-2024, NVIDIA CORPORATION.
 *
 * 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 "common.h"
#include "program.h"
 
#include <raft/core/handle.hpp>
 
namespace cuml {
namespace genetic {
 
std::string stringify(const program& prog);
 
void symFit(const raft::handle_t& handle,
            const float* input,
            const float* labels,
            const float* sample_weights,
            const int n_rows,
            const int n_cols,
            param& params,
            program_t& final_progs,
            std::vector<std::vector<program>>& history);
 
void symRegPredict(const raft::handle_t& handle,
                   const float* input,
                   const int n_rows,
                   const program_t& best_prog,
                   float* output);
 
void symClfPredictProbs(const raft::handle_t& handle,
                        const float* input,
                        const int n_rows,
                        const param& params,
                        const program_t& best_prog,
                        float* output);
 
void symClfPredict(const raft::handle_t& handle,
                   const float* input,
                   const int n_rows,
                   const param& params,
                   const program_t& best_prog,
                   float* output);
 
void symTransform(const raft::handle_t& handle,
                  const float* input,
                  const param& params,
                  const program_t& final_progs,
                  const int n_rows,
                  const int n_cols,
                  float* output);
 
}  // namespace genetic
}  // namespace cuml