preprocess_mg.hpp

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/*
 * Copyright (c) 2020-2022, 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 <cumlprims/opg/matrix/data.hpp>
#include <cumlprims/opg/matrix/part_descriptor.hpp>
#include <raft/core/comms.hpp>
#include <raft/core/handle.hpp>
 
namespace ML {
namespace GLM {
namespace opg {
 
void preProcessData(raft::handle_t& handle,
                    std::vector<MLCommon::Matrix::Data<float>*>& input_data,
                    MLCommon::Matrix::PartDescriptor& input_desc,
                    std::vector<MLCommon::Matrix::Data<float>*>& labels,
                    float* mu_input,
                    float* mu_labels,
                    float* norm2_input,
                    bool fit_intercept,
                    bool normalize,
                    cudaStream_t* streams,
                    int n_streams,
                    bool verbose);
 
void preProcessData(raft::handle_t& handle,
                    std::vector<MLCommon::Matrix::Data<double>*>& input_data,
                    MLCommon::Matrix::PartDescriptor& input_desc,
                    std::vector<MLCommon::Matrix::Data<double>*>& labels,
                    double* mu_input,
                    double* mu_labels,
                    double* norm2_input,
                    bool fit_intercept,
                    bool normalize,
                    cudaStream_t* streams,
                    int n_streams,
                    bool verbose);
 
void postProcessData(raft::handle_t& handle,
                     std::vector<MLCommon::Matrix::Data<float>*>& input_data,
                     MLCommon::Matrix::PartDescriptor& input_desc,
                     std::vector<MLCommon::Matrix::Data<float>*>& labels,
                     float* coef,
                     float* intercept,
                     float* mu_input,
                     float* mu_labels,
                     float* norm2_input,
                     bool fit_intercept,
                     bool normalize,
                     cudaStream_t* streams,
                     int n_streams,
                     bool verbose);
 
void postProcessData(raft::handle_t& handle,
                     std::vector<MLCommon::Matrix::Data<double>*>& input_data,
                     MLCommon::Matrix::PartDescriptor& input_desc,
                     std::vector<MLCommon::Matrix::Data<double>*>& labels,
                     double* coef,
                     double* intercept,
                     double* mu_input,
                     double* mu_labels,
                     double* norm2_input,
                     bool fit_intercept,
                     bool normalize,
                     cudaStream_t* streams,
                     int n_streams,
                     bool verbose);
 
};  // end namespace opg
};  // namespace GLM
};  // end namespace ML