70 lines
2.2 KiB
Plaintext
70 lines
2.2 KiB
Plaintext
// Copyright by Contributors
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#include <xgboost/linear_updater.h>
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#include "../helpers.h"
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#include "xgboost/gbm.h"
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namespace xgboost {
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TEST(Linear, GPUCoordinate) {
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dh::safe_cuda(cudaSetDevice(0));
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auto mat = xgboost::CreateDMatrix(10, 10, 0);
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auto updater = std::unique_ptr<xgboost::LinearUpdater>(
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xgboost::LinearUpdater::Create("gpu_coord_descent"));
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updater->Init({{"eta", "1."}, {"n_gpus", "1"}});
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xgboost::HostDeviceVector<xgboost::GradientPair> gpair(
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(*mat)->Info().num_row_, xgboost::GradientPair(-5, 1.0));
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xgboost::gbm::GBLinearModel model;
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model.param.num_feature = (*mat)->Info().num_col_;
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model.param.num_output_group = 1;
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model.LazyInitModel();
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updater->Update(&gpair, (*mat).get(), &model, gpair.Size());
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ASSERT_EQ(model.bias()[0], 5.0f);
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delete mat;
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}
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#if defined(XGBOOST_USE_NCCL)
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TEST(Linear, MGPU_GPUCoordinate) {
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dh::safe_cuda(cudaSetDevice(0));
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{
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auto mat = xgboost::CreateDMatrix(10, 10, 0);
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auto updater = std::unique_ptr<xgboost::LinearUpdater>(
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xgboost::LinearUpdater::Create("gpu_coord_descent"));
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updater->Init({{"eta", "1."}, {"n_gpus", "-1"}});
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xgboost::HostDeviceVector<xgboost::GradientPair> gpair(
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(*mat)->Info().num_row_, xgboost::GradientPair(-5, 1.0));
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xgboost::gbm::GBLinearModel model;
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model.param.num_feature = (*mat)->Info().num_col_;
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model.param.num_output_group = 1;
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model.LazyInitModel();
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updater->Update(&gpair, (*mat).get(), &model, gpair.Size());
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ASSERT_EQ(model.bias()[0], 5.0f);
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delete mat;
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}
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dh::safe_cuda(cudaSetDevice(0));
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{
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auto mat = xgboost::CreateDMatrix(10, 10, 0);
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auto updater = std::unique_ptr<xgboost::LinearUpdater>(
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xgboost::LinearUpdater::Create("gpu_coord_descent"));
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updater->Init({
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{"eta", "1."},
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{"n_gpus", "-1"},
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{"gpu_id", "1"}});
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xgboost::HostDeviceVector<xgboost::GradientPair> gpair(
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(*mat)->Info().num_row_, xgboost::GradientPair(-5, 1.0));
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xgboost::gbm::GBLinearModel model;
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model.param.num_feature = (*mat)->Info().num_col_;
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model.param.num_output_group = 1;
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model.LazyInitModel();
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updater->Update(&gpair, (*mat).get(), &model, gpair.Size());
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ASSERT_EQ(model.bias()[0], 5.0f);
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delete mat;
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}
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}
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#endif
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} // namespace xgboost |