Replaced std::vector-based interfaces with HostDeviceVector-based interfaces. (#3116)
* Replaced std::vector-based interfaces with HostDeviceVector-based interfaces. - replacement was performed in the learner, boosters, predictors, updaters, and objective functions - only interfaces used in training were replaced; interfaces like PredictInstance() still use std::vector - refactoring necessary for replacement of interfaces was also performed, such as using HostDeviceVector in prediction cache * HostDeviceVector-based interfaces for custom objective function example plugin.
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committed by
Rory Mitchell
parent
11bfa8584d
commit
d5992dd881
@@ -38,10 +38,13 @@ void CheckObjFunction(xgboost::ObjFunction * obj,
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info.labels = labels;
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info.weights = weights;
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std::vector<xgboost::bst_gpair> gpair;
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obj->GetGradient(preds, info, 1, &gpair);
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xgboost::HostDeviceVector<xgboost::bst_float> in_preds(preds);
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ASSERT_EQ(gpair.size(), preds.size());
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xgboost::HostDeviceVector<xgboost::bst_gpair> out_gpair;
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obj->GetGradient(&in_preds, info, 1, &out_gpair);
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std::vector<xgboost::bst_gpair>& gpair = out_gpair.data_h();
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ASSERT_EQ(gpair.size(), in_preds.size());
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for (int i = 0; i < static_cast<int>(gpair.size()); ++i) {
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EXPECT_NEAR(gpair[i].GetGrad(), out_grad[i], 0.01)
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<< "Unexpected grad for pred=" << preds[i] << " label=" << labels[i]
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