Make prediction functions thread safe. (#6648)
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@@ -132,7 +132,7 @@ class Predictor {
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*/
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virtual void PredictBatch(DMatrix* dmat, PredictionCacheEntry* out_preds,
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const gbm::GBTreeModel& model, int tree_begin,
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uint32_t const ntree_limit = 0) = 0;
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uint32_t const ntree_limit = 0) const = 0;
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/**
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* \brief Inplace prediction.
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@@ -161,7 +161,7 @@ class Predictor {
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virtual void PredictInstance(const SparsePage::Inst& inst,
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std::vector<bst_float>* out_preds,
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const gbm::GBTreeModel& model,
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unsigned ntree_limit = 0) = 0;
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unsigned ntree_limit = 0) const = 0;
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/**
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* \brief predict the leaf index of each tree, the output will be nsample *
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@@ -175,7 +175,7 @@ class Predictor {
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virtual void PredictLeaf(DMatrix* dmat, HostDeviceVector<bst_float>* out_preds,
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const gbm::GBTreeModel& model,
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unsigned ntree_limit = 0) = 0;
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unsigned ntree_limit = 0) const = 0;
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/**
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* \fn virtual void Predictor::PredictContribution( DMatrix* dmat,
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@@ -203,14 +203,14 @@ class Predictor {
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std::vector<bst_float>* tree_weights = nullptr,
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bool approximate = false,
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int condition = 0,
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unsigned condition_feature = 0) = 0;
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unsigned condition_feature = 0) const = 0;
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virtual void PredictInteractionContributions(DMatrix* dmat,
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HostDeviceVector<bst_float>* out_contribs,
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const gbm::GBTreeModel& model,
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unsigned ntree_limit = 0,
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std::vector<bst_float>* tree_weights = nullptr,
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bool approximate = false) = 0;
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bool approximate = false) const = 0;
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/**
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