Implement extend method for meta info. (#5800)
* Implement extend for host device vector.
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@@ -136,6 +136,14 @@ void HostDeviceVector<T>::Copy(std::initializer_list<T> other) {
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std::copy(other.begin(), other.end(), HostVector().begin());
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}
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template <typename T>
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void HostDeviceVector<T>::Extend(HostDeviceVector const& other) {
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auto ori_size = this->Size();
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this->HostVector().resize(ori_size + other.Size());
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std::copy(other.ConstHostVector().cbegin(), other.ConstHostVector().cend(),
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this->HostVector().begin() + ori_size);
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}
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template <typename T>
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bool HostDeviceVector<T>::HostCanRead() const {
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return true;
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@@ -125,6 +125,25 @@ class HostDeviceVectorImpl {
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}
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}
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void Extend(HostDeviceVectorImpl* other) {
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auto ori_size = this->Size();
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this->Resize(ori_size + other->Size(), T());
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if (HostCanWrite() && other->HostCanRead()) {
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auto& h_vec = this->HostVector();
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auto& other_vec = other->HostVector();
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CHECK_EQ(h_vec.size(), ori_size + other->Size());
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std::copy(other_vec.cbegin(), other_vec.cend(), h_vec.begin() + ori_size);
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} else {
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auto ptr = other->ConstDevicePointer();
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SetDevice();
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CHECK_EQ(this->DeviceIdx(), other->DeviceIdx());
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dh::safe_cuda(cudaMemcpyAsync(this->DevicePointer() + ori_size,
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ptr,
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other->Size() * sizeof(T),
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cudaMemcpyDeviceToDevice));
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}
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}
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std::vector<T>& HostVector() {
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LazySyncHost(GPUAccess::kNone);
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return data_h_;
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@@ -326,6 +345,11 @@ void HostDeviceVector<T>::Copy(std::initializer_list<T> other) {
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impl_->Copy(other);
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}
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template <typename T>
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void HostDeviceVector<T>::Extend(HostDeviceVector const& other) {
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impl_->Extend(other.impl_);
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}
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template <typename T>
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std::vector<T>& HostDeviceVector<T>::HostVector() { return impl_->HostVector(); }
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@@ -343,6 +343,44 @@ void MetaInfo::SetInfo(const char* key, const void* dptr, DataType dtype, size_t
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}
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}
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void MetaInfo::Extend(MetaInfo const& that, bool accumulate_rows) {
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if (accumulate_rows) {
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this->num_row_ += that.num_row_;
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}
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if (this->num_col_ != 0) {
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CHECK_EQ(this->num_col_, that.num_col_)
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<< "Number of columns must be consistent across batches.";
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}
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this->num_col_ = that.num_col_;
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this->labels_.SetDevice(that.labels_.DeviceIdx());
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this->labels_.Extend(that.labels_);
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this->weights_.SetDevice(that.weights_.DeviceIdx());
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this->weights_.Extend(that.weights_);
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this->labels_lower_bound_.SetDevice(that.labels_lower_bound_.DeviceIdx());
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this->labels_lower_bound_.Extend(that.labels_lower_bound_);
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this->labels_upper_bound_.SetDevice(that.labels_upper_bound_.DeviceIdx());
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this->labels_upper_bound_.Extend(that.labels_upper_bound_);
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this->base_margin_.SetDevice(that.base_margin_.DeviceIdx());
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this->base_margin_.Extend(that.base_margin_);
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if (this->group_ptr_.size() == 0) {
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this->group_ptr_ = that.group_ptr_;
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} else {
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CHECK_NE(that.group_ptr_.size(), 0);
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auto group_ptr = that.group_ptr_;
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for (size_t i = 1; i < group_ptr.size(); ++i) {
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group_ptr[i] += this->group_ptr_.back();
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}
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this->group_ptr_.insert(this->group_ptr_.end(), group_ptr.begin() + 1,
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group_ptr.end());
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}
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}
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void MetaInfo::Validate(int32_t device) const {
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if (group_ptr_.size() != 0 && weights_.Size() != 0) {
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CHECK_EQ(group_ptr_.size(), weights_.Size() + 1)
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