Implement a DMatrix Proxy. (#5803)
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24
src/data/proxy_dmatrix.cu
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24
src/data/proxy_dmatrix.cu
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/*!
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* Copyright 2020 XGBoost contributors
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*/
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#include "proxy_dmatrix.h"
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#include "device_adapter.cuh"
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namespace xgboost {
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namespace data {
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void DMatrixProxy::FromCudaColumnar(std::string interface_str) {
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std::shared_ptr<data::CudfAdapter> adapter {new data::CudfAdapter(interface_str)};
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auto const& value = adapter->Value();
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this->batch_ = adapter;
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device_ = adapter->DeviceIdx();
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}
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void DMatrixProxy::FromCudaArray(std::string interface_str) {
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std::shared_ptr<CupyAdapter> adapter(new CupyAdapter(interface_str));
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this->batch_ = adapter;
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device_ = adapter->DeviceIdx();
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}
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} // namespace data
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} // namespace xgboost
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104
src/data/proxy_dmatrix.h
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104
src/data/proxy_dmatrix.h
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/*!
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* Copyright 2020 XGBoost contributors
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*/
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#ifndef XGBOOST_DATA_PROXY_DMATRIX_H_
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#define XGBOOST_DATA_PROXY_DMATRIX_H_
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#include <dmlc/any.h>
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#include <memory>
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#include <string>
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#include <utility>
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#include "xgboost/data.h"
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#include "xgboost/generic_parameters.h"
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#include "xgboost/c_api.h"
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#include "adapter.h"
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namespace xgboost {
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namespace data {
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/*
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* \brief A proxy to external iterator.
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*/
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template <typename ResetFn, typename NextFn>
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class DataIterProxy {
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DataIterHandle iter_;
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ResetFn* reset_;
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NextFn* next_;
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public:
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DataIterProxy(DataIterHandle iter, ResetFn* reset, NextFn* next) :
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iter_{iter},
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reset_{reset}, next_{next} {}
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bool Next() {
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return next_(iter_);
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}
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void Reset() {
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reset_(iter_);
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}
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};
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/*
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* \brief A proxy of DMatrix used by external iterator.
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*/
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class DMatrixProxy : public DMatrix {
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MetaInfo info_;
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dmlc::any batch_;
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int32_t device_ { xgboost::GenericParameter::kCpuId };
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#if defined(XGBOOST_USE_CUDA)
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void FromCudaColumnar(std::string interface_str);
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void FromCudaArray(std::string interface_str);
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#endif // defined(XGBOOST_USE_CUDA)
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public:
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int DeviceIdx() const { return device_; }
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void SetData(char const* c_interface) {
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common::AssertGPUSupport();
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#if defined(XGBOOST_USE_CUDA)
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std::string interface_str = c_interface;
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Json json_array_interface =
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Json::Load({interface_str.c_str(), interface_str.size()});
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if (IsA<Array>(json_array_interface)) {
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this->FromCudaColumnar(interface_str);
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} else {
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this->FromCudaArray(interface_str);
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}
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#endif // defined(XGBOOST_USE_CUDA)
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}
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MetaInfo& Info() override { return info_; }
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MetaInfo const& Info() const override { return info_; }
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bool SingleColBlock() const override { return true; }
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bool EllpackExists() const override { return true; }
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bool SparsePageExists() const override { return false; }
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DMatrix *Slice(common::Span<int32_t const> ridxs) override {
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LOG(FATAL) << "Slicing DMatrix is not supported for Proxy DMatrix.";
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return nullptr;
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}
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BatchSet<SparsePage> GetRowBatches() override {
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LOG(FATAL) << "Not implemented.";
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return BatchSet<SparsePage>(BatchIterator<SparsePage>(nullptr));
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}
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BatchSet<CSCPage> GetColumnBatches() override {
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LOG(FATAL) << "Not implemented.";
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return BatchSet<CSCPage>(BatchIterator<CSCPage>(nullptr));
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}
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BatchSet<SortedCSCPage> GetSortedColumnBatches() override {
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LOG(FATAL) << "Not implemented.";
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return BatchSet<SortedCSCPage>(BatchIterator<SortedCSCPage>(nullptr));
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}
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BatchSet<EllpackPage> GetEllpackBatches(const BatchParam& param) override {
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LOG(FATAL) << "Not implemented.";
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return BatchSet<EllpackPage>(BatchIterator<EllpackPage>(nullptr));
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}
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dmlc::any Adapter() const {
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return batch_;
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}
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};
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} // namespace data
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} // namespace xgboost
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#endif // XGBOOST_DATA_PROXY_DMATRIX_H_
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