Refactor external memory formats. (#7089)
* Save base_rowid. * Return write size. * Remove unused function.
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@ -1,7 +1,6 @@
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/*!
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* Copyright 2019 XGBoost contributors
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* Copyright 2019-2021 XGBoost contributors
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*/
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#include <xgboost/data.h>
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#include <dmlc/registry.h>
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@ -13,6 +12,7 @@ namespace data {
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DMLC_REGISTRY_FILE_TAG(ellpack_page_raw_format);
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class EllpackPageRawFormat : public SparsePageFormat<EllpackPage> {
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public:
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bool Read(EllpackPage* page, dmlc::SeekStream* fi) override {
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@ -23,29 +23,34 @@ class EllpackPageRawFormat : public SparsePageFormat<EllpackPage> {
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fi->Read(&impl->n_rows);
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fi->Read(&impl->is_dense);
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fi->Read(&impl->row_stride);
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if (!fi->Read(&impl->gidx_buffer.HostVector())) {
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fi->Read(&impl->gidx_buffer.HostVector());
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if (!fi->Read(&impl->base_rowid)) {
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return false;
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}
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return true;
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}
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bool Read(EllpackPage* page,
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dmlc::SeekStream* fi,
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const std::vector<bst_uint>& sorted_index_set) override {
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LOG(FATAL) << "Not implemented";
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return false;
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}
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void Write(const EllpackPage& page, dmlc::Stream* fo) override {
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size_t Write(const EllpackPage& page, dmlc::Stream* fo) override {
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size_t bytes = 0;
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auto* impl = page.Impl();
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fo->Write(impl->Cuts().cut_values_.ConstHostVector());
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bytes += impl->Cuts().cut_values_.ConstHostSpan().size_bytes() + sizeof(uint64_t);
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fo->Write(impl->Cuts().cut_ptrs_.ConstHostVector());
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bytes += impl->Cuts().cut_ptrs_.ConstHostSpan().size_bytes() + sizeof(uint64_t);
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fo->Write(impl->Cuts().min_vals_.ConstHostVector());
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bytes += impl->Cuts().min_vals_.ConstHostSpan().size_bytes() + sizeof(uint64_t);
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fo->Write(impl->n_rows);
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bytes += sizeof(impl->n_rows);
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fo->Write(impl->is_dense);
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bytes += sizeof(impl->is_dense);
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fo->Write(impl->row_stride);
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bytes += sizeof(impl->row_stride);
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CHECK(!impl->gidx_buffer.ConstHostVector().empty());
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fo->Write(impl->gidx_buffer.HostVector());
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bytes += impl->gidx_buffer.ConstHostSpan().size_bytes() + sizeof(uint64_t);
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fo->Write(impl->base_rowid);
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bytes += sizeof(impl->base_rowid);
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return bytes;
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}
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};
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@ -1,10 +1,12 @@
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/*!
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* Copyright (c) 2015 by Contributors
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* Copyright (c) 2015-2021 by Contributors
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* \file sparse_page_raw_format.cc
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* Raw binary format of sparse page.
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*/
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#include <xgboost/data.h>
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#include <dmlc/registry.h>
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#include "xgboost/logging.h"
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#include "./sparse_page_writer.h"
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namespace xgboost {
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@ -17,78 +19,36 @@ class SparsePageRawFormat : public SparsePageFormat<T> {
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public:
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bool Read(T* page, dmlc::SeekStream* fi) override {
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auto& offset_vec = page->offset.HostVector();
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if (!fi->Read(&offset_vec)) return false;
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if (!fi->Read(&offset_vec)) {
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return false;
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}
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auto& data_vec = page->data.HostVector();
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CHECK_NE(page->offset.Size(), 0U) << "Invalid SparsePage file";
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data_vec.resize(offset_vec.back());
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if (page->data.Size() != 0) {
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CHECK_EQ(fi->Read(dmlc::BeginPtr(data_vec),
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(page->data).Size() * sizeof(Entry)),
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(page->data).Size() * sizeof(Entry))
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size_t n_bytes = fi->Read(dmlc::BeginPtr(data_vec),
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(page->data).Size() * sizeof(Entry));
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CHECK_EQ(n_bytes, (page->data).Size() * sizeof(Entry))
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<< "Invalid SparsePage file";
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}
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fi->Read(&page->base_rowid, sizeof(page->base_rowid));
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return true;
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}
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bool Read(T* page,
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dmlc::SeekStream* fi,
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const std::vector<bst_uint>& sorted_index_set) override {
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if (!fi->Read(&disk_offset_)) return false;
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auto& offset_vec = page->offset.HostVector();
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auto& data_vec = page->data.HostVector();
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// setup the offset
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offset_vec.clear();
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offset_vec.push_back(0);
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for (unsigned int fid : sorted_index_set) {
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CHECK_LT(fid + 1, disk_offset_.size());
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size_t size = disk_offset_[fid + 1] - disk_offset_[fid];
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offset_vec.push_back(offset_vec.back() + size);
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}
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data_vec.resize(offset_vec.back());
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// read in the data
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size_t begin = fi->Tell();
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size_t curr_offset = 0;
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for (size_t i = 0; i < sorted_index_set.size();) {
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bst_uint fid = sorted_index_set[i];
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if (disk_offset_[fid] != curr_offset) {
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CHECK_GT(disk_offset_[fid], curr_offset);
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fi->Seek(begin + disk_offset_[fid] * sizeof(Entry));
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curr_offset = disk_offset_[fid];
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}
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size_t j, size_to_read = 0;
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for (j = i; j < sorted_index_set.size(); ++j) {
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if (disk_offset_[sorted_index_set[j]] == disk_offset_[fid] + size_to_read) {
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size_to_read += offset_vec[j + 1] - offset_vec[j];
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} else {
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break;
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}
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}
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if (size_to_read != 0) {
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CHECK_EQ(fi->Read(dmlc::BeginPtr(data_vec) + offset_vec[i],
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size_to_read * sizeof(Entry)),
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size_to_read * sizeof(Entry))
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<< "Invalid SparsePage file";
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curr_offset += size_to_read;
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}
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i = j;
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}
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// seek to end of record
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if (curr_offset != disk_offset_.back()) {
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fi->Seek(begin + disk_offset_.back() * sizeof(Entry));
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}
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return true;
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}
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void Write(const T& page, dmlc::Stream* fo) override {
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size_t Write(const T& page, dmlc::Stream* fo) override {
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const auto& offset_vec = page.offset.HostVector();
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const auto& data_vec = page.data.HostVector();
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CHECK(page.offset.Size() != 0 && offset_vec[0] == 0);
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CHECK_EQ(offset_vec.back(), page.data.Size());
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fo->Write(offset_vec);
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auto bytes = page.MemCostBytes();
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bytes += sizeof(uint64_t);
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if (page.data.Size() != 0) {
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fo->Write(dmlc::BeginPtr(data_vec), page.data.Size() * sizeof(Entry));
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}
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fo->Write(&page.base_rowid, sizeof(page.base_rowid));
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bytes += sizeof(page.base_rowid);
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return bytes;
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}
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private:
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@ -42,22 +42,11 @@ class SparsePageFormat {
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* \return true of the loading as successful, false if end of file was reached
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*/
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virtual bool Read(T* page, dmlc::SeekStream* fi) = 0;
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/*!
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* \brief read only the segments we are interested in, advance fi to end of the block.
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* \param page The page to load the data into.
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* \param fi the input stream of the file
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* \param sorted_index_set sorted index of segments we are interested in
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* \return true of the loading as successful, false if end of file was reached
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*/
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virtual bool Read(T* page,
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dmlc::SeekStream* fi,
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const std::vector<bst_uint>& sorted_index_set) = 0;
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/*!
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* \brief save the data to fo, when a page was written.
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* \param fo output stream
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*/
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virtual void Write(const T& page, dmlc::Stream* fo) = 0;
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virtual size_t Write(const T& page, dmlc::Stream* fo) = 0;
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};
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/*!
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45
tests/cpp/data/test_ellpack_page_raw_format.cu
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45
tests/cpp/data/test_ellpack_page_raw_format.cu
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@ -0,0 +1,45 @@
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/*!
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* Copyright 2021 XGBoost contributors
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*/
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#include <gtest/gtest.h>
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#include <dmlc/filesystem.h>
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#include <xgboost/data.h>
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#include "../../../src/data/sparse_page_source.h"
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#include "../../../src/data/ellpack_page.cuh"
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#include "../helpers.h"
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namespace xgboost {
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namespace data {
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TEST(EllpackPageRawFormat, IO) {
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std::unique_ptr<SparsePageFormat<EllpackPage>> format{CreatePageFormat<EllpackPage>("raw")};
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auto m = RandomDataGenerator{100, 14, 0.5}.GenerateDMatrix();
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dmlc::TemporaryDirectory tmpdir;
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std::string path = tmpdir.path + "/ellpack.page";
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{
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std::unique_ptr<dmlc::Stream> fo{dmlc::Stream::Create(path.c_str(), "w")};
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for (auto const &ellpack : m->GetBatches<EllpackPage>({0, 256})) {
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format->Write(ellpack, fo.get());
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}
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}
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EllpackPage page;
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std::unique_ptr<dmlc::SeekStream> fi{dmlc::SeekStream::CreateForRead(path.c_str())};
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format->Read(&page, fi.get());
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for (auto const &ellpack : m->GetBatches<EllpackPage>({0, 256})) {
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auto loaded = page.Impl();
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auto orig = ellpack.Impl();
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ASSERT_EQ(loaded->Cuts().Ptrs(), orig->Cuts().Ptrs());
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ASSERT_EQ(loaded->Cuts().MinValues(), orig->Cuts().MinValues());
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ASSERT_EQ(loaded->Cuts().Values(), orig->Cuts().Values());
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ASSERT_EQ(loaded->base_rowid, orig->base_rowid);
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ASSERT_EQ(loaded->row_stride, orig->row_stride);
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ASSERT_EQ(loaded->gidx_buffer.HostVector(), orig->gidx_buffer.HostVector());
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}
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}
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} // namespace data
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} // namespace xgboost
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56
tests/cpp/data/test_sparse_page_raw_format.cc
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56
tests/cpp/data/test_sparse_page_raw_format.cc
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@ -0,0 +1,56 @@
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/*!
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* Copyright 2021 XGBoost contributors
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*/
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#include <gtest/gtest.h>
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#include <dmlc/filesystem.h>
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#include <xgboost/data.h>
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#include "../../../src/data/sparse_page_source.h"
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#include "../helpers.h"
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namespace xgboost {
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namespace data {
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template <typename S> void TestSparsePageRawFormat() {
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std::unique_ptr<SparsePageFormat<S>> format{CreatePageFormat<S>("raw")};
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auto m = RandomDataGenerator{100, 14, 0.5}.GenerateDMatrix();
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ASSERT_TRUE(m->SingleColBlock());
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dmlc::TemporaryDirectory tmpdir;
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std::string path = tmpdir.path + "/sparse.page";
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S orig;
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{
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// block code to flush the stream
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std::unique_ptr<dmlc::Stream> fo{dmlc::Stream::Create(path.c_str(), "w")};
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for (auto const &page : m->GetBatches<S>()) {
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orig.Push(page);
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format->Write(page, fo.get());
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}
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}
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S page;
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std::unique_ptr<dmlc::SeekStream> fi{dmlc::SeekStream::CreateForRead(path.c_str())};
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format->Read(&page, fi.get());
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for (size_t i = 0; i < orig.data.Size(); ++i) {
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ASSERT_EQ(page.data.HostVector()[i].fvalue,
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orig.data.HostVector()[i].fvalue);
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ASSERT_EQ(page.data.HostVector()[i].index, orig.data.HostVector()[i].index);
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}
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for (size_t i = 0; i < orig.offset.Size(); ++i) {
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ASSERT_EQ(page.offset.HostVector()[i], orig.offset.HostVector()[i]);
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}
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ASSERT_EQ(page.base_rowid, orig.base_rowid);
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}
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TEST(SparsePageRawFormat, SparsePage) {
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TestSparsePageRawFormat<SparsePage>();
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}
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TEST(SparsePageRawFormat, CSCPage) {
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TestSparsePageRawFormat<CSCPage>();
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}
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TEST(SparsePageRawFormat, SortedCSCPage) {
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TestSparsePageRawFormat<SortedCSCPage>();
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}
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} // namespace data
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} // namespace xgboost
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