fix device sketch with weights in external memory mode (#5870)
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@ -264,7 +264,6 @@ void ProcessWeightedBatch(int device, const SparsePage& page,
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d_temp_weights[idx] = weights[group];
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});
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} else {
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CHECK_EQ(weights.size(), page.offset.Size() - 1);
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dh::LaunchN(device, temp_weights.size(), [=] __device__(size_t idx) {
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size_t element_idx = idx + begin;
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size_t ridx = thrust::upper_bound(thrust::seq, row_ptrs.begin(),
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@ -209,6 +209,23 @@ TEST(HistUtil, DeviceSketchMultipleColumnsExternal) {
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}
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}
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// See https://github.com/dmlc/xgboost/issues/5866.
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TEST(HistUtil, DeviceSketchExternalMemoryWithWeights) {
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int bin_sizes[] = {2, 16, 256, 512};
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int sizes[] = {100, 1000, 1500};
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int num_columns = 5;
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dmlc::TemporaryDirectory temp;
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for (auto num_rows : sizes) {
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auto x = GenerateRandom(num_rows, num_columns);
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auto dmat = GetExternalMemoryDMatrixFromData(x, num_rows, num_columns, 100, temp);
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dmat->Info().weights_.HostVector() = GenerateRandomWeights(num_rows);
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for (auto num_bins : bin_sizes) {
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auto cuts = DeviceSketch(0, dmat.get(), num_bins);
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ValidateCuts(cuts, dmat.get(), num_bins);
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}
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}
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}
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template <typename Adapter>
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void ValidateBatchedCuts(Adapter adapter, int num_bins, int num_columns, int num_rows,
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DMatrix* dmat) {
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