Optimization of data initialization for large sparce datasets #16786

Job	Run time
Build CPU wheel (xgboost-cpu) for manylinux_2_28_x86_64	2m 15s
Configure variables for CI	9s
Build CPU wheel (xgboost-cpu) for manylinux_2_28_aarch64	2m 30s
Build CUDA with RMM	4m 48s
Build GPU-enabled R package	3m 51s
Build CUDA 12 (aarch64)	3m 53s
Build CPU (sanitizer)	18m 29s
Build CUDA 13 (aarch64)	2m 59s
Build CUDA 12 (x86_64)	4m 30s
Build CUDA 13 (x86_64)	3m 32s
Build CPU (default)	4m 26s
Audit CUDA 13 wheel for manylinux_2_28_aarch64	1m 15s
Audit CUDA 12 wheel for manylinux_2_28_aarch64	1m 24s
Audit CUDA 13 wheel for manylinux_2_28_x86_64	48s
Audit CUDA 12 wheel for manylinux_2_28_x86_64	57s
Google Test (C++) CUDA 12 (gpu-rmm, linux-amd64-gpu)	6m 37s
Google Test (C++) CUDA 13 (gpu, linux-amd64-gpu)	6m 11s
Google Test (C++) CUDA 13 (gpu, linux-arm64-gpu)	3m 56s
Google Test (C++) CUDA 12 (gpu, linux-amd64-gpu)	6m 28s
Google Test (C++) CUDA 12 (gpu, linux-arm64-gpu)	4m 52s
Google Test (C++) CUDA 12 (mgpu, linux-amd64-mgpu)	3m 4s
Python tests CPU (CPU-amd64)	20m 41s
Python tests CUDA 13 (GPU-x86_64-CUDA-13)	13m 40s
Python tests CUDA 13 (GPU-arm64-CUDA-13)	13m 39s
Python tests CPU (CPU-arm64)	1m 32s
Python tests CUDA 12 (Multi-GPU-x86_64-CUDA-12)	20m 40s
Python tests CUDA 12 (GPU-x86_64-CUDA-12)	17m 21s
Python tests CUDA 12 (GPU-arm64-CUDA-12)	19m 26s
	3h 13m 53s

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