Author

Junyong Heo

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Preprint Sep 2026

Torch-PIM: Automated Profile-Guided PIM Offloading for PyTorch

Torch-PIM is presented, a compiler framework that uses profile-guided optimization (PGO) to decide host-versus-PIM placement over the loop nests that progressive lowering materializes, and its offloading decisions yield speedups of up to 8.6x on tensor operators, 2.9x on MLP, 4.4x on Attention, and 3.6x on LLaMA-7B ove...

Heeeon Lee, H. Nam, Junyong Heo et al. · 0 citations