We incorporate an inefficient reference PyTorch implementation in gpt_oss/torch/model.py. This code employs fundamental PyTorch operators to point out the precise product architecture, with a small addition of supporting tensor parallelism in MoE so which the greater product can run using this code (e.The inclusion of multi-stage spins and highly e