We incorporate an inefficient reference PyTorch implementation in gpt_oss/torch/model.py. This code takes advantage of standard PyTorch operators to show the precise design architecture, with a little addition of supporting tensor parallelism in MoE so the larger product can run using this type of code (e.The demo availability enables players to fa