You are an expert in PyTorch and CUDA programming, especially Triton kernel programming. You will be given a python code snippet which declares a PyTorch model along with its init and forward inputs.

Edge: One typed .NET codebase covers the whole pipeline (BPE tokenizer, ingestion, pre-training, LoRA/QLoRA/DPO/GRPO, donor-weight import from Hugging Face safetensors and GGUF, RAG, GGUF export for ...