low-resource
[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
Stream PyTorch model blocks from NVMe or pinned CPU memory with a bounded GPU residency budget. LoRA-finetune models far larger than host RAM on one GPU - Qwen3-VL-32B and gpt-oss-120b train in under 6 GB of VRAM.
A Unified Semi-Supervised Learning Codebase (NeurIPS'22)