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k3d Kubernetes cluster management - lightweight k3s clusters running in Podman containers on the bazzite-ai network. Sup...
Helm-based application deployment to k3d Kubernetes clusters. Currently supports JupyterHub multi-user notebook server....
Development: Overlay session management for bazzite-ai development. Enables live editing of justfiles via symlinks to /u...
Development: Git LFS file management for large binary files in the repository. Handles checkout, status, fetch, and veri...
Third-party application installation for Bazzite. CoolerControl, DisplayLink, JetBrains Toolbox, OpenRazer, tablet drive...
Model fine-tuning with PyTorch and HuggingFace Trainer. Covers dataset preparation, tokenization, training loops, Traini...
Group Relative Policy Optimization for reinforcement learning from human feedback. Covers GRPOTrainer, reward function d...
Unified system configuration dispatcher for bazzite-ai. Manages services (Docker, Cockpit, SSH), desktop settings (gamem...
Model quantization for efficient inference and training. Covers precision types (FP32, FP16, BF16, INT8, INT4), BitsAndB...
Fast inference with Unsloth and vLLM backend. Covers model loading, fast_generate(), thinking model output parsing, and...
Runtime verification tests for bazzite-ai installation. Tests GPU detection, CUDA, PyTorch, service health, network conn...
Supervised Fine-Tuning with SFTTrainer and Unsloth. Covers dataset preparation, chat template formatting, training confi...