gguf Tools

LLMFit is a tool that helps developers and AI practitioners navigate the vast landscape of hundreds of available large language models and providers. It solves the problem of hardware compatibility by analyzing your system's specifications to instantly identify which models will run efficiently on your machine. This saves significant time and effort spent on trial-and-error installation and configuration. It's designed for anyone from individual developers to teams looking to deploy or experiment with LLMs without worrying about complex hardware constraints.

Soup is a CLI tool that automates the entire fine-tuning stack for large language models. It solves the complexity of configuring training runs by automatically generating optimal settings, handling data preparation, and enabling training of large models on limited hardware through layer streaming. It's for ML engineers and researchers who want to fine-tune models efficiently without vendor lock-in or manual hyperparameter tuning.