Multi Format Data Ingestion For Chatbot Training

via “automated dataset formatting with chat templates and tokenization”

Reinforcement learning from human feedback — SFT, DPO, PPO trainers for LLM alignment.

Unique: Automatic chat template detection and application across 10+ standardized formats with built-in schema inference, eliminating manual dataset reformatting and enabling seamless model switching without reprocessing

vs others: More automated than raw transformers preprocessing because it infers schema and applies templates automatically; more flexible than specialized data tools because it integrates directly with TRL trainers and supports arbitrary input formats