PyLate provides tools for fine-tuning, inference, and retrieval with ColBERT models. Built on Sentence Transformers, it supports single and multi-GPU training with contrastive loss. The library enables constructing ColBERT-style retrieval models from most pre-trained language models, streamlining document retrieval workflows commonly used in RAG pipelines.