OMML is a multi-modal learning library based on PyTorch with PaddlePaddle compatibility, offering algorithm model implementations for multi-modal fusion, cross-modal retrieval, and image captioning tasks. The toolkit supports user-defined data and training pipelines, and has been applied to industrial use cases such as sneaker authenticity verification and rumor detection.