Ecosystem & Stack: transformers

A state-of-the-art library for Parameter-Efficient Fine-Tuning (PEFT) of large pretrained models, drastically reducing computational and storage costs.

An industrial-strength Python library for advanced Natural Language Processing, offering state-of-the-art models and a production-ready training system.

SwanLab is an open-source, modern-design platform for tracking, visualizing, and analyzing AI/ML training experiments, supporting cloud and self-hosted deployments.

A low-code, declarative framework for building and deploying custom large language models (LLMs) and other deep neural networks with ease and efficiency.

An end-to-end platform for fine-tuning, evaluating, and deploying open-source Large Language Models (LLMs) and Vision Language Models (VLMs).

A high-performance data engine for AI and multimodal workloads, processing diverse data types at scale with Python and Rust.