In this session we will go over how we created GneissWeb and discuss tools and techniques used. We will provide code examples that you can try at your leisure.

👉 > 2% avg improvement in benchmark performance over FineWeb 👉 Huggingface page 👉 Data prep kit detailed recipe 👉 Data prep kit bloom filter for quick reproduction 👉 Recipe models for reproduction 👉 announcement 👉 Paper

In this talk, we’ll explore Janus-Pro’s Visual Question Answer (VQA) capabilities using FiftyOne’s Janus-Pro VQA Plugin. The plugin provides a seamless interface to Janus Pro’s visual question understanding capabilities within FiftyOne, offering: Vision-language tasks; Hardware acceleration (CUDA/MPS) when available; Dynamic version selection from HuggingFace; Full integration with FiftyOne’s Dataset and UI.

DeepSeek’s Janus-Pro is an advanced multimodal model designed for both multimodal understanding and visual generation, with a particular emphasis on improvements in understanding tasks. In this talk, we’ll explore Janus-Pro’s Visual Question Answer (VQA) capabilities using FiftyOne’s Janus-Pro VQA Plugin. The plugin provides a seamless interface to Janus Pro’s visual question understanding capabilities within FiftyOne, offering: Vision-language tasks; Hardware acceleration (CUDA/MPS) when available; Dynamic version selection from HuggingFace; Full integration with FiftyOne’s Dataset and UI. Can’t wait to see it for yourself? Check out the FiftyOne Quickstart with Janus-Pro.

Exploration of Janus-Pro’s VQA capabilities using FiftyOne’s Janus-Pro VQA Plugin, with a focus on vision-language tasks, hardware acceleration (CUDA/MPS), dynamic version selection from HuggingFace, and full integration with FiftyOne’s Dataset and UI.