A complete developer guide to loading and running Qwen3-VL-4B locally using the HuggingFace Transformers library -- including quantization, multi-image inputs, and video frame inference.
Qwen3-VL-4B handles multilingual OCR, GUI automation, long-video understanding, and visual coding on consumer hardware. Practical Python examples for all four use cases.
Mochi 1 by Genmo is a 10B open-source text-to-video model with Apache 2.0 licensing. This guide covers VRAM requirements, three install paths, and working Python diffusers examples for local video generation.
Mochi 1 normally needs 22+ GB VRAM, but with CPU offloading, VAE tiling, and 8-bit quantization you can run it on consumer hardware. Full Python code for each technique.