This is Z-Image-Turbo text encoder quantized to NVFP4, with working inference scripts that emulate OpenAI image generation viewpoint enclosed in extras. Scripts use vLLM for actual encoder inference. In combination with nunchaku-ai/nunchaku-z-image-turbo, the model comfortably fits on a 16GB NVIDIA GeForce RTX 5060 Ti GPU, allowing very fast image generation with no sequential offload needed. I also uncensored encoder with Heretic to hopefully improve prompt adherence.