Model Detail

Z-Image-Turbo is an image generation model with 3.1B parameters released by Tongyi-MAI. The model is registered under the text-to-image pipeline tag on Hugging Face, distributed under the permissive apache-2.0 license.

Z-Image-Turbo ships with 3.1B parameters. Total weight footprint is approximately 6.2 GB, which is the relevant figure when planning local-inference VRAM. The apache-2.0 license is permissive, allowing commercial deployment and derivative work without per-seat fees, though attribution requirements still apply.

Downloads of Z-Image-Turbo have moved +1.4% over the trailing seven days. The trend is mildly positive, consistent with a model that is being picked up incrementally rather than going viral. These numbers are signal, not guarantee — week-over-week download counts on Hugging Face also reflect mirror traffic, CI scrapes, and one-off benchmarking runs.

Z-Image-Turbo is best fit for text-to-image generation and creative iteration. It is a less obvious choice for production photography pipelines that need exact reproducibility. Treat this as a starting matrix rather than a benchmark verdict — the right deployment usually depends on the specific evaluation suite that mirrors your workload.