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How much VRAM does Z-Image Turbo need?

14.2 GB of VRAM at peak for one 1024 × 1024 frame, measured with Latent on an RTX 5070 Ti (16 GB), with the text encoder on the CPU. It made the frame in about 13 seconds in 9 steps. On a smaller card, Latent streams the model through the GPU in 2 to 5 GB of VRAM instead: same picture, slower.

Guides online disagree on this, from 6 GB to 16 GB. Most of that difference is quantization (smaller, approximate copies of the weights) and offloading. The figures below are for the full BF16 model, measured, not estimated.

Speed and memory on each kind of hardware

RTX 5070 Ti with an NVMe SSD, Ryzen 7 7800X3D. Streaming times include the first step, which encodes the prompt.
Where it runsTime per frameMemory it needs
On the GPU13 s14.2 GB VRAM at peak
Streamed from RAM57 s2 to 5 GB VRAM, plus the whole model in RAM (12 to 22 GB across Latent's models)
Streamed from disk108 s2 to 5 GB VRAM, 18.9 GB RAM, and a temporary copy on disk while loaded
On the CPUnot measuredabout 23 GB RAM (estimated)

The streamed tiers give the same output as the GPU: same weights, same seed. Disk streaming reads the model from disk at every step, so a hard drive is much slower than the NVMe SSD used here.

Running it on an 8 GB or 12 GB card

Z-Image Turbo doesn't fit whole on 8 or 12 GB, so Latent picks the first tier that does fit when Settings › Run models on is set to Automatic, the default. With enough RAM to hold the model, that's streaming from RAM, at about 57 seconds a frame. With less RAM, it streams from disk.

If you want something quicker on 8 GB, Latent's own advice is FLUX.2 klein 4B or SANA-Sprint 1.6B, which fit on the card.

What else Z-Image Turbo needs

Latent's Models window: Z-Image Turbo listed as 9 steps, 33 GB download, about 14 GB VRAM with the text encoder on the CPU, Apache 2.0, marked Fits this PC
Latent shows each model's download size, VRAM and license before you download it, and whether it fits your PC.

Run it in Latent

  1. Install Latent from the latest release, and uv, which it uses to download models.
  2. Open Models and download Z-Image Turbo. On a 16 GB card it's a good first pick.
  3. Type a prompt, choose an aspect ratio and press Ctrl Enter. The frame develops in its tile; Esc cancels it.
  4. Press Ctrl S to keep the frame. Its recipe (model, prompt, size, seed, steps) is saved inside the PNG.

Updated 23 October 2026 · Measured with Latent on an RTX 5070 Ti with an NVMe SSD and a Ryzen 7 7800X3D, for one 1024 × 1024 frame.