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Ideogram 4 on 32 GB of VRAM

Yes. Q8_0 fits on 32 GB with 9.4 GB to spare. Ideogram's open-weights model (June 2026, non-commercial). It uses two transformers at once - a main one and an "unconditional" one - so it needs about twice the memory of one file.

Image model · 9.3BAny 32 GB GPUData 2026-10-01
Runs well
Yes, with room to spare.

Q8_0 (10.1 GB (×2, both loaded)) needs about 22.6 GB in use, so 9.4 GB of the 32 GB stays free: room for a larger image, a LoRA or a ControlNet.

Best fileQ8_0
File size10.1 GB ×2
VRAM needed~22.6 GB
System RAM48 GB+
Memory map · 32 GB GPU22.6 GB / 32 GB
016 GB32 GB
Weights Q8_0 ×2 · 20.3 GBWorking memory · 1.5 GBReserve · 0.8 GBFree · 9.4 GB

Got an RTX 40 or 50? Swap Q8_0 for FP8 (9.3 GB): same quality class, computed natively there.

01What to download

PartFileFolderSize
Modelideogram4-transformer-q8_0.gguf
main model
Q8_0 · molbal/ideogram-4-gguf
models/unet10.1 GBDownload →
Modelideogram4-unconditional_transformer-q8_0.gguf
unconditional model, loaded together with the main one
Q8_0 · molbal/ideogram-4-gguf
models/unet10.1 GBDownload →
Text encoderqwen3vl_8b_fp8_scaled.safetensors
Qwen3-VL 8B FP8 · Comfy-Org/Ideogram-4
models/text_encoders10.6 GBDownload →
VAEflux2-vae.safetensors
FLUX.2 VAE · Comfy-Org/Ideogram-4
models/vae0.3 GBDownload →
Total download · keep about the same free on disk31.2 GB

Alternatives: Qwen3-VL 8B NVFP4 (6.3 GB). FP4 files are listed only as alternatives unless the GPU is an RTX 50 (Blackwell). Sizes from Hugging Face, 2026-10-01.

System RAM: 48 GB or more. These files (both noise models) take about 31.2 GB of RAM while loaded, 37.2 GB with Windows and ComfyUI. What happens with less. calculated

02Every file, on 32 GB

FileSizeNeededOn this cardQualityDownload
Q8_0 ←
GGUF · molbal
10.1 GB ×222.6 GBfits · 9.4 GB sparepractically identical to the originalHugging Face →
FP8
SAFETENSORS · Comfy-Org
9.3 GB ×220.9 GBfits · 11.1 GB sparepractically identical to the originalHugging Face →
INT8
SAFETENSORS · Comfy-Org
9.6 GB ×221.5 GBfits · 10.5 GB sparepractically identical to the originalHugging Face →
Q5_1
GGUF · molbal
7.3 GB ×217.0 GBfits · 15.0 GB spareclose; small differences in fine detailHugging Face →
Q4_1
GGUF · molbal
6.2 GB ×214.7 GBfits · 17.3 GB sparegood; some loss in fine detail and textHugging Face →

“Needed” adds 1.5 GB of working memory for Ideogram 4 and a 0.8 GB reserve. Sizes 2026-10-01. Needs two transformer files loaded together (main + unconditional). GGUF files need the molbal fork of ComfyUI-GGUF. No 16-bit weights were released.