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FLUX.2 [klein] 4B on 32 GB of VRAM

Yes. 16-bit fits on 32 GB with 22.4 GB to spare. The smallest FLUX.2: 4B parameters, Apache-2.0 licence, a few steps per image. Fits almost any modern card.

Image model · 4BAny 32 GB GPUData 2026-10-01
Runs well
Yes, with room to spare.

16-bit (7.8 GB) needs about 9.6 GB in use, so 22.4 GB of the 32 GB stays free: room for a larger image, a LoRA or a ControlNet.

Best file16-bit
File size7.8 GB
VRAM needed~9.6 GB
System RAM32 GB+
Memory map · 32 GB GPU9.6 GB / 32 GB
016 GB32 GB
Weights 16-bit · 7.8 GBWorking memory · 1.0 GBReserve · 0.8 GBFree · 22.4 GB

01What to download

PartFileFolderSize
Modelflux-2-klein-4b.safetensors
16-bit · black-forest-labs/FLUX.2-klein-4B
models/diffusion_models7.8 GBDownload →
Text encoderqwen_3_4b_fp8_mixed.safetensors
Qwen3 4B FP8 · Comfy-Org/z_image_turbo
models/text_encoders5.6 GBDownload →
VAEflux2-vae.safetensors
FLUX.2 VAE · Comfy-Org/flux2-dev
models/vae0.3 GBDownload →
Total download · keep about the same free on disk13.7 GB

Alternatives: Qwen3 4B BF16 (8.0 GB). Sizes from Hugging Face, 2026-10-01.

Free ComfyUI workflow, tested on my RTX 5060 Ti: FP8 workflow (.json). Drag the file into ComfyUI. All workflows →

02Every file, on 32 GB

FileSizeNeededOn this cardQualityDownload
16-bit ←
SAFETENSORS · black-forest-labs
7.8 GB9.6 GBfits · 22.4 GB sparethe original weightsHugging Face →
Q8_0
GGUF · unsloth
4.3 GB6.1 GBfits · 25.9 GB sparepractically identical to the originalHugging Face →
FP8
SAFETENSORS · black-forest-labs
4.1 GB5.9 GBfits · 26.1 GB sparepractically identical to the originalHugging Face →
Q6_K
GGUF · unsloth
3.4 GB5.2 GBfits · 26.8 GB sparevery close to the originalHugging Face →
Q5_K_M
GGUF · unsloth
3.1 GB4.9 GBfits · 27.1 GB spareclose; small differences in fine detailHugging Face →
Q4_K_M
GGUF · unsloth
2.6 GB4.4 GBfits · 27.6 GB sparegood; some loss in fine detail and textHugging Face →
Q3_K_M
GGUF · unsloth
2.1 GB3.9 GBfits · 28.1 GB sparenoticeable loss of detailHugging Face →
Q2_K
GGUF · unsloth
1.8 GB3.6 GBfits · 28.4 GB spareheavy loss; a last resortHugging Face →

“Needed” adds 1 GB of working memory for FLUX.2 klein 4B and a 0.8 GB reserve. Sizes 2026-10-01.