Model reference · open weights

FLUX.2-dev-bnb

FLUX.2-dev-bnb is an open-weight image model from diffusers, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Licence fee required Image diffusers 1 variants 23k downloads/mo
Request a licence + hosting quote All served models Not on the shared API today — deployed on request.

About

What FLUX.2-dev-bnb is

This repository contains the NF4 quantized DiT and the text encoders from https://huggingface.co/black-forest-labs/FLUX.2-dev. The VAE is not quantized. Refer to this blog post to learn more.

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

Makerdiffusers
TypeImage models
Parameters (lead)16.6B
Variants1
Runs withdiffusers
Released2025-11-24
Popularity23k downloads / month
Likes31
LicenceCommercial licence needed

How it works

How image models work

Text promptwhat to makeText encoderunderstands itDiffusion stepsdenoise to pixelsImagePNG / JPEGA diffusion model starts from noise and denoises it, guided by your prompt, into a finished image.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
FLUX.2-dev-bnb-4bit16.6BBF16~38.2 GBWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys flux-2-dev-bnb for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (flux-2-dev-bnb below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/images/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"flux-2-dev-bnb","prompt":"a red bicycle","size":"1024x1024"}'

Details

Languages, data & research

Languages

en

Tags

diffusers safetensors image-generation image-editing flux.2 image-to-image en diffusers:Flux2Pipeline 8-bit

Licence

Commercial licence needed

The weights are open but its licence needs a commercial agreement for business use. AxForge can arrange that licence and host the model for you — you pay AxForge, we settle with the model’s maker. Ask us for a quote. Read the licence ↗

Sources

Weights & code

Want FLUX.2-dev-bnb on EU-owned hardware?

Request a licence + hosting quote See what’s served now

Explore

More image models

© 2026 AxForge · EU-hosted AI infrastructure Pricing Docs Trust Privacy Terms