Model reference · open weights

FLUX.2-dev

FLUX.2-dev is an open-weight image model from city96, 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 city96 1 variants 212k downloads/mo
Request a licence + hosting quote All served models Not on the shared API today — deployed on request.

About

What FLUX.2-dev is

This is a direct GGUF conversion of black-forest-labs/FLUX.2-dev. The model files can be used in ComfyUI with the ComfyUI-GGUF custom node. Place the required model(s) in the following folders: Example outputs - sample size of 1, not strictly representative Notes [!NOTE] As with Qwen-Image, Q5KM, Q4KM, Q3KM, Q3KS and Q2K have some extra logic as to which blocks to keep in high precision. The logic is partially based on guesswork, trial & error, and the graph found in the readme for Freepik/flux.1-lite-8B (which in turn quotes this blog by Ostris) As this is a quantized model not a finetune, all the same restrictions/original license terms still apply.

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

Specifications

What it is

Makercity96
TypeImage models
Variants1
Runs withgguf
Based onblack-forest-labs/FLUX.2-dev
Released2025-11-25
Popularity212k downloads / month
Likes156
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-ggufGGUFWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys city96-flux-2-dev for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (city96-flux-2-dev 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":"city96-flux-2-dev","prompt":"a red bicycle","size":"1024x1024"}'

Details

Languages, data & research

Tags

gguf image-generation image-editing flux diffusion-single-file image-to-image

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

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