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LatestBlack Forest Labs2
Black Forest LabsText → Image

Black Forest Labs Releases 9B FLUX.2 Image Model

The new text-to-image model emphasizes speed and efficiency with a novel architecture and FP8 quantization.

Jan 14, 2026
NotableOther
FLUX.2 Klein 9B

German research company Black Forest Labs has released FLUX.2-klein-base, a new 9-billion-parameter model for text-to-image generation and editing. The release marks the debut of the FLUX.2 family, which introduces a new architectural approach designed for high-speed inference.

Unlike popular latent diffusion models such as Stable Diffusion that rely on a U-Net, FLUX.2 uses a multi-stage process built on transformers. This design, combined with its native FP8 precision, aims to deliver faster image generation on consumer-grade hardware. The "klein" (German for 'small') designation suggests this 9B model is an efficient entry point into a new class of powerful image generators.

How it Works

The model's architecture is composed of two main transformer components:

  • A large, text-guided transformer that processes prompts and generates a base 128x128 image.
  • A smaller, specialized upscaler transformer that refines the initial output into a final 1024x1024 image.

This two-part system is designed to create detailed images while maintaining performance. The model weights and usage examples are available on the official Hugging Face repository.

While the model's weights are publicly accessible, they are governed by a custom license that prohibits commercial use and places other restrictions on redistribution and training. Developers and researchers should review the terms carefully before integrating the model into their work.

Sources

  • black-forest-labs/FLUX.2-klein-base-9b-fp8

    Hugging Face

    Visit
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Get the model

Hugging Face

Specs

Parameters9B
LicenseOTHER
Downloads169.5K
Likes1.8K

Can you run it?

Runs on a laptop — about 10 GB at FP8.

  • BF16 (as published)

    24 GB GPU (RTX 3090 / 4090) · 32 GB Mac

    19 GB
  • FP8

    12 GB GPU (RTX 3060 / 4070) · 16 GB Mac

    10 GB
Your machine
  • Precision not published; assuming 16-bit (BF16) weights.
  • Parameter count is an editorial estimate — no weights metadata on Hugging Face.
  • Covers the published checkpoint; text encoders and VAE loaded alongside may add a few GB (many runtimes offload them to CPU).

Estimated from the parameter count. Assumes an 8K context and ~1 GB runtime overhead; actual needs vary. How we estimate


Modalities

Image EditingText → Image
7 versions — view changelog

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