metadata
license: other
license_name: flux-non-commercial-license-v2.1
license_link: >-
https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B/blob/main/LICENSE.md
language:
- en
base_model:
- microsoft/SciForma-Base
tags:
- text-to-image
- image-to-image
- scientific-diagrams
- methodology-figures
- flux
- diffusers
pipeline_tag: text-to-image
SciForma-9B
SciForma-9B is the final M-DPO aligned checkpoint of SciForma: Structure-Faithful Generation of Scientific Diagrams, fine-tuned from SciForma-Base via Multi-Dimensional Conjunctive DPO (M-DPO).
| Model | Overall ↑ | Comp. ↑ | Arrow ↑ | Text ↑ |
|---|---|---|---|---|
| SciForma-9B | 69.51 | 74.49 | 66.46 | 67.00 |
| GPT-Image-1.5 | 68.96 | 75.50 | 62.50 | 68.20 |
| SciForma-Base | 67.59 | 73.52 | 64.64 | 63.84 |
| FLUX.2-klein-base-9B (no fine-tuning) | 33.87 | 42.80 | 25.20 | 23.60 |
Scores on SciFormaBench-2K (GPT-5.4 judge, split_dims=True).
Usage
This repository contains only the fine-tuned transformer weights. The text encoder, tokenizer, VAE, and scheduler are inherited from the base model.
import torch
from diffusers import Flux2KleinPipeline, Flux2Transformer2DModel
# Load fine-tuned transformer
transformer = Flux2Transformer2DModel.from_pretrained(
"microsoft/SciForma-9B",
subfolder="transformer",
torch_dtype=torch.bfloat16,
)
# Load full pipeline with base model components
pipe = Flux2KleinPipeline.from_pretrained(
"black-forest-labs/FLUX.2-klein-base-9B",
transformer=transformer,
torch_dtype=torch.bfloat16,
)
pipe.enable_model_cpu_offload()
# Generate
prompt = "The figure illustrates a transformer architecture with encoder and decoder..."
image = pipe(
prompt,
height=576,
width=1008,
num_inference_steps=28,
guidance_scale=4.0,
).images[0]
image.save("output.png")
Training Details
- Base model: SciForma-Base (Stage 2 SFT)
- M-DPO: Multi-Dimensional Conjunctive DPO with 1v2+global-worst triples (~16.5K groups), targeting Component and Text axes simultaneously
- Hardware: 4× B200, batch=1/GPU, GA=3 → eff_batch=12, 10K steps
- Training data: microsoft/SciFormaData-700K
License
Released under the FLUX Non-Commercial License v2.1. Non-commercial research use only.
This FLUX Model is licensed by Black Forest Labs Inc. under the FLUX Non-Commercial License. Copyright Black Forest Labs Inc. This model has been modified by Microsoft Research Asia.