base_model: wan-ai/Wan2.1-T2V-1.3B-Diffusers
library_name: peft
pipeline_tag: text-to-video
tags:
- text-to-video
- video-generation
- diffusion
- wan
- lora
- peft
- geoflow
GeoFlow
GeoFlow is a PEFT LoRA adapter for Wan2.1-T2V-1.3B-Diffusers. The adapter is trained for text-to-video generation with an emphasis on improved geometric and temporal consistency.
This repository contains the released GeoFlow model weights.
Release Status
- Model weights
- Inference code
- Evaluation code
- Reward model code
Model Details
| Field | Value |
|---|---|
| Model type | LoRA adapter |
| Base model | wan-ai/Wan2.1-T2V-1.3B-Diffusers |
| Framework | PEFT / Diffusers |
| Checkpoint format | safetensors |
| Adapter rank | r = 32 |
| LoRA alpha | 64 |
| LoRA dropout | 0.0 |
Adapter Targets
GeoFlow adapts attention projection modules in the Wan transformer:
to_q, to_k, to_v, to_out.0,
add_q_proj, add_k_proj, add_v_proj, to_add_out
Repository Files
| File | Description |
|---|---|
adapter_model.safetensors |
GeoFlow LoRA weights |
adapter_config.json |
PEFT adapter configuration |
README.md |
Model card |
Intended Use
GeoFlow is intended for research use in text-to-video generation. It should be loaded as a LoRA adapter on top of the Wan2.1-T2V-1.3B Diffusers checkpoint.
The released adapter can be used to sample videos from text prompts, compare geometry-aware video generation methods, and support reproducible evaluation once the eval and reward model code are released.
Inference
Reference inference code is available here:
https://github.com/geometryflow/GeoFlow
The adapter can also be downloaded directly:
huggingface-cli download ackermannj/geoflow --local-dir checkpoints/geoflow
Limitations
GeoFlow inherits limitations from the Wan2.1 base model. Generated videos may still contain artifacts, object distortions, temporal inconsistencies, incorrect motion, or prompt-following failures. Outputs should be reviewed before use in downstream applications.
Citation
Citation information will be added with the accompanying project release.