Instructions to use BreakpointAI/boxnet-xl with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use BreakpointAI/boxnet-xl with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("BreakpointAI/boxnet-xl", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
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Download README.md from BreakpointAI/boxnet-xl: direct link, hf CLI and curl.
- Browser
- Download file 1.11 kB
-
https://huggingface.co/BreakpointAI/boxnet-xl/resolve/main/README.md
- Command line
-
hf download hf://BreakpointAI/boxnet-xl/README.md
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curl -L -o README.md https://huggingface.co/BreakpointAI/boxnet-xl/resolve/main/README.md
1.11 kB
| library_name: diffusers | |
| license: other | |
| license_name: research-use | |
| tags: | |
| - object-detection | |
| - bounding-boxes | |
| - grounding | |
| - diffusion | |
| - synthetic-data | |
| # boxnet-xl | |
| SDXL-based UNet fine-tuned for grounded image generation. | |
| Released by [Breakpoint AI](https://huggingface.co/BreakpointAI) as part of open-sourcing the company's research | |
| artifacts. | |
| | | | | |
| |---|---| | |
| | Training data | [`BreakpointAI/breakpoint-grounding-55m`](https://huggingface.co/datasets/BreakpointAI/breakpoint-grounding-55m) | | |
| | Checkpoint step | 260,000 | | |
| | Training run | [W&B](https://wandb.ai/diffusionexp/train_boxnetXL/runs/2y28bu1x) | | |
| ## Contents | |
| | Path | Size | What it is | | |
| |---|---|---| | |
| | `unet/` | 7.7 GB | SDXL UNet weights | | |
| **Inference weights only.** Optimizer, LR scheduler, RNG and dataloader state were not | |
| uploaded, so this checkpoint cannot be used to resume training. | |
| ## Citation | |
| ```bibtex | |
| @misc{breakpoint_boxnet_xl, | |
| title = {boxnet-xl}, | |
| author = {Wang, Franklin and Zhong, Desmond and Murdoch, Jamie}, | |
| year = {2026}, | |
| url = {https://huggingface.co/BreakpointAI/boxnet-xl} | |
| } | |
| ``` | |