# winnow-12b-torch 12B multimodal decision model that answers yes-or-no, multiple-choice and rating questions about an image with a probability for every option. **Details** - Model name: `winnow-12b-torch` - Model source: [https://huggingface.co/EldanRing/Winnow-12B](https://huggingface.co/EldanRing/Winnow-12B) - Model author: EldanRing - Model license: Apache 2.0 - Model size: 22.39 GB - Exposes embeddings? no - Tags: `classification, vlm, torch, transformer, zero-shot` **Requirements** - Packages: `torch, torchvision, transformers>=5.17, gguf>=0.10` - CPU support - yes - GPU support - yes **Example usage** ```python import fiftyone as fo import fiftyone.zoo as foz dataset = foz.load_zoo_dataset( "coco-2017", split="validation", dataset_name=fo.get_default_dataset_name(), max_samples=50, shuffle=True, ) model = foz.load_zoo_model("winnow-12b-torch") dataset.apply_model(model, label_field="predictions") session = fo.launch_app(dataset) ```