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# clef-flash-torch

9B 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: `clef-flash-torch`
- Model source: [https://huggingface.co/Cloudflare/clef-flash](https://huggingface.co/Cloudflare/clef-flash)
- Model author: Cloudflare
- Model license: Apache 2.0
- Model size: 17.77 GB
- Exposes embeddings? no
- Tags: `classification, vlm, torch, transformer, zero-shot`

**Requirements**

- Packages: `torch, torchvision, transformers>=5.10.2, accelerate`
- 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("clef-flash-torch")

dataset.apply_model(model, label_field="predictions")

session = fo.launch_app(dataset)
```