# candle-clip Contrastive Language-Image Pre-Training (CLIP) is an architecture trained on pairs of images with related texts. https://github.com/openai/CLIP https://github.com/huggingface/transformers/tree/f6fa0f0bf0796ac66f201f23bdb8585de1609add/src/transformers/models/clip ## Running on an example on cpu ``` $ cargo run --example clip --release -- --images "candle-examples/examples/stable-diffusion/assets/stable-diffusion-xl.jpg","candle-examples/examples/yolo-v8/assets/bike.jpg" --cpu --sequences "a cycling race","a photo of two cats","a robot holding a candle" Results for image: candle-examples/examples/stable-diffusion/assets/stable-diffusion-xl.jpg INFO clip: Probability: 0.0000% Text: a cycling race INFO clip: Probability: 0.0000% Text: a photo of two cats INFO clip: Probability: 100.0000% Text: a robot holding a candle Results for image: candle-examples/examples/yolo-v8/assets/bike.jpg INFO clip: Probability: 99.9999% Text: a cycling race INFO clip: Probability: 0.0001% Text: a photo of two cats INFO clip: Probability: 0.0000% Text: a robot holding a candle ``` ## Running on an example with metal feature (mac) ``` $ cargo run --features metal --example clip --release -- --images "candle-examples/examples/stable-diffusion/assets/stable-diffusion-xl.jpg","candle-examples/examples/yolo-v8/assets/bike.jpg" --cpu --sequences "a cycling race","a photo of two cats","a robot holding a candle" Results for image: candle-examples/examples/stable-diffusion/assets/stable-diffusion-xl.jpg INFO clip: Probability: 0.0000% Text: a cycling race INFO clip: Probability: 0.0000% Text: a photo of two cats INFO clip: Probability: 100.0000% Text: a robot holding a candle Results for image: candle-examples/examples/yolo-v8/assets/bike.jpg INFO clip: Probability: 99.9999% Text: a cycling race INFO clip: Probability: 0.0001% Text: a photo of two cats INFO clip: Probability: 0.0000% Text: a robot holding a candle ```