| import gradio as gr | |
| from fastai.vision.all import * | |
| def greet(name): | |
| path = untar_data(URLs.PETS) | |
| dls = ImageDataLoaders.from_name_re(path, get_image_files(path/'images'), pat='(.+)_\d+.jpg', item_tfms=Resize(460), batch_tfms=aug_transforms(size=224, min_scale=0.75)) | |
| learn = vision_learner(dls, models.resnet50, metrics=accuracy) | |
| learn.fine_tune(1) | |
| learn.path = Path('.') | |
| learn.export() | |
| return "Hello " + name + "!!" | |
| iface = gr.Interface(fn=greet, inputs="text", outputs="text") | |
| iface.launch() | |