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import gradio as gr | |
from transformers import pipeline | |
from huggingface_hub import hf_api | |
from huggingface_hub import DatasetFilter, ModelFilter | |
api = hf_api.HfApi() | |
flyswot_models = ModelFilter(author="flyswot") | |
models = api.list_models(filter=flyswot_models) | |
models = [model.modelId for model in models] | |
#choices = gr.inputs.Dropdown(choices=models, default='flyswot/convnext-tiny-224_flyswot',label="Model") | |
pipe = pipeline("image-classification", model="flyswot/convnext-tiny-224_flyswot") | |
def predict(image): | |
predictions = pipe(image, top_k=20) | |
return {pred['label']: pred['score'] for pred in predictions} | |
iface = gr.Interface( | |
fn=predict, | |
inputs=gr.inputs.Image(type='filepath'), | |
outputs='label', interpretation='default') | |
iface.launch(enable_queue=True) | |