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from huggingface_hub import from_pretrained_fastai
import gradio as gr
from fastai.vision.all import *
# repo_id = "YOUR_USERNAME/YOUR_LEARNER_NAME"
repo_id = "isboudja/Spam"
learner = from_pretrained_fastai(repo_id)
labels = learner.dls.vocab
def predict(text):
pred, pred_idx, probs = learner.predict(text)
return {pred: float(probs[1])}
# Create and launch the Gradio interface for text input
gr.Interface(
fn=predict,
inputs=gr.inputs.Textbox(),
outputs=gr.outputs.Label(),
examples=["WON a guaranteed £1000 cash","Hello, how are you?"]
).launch(share=False) |