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# Import necessary libraries | |
import gradio as gr | |
from pathlib import Path | |
from fastai.text.all import * | |
from blurr.text.data.all import * | |
from blurr.text.modeling.all import * | |
import pathlib | |
# Load the learner | |
inf_learn = load_learner(fname=Path("laptop_summarizer_1.pkl")) | |
# Define a function to generate summaries using your model | |
def generate_summary(input_text): | |
prediction = inf_learn.blurr_generate(input_text) | |
generated_text = prediction[0]['generated_texts'] | |
return generated_text | |
# Create an interface for the model | |
iface = gr.Interface( | |
fn=generate_summary, # The function to generate summaries | |
inputs=gr.inputs.Textbox(), # Input field for text | |
outputs=gr.outputs.Textbox(), # Output field for generated text | |
live=True, # Whether to update results in real-time | |
title="Laptop Guru", # Title of the interface | |
# Description of the interface | |
description="Enter your requirements & get valuable insight from Guru." | |
) | |
# Start the Gradio app | |
iface.launch(inline=False) | |