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import gradio as gr
from transformers import pipeline
# Initialize the StarCoder model
# Replace 'models/bigcode/starcoder' with the actual model path if different
code_generator = pipeline('text-generation', model='models/bigcode/starcoder')
def generate_code(prompt):
"""
Generates code based on the given prompt.
Parameters:
- prompt (str): The input text to generate code from.
Returns:
- str: The generated code.
"""
generated_code = code_generator(prompt, max_length=100, do_sample=True, temperature=0.7)
return generated_code[0]['generated_text']
# Create the Gradio interface
iface = gr.Interface(
fn=generate_code,
inputs=gr.Textbox(lines=5, label="Input Text"),
outputs=gr.Textbox(label="Generated Code"),
title="StarCoder Code Generator",
description="Enter a prompt to generate code using the StarCoder model.",
)
# Launch the Gradio interface
iface.launch()
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