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import werpy
import gradio as gr
def word_error_rate(reference, hypothesis):
normalized_reference = werpy.normalize(reference)
normalized_hypothesis = werpy.normalize(hypothesis)
wer_result = werpy.wer(normalized_reference, normalized_hypothesis)
return wer_result
title = "Word Error Rate Calculator"
description = "A simple application to quickly calculate the Word Error Rate (WER) powered by <a href='https://pypi.org/project/werpy/'>werpy</a>."
# Define the input and output interfaces
input_reference = gr.Textbox(lines=2, label="Input Reference Text")
input_hypothesis = gr.Textbox(lines=2, label="Input Hypothesis Text")
output_wer = gr.Number(label="Word Error Rate")
iface = gr.Interface(
fn = word_error_rate,
inputs = [input_reference, input_hypothesis],
outputs = output_wer,
title = title,
description = description
)
iface.launch() |