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import gradio as gr
from text_converter import generate_similar_sentence
from text_converter import user_input_readability_level
from text_converter import reading_levels
APP_DESCRIPTION = '''# Reading Level Converter
<div id="content_align">Convert any text to a specified reading level while retaining the core text meaning</div>'''
MIN_ENTAILMENT = 0.5
MAX_ITER = 5
SYSTEM_PROMPT = "You are a writing assistant. You help convert complex texts to simpler texts while maintaining the core meaning of the text."
# Dictionary mapping grade levels to reading ease scores
"""
reading_levels = {
"5th Grade (90-100)": (90, 100),
"6th Grade (80-90)": (80, 90),
"7th Grade (70-80)": (70, 80),
"8th - 9th Grade (60-70)": (60, 70),
"10th - 12th Grade (50-60)": (50, 60),
"College (30-50)": (30, 50),
"College Graduate + Professionals (0-30)": (0, 30)
}
"""
def convert_text(input_text, grade_level, input_reading_score):
min_level, max_level = reading_levels[grade_level]
output_text, similarity, reading_level, message = generate_similar_sentence(input_text, min_level, max_level, MIN_ENTAILMENT, SYSTEM_PROMPT, MAX_ITER, float(input_reading_score))
return output_text, similarity, reading_level, message
with gr.Blocks(css='styles.css') as app:
gr.Markdown(APP_DESCRIPTION)
with gr.Tab("Reading Level Calculator"):
input_text = gr.Textbox(label="Input Text", placeholder="Type here...", lines=4)
fetch_score_and_lvl_btn = gr.Button("Fetch Score and Level")
output_input_reading_score = gr.Textbox(label="Input Text Reading Score", placeholder="Input Text Reading Score...", lines=1)
output_input_reading_level = gr.Textbox(label="Input Text Reading Level", placeholder="Input Text Reading Level...", lines=1)
fetch_score_and_lvl_btn.click(
fn=user_input_readability_level,
inputs=[input_text],
outputs=[output_input_reading_score, output_input_reading_level]
)
grade_level = gr.Radio(choices=list(reading_levels.keys()), label="Target Reading Level", value=list(reading_levels.keys())[0])
output_reading_level = gr.Textbox(label="Output Reading Level", placeholder="Output Reading Level...", lines=1)
output_similarity = gr.Textbox(label="Similarity", placeholder="Similarity Score...", lines=1)
output_converted_text = gr.Textbox(label="Converted Text", placeholder="Results will appear here...", lines=4)
output_message = gr.Textbox(label="Message", placeholder="System Message...", lines=2)
convert_button = gr.Button("Convert Text")
convert_button.click(
fn=convert_text,
inputs=[input_text, grade_level, output_input_reading_score],
outputs=[output_converted_text, output_similarity, output_reading_level, output_message]
)
if __name__ == '__main__':
app.launch() |