QueryAnalyzerV2 / app.py
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import gradio as gr
from transformers import pipeline
# Load a compatible T5-based model for query parsing
query_parser = pipeline("text2text-generation", model="google/flan-t5-small")
def parse_query(user_query):
"""
Parse user e-commerce search query and return structured attributes.
"""
output = query_parser(user_query, max_length=50, do_sample=False)
structured_response = output[0]['generated_text']
return structured_response
# Define the Gradio UI
with gr.Blocks() as demo:
gr.Markdown("# 🛍️ Luxury Fashion Query Parser")
query_input = gr.Textbox(label="Enter your search query", placeholder="e.g., Gucci men’s perfume under 200AED")
output_box = gr.Textbox(label="Structured Output", placeholder="Brand: Gucci, Gender: Men, Category: Perfume, Price: 0-200 AED")
parse_button = gr.Button("Parse Query")
parse_button.click(parse_query, inputs=[query_input], outputs=[output_box])
# Launch the app
demo.launch()