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import gradio as gr | |
import json | |
import requests | |
# Create the inputs list with dropdown menus and sliders | |
inputs = [ | |
gr.Dropdown( | |
choices=['Afghanistan', 'Australia', 'Bangladesh', 'England', 'India', 'Ireland', 'New Zealand', 'Pakistan', | |
'South Africa', 'Sri Lanka', 'West Indies', 'Zimbabwe'], | |
label="Batting Team" | |
), | |
gr.Dropdown( | |
choices=['Afghanistan', 'Australia', 'Bangladesh', 'England', 'India', 'Ireland', 'New Zealand', 'Pakistan', | |
'South Africa', 'Sri Lanka', 'West Indies', 'Zimbabwe'], | |
label="Bowling Team" | |
), | |
gr.Slider(minimum=0, maximum=500, step=1, label="Total Runs"), | |
gr.Slider(minimum=0, maximum=11, step=1, label="Total Wickets"), | |
gr.Slider(minimum=0.0, maximum=49.6, step=0.1, label="Overs"), | |
gr.Slider(minimum=0, maximum=500, step=1, label="Runs last 5 overs"), | |
gr.Slider(minimum=0, maximum=11,step=1, label="Wickets last 5 overs"), | |
] | |
# Create a function to make predictions | |
def predict_accident( | |
batting_team, | |
bowling_team, | |
total_runs, | |
total_wickets, | |
overs, | |
runs_last_5_overs, | |
wickets_last_5_overs | |
): | |
# Replace the URL with the actual endpoint you want to send the request to | |
url = "https://abhicodes-icc-prediction-model-api.hf.space/prediction" | |
# Replace the payload with the data you want to send in the request body | |
payload = {"batting_team": batting_team, "bowling_team": bowling_team, "total_runs": total_runs, "total_wickets": total_wickets, "overs": overs, "runs_last_5_overs": runs_last_5_overs, "wickets_last_5_overs": wickets_last_5_overs} | |
# Convert the payload to JSON | |
json_payload = json.dumps(payload) | |
# Set the headers to indicate that you are sending JSON | |
headers = {'Content-Type': 'application/json'} | |
# Send the POST request | |
response = requests.post(url, data=json_payload, headers=headers) | |
label = f"Score Prediction: {response.json().get('prediction')}" | |
return label | |
# Create the Gradio interface | |
title = "ICC World Cup Score Prediction" | |
description = "Predict the score of a ICC World Cup matches." | |
output_label = [gr.Label(num_top_classes=4)] | |
gr.Interface( | |
fn=predict_accident, | |
inputs=inputs, | |
outputs=output_label, | |
title=title, | |
description=description, | |
).launch() |