From 225dacdc9099c15d9dc3c05af1cc3dd65bed1649 Mon Sep 17 00:00:00 2001 From: "Sravan Vijayan (sravanvijs)" Date: Fri, 16 Dec 2022 18:01:15 +0000 Subject: [PATCH] Create web service --- web service | 35 +++++++++++++++++++++++++++++++++++ 1 file changed, 35 insertions(+) create mode 100644 web service diff --git a/web service b/web service new file mode 100644 index 0000000..fc0b64b --- /dev/null +++ b/web service @@ -0,0 +1,35 @@ + Import necessary libraries +import tensorflow as tf +from keras.models import load_model +from flask import Flask, request + +# Initialize the Flask app +app = Flask(_name_) + +# Define the API endpoint +@app.route('/greet', methods=['GET']) +def greet(): + + #get response value + data = request.args.get('name') + # Load the model + model = load_model('model.h5') + + # Define any preprocessing functions + def preprocess_data(data): + # Perform necessary preprocessing steps + return processed_data + + # Extract the input data from the API request + data = request.get_json() + + # Preprocess the data + processed_data = preprocess_data(data) + + # Make a prediction using the model + prediction = model.predict(processed_data) + + return jsonify(prediction) + +if _name_ == '_main_': + app.run()