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Create app.py
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app.py
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import pandas as pd
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import gradio as gr
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import re
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import random
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# Load the dataset
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df = pd.read_csv('IndianFoodDatasetCSV.csv')
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# Ensure the 'Ingredients' column is a string type
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df['Ingredients'] = df['Ingredients'].astype(str)
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def search_recipe(ingredient, diet):
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# Convert ingredient to lowercase for case-insensitive search
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ingredient = ingredient.lower()
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# Filter the dataframe based on the ingredient and diet
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filtered_df = df[df['Ingredients'].str.lower().str.contains(ingredient, na=False) &
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(df['Diet'] == diet.title())]
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if filtered_df.empty:
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return "No matching recipes found."
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# Get the first matching recipe
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recipe = filtered_df.iloc[random.randint(0, len(filtered_df) - 1)]
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# Construct the response
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response = f"I found a recipe for you:\n\n"
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response += f"Recipe: {recipe['RecipeName']}\n\n"
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response += f"Ingredients: {recipe['Ingredients']}\n\n"
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response += f"Instructions: {recipe['Instructions']}\n\n"
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response += f"Diet: {recipe['Diet']}\n"
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response += f"Course: {recipe['Course']}\n"
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response += f"Prep Time: {recipe['PrepTimeInMins']}\n"
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response += f"Cook Time: {recipe['CookTimeInMins']}\n"
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response += f"Total Time: {recipe['TotalTimeInMins']}\n"
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response += f"Servings: {recipe['Servings']}\n"
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response += "\nWould you like to search any other recipe?"
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return response
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def chatbot(message, history):
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# Check if the user is asking for a recipe
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if re.search(r'\bbye\b', message, re.IGNORECASE):
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return "Goodbye! Have a great day!"
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recipe_request = re.search(r'recipe for (.*) that is (.*)', message, re.IGNORECASE)
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if recipe_request:
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ingredient = recipe_request.group(1).strip()
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diet = recipe_request.group(2).strip()
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# Validate diet input
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valid_diets = ['Diabetic Friendly', 'Vegetarian', 'High Protein Vegetarian', 'Non Vegetarian', 'Vegan', 'Eggetarian']
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valid_diets_lower = ['diabetic friendly', 'vegetarian', 'high protein vegetarian', 'non vegeterian', 'non vegetarian', 'vegan', 'eggetarian']
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if diet.lower()=="non vegetarian":
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diet= "non vegeterian"
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if diet.strip().lower() not in valid_diets_lower:
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return f"I'm sorry, but '{diet}' is not a valid diet option. Please choose from: {', '.join(valid_diets)}."
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return search_recipe(ingredient, diet)
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else:
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return "I'm sorry, I didn't understand that. Please ask for a recipe in this format: 'Recipe for [ingredient] that is [diet]'. For example: 'Recipe for tomato that is Vegetarian'."
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custom_css = """
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body {
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background-color: #000000;
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font-family: Arial, sans-serif;
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}
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.gradio-container {
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border: 2px solid #000080;
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border-radius: 15px;
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padding: 20px;
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background-color: #ffffff;
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}
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.gradio-title {
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color: #FF6347;
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font-weight: bold;
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text-align: center;
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}
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.gradio-description {
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color: #0074AB;
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text-align: center;
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}
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.gradio-textbox textarea {
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border: 2px solid #000080;
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border-radius: 10px;
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padding: 10px;
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}
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.gradio-chatbox {
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border: 2px solid #000080;
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border-radius: 15px;
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padding: 10px;
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background-color: #E2E2FF;
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}
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.gradio-button {
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background-color: #000080;
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color: #FF6347;
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border: none;
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border-radius: 10px;
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padding: 10px 20px;
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cursor: pointer;
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}
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.gradio-button:hover {
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background-color: #0000cd;
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}
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"""
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my_theme = gr.Theme.from_hub("gradio/seafoam")
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iface = gr.ChatInterface(
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chatbot,
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chatbot=gr.Chatbot(height=600,default_message="Hello! I can help you cook something amazing today. Just give me the ingredient name with diet. For example, 'Recipe for tomato that is Vegetarian"),
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textbox=gr.Textbox(placeholder="Ask for a recipe. For example: 'Recipe for tomato that is Vegetarian'",
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container=False, scale=7),
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title="Recipe Search Chatbot",
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description="Hello! I can help you cook something amazing today. Just give me the ingredient name with diet. For example, 'Recipe for tomato that is Vegetarian'",
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theme="Monochrome",
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examples=[
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"Recipe for tomato that is Vegetarian",
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"Recipe for chicken that is Non Vegeterian",
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"Recipe for spinach that is High Protein Vegetarian",
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"Recipe for oats that is Diabetic Friendly",
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"Recipe for eggs that is Eggetarian"
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],
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cache_examples=False,
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)
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def greet_user():
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return "Hello! I can help you cook something amazing today. Just give me the ingredient name with diet. For example, 'Recipe for tomato that is Vegetarian'. I will give you the yummiest recipe."
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if __name__ == "__main__":
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iface.launch()
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