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Create app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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import random
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from datetime import datetime
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import json
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import os
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# Initialize sentiment analysis pipeline
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sentiment_analyzer = pipeline("sentiment-analysis", model="distilbert-base-uncased-finetuned-sst-2-english")
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class JournalCompanion:
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def __init__(self):
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# Initialize storage for entries (in-memory for demo)
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self.entries = []
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# Reflective prompts based on sentiment
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self.prompts = {
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"POSITIVE": [
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"What made this experience particularly meaningful?",
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"How can you carry this positive energy forward?",
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"Who would you like to share this joy with?",
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"What values of yours were honored in this moment?"
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],
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"NEGATIVE": [
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"What could help make this situation better?",
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"What have you learned from this challenge?",
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"Who could you reach out to for support?",
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"What would be a small step toward improvement?"
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],
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"NEUTRAL": [
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"What's on your mind right now?",
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"What would make today more meaningful?",
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"What are you looking forward to?",
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"What would you like to explore further?"
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]
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}
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# Affirmations based on sentiment
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self.affirmations = {
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"POSITIVE": [
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"You're radiating positive energy! Keep embracing joy.",
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"Your optimism is inspiring. You're on the right path.",
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"You have so much to be proud of. Keep shining!",
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"Your positive mindset creates beautiful opportunities."
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],
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"NEGATIVE": [
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"It's okay to feel this way. You're stronger than you know.",
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"Every challenge helps you grow. You've got this.",
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"Tomorrow brings new opportunities. Be gentle with yourself.",
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"Your feelings are valid, and this too shall pass."
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],
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"NEUTRAL": [
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"You're exactly where you need to be right now.",
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"Your journey is unique and valuable.",
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"Take a moment to appreciate your progress.",
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"Every moment is a chance for a fresh perspective."
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]
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}
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def analyze_entry(self, entry_text):
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"""Analyze journal entry and provide feedback"""
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if not entry_text.strip():
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return {
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"message": "Please write something in your journal entry.",
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"sentiment": "",
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"prompt": "",
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"affirmation": ""
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}
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# Perform sentiment analysis
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sentiment_result = sentiment_analyzer(entry_text)[0]
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sentiment = "POSITIVE" if sentiment_result["label"] == "POSITIVE" else "NEGATIVE"
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# Store entry with metadata
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entry_data = {
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"text": entry_text,
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"timestamp": datetime.now().isoformat(),
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"sentiment": sentiment,
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"sentiment_score": sentiment_result["score"]
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}
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self.entries.append(entry_data)
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# Generate response
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prompt = random.choice(self.prompts[sentiment])
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affirmation = random.choice(self.affirmations[sentiment])
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# Calculate sentiment score percentage
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sentiment_percentage = f"{sentiment_result['score']*100:.1f}%"
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message = f"Entry analyzed! Sentiment: {sentiment} ({sentiment_percentage} confidence)"
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return {
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"message": message,
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"sentiment": sentiment,
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"prompt": prompt,
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"affirmation": affirmation
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}
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def get_monthly_insights(self):
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"""Generate monthly insights from stored entries"""
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if not self.entries:
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return "No entries yet to analyze."
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total_entries = len(self.entries)
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positive_entries = sum(1 for entry in self.entries if entry["sentiment"] == "POSITIVE")
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insights = f"""Monthly Insights:
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Total Entries: {total_entries}
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Positive Entries: {positive_entries} ({(positive_entries/total_entries*100):.1f}%)
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Negative Entries: {total_entries - positive_entries} ({((total_entries-positive_entries)/total_entries*100):.1f}%)
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"""
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return insights
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def create_journal_interface():
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# Initialize the journal companion
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journal = JournalCompanion()
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# Define the interface
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with gr.Blocks(title="AI Journal Companion") as interface:
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gr.Markdown("# 📔 AI Journal Companion")
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gr.Markdown("Write your thoughts and receive AI-powered insights, prompts, and affirmations.")
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with gr.Row():
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with gr.Column():
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# Input components
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entry_input = gr.Textbox(
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label="Journal Entry",
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placeholder="Write your journal entry here...",
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lines=5
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)
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submit_btn = gr.Button("Submit Entry", variant="primary")
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with gr.Column():
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# Output components
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result_message = gr.Textbox(label="Analysis Result")
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sentiment_output = gr.Textbox(label="Detected Sentiment")
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prompt_output = gr.Textbox(label="Reflective Prompt")
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affirmation_output = gr.Textbox(label="Daily Affirmation")
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with gr.Row():
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insights_btn = gr.Button("Show Monthly Insights")
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insights_output = gr.Textbox(label="Monthly Insights")
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# Set up event handlers
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submit_btn.click(
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fn=journal.analyze_entry,
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inputs=[entry_input],
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outputs=[
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result_message,
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sentiment_output,
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prompt_output,
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affirmation_output
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]
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)
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insights_btn.click(
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fn=journal.get_monthly_insights,
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inputs=[],
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outputs=[insights_output]
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)
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return interface
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# Create and launch the interface
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if __name__ == "__main__":
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interface = create_journal_interface()
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interface.launch()
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