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"""
Enhanced setup script with more comprehensive knowledge base
"""
import os
import sys
from pathlib import Path
import numpy as np
import faiss
import pickle
from sentence_transformers import SentenceTransformer
from typing import List, Dict
sys.path.append(os.path.dirname(os.path.abspath(__file__)))
# Extended wisdom database with more texts
WISDOM_DATABASE = [
# Bhagavad Gita
{
"text": "The mind is restless and difficult to restrain, but it is subdued by practice.",
"source": "Bhagavad Gita",
"chapter": "6.35",
"tags": ["mind", "practice", "discipline"]
},
{
"text": "Set thy heart upon thy work, but never on its reward.",
"source": "Bhagavad Gita",
"chapter": "2.47",
"tags": ["work", "detachment", "karma"]
},
{
"text": "The soul is neither born, and nor does it die.",
"source": "Bhagavad Gita",
"chapter": "2.20",
"tags": ["soul", "eternal", "death"]
},
# Autobiography of a Yogi
{
"text": "The season of failure is the best time for sowing the seeds of success.",
"source": "Autobiography of a Yogi",
"tags": ["failure", "success", "growth"]
},
{
"text": "Live quietly in the moment and see the beauty of all before you.",
"source": "Autobiography of a Yogi",
"tags": ["present", "beauty", "mindfulness"]
},
# The Power of Now
{
"text": "Realize deeply that the present moment is all you have.",
"source": "The Power of Now",
"tags": ["present", "awareness", "now"]
},
{
"text": "The primary cause of unhappiness is never the situation but your thoughts about it.",
"source": "The Power of Now",
"tags": ["unhappiness", "thoughts", "perception"]
},
{
"text": "Life will give you whatever experience is most helpful for the evolution of your consciousness.",
"source": "The Power of Now",
"tags": ["life", "experience", "consciousness"]
},
# Man's Search for Meaning
{
"text": "When we are no longer able to change a situation, we are challenged to change ourselves.",
"source": "Man's Search for Meaning",
"tags": ["change", "adaptation", "growth"]
},
{
"text": "Those who have a 'why' to live, can bear with almost any 'how'.",
"source": "Man's Search for Meaning",
"tags": ["purpose", "meaning", "resilience"]
},
# Atomic Habits
{
"text": "You do not rise to the level of your goals. You fall to the level of your systems.",
"source": "Atomic Habits",
"tags": ["goals", "systems", "habits"]
},
{
"text": "Every action you take is a vote for the type of person you wish to become.",
"source": "Atomic Habits",
"tags": ["identity", "actions", "becoming"]
},
{
"text": "Habits are the compound interest of self-improvement.",
"source": "Atomic Habits",
"tags": ["habits", "improvement", "compound"]
},
# Meditations - Marcus Aurelius
{
"text": "You have power over your mind - not outside events. Realize this, and you will find strength.",
"source": "Meditations",
"tags": ["control", "mind", "strength"]
},
{
"text": "The best revenge is not to be like your enemy.",
"source": "Meditations",
"tags": ["revenge", "character", "virtue"]
},
{
"text": "What we cannot bear removes us from life; what remains can be borne.",
"source": "Meditations",
"tags": ["endurance", "life", "strength"]
},
# Tao Te Ching
{
"text": "When I let go of what I am, I become what I might be.",
"source": "Tao Te Ching",
"tags": ["letting go", "becoming", "potential"]
},
{
"text": "The journey of a thousand miles begins with a single step.",
"source": "Tao Te Ching",
"tags": ["journey", "beginning", "action"]
},
{
"text": "Knowing others is intelligence; knowing yourself is true wisdom.",
"source": "Tao Te Ching",
"tags": ["self-knowledge", "wisdom", "intelligence"]
},
# 7 Habits of Highly Effective People
{
"text": "Between stimulus and response there is a space. In that space is our power to choose our response.",
"source": "7 Habits of Highly Effective People",
"tags": ["choice", "response", "freedom"]
},
{
"text": "Begin with the end in mind.",
"source": "7 Habits of Highly Effective People",
"tags": ["vision", "planning", "purpose"]
},
# Mindset
{
"text": "Becoming is better than being.",
"source": "Mindset",
"tags": ["growth", "becoming", "fixed mindset"]
},
{
"text": "The view you adopt for yourself profoundly affects the way you lead your life.",
"source": "Mindset",
"tags": ["perspective", "self-view", "life"]
},
# Additional Universal Wisdom
{
"text": "The wound is the place where the Light enters you.",
"source": "Rumi",
"tags": ["pain", "growth", "transformation"]
},
{
"text": "Yesterday I was clever, so I wanted to change the world. Today I am wise, so I am changing myself.",
"source": "Rumi",
"tags": ["change", "wisdom", "self"]
},
{
"text": "Do not dwell in the past, do not dream of the future, concentrate the mind on the present moment.",
"source": "Buddha",
"tags": ["present", "past", "future"]
}
]
def setup_comprehensive_knowledge_base():
"""Setup knowledge base with all wisdom texts"""
print("Setting up comprehensive knowledge base...")
# Create directories
data_dir = Path("data")
faiss_dir = data_dir / "faiss_index"
books_dir = data_dir / "books"
for dir_path in [data_dir, faiss_dir, books_dir]:
dir_path.mkdir(exist_ok=True)
# Initialize embedder
print("Loading sentence transformer model...")
embedder = SentenceTransformer('all-MiniLM-L6-v2')
# Process wisdom texts
texts = []
metadata = []
for item in WISDOM_DATABASE:
texts.append(item["text"])
metadata.append({
"source": item["source"],
"chapter": item.get("chapter", ""),
"tags": item.get("tags", [])
})
# Create embeddings
print(f"Creating embeddings for {len(texts)} wisdom passages...")
embeddings = embedder.encode(texts, show_progress_bar=True)
# Create FAISS index with cosine similarity
dimension = embeddings.shape[1]
# Normalize embeddings for cosine similarity
faiss.normalize_L2(embeddings)
# Use Inner Product (equivalent to cosine similarity after normalization)
index = faiss.IndexFlatIP(dimension)
index.add(embeddings.astype('float32'))
# Save everything
print("Saving knowledge base...")
faiss.write_index(index, str(faiss_dir / "index.faiss"))
with open(faiss_dir / "passages.pkl", 'wb') as f:
pickle.dump(texts, f)
with open(faiss_dir / "metadata.pkl", 'wb') as f:
pickle.dump(metadata, f)
print(f"✅ Knowledge base setup complete!")
print(f" - Total passages: {len(texts)}")
print(f" - Embedding dimension: {dimension}")
print(f" - Index type: Cosine similarity (normalized L2)")
# Create placeholder book files
print("\nCreating placeholder book files...")
book_files = [
"bhagavad_gita.txt",
"autobiography_of_a_yogi.txt",
"the_power_of_now.txt",
"mans_search_for_meaning.txt",
"atomic_habits.txt",
"meditations.txt",
"tao_te_ching.txt",
"dhyana_vahini.txt",
"7_habits.txt",
"mindset.txt",
"prema_vahini.txt",
"prasnothara_vahini.txt"
]
for book_file in book_files:
filepath = books_dir / book_file
if not filepath.exists():
with open(filepath, 'w', encoding='utf-8') as f:
f.write(f"Placeholder for {book_file}\nAdd full text here.")
print("✅ Setup complete! You can now run the main application.")
print("\nTo add full books:")
print("1. Replace placeholder files in data/books/ with full text")
print("2. Re-run this script to update the knowledge base")
if __name__ == "__main__":
setup_comprehensive_knowledge_base() |