Feature/updated env example

.env-example

@@ -1,8 +1,6 @@
 # Database Configuration
-# REQUIRED: Set these for production (test defaults exist for CI)
-# SECURITY: Change these credentials in production!
-POSTGRES_USER=your_postgres_user
-POSTGRES_PASSWORD=your_secure_postgres_password
+POSTGRES_USER=rag_user
+POSTGRES_PASSWORD=rag_password
 POSTGRES_DB=rag_database
 POSTGRES_HOST=postgres
 POSTGRES_PORT=5432
@@ -13,10 +11,7 @@ PGVECTOR_PORT=5432
 PGVECTOR_DB=vector_db
 
 # Neo4j Configuration
-# REQUIRED: Set this for production (test default exists for CI)
-# Format: username/password
-# SECURITY: Change the password in production!
-NEO4J_AUTH=neo4j/your_secure_neo4j_password
+NEO4J_AUTH=neo4j/neo4j_password
 NEO4J_HOST=neo4j
 NEO4J_PORT=7687
 NEO4J_HTTP_PORT=7474
@@ -29,36 +24,53 @@ BACKEND_PORT=8000
 FRONTEND_PORT=3000
 
 # OpenAI Configuration
-# REQUIRED: Get your API key from https://platform.openai.com/api-keys
-OPENAI_API_KEY=your_openai_api_key_here
+# OPENAI_API_KEY=
+# OPENAI_MODEL=gpt-4o
+# OPENAI_EMBEDDING_MODEL=text-embedding-3-large
 OPENAI_MODEL=gpt-4o-mini
 OPENAI_EMBEDDING_MODEL=text-embedding-3-small
 
+
 # Document Processing Configuration
-# Optimized for >95% RAGAS F1 Score (Updated Oct 13, 2025)
 CHUNK_SIZE=1200
-CHUNK_OVERLAP=500  # Increased from 400 for better context continuity
-TOP_K_RESULTS=20   # Increased from 15 for improved coverage
+CHUNK_OVERLAP=400
+TOP_K_RESULTS=5
 
-# GraphRAG Parallel Processing Configuration
-# Controls concurrent chunk processing for faster graph building
-GRAPHRAG_CONCURRENCY=25  # Number of concurrent chunk processing tasks (recommended: 10-50)
-GRAPHRAG_MAX_RETRIES=3   # Maximum retries for failed chunks (recommended: 2-5)
-GRAPHRAG_BASE_BACKOFF=0.5  # Base backoff time in seconds for retries (recommended: 0.5-2.0)
+# Storage
+STORAGE_PATH=/app/storage
 
-# Multi-Pass Graph Enrichment Configuration
-# Enables intelligent multi-pass graph building for richer knowledge graphs
-# Pass 1: Initial broad extraction
-# Pass 2: Find missing entities referenced but not extracted
-# Pass 3: Discover indirect relationships between entities
-GRAPHRAG_ENABLE_MULTIPASS=true  # Enable multi-pass enrichment (true/false)
-GRAPHRAG_NUM_PASSES=3            # Number of passes through document (1-3 recommended)
+# GraphRAG Settings
+GRAPHRAG_ENABLED=true
+GRAPHRAG_LLM_MODEL=gpt-4o
+GRAPHRAG_EMBEDDING_MODEL=text-embedding-3-large
 
-# Max Performance Mode
-# When enabled, all search tools (vector, graph, filter) run in parallel
-# Results are collected and synthesized for comprehensive answers
-# When disabled, the agent intelligently selects the best single tool for each query
-MAX_PERFORMANCE=false  # Enable max performance mode (true/false)
+# Entity Resolution
+ENTITY_SIMILARITY_THRESHOLD=0.85
+ENABLE_ENTITY_DEDUPLICATION=true
 
-# Storage
-STORAGE_PATH=/app/storage
+# Elasticsearch Configuration
+ELASTICSEARCH_HOST=elasticsearch
+ELASTICSEARCH_PORT=9200
+ELASTICSEARCH_INDEX_NAME=rag_documents
+
+# Search Configuration
+ENABLE_VECTOR_SEARCH=true
+ENABLE_GRAPH_SEARCH=true
+ENABLE_FILTER_SEARCH=true
+DEFAULT_SEARCH_TOOLS=auto
+
+# Performance Settings
+MAX_PERFORMANCE=false
+# MAX_PERFORMANCE=true
+
+# Memory Management Settings
+MEMORY_ENABLED=true
+MEMORY_DB_HOST=postgres
+MEMORY_DB_PORT=5432
+MEMORY_DB_NAME=rag_database
+MEMORY_DB_USER=rag_user
+MEMORY_DB_PASSWORD=rag_password
+MEMORY_APPROACH=external_llm
+MEMORY_MODEL=gpt-4o-mini
+REDIS_HOST=redis
+REDIS_PORT=6379

.gitmodules

@@ -0,0 +1,3 @@
+[submodule "memory"]
+	path = memory
+	url = https://github.com/dev-pratap-singh/memory