Initial set of changes

Signed-off-by: Vineeth Kalluru <[email protected]>

# Conflicts:
#	industries/asset_lifecycle_management_agent/INSTALLATION.md
#	industries/asset_lifecycle_management_agent/config_examples.yaml
#	industries/asset_lifecycle_management_agent/configs/README.md
#	industries/asset_lifecycle_management_agent/example_eval_output/multimodal_eval_output.json
#	industries/asset_lifecycle_management_agent/example_eval_output/workflow_output.json
#	industries/asset_lifecycle_management_agent/frontend/README.md
#	industries/asset_lifecycle_management_agent/frontend/app.js
#	industries/asset_lifecycle_management_agent/frontend/package-lock.json
#	industries/asset_lifecycle_management_agent/frontend/package.json
#	industries/asset_lifecycle_management_agent/frontend/server.js
#	industries/asset_lifecycle_management_agent/frontend/styles.css
#	industries/asset_lifecycle_management_agent/prompts.md

Author: vikalluru

industries/asset_lifecycle_management_agent/INSTALLATION.md

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+# Installation Guide
+
+This guide explains how to install the Predictive Maintenance Agent with different database and vector store options.
+
+## Base Installation
+
+Install the core package with default dependencies (ChromaDB + SQLite):
+
+```bash
+pip install -e .
+```
+
+This includes:
+- **ChromaDB** - Default vector store for SQL retriever
+- **SQLite** - Built-in database support (no additional packages needed)
+- **SQLAlchemy** - Generic SQL database support framework
+- All core ML and visualization dependencies
+
+## Optional Dependencies
+
+Install additional packages based on your needs:
+
+### Elasticsearch Vector Store
+
+For production deployments with Elasticsearch as the vector store:
+
+```bash
+pip install -e ".[elasticsearch]"
+```
+
+### PostgreSQL Database
+
+For PostgreSQL database support:
+
+```bash
+pip install -e ".[postgres]"
+```
+
+### MySQL Database
+
+For MySQL database support:
+
+```bash
+pip install -e ".[mysql]"
+```
+
+### SQL Server Database
+
+For Microsoft SQL Server support:
+
+```bash
+pip install -e ".[sqlserver]"
+```
+
+**Note:** You also need to install the Microsoft ODBC Driver for SQL Server from [Microsoft's website](https://learn.microsoft.com/en-us/sql/connect/odbc/download-odbc-driver-for-sql-server).
+
+### Oracle Database
+
+For Oracle database support:
+
+```bash
+pip install -e ".[oracle]"
+```
+
+**Note:** You also need to install Oracle Instant Client from [Oracle's website](https://www.oracle.com/database/technologies/instant-client.html).
+
+## Combined Installations
+
+### All Databases
+
+Install support for all SQL databases at once:
+
+```bash
+pip install -e ".[all-databases]"
+```
+
+This includes: PostgreSQL, MySQL, SQL Server, and Oracle drivers.
+
+### Everything
+
+Install all optional dependencies (Elasticsearch + all databases):
+
+```bash
+pip install -e ".[all]"
+```
+
+## Installation Examples by Use Case
+
+### Development Setup (Simplest)
+```bash
+# Base installation - ChromaDB + SQLite
+pip install -e .
+```
+
+### Production with PostgreSQL
+```bash
+# Base + PostgreSQL
+pip install -e ".[postgres]"
+```
+
+### Production with Elasticsearch and PostgreSQL
+```bash
+# Base + Elasticsearch + PostgreSQL
+pip install -e ".[elasticsearch,postgres]"
+```
+
+### Enterprise with All Options
+```bash
+# Everything
+pip install -e ".[all]"
+```
+
+## Verification
+
+After installation, verify your setup:
+
+```python
+# Check installed packages
+import chromadb  # Should work with base install
+import sqlalchemy  # Should work with base install
+
+# Optional packages (only if installed)
+import elasticsearch  # If [elasticsearch] installed
+import psycopg2  # If [postgres] installed
+import pymysql  # If [mysql] installed
+import pyodbc  # If [sqlserver] installed
+import cx_Oracle  # If [oracle] installed
+```
+
+## System Requirements
+
+- **Python:** 3.11 or 3.12 (Python 3.13 not yet supported)
+- **OS:** Linux, macOS, or Windows
+- **Memory:** Minimum 8GB RAM recommended
+- **Disk:** Minimum 10GB free space
+
+## External Service Requirements
+
+Depending on your configuration, you may need:
+
+### Elasticsearch (Optional)
+- Elasticsearch 8.0 or higher running
+- Network access to Elasticsearch cluster
+- Authentication credentials (API key or username/password)
+
+### Database Servers (Optional)
+- **PostgreSQL:** PostgreSQL 12 or higher
+- **MySQL:** MySQL 8.0 or higher  
+- **SQL Server:** SQL Server 2016 or higher
+- **Oracle:** Oracle 19c or higher
+
+## Troubleshooting
+
+### Import Errors
+
+**Problem:** `ModuleNotFoundError: No module named 'elasticsearch'`  
+**Solution:** Install elasticsearch support: `pip install -e ".[elasticsearch]"`
+
+**Problem:** `ModuleNotFoundError: No module named 'psycopg2'`  
+**Solution:** Install PostgreSQL support: `pip install -e ".[postgres]"`
+
+### Binary Dependencies
+
+**SQL Server on Linux/Mac:**
+```bash
+# Install unixODBC first
+# macOS:
+brew install unixodbc
+
+# Ubuntu/Debian:
+sudo apt-get install unixodbc unixodbc-dev
+
+# Then install ODBC driver from Microsoft
+```
+
+**Oracle:**
+- Download and install Oracle Instant Client
+- Set environment variables:
+  ```bash
+  export ORACLE_HOME=/path/to/instantclient
+  export LD_LIBRARY_PATH=$ORACLE_HOME:$LD_LIBRARY_PATH
+  ```
+
+## Next Steps
+
+After installation, see:
+- **Configuration Guide:** `configs/README.md` - How to configure vector stores and databases
+- **Examples:** `config_examples.yaml` - Sample configurations
+- **Getting Started:** Run the predictive maintenance workflow
+
+## Support
+
+For issues or questions:
+1. Check the configuration guide: `configs/README.md`
+2. Review example configs: `config_examples.yaml`
+3. See troubleshooting sections in the README