hanaflow 0.1.1

Upload datasets to SAP HANA, auto-generate REST APIs and query with LLM

# 🌊 hanaflow

Upload any dataset to SAP HANA Cloud in one command — then query it with LLM.

## Installation

pip install hanaflow

## Quick Start

### 1. Configure credentials

Create a .env file:

HANA\_HOST=your-host.hanacloud.ondemand.com

HANA\_PORT=443

HANA\_USER=DBADMIN

HANA\_PASSWORD=your-password

HANA\_ENCRYPT=true

LLM\_API=your-gemini-api-key

LLM\_MODEL=gemini-2.0-flash

### 2. Test connection

hanaflow ping

### 3. Upload a dataset

hanaflow upload-cmd --file sales\_data.csv

### 4. Get an LLM summary of your data

hanaflow summary --file sales\_data.csv

### 5. Ask questions about your data

hanaflow ask --file sales\_data.csv --question "What is the average price by city?"

## Supported File Formats

| Format | Extension |

|--------|-----------|

| CSV | .csv |

| Excel | .xlsx / .xls |

| JSON | .json |

| Parquet | .parquet |

## CLI Commands

| Command | Description |

|---------|-------------|

| hanaflow ping | Test SAP HANA connectivity |

| hanaflow upload-cmd | Upload data file to SAP HANA |

| hanaflow summary | Generate LLM summary of dataset |

| hanaflow ask | Ask natural language questions about data |

## Built With

- [hdbcli](https://pypi.org/project/hdbcli/) — SAP HANA Python Client

- [LangChain](https://python.langchain.com/) — LLM framework

- [Google Gemini](https://aistudio.google.com/) — LLM provider

- [Typer](https://typer.tiangolo.com/) — CLI framework

- [FastAPI](https://fastapi.tiangolo.com/) — REST API (coming soon)

## License

MIT