llama-index-tools-database


Namellama-index-tools-database JSON
Version 0.1.3 PyPI version JSON
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Summaryllama-index tools database integration
upload_time2024-02-21 22:15:45
maintainerajhofmann
docs_urlNone
authorYour Name
requires_python>=3.8.1,<4.0
licenseMIT
keywords aws rds postgres snowflake sql
VCS
bugtrack_url
requirements No requirements were recorded.
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            # Database Tool

This tool connects to a database (using SQLAlchemy under the hood) and allows an Agent to query the database and get information about the tables.

## Usage

This tool has more extensive example usage documented in a Jupyter notebook [here](https://github.com/emptycrown/llama-hub/tree/main/llama_hub/tools/notebooks/database.ipynb) and [here](https://github.com/emptycrown/llama-hub/tree/main/llama_hub/tools/notebooks/intro_to_tools.ipynb)

Here's an example usage of the DatabaseToolSpec.

```python
from llama_index.tools.database import DatabaseToolSpec
from llama_index.agent import OpenAIAgent

db_tools = DatabaseToolSpec(
    scheme="postgresql",  # Database Scheme
    host="localhost",  # Database Host
    port="5432",  # Database Port
    user="postgres",  # Database User
    password="FakeExamplePassword",  # Database Password
    dbname="postgres",  # Database Name
)
agent = OpenAIAgent.from_tools(db_tools.to_tool_list())

agent.chat("What tables does this database contain")
agent.chat("Describe the first table")
agent.chat("Retrieve the first row of that table")
```

The tools available are:

`list_tables`: A tool to list the tables in the database schema
`describe_tables`: A tool to describe the schema of a table
`load_data`: A tool that accepts an SQL query and returns the result

This loader is designed to be used as a way to load data as a Tool in a Agent. See [here](https://github.com/emptycrown/llama-hub/tree/main) for examples.

            

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    "description": "# Database Tool\n\nThis tool connects to a database (using SQLAlchemy under the hood) and allows an Agent to query the database and get information about the tables.\n\n## Usage\n\nThis tool has more extensive example usage documented in a Jupyter notebook [here](https://github.com/emptycrown/llama-hub/tree/main/llama_hub/tools/notebooks/database.ipynb) and [here](https://github.com/emptycrown/llama-hub/tree/main/llama_hub/tools/notebooks/intro_to_tools.ipynb)\n\nHere's an example usage of the DatabaseToolSpec.\n\n```python\nfrom llama_index.tools.database import DatabaseToolSpec\nfrom llama_index.agent import OpenAIAgent\n\ndb_tools = DatabaseToolSpec(\n    scheme=\"postgresql\",  # Database Scheme\n    host=\"localhost\",  # Database Host\n    port=\"5432\",  # Database Port\n    user=\"postgres\",  # Database User\n    password=\"FakeExamplePassword\",  # Database Password\n    dbname=\"postgres\",  # Database Name\n)\nagent = OpenAIAgent.from_tools(db_tools.to_tool_list())\n\nagent.chat(\"What tables does this database contain\")\nagent.chat(\"Describe the first table\")\nagent.chat(\"Retrieve the first row of that table\")\n```\n\nThe tools available are:\n\n`list_tables`: A tool to list the tables in the database schema\n`describe_tables`: A tool to describe the schema of a table\n`load_data`: A tool that accepts an SQL query and returns the result\n\nThis loader is designed to be used as a way to load data as a Tool in a Agent. See [here](https://github.com/emptycrown/llama-hub/tree/main) for examples.\n",
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