Query Hugging Face Data through ODBC in Node.js
Node.js is a JavaScript runtime environment that allows you to run JavaScript code outside of a browser. With the CData API Driver for ODBC, you can access live Hugging Face data from Node.js apps and scripts. In this article, we walk through installing node-odbc and the required tools to create a simple Node.js app with access to live Hugging Face data.
With built-in optimized data processing, the CData ODBC Driver offers unmatched performance for interacting with live Hugging Face data in Node.js. When you issue complex SQL queries from Node.js to Hugging Face, the driver pushes supported SQL operations, like filters and aggregations, directly to Hugging Face and utilizes the embedded SQL engine to process unsupported operations client-side (often SQL functions and JOIN operations).
Connecting to Hugging Face Data
If you have not already done so, provide values for the required connection properties in the data source name (DSN). You can use the built-in Microsoft ODBC Data Source Administrator to configure the DSN. This is also the last step of the driver installation. See the "Getting Started" chapter in the help documentation for a guide to using the Microsoft ODBC Data Source Administrator to create and configure a DSN.
HuggingFace Hub uses token-based authentication to enable access to its API. The API provides access to machine learning models, datasets, spaces, papers, and other resources on the HuggingFace Hub platform.
Using API Key Authentication
To authenticate to HuggingFace Hub, you will need to provide an API Key (Access Token). To obtain your access token:
- Log in to your HuggingFace account at https://huggingface.co
- Navigate to Settings > Access Tokens
- Click "New token" to create a new access token
- Select the appropriate permissions (read or write)
- Copy the token value
After obtaining your access token, set the following connection properties:
- AuthScheme: Set this to APIKey.
- APIKey: Set this to your HuggingFace access token.
Example connection string
Profile=C:\profiles\HuggingFace.apip;ProfileSettings='APIKey=hf_xxxxxxxxxxxxxxxxxxxx';
Building node-odbc
In order to connect to Hugging Face through the CData ODBC Driver, you need to build node-odbc manually (after installing the required tools).
Installing the Required Tools
The following commands install the tools required to build node-odbc (note the -g parameter, which installs the tools globally).
npm i -g windows-build-tools npm i -g node-gyp
Building node-odbc
After installing the required tools, create a directory for the Node.js app and install odbc (which builds the binary for us to use in our Node.js script).
mkdir nodeodbc cd nodeodbc npm i -g node
Querying Hugging Face from Node.js
With the ODBC Driver installed, a DSN Configured, and node-odbc built, we are ready to query live Hugging Face data from a Node.js app. The sample code below connects to a specific DSN and queries the Collections table.
myscript.js
const odbc = require('odbc');
async function queryAPI() {
const connection = await odbc.connect(`DSN=CData API Source`);
const data = await connection.query('SELECT , FROM Collections');
console.log(data);
}
queryAPI();
Once you write the app, use node to execute the script:
node myscript.js
Download a free, 30-day trial of the CData API Driver for ODBC and start working with your live Hugging Face data in Node.js. Reach out to our Support Team if you have any questions.