Build Dashboards with Hugging Face Data in Dundas BI

The CData ODBC Driver for Hugging Face enables access to live data from Hugging Face under the ODBC standard, allowing you work with Hugging Face data in a wide variety of BI, reporting, and ETL tools and directly, using familiar SQL queries. This article shows how to connect to Hugging Face data as a generic ODBC Data Provider and create charts, reports, and dashboards based on Hugging Face data in Dundas BI.

Connect to Hugging Face Data

1. If you have not already done so, provide values for the required connection properties in the data source name (DSN). You can configure the DSN using the built-in Microsoft ODBC Data Source Administrator. 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:

   1. Log in to your HuggingFace account at https://huggingface.co
   2. Navigate to Settings > Access Tokens
   3. Click "New token" to create a new access token
   4. Select the appropriate permissions (read or write)
   5. 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';
   

   When you configure the DSN, you may also want to set the Max Rows connection property. This will limit the number of rows returned, which is especially helpful for improving performance when designing reports and visualizations.

2. Open the Dundas BI interface, open the menu, and click New Data Connector. 👁 Adding a New Data Connector.
   
3. Configure the Dundas BI Data Connector:
   • Name the Data Connector.
   • Select "ODBC generic" as the Data Provider.
   • Check the "Use System DSN" checkbox.
   • Select the appropriate System DSN.
   👁 Configure the Data Connector.
   

Add Hugging Face Data to a Dashboard

You are now ready to create a dashboard with Hugging Face data.

1. Navigate to the Home page.
2. Click Explore Data.
👁 Home > Explore Data

3. Expand the appropriate Data Connector.
4. Drag the relevant data from the Connector to the panel.
   • You can select an entire "table" to add, but you may need to remove Measures/Rows from the Metric Set to build an appropriate visualization. Alternatively, you can select only the fields you wish to include in the visualization.
   • With the fields selected, you can add any filters or conditions on the Measures and Rows, further customizing the visualization.
👁 Adding data from a Data Connector. (Salesforce is shown.)

5. Click Re-visualize from the menu bar and select the appropriate visualization for the data.
👁 Displayed Data. (Salesforce is shown.)

6. Click Add To New Dashboard to add the visualization to a new dashboard.
👁 Adding the Visualization to a Dashboard. (Salesforce is shown.)

7. Configure the dashboard, creating dynamic visualizations of Hugging Face data. 👁 Sample Dashboard (Salesforce data is shown.)