Create Informatica Mappings From/To an ODBC Data Source for Hugging Face

Informatica provides a powerful, elegant means of transporting and transforming your data. By utilizing the CData ODBC Driver for Hugging Face, you are gaining access to a driver based on industry-proven standards that integrates seamlessly with Informatica's powerful data transportation and manipulation features. This tutorial shows how to transfer and browse Hugging Face data in Informatica PowerCenter.

Connect to Hugging Face as an ODBC Data Source

Information for connecting to Hugging Face follows, along with different instructions for configuring a DSN in Windows and Linux environments.

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';

Windows

If you have not already, first specify connection properties in an ODBC DSN (data source name). This is the last step of the driver installation. You can use the Microsoft ODBC Data Source Administrator to create and configure ODBC DSNs.

Linux

If you are installing the CData ODBC Driver for Hugging Face in a Linux environment, the driver installation predefines a system DSN. You can modify the DSN by editing the system data sources file (/etc/odbc.ini) and defining the required connection properties.

/etc/odbc.ini

[CData API Source]
Driver = CData ODBC Driver for Hugging Face
Description = My Description
Profile = C:\profiles\HuggingFace.apip
ProfileSettings = 'APIKey = hf_xxxxxxxxxxxxxxxxxxxx'

For specific information on using these configuration files, please refer to the help documentation (installed and found online).

Create a Linked Table to Collections Data

Follow the steps below to create a linked table, which enables you to access live Collections data.

Create the ODBC Connection

Follow the steps below to connect to Hugging Face in Informatica PowerCenter:

1. In the Informatica Developer tool connect to your repository and create a project.
2. In the Connection Explorer pane, right-click and click Create a Connection.
3. In the New Database Connection wizard that is displayed, enter a name and Id for the connection and in the Type menu select ODBC.
4. In the Connection String property, enter the DSN.

NOTE: If you are working in a Linux operating system, set the Driver Manager for Linux property to unixODBC 2.3.x.

Create the Hugging Face Data Object

After you have created an ODBC connection to Hugging Face, you can now access Hugging Face entities in Informatica. Follow the steps below to add Collections entities to your project.

1. In the Object Explorer, right-click your project and then click New -> Data Object.
2. In the wizard that is displayed, select the Relational Data Object option.
3. Click the Browse button next to the Connection box and select the ODBC connection you created in the previous step.
4. Select the option to create a data object from an existing resource and click the Browse button next to the Resource box.
5. In the dialog that is displayed, clear the Show Default Schema Only option and expand the node for the ODBC connection. Select the entity that you want. 👁 The driver models Hugging Face entities as relational tables. (Salesforce is shown.)
   

You can now browse the table in the Data Viewer: Right-click the node for the table and then click Open. On the Data Viewer view, click Run.

👁 Table data and metadata in the Data Viewer. (Salesforce is shown.)

Create the Mapping

Follow the steps below to add the Hugging Face source to a mapping:

1. In the Object Explorer, right-click your project and then click New -> Mapping.
2. Expand the node for the Hugging Face connection and then drag the data object for the table onto the editor.
3. In the dialog that appears, select the Read option.

👁 The source Hugging Face table in the mapping. (Salesforce is shown.)

Follow the steps below to map Hugging Face columns to a flat file:

1. In the Object Explorer, right-click your project and then click New -> Data Object.
2. Select Flat File Data Object -> Create as Empty -> Fixed Width.
3. In the properties for the Hugging Face object, select the rows you want, right-click, and then click copy. Paste the rows into the flat file properties.
4. Drag the flat file data object onto the mapping. In the dialog that appears, select the Write option.
5. Click and drag to connect columns.

To transfer Hugging Face data, right-click in the workspace and then click Run Mapping.

👁 The completed mapping. (Salesforce is shown.)