Search Hugging Face External Objects in Salesforce Connect (API Server)
The CData API Server enables you to access Hugging Face data from cloud-based applications like the Salesforce console and mobile applications like the Salesforce1 Mobile App. In this article, you will use the API Server and Salesforce Connect to access Hugging Face external objects alongside standard Salesforce objects.
Set Up the API Server
If you have not already done so, download the CData API Server. Once you have installed the API Server, follow the steps below to begin producing secure Hugging Face OData services:
Connect to Hugging Face
To work with Hugging Face data from Salesforce Connect, we start by creating and configuring a Hugging Face connection. Follow the steps below to configure the API Server to connect to Hugging Face data:
- First, navigate to the Connections page.
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Click Add Connection and then search for and select the Hugging Face connection.
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Enter the necessary authentication properties to connect to Hugging Face.
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';
- After configuring the connection, click Save & Test to confirm a successful connection.
Configure API Server Users
Next, create a user to access your Hugging Face data through the API Server. You can add and configure users on the Users page. Follow the steps below to configure and create a user:
- On the Users page, click Add User to open the Add User dialog.
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Next, set the Role, Username, and Privileges properties and then click Add User.
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An Authtoken is then generated for the user. You can find the Authtoken and other information for each user on the Users page:
Creating API Endpoints for Hugging Face
Having created a user, you are ready to create API endpoints for the Hugging Face tables:
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First, navigate to the API page and then click
Add Table
.
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Select the connection you wish to access and click Next.
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With the connection selected, create endpoints by selecting each table and then clicking Confirm.
Gather the OData Url
Having configured a connection to Hugging Face data, created a user, and added resources to the API Server, you now have an easily accessible REST API based on the OData protocol for those resources. From the API page in API Server, you can view and copy the API Endpoints for the API:
Connect to Hugging Face Data as an External Data Source
Follow the steps below to connect to the feed produced by the API Server.
- Log into Salesforce and click Setup -> Develop -> External Data Sources.
- Click New External Data Source.
- Enter values for the following properties:
- External Data Source: Enter a label to be used in list views and reports.
- Name: Enter a unique identifier.
- Type: Select the option "Salesforce Connect: OData 4.0".
URL: Enter the URL to the OData endpoint of the API Server. The format of the OData URL is https://your-server:your-port/api.rsc.
Note that plain-text is suitable for only testing; for production, use TLS.
Select JSON in the Format menu.
- In the Authentication section, set the following properties:
- Identity Type: If all members of your organization will use the same credentials to access the API Server, select "Named Principal". If the members of your organization will connect with their own credentials, select "Per User".
- Authentication Protocol: Select Password Authentication to use basic authentication.
- Certificate: Enter or browse to the certificate to be used to encrypt and authenticate communications from Salesforce to your server.
- Username: Enter the username for a user known to the API Server.
- Password: Enter the user's authtoken.
Synchronize Hugging Face Objects
After you have created the external data source, follow the steps below to create Hugging Face external objects that reflect any changes in the data source. You will synchronize the definitions for the Hugging Face external objects with the definitions for Hugging Face tables.
- Click the link for the external data source you created.
- Click Validate and Sync.
- Select the Hugging Face tables you want to work with as external objects.
Access Hugging Face Data as Salesforce Objects
After adding Hugging Face data as an external data source and syncing Hugging Face tables with Hugging Face external objects, you can use the external objects just as you would standard Salesforce objects.
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Create a new tab with a filter list view:
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Display related lists of Hugging Face external objects alongside standard Salesforce objects:
Troubleshooting
You can use the following checklist to avoid typical connection problems:
- Ensure that your server has a publicly accessible IP address. Related to this check, but one layer up, at the operating system layer, you will also need to ensure that your firewall has an opening for the port the API Server is running on. At the application layer, ensure that you have added trusted IP addresses on the Settings -> Security tab of the administration console.
- Ensure that you are using a connection secured by an SSL certificate from a commercial, trusted CA. Salesforce does not currently accept self-signed certificates or internal CAs.
Ensure that the server you are hosting the API Server on is using TLS 1.1 or above. If you are using the .NET API Server, you can accomplish this by using the .NET API Server's embedded server.
If you are using IIS, TLS 1.1 and 1.2 are supported but not enabled by default. To enable these protocols, refer to the how-to on MSDN and the Microsoft technical reference.
If you are using the Java edition, note that TLS 1.2 is enabled by default in Java 8 but not in Java 6 or 7. If you are using these earlier versions, you can refer to this this Oracle how-to.