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The CData ADO.NET Provider for Hugging Face enables you to rapidly develop service-oriented applications using the Windows Communication Foundation (WCF) framework, providing Hugging Face data data to OData consumers. This article guides you through creating an entity data model for connectivity and a WCF Data Service to expose OData services. You can then consume the feed with various OData clients, such as Power Pivot or applications using the CData ADO.NET Provider for OData.
Follow the steps below to create a WCF service application that will provide connectivity to Hugging Face data via OData.
Use the Package Manager Console in Visual Studio to install the latest version of Entity Framework. Run the following command to download and install Entity Framework automatically:
Install-Package EntityFramework
<configuration> ... <entityFramework> <providers> ... <provider invariantName="System.Data.CData.API" type="System.Data.CData.API.APIProviderServices, System.Data.CData.API.Entities.EF6" /> </providers> </entityFramework> </configuration>
In the Connection properties dialog, select the CData Hugging Face Data Source and enter the necessary credentials.
A typical connection string is below:
Profile=C:\profiles\HuggingFace.apip;ProfileSettings='APIKey=hf_xxxxxxxxxxxxxxxxxxxx';
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.
To authenticate to HuggingFace Hub, you will need to provide an API Key (Access Token). To obtain your access token:
After obtaining your access token, set the following connection properties:
Profile=C:\profiles\HuggingFace.apip;ProfileSettings='APIKey=hf_xxxxxxxxxxxxxxxxxxxx';๐ Required connection properties, specified in the Add Connection dialog. (Salesforce is shown.)
Specify the data source class and configure access to the new WCF Data Service. In the example below, the Access Rule for the entities is set to All. This means that any user will be able to read and modify data.
using System;
using System.Collections.Generic;
using System.Data.Services;
using System.Data.Services.Common;
using System.Linq;
using System.ServiceModel.Web;
using System.Web;
namespace APIService{
public class APIDataService : DataService<APIEntities> {
public static void InitializeService(DataServiceConfiguration config) {
config.SetEntitySetAccessRule("*", EntitySetRights.All);
config.DataServiceBehavior.MaxProtocolVersion = DataServiceProtocolVersion.V3;
}
}
}
You can now use the service from any OData client; for example, Excel Power Pivot.
Connect to live data from Hugging Face with the API Driver
Connect to Hugging Face