OpenAI API overview (from Open AI)
The OpenAI API can be applied to virtually any task that involves understanding or generating natural language or code. We offer a spectrum of models with different levels of power suitable for different tasks, as well as the ability to fine-tune your own custom models. These models can be used for everything from content generation to semantic search and classification.
To makes it a little more understandable, so with OpenAI API you can : generate and edit text, generate/edit/explain code, generate and edit images, train a model, search, classify and comapre text. Checkt the documentation here.
We will use DaVinci GPT-3 model in our app, but you can try other models :
| LATEST MODEL | DESCRIPTION | MAX REQUEST | TRAINING DATA |
|---|---|---|---|
| text-davinci-003 | Most capable GPT-3 model. Can do any task the other models can do, often with higher quality, longer output and better instruction-following. Also supports inserting completions within text. | 4,000 tokens | Up to Jun 2021 |
| text-curie-001 | Very capable, but faster and lower cost than Davinci. | 2,048 tokens | Up to Oct 2019 |
| text-babbage-001 | Capable of straightforward tasks, very fast, and lower cost. | 2,048 tokens | Up to Oct 2019 |
| text-ada-001 | Capable of very simple tasks, usually the fastest model in the GPT-3 series, and lowest cost. | 2,048 tokens | Up to Oct 2019 |
Important : today (02/17/2023), ChatGPT API is not yet available but OpenAI indicates that it will come soon.
Phase 1 : get your secret API key
- Go to the OpenAI website and create a new account
- Signup for an OpenAI account
- Confirm your email address
- Log in to your account and navigate to the ‘View API keys’ dashboard
- Click on ‘Create a new secret key’
Store your API key in a secure location. You can test the API right now, but if you intend to use OpenAI API in a real workld case scanerio, check OpenAI documentation for details on usage and pricing.
Phase 2 : create you .NET Core project to consume OpenAI API
- Open Visual Studio 2022
- Create a new .NET Core project (in my case a Web API)
- Install the ‘OpenAI‘ NuGet package as below :
4. In your program.cs file, just copy the following code (replace the apiKey with yours, generated in phase 1)
using OpenAI_API;
using OpenAI_API.Completions;
var builder = WebApplication.CreateBuilder(args);
var app = builder.Build();
app.UseHttpsRedirection();
app.MapGet("/givemesecretoftheuniverse", (string prompt) =>
{
var apiKey = "sk-5ucaz1m00000000000000000000000000000000";
var answer = string.Empty;
var openAIAPI = new OpenAIAPI(apiKey);
var completionRequest = new CompletionRequest
{
Prompt = prompt,
Model = OpenAI_API.Models.Model.DavinciText,
MaxTokens = 2000
};
try
{
var result = openAIAPI.Completions.CreateCompletionAsync(completionRequest);
if (result != null)
{
foreach (var item in result.Result.Completions)
{
answer += item.Text;
}
return Results.Text("Answer of the universe : " + answer);
}
else
{
return Results.BadRequest("Not found");
}
}
catch (Exception)
{
return Results.Problem("OpenAI API is not available or key are incorrect");
}
});
app.Run();
5. Run your application, and open your Postman app or your favorite web browser to open the following URL : https://<your computer ip / localhost>:<your project port>/givemesecretoftheuniverse?prompt=what is the secret of the universe
6. The flow of the power of OpenAI will flow throught your screen 😁🚀🌚
More possibilities 🚀😁
As said earlier, you can use Codex, Dall-E, etc from OpenAI just by changing the Model = OpenAI_API.Models.Model statement and adapt your code consequently. Today, ChatGPT API is not yet available but OpenAI indicates that it will come soon.
You can also try this .NET library which is pretty cool as well : https://github.com/betalgo/openai
Conclusion
Integrating OpenAI APIs into your application is just as easy as creating a minimal API with .NET Core, so test it, learn it, and make our world a better one. With ChatGPT coming soon, accessible AI is becoming a reality.
