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Write a markdown tutorial with code examples to get started with OpenAI’s GPT-3 completion API, using the latest text-davinci-003 model, in a modern symfony 6 web application using PHP 8 features. The main example is a symfony form (with multiple fields) to which we add a textarea that is used to construct a GPT-3 prompt that will return a json of the form data, that is then used to update the other form fields data. The code uses a composer package for the openapi sdk that is uses guzzle.
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Introduction
OpenAI's GPT-3 completion API is a powerful tool that can be used to generate text, complete sentences, and provide context-aware suggestions. It is a great addition to any modern web application, and in this tutorial we will learn how to use the latest text-davinci-003 model in a Symfony 6 web application using PHP 8 features.
Prerequisites
Before you begin, you will need the following:
A Symfony 6 web application
The latest version of the OpenAI SDK (available as a composer package)
The latest text-davinci-003 model
Guzzle (for making HTTP requests)
Step 1: Create a Symfony Form
The first step is to create a Symfony form with multiple fields. We will use this form to construct our GPT-3 prompt.
<?phpnamespaceApp\Form;
useSymfony\Component\Form\AbstractType;
useSymfony\Component\Form\FormBuilderInterface;
useSymfony\Component\OptionsResolver\OptionsResolver;
class GPT3FormType extends AbstractType
{
publicfunctionbuildForm(FormBuilderInterface$builder, array$options)
{
$builder
->add('field1', TextType::class)
->add('field2', TextType::class)
->add('field3', TextType::class)
->add('field4', TextType::class);
}
publicfunctionconfigureOptions(OptionsResolver$resolver)
{
$resolver->setDefaults([
// Configure your form options here
]);
}
}
Step 2: Add a Textarea
Next, we will add a textarea to our form. This textarea will be used to construct our GPT-3 prompt.
<?phpnamespaceApp\Form;
useSymfony\Component\Form\AbstractType;
useSymfony\Component\Form\FormBuilderInterface;
useSymfony\Component\OptionsResolver\OptionsResolver;
class GPT3FormType extends AbstractType
{
publicfunctionbuildForm(FormBuilderInterface$builder, array$options)
{
$builder
->add('field1', TextType::class)
->add('field2', TextType::class)
->add('field3', TextType::class)
->add('field4', TextType::class)
->add('gpt3_prompt', TextareaType::class);
}
publicfunctionconfigureOptions(OptionsResolver$resolver)
{
$resolver->setDefaults([
// Configure your form options here
]);
}
}
Step 3: Construct the GPT-3 Prompt
Now that we have our form and textarea, we can construct our GPT-3 prompt. This prompt should contain the values of the other form fields, as well as the desired output format (json).
In this tutorial, we learned how to use OpenAI's GPT-3 completion API in a Symfony 6 web application using PHP 8 features. We created a form with multiple fields, added a textarea for constructing our GPT-3 prompt, made the request to the GPT-3 API, and used the response to update the form data. With the power of GPT-3, we can now provide context-aware suggestions in our web applications.