Advanced
Using structured data as an input
Basics
- Basic use
- Basic use via mixin
- Handling errors with `Maybe` helper class
- Modes
- Making some fields optional
- Private vs public object field
- Automatic correction based on validation results
- Using attributes
- Using LLM API connections from config file
- Validation
- Custom validation using Symfony Validator
- Validation across multiple fields
Advanced
- Context caching
- Context caching (Anthropic)
- Customize parameters of OpenAI client
- Custom prompts
- Using structured data as an input
- Extracting arguments of function or method
- Streaming partial updates during inference
- Providing example inputs and outputs
- Extracting scalar values
- Extracting sequences of objects
- Streaming
- Structures
Troubleshooting
LLM API Support
Extras
- Extraction of complex objects
- Extraction of complex objects (Anthropic)
- Extraction of complex objects (Cohere)
- Extraction of complex objects (Gemini)
- Embeddings
- Image processing - car damage detection
- Image to data (OpenAI)
- Image to data (Anthropic)
- Image to data (Gemini)
- Working directly with LLMs
- Working directly with LLMs and JSON - JSON mode
- Working directly with LLMs and JSON - JSON Schema mode
- Working directly with LLMs and JSON - MdJSON mode
- Working directly with LLMs and JSON - Tools mode
- Prompts
- Generating JSON Schema from PHP classes
- Generating JSON Schema dynamically
- Simple content summary
- Create tasks from meeting transcription
- Translating UI text fields
- Web page to PHP objects
Advanced
Using structured data as an input
Overview
Instructor offers a way to use structured data as an input. This is useful when you want to use object data as input and get another object with a result of LLM inference.
The input
field of Instructor’s respond()
and request()
methods
can be an object, but also an array or just a string.
Example
<?php
$loader = require 'vendor/autoload.php';
$loader->add('Cognesy\\Instructor\\', __DIR__ . '../../src/');
use Cognesy\Instructor\Instructor;
class Email {
public function __construct(
public string $address = '',
public string $subject = '',
public string $body = '',
) {}
}
$email = new Email(
address: 'joe@gmail',
subject: 'Status update',
body: 'Your account has been updated.'
);
$translatedEmail = (new Instructor)->respond(
input: $email,
responseModel: Email::class,
prompt: 'Translate the text fields of email to Spanish. Keep other fields unchanged.',
);
dump($translatedEmail);
assert($translatedEmail->address === $email->address);
assert($translatedEmail->subject !== $email->subject);
assert($translatedEmail->body !== $email->body);
?>