Miscellaneous
Reusing components
Zero-Shot Prompting
Few-Shot Prompting
Thought Generation
Miscellaneous
- Arbitrary properties
- Consistent values of arbitrary properties
- Chain of Summaries
- Chain of Thought
- Single label classification
- Multiclass classification
- Entity relationship extraction
- Handling errors
- Limiting the length of lists
- Reflection Prompting
- Restating instructions
- Ask LLM to rewrite instructions
- Expanding search queries
- Summary with Keywords
- Reusing components
- Using CoT to improve interpretation of component data
Miscellaneous
Reusing components
Overview
You can reuse the same component for different contexts within a model. In this
example, the TimeRange component is used for both $workTime
and $leisureTime
.
Example
<?php
$loader = require 'vendor/autoload.php';
$loader->add('Cognesy\\Instructor\\', __DIR__.'../../src/');
use Cognesy\Instructor\Instructor;
class TimeRange {
/** The start time in hours. */
public int $startTime;
/** The end time in hours. */
public int $endTime;
}
class UserDetail
{
public string $name;
/** Time range during which the user is working. */
public TimeRange $workTime;
/** Time range reserved for leisure activities. */
public TimeRange $leisureTime;
}
$user = (new Instructor)->respond(
messages: [['role' => 'user', 'content' => "Yesterday Jason worked from 9 for 5 hours. After that I watched 2 hour movie which I finished at 19."]],
responseModel: UserDetail::class,
model: 'gpt-4o',
);
dump($user);
assert($user->name == "Jason");
assert($user->workTime->startTime === 9);
assert($user->workTime->endTime === 14);
assert($user->leisureTime->startTime === 17);
assert($user->leisureTime->endTime === 19);
?>