Sequences¶
Extracting Sequences of Objects¶
Sequence is a wrapper class that can be used to represent a list of objects to be extracted by Instructor from provided context.
It is usually more convenient not create a dedicated class with a single array property just to handle a list of objects of a given class.
<?php
class Person
{
public string $name;
public int $age;
}
$text = <<<TEXT
Jason is 25 years old. Jane is 18 yo. John is 30 years old
and Anna is 2 years younger than him.
TEXT;
$list = (new Instructor)->respond(
messages: [['role' => 'user', 'content' => $text]],
responseModel: Sequence::of(Person::class),
);
Streaming Sequences¶
Additional, unique feature of sequences is that they can be streamed per each completed item in a sequence, rather than on any property update.
NOTE This feature requires the
stream
option to be set totrue
.
To receive sequence updates provide a callback via Instructor's onSequenceUpdate()
that will be called each time a new item is received from LLM.
The callback provided a full sequence that has been retrieved so far. You can get the last added object from the sequence via $sequence->last()
.
Remember that while the sequence is being updated, the data is not validated - only when the sequence is fully extracted, the objects are validated and a full sequence is returned (see example below).
<?php
class Person
{
public string $name;
public int $age;
}
function updateUI(Person $person) {
// add newly extracted person to the UI list
$this->ui->appendToList($person);
// remember those objects are not validated yet
}
$text = <<<TEXT
Jason is 25 years old. Jane is 18 yo. John is 30 years old
and Anna is 2 years younger than him.
TEXT;
$list = (new Instructor)->request(
messages: [['role' => 'user', 'content' => $text]],
responseModel: Sequence::of(Person::class),
options: ['stream' => true]
)->onSequenceUpdate(
fn($sequence) => updateUI($sequence->last()) // get last added object
)->get();
// now the list is fully extracted and validated
foreach ($list as $person) {
// do something with each person
$this->db->save($person);
}
Working with Sequences¶
Sequences offer array access (via ArrayAccess) and convenience methods to work with the list of extracted objects.
<?php
$sequence->count(); // returns the number of extracted items
$sequence->first(); // returns the first extracted item
$sequence->last(); // returns the last extracted item
$sequence->get(1); // returns the second extracted item
$sequence->toArray(); // returns the list of extracted items as an array
Streaming sequence updates¶
See: Streaming and partial updates for more information on how to get partial updates and streaming of sequences.