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61 changes: 61 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -109,6 +109,67 @@ public function down()

Use `vector_ip_ops` for inner product and `vector_cosine_ops` for cosine distance

### Symfony (>=7.4)


Register types in `config/packages/doctrine.yaml`
```yaml
doctrine:
dbal:
types:
vector: Pgvector\Doctrine\VectorType
halfvec: Pgvector\Doctrine\HalfVectorType
sparsevec: Pgvector\Doctrine\SparseVectorType

orm:
dql:
string_functions:
cosine_distance: Pgvector\Doctrine\CosineDistance
l2_distance: Pgvector\Doctrine\L2Distance
max_inner_product: Pgvector\Doctrine\MaxInnerProduct
l1_distance: Pgvector\Doctrine\L1Distance
hamming_distance: Pgvector\Doctrine\HammingDistance
jaccard_distance: Pgvector\Doctrine\JaccardDistance
```

Enable the extension in a migration
```
php bin/console make:migration
```
```php
public function up(Schema $schema): void
{
$this->addSql('CREATE EXTENSION IF NOT EXISTS vector');
}
```
```
php bin/console doctrine:migrations:migrate
```

Use the `vector` type in your entities
```php
use Pgvector\Vector;

#[ORM\Entity]
class Item
{
#[ORM\Column(type: 'vector', length: 3)]
private Vector $embedding;
}
```

Query for nearest neighbors
```php
$results = $entityManager->createQuery(
'SELECT i FROM App\Entity\Item i ORDER BY cosine_distance(i.embedding, :embedding)'
)
->setParameter('embedding', new Vector([1, 2, 3]))
->setMaxResults(5)
->getResult();
```

Also supports `l2_distance`, `max_inner_product`, `l1_distance`, `hamming_distance`, and `jaccard_distance`

### Doctrine

Install the package
Expand Down