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Example code of x-laravel/embedding-qdrant-driver

Informations about the package embedding-qdrant-driver

x-laravel/embedding — Qdrant Driver

Tests PHP Laravel

Qdrant vector database driver for x-laravel/embedding.

How It Works

Requirements

Installation

The QdrantEmbeddingServiceProvider is auto-discovered and registers the qdrant driver automatically.

Setup

1. Configure x-laravel/embedding

Publish the config if you haven't already:

Set the similarity driver in config/embedding.php:

2. Configure Qdrant

Set the following environment variables:

Or publish the config to config/embedding-qdrant-driver.php for full customisation:

3. Create the Qdrant collection and SQL table

This publishes both the SQL embeddings table migration (from the core package) and creates the Qdrant collection.

Note: The Qdrant collection is created with cosine similarity. The EMBEDDING_DIMENSIONS config value sets the vector size — it must match your AI model's output dimension.

4. Model

Follow the standard x-laravel/embedding setup. No Qdrant-specific changes are needed on your models.

Usage

The driver is transparent — use the standard x-laravel/embedding API:

All methods set a similarity_score float attribute on each returned model.

Testing

License

This package is open-sourced software licensed under the MIT license.

All versions of embedding-qdrant-driver with dependencies

PHP Build Version
Package Version
Requires php Version ^8.3
illuminate/support Version ^12.0|^13.0
illuminate/http Version ^12.0|^13.0
x-laravel/embedding Version ^1.2
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