mirror of
https://github.com/qdrant/landing_page.git
synced 2026-09-28 23:48:31 +02:00
Anush
bdfcb44d23
* docs: Reorder integrations * docs: Formatting langchain-go.md * docs: Title for index * docs: Redpanda docs (#1092)
98 lines
3.0 KiB
Markdown
98 lines
3.0 KiB
Markdown
---
|
|
title: MindsDB
|
|
aliases: [ ../integrations/mindsdb/, ../frameworks/mindsdb/ ]
|
|
---
|
|
|
|
# MindsDB
|
|
|
|
[MindsDB](https://mindsdb.com) is an AI automation platform for building AI/ML powered features and applications. It works by connecting any source of data with any AI/ML model or framework and automating how real-time data flows between them.
|
|
|
|
With the MindsDB-Qdrant integration, you can now select Qdrant as a database to load into and retrieve from with semantic search and filtering.
|
|
|
|
**MindsDB allows you to easily**:
|
|
|
|
- Connect to any store of data or end-user application.
|
|
- Pass data to an AI model from any store of data or end-user application.
|
|
- Plug the output of an AI model into any store of data or end-user application.
|
|
- Fully automate these workflows to build AI-powered features and applications
|
|
|
|
## Usage
|
|
|
|
To get started with Qdrant and MindsDB, the following syntax can be used.
|
|
|
|
```sql
|
|
CREATE DATABASE qdrant_test
|
|
WITH ENGINE = "qdrant",
|
|
PARAMETERS = {
|
|
"location": ":memory:",
|
|
"collection_config": {
|
|
"size": 386,
|
|
"distance": "Cosine"
|
|
}
|
|
}
|
|
```
|
|
|
|
The available arguments for instantiating Qdrant can be found [here](https://github.com/mindsdb/mindsdb/blob/23a509cb26bacae9cc22475497b8644e3f3e23c3/mindsdb/integrations/handlers/qdrant_handler/qdrant_handler.py#L408-L468).
|
|
|
|
## Creating a new table
|
|
|
|
- Qdrant options for creating a collection can be specified as `collection_config` in the `CREATE DATABASE` parameters.
|
|
- By default, UUIDs are set as collection IDs. You can provide your own IDs under the `id` column.
|
|
|
|
```sql
|
|
CREATE TABLE qdrant_test.test_table (
|
|
SELECT embeddings,'{"source": "bbc"}' as metadata FROM mysql_demo_db.test_embeddings
|
|
);
|
|
```
|
|
|
|
## Querying the database
|
|
|
|
#### Perform a full retrieval using the following syntax.
|
|
|
|
```sql
|
|
SELECT * FROM qdrant_test.test_table
|
|
```
|
|
|
|
By default, the `LIMIT` is set to 10 and the `OFFSET` is set to 0.
|
|
|
|
#### Perform a similarity search using your embeddings
|
|
|
|
<aside role="status">Qdrant supports <a href="/documentation/concepts/indexing/#payload-index">payload indexing</a> that vastly improves retrieval efficiency with filters and is highly recommended. Please note that this feature currently cannot be configured via MindsDB and must be set up separately if needed.</aside>
|
|
|
|
```sql
|
|
SELECT * FROM qdrant_test.test_table
|
|
WHERE search_vector = (select embeddings from mysql_demo_db.test_embeddings limit 1)
|
|
```
|
|
|
|
#### Perform a search using filters
|
|
|
|
```sql
|
|
SELECT * FROM qdrant_test.test_table
|
|
WHERE `metadata.source` = 'bbc';
|
|
```
|
|
|
|
#### Delete entries using IDs
|
|
|
|
```sql
|
|
DELETE FROM qtest.test_table_6
|
|
WHERE id = 2
|
|
```
|
|
|
|
#### Delete entries using filters
|
|
|
|
```sql
|
|
DELETE * FROM qdrant_test.test_table
|
|
WHERE `metadata.source` = 'bbc';
|
|
```
|
|
|
|
#### Drop a table
|
|
|
|
```sql
|
|
DROP TABLE qdrant_test.test_table;
|
|
```
|
|
|
|
## Next steps
|
|
|
|
- You can find more information pertaining to MindsDB and its datasources [here](https://docs.mindsdb.com/).
|
|
- [Source Code](https://github.com/mindsdb/mindsdb/tree/main/mindsdb/integrations/handlers/qdrant_handler)
|