---
title: "Upstash Vector"
description: "Use Upstash Vector as a serverless vector database in Mem0 with optional built-in embedding models."
---
[Upstash Vector](https://upstash.com/docs/vector) is a serverless vector database with built-in embedding models.

### Usage with Upstash embeddings

You can enable the built-in embedding models by setting `enable_embeddings` to `True`. This allows you to use Upstash's embedding models for vectorization.

```python
import os
from mem0 import Memory

os.environ["UPSTASH_VECTOR_REST_URL"] = "..."
os.environ["UPSTASH_VECTOR_REST_TOKEN"] = "..."

config = {
    "vector_store": {
        "provider": "upstash_vector",
        "config": {
            "enable_embeddings": True,
        }
    }
}

m = Memory.from_config(config)
m.add("Likes to play cricket on weekends", user_id="alice", metadata={"category": "hobbies"})
```

<Note>
    Setting `enable_embeddings` to `True` will bypass any external embedding provider you have configured.
</Note>

### Usage with external embedding providers

```python
import os
from mem0 import Memory

os.environ["OPENAI_API_KEY"] = "..."
os.environ["UPSTASH_VECTOR_REST_URL"] = "..."
os.environ["UPSTASH_VECTOR_REST_TOKEN"] = "..."

config = {
    "vector_store": {
        "provider": "upstash_vector",
    },
    "embedder": {
        "provider": "openai",
        "config": {
            "model": "text-embedding-3-large"
        },
    }
}

m = Memory.from_config(config)
m.add("Likes to play cricket on weekends", user_id="alice", metadata={"category": "hobbies"})
```

### Config

Here are the parameters available for configuring Upstash Vector:

| Parameter           | Description                        | Default Value |
| ------------------- | ---------------------------------- | ------------- |
| `url`               | URL for the Upstash Vector index   | `None`        |
| `token`             | Token for the Upstash Vector index | `None`        |
| `client`            | An `upstash_vector.Index` instance | `None`        |
| `collection_name`   | The default namespace used         | `""`          |
| `enable_embeddings` | Whether to use Upstash embeddings  | `False`       |

<Note>
  When `url` and `token` are not provided, the `UPSTASH_VECTOR_REST_URL` and
  `UPSTASH_VECTOR_REST_TOKEN` environment variables are used.
</Note>
