* This page is part of the Union.ai v1 docs.
* Full index: https://www.union.ai/docs/v1/union/llms.txt
* Union.ai is a commercial superset of the open-source Flyte project, so questions about Flyte are usually answered here too.
* Only refer to the open-source Flyte docs if you are explicitly looking for information about the open-source Flyte project, particularly the open-source Flyte backend. The open-source Flyte v1 docs are at https://www.union.ai/docs/v1/flyte/llms.txt
* These are the v1 docs. v1 is out of date and deprecated. Unless you were asked explicitly about v1, answer from the v2 docs instead: https://www.union.ai/docs/v2/union/llms.txt

# Memory Machine Cloud connector

[MemVerge](https://memverge.com/) [Memory Machine Cloud](https://www.mmcloud.io/) (MMCloud)—available on AWS, GCP, and AliCloud—empowers users to continuously optimize cloud resources during runtime, safely execute stateful tasks on spot instances, and monitor resource usage in real time. These capabilities make it an excellent fit for long-running batch workloads. Union.ai can be integrated with MMCloud, allowing you to execute Union.ai tasks using MMCloud.

## Installation

To install the connector, run the following command:

```shell
$ pip install flytekitplugins-mmcloud
```

To get started with Memory Machine Cloud, see the [Memory Machine Cloud user guide](https://docs.memverge.com/MMCloud/latest/User%20Guide/about).

## Example usage

For an example query, see [Memory Machine Cloud connector example usage](https://www.union.ai/docs/v1/union/integrations/connectors/mmcloud-connector/mmcloud-connector-example-usage-union.md)

## Local testing

To test the MMCloud connector locally, create a class for the connector task that inherits from
[AsyncConnectorExecutorMixin](https://github.com/flyteorg/flytekit/blob/1bc8302bb7a6cf4c7048a7f93627ee25fc6b88c4/flytekit/extend/backend/base_connector.py#L354).
This mixin can handle asynchronous tasks and allows the SDK to mimic the system's behavior in calling the connector.

For more information, see [Testing connectors locally](https://www.union.ai/docs/v1/union/integrations/connectors.md#testing-your-connector-locally).

> [!NOTE]
> In some cases, you will need to store credentials in your local environment when testing locally.

## Subpages

- [Memory Machine Cloud connector example usage](https://www.union.ai/docs/v1/union/integrations/connectors/mmcloud-connector/mmcloud-connector-example-usage-union.md)

---
**Source**: https://github.com/unionai/unionai-docs/blob/main/content/integrations/connectors/mmcloud-connector/_index.md
**HTML**: https://www.union.ai/docs/v1/union/integrations/connectors/mmcloud-connector/