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docs/concepts/observability.md

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You can easily monitor and debug your Defang services at build and runtime using the Defang CLI and portal.
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When you deploy a service using the `defang compose up` the CLI will automatically start tailing the build and runtime logs for your service. You can also view the logs for your service in the portal, or by using the `defang tail` command.
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When you deploy a service using the `defang compose up`, the CLI will automatically start tailing the build and runtime logs for your service. You can also view the logs for your service in the portal, or by using the `defang tail` command.
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:::warning
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Keep in mind that the Defang Portal only displays services deployed to Defang Playground.

docs/concepts/resources.md

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```
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:::info GPUs
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If you require access to GPUs, you can specify this in the `deploy.resources.reservations.devices[0].capabilities` section of your service as in the examples above. You can learn more about this in the [docker-compose documentation](https://docs.docker.com/compose/gpu-support/). This is the only supported value in the `deploy.resources.reservations.devices` section.
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If you require access to GPUs, you can specify this in the `deploy.resources.reservations.devices[0].capabilities` section of your service as in the examples above. You can learn more about this in the [Docker-Compose documentation](https://docs.docker.com/compose/gpu-support/). This is the only supported value in the `deploy.resources.reservations.devices` section.
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docs/providers/playground.md

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This page highlights architectural considerations when deploying to the Playground and any differences you might encounter when deploying to the Playground versus deploying to your own cloud account.
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:::info
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The Playground allows only 1 deployed project at a time. Use the CLI `defang down` to tear down a project before deploying a new one.
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The Playground allows only 1 deployed project at a time. Use the CLI `defang down` command to tear down a project before deploying a new one.
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## Overview
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### Managed services
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In essence, the Playground does not support any [managed storage](../concepts/managed-storage) services, ie. `x-defang-postgres` and `x-defang-redis` are ignored when deploying to the Playground. You can however run both postgres and redis as regular container services for testing purposes.
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In essence, the Playground does not support any [managed storage](../concepts/managed-storage) services, ie. `x-defang-postgres` and `x-defang-redis` are ignored when deploying to the Playground. You can however run both Postgres and Redis as regular container services for testing purposes.

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