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Copy file name to clipboardExpand all lines: content/v1/cli-reference.md
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{{ startTab "v1.3"}}
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The `spin cloud` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference).
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The `spin cloud` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference).
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{{ startTab "v1.4"}}
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The `spin cloud` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference).
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The `spin cloud` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference).
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{{ startTab "v1.5"}}
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The `spin cloud` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference).
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The `spin cloud` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference).
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The `spin cloud deploy` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-deploy).
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The `spin cloud deploy` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-deploy).
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The `spin cloud deploy` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-deploy).
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The `spin cloud deploy` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-deploy).
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The `spin cloud deploy` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-deploy).
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The `spin cloud deploy` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-deploy).
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The `spin cloud login` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-login).
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The `spin cloud login` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-login).
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The `spin cloud login` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-login).
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The `spin cloud login` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-login).
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The `spin cloud login` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-login).
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The `spin cloud login` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-login).
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The `spin cloud variables` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-variables).
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The `spin cloud variables` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-variables).
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The `spin cloud variables` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-variables).
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The `spin cloud variables` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-variables).
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The `spin cloud variables` command is implemented by the [Fermyon Cloud Plugin](/cloud/cloud-command-reference#spin-cloud-variables).
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The `spin cloud variables` command is implemented by the [Fermyon Cloud Plugin](https://developer.fermyon.com/cloud/cloud-command-reference#spin-cloud-variables).
Copy file name to clipboardExpand all lines: content/v1/dynamic-configuration.md
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auth_token = "<auth_token>"
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```
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Currently, the remote compute option requires a user to deploy their own LLM proxy service. On Fermyon Cloud, users can do this using the [`cloud-gpu` plugin](https://github.com/spinframework/spin-cloud-gpu). If you prefer to create and deploy your own proxy service, you can find a reference implementation of the proxy protocol in the [`spin-cloud-gpu plugin repository`](https://github.com/spinframework/spin-cloud-gpu/blob/main/fermyon-cloud-gpu/src/index.ts).
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Currently, the remote compute option requires a user to deploy their own LLM proxy service. On Fermyon Cloud, users can do this using the [`cloud-gpu` plugin](https://github.com/fermyon/spin-cloud-gpu). If you prefer to create and deploy your own proxy service, you can find a reference implementation of the proxy protocol in the [`spin-cloud-gpu plugin repository`](https://github.com/fermyon/spin-cloud-gpu/blob/main/fermyon-cloud-gpu/src/index.ts).
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By default, components will not have access to the LLM models unless granted explicit access through the `component.ai_models` entry in the component manifest within `spin.toml`. See [Serverless AI](./serverless-ai-api-guide) for more details.
Copy file name to clipboardExpand all lines: content/v1/serverless-ai-hello-world.md
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**Using the Cloud-GPU plugin to test locally**
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To avoid having to deploy the app for every change, you can use the [Cloud-GPU plugin](https://github.com/spinframework/spin-cloud-gpu) to deploy locally, with the LLM running in the cloud. While the app is hosted locally (running on `localhost`), every inferencing request is sent to the LLM that is running in the cloud. Follow the steps to use the `cloud-gpu` plugin.
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To avoid having to deploy the app for every change, you can use the [Cloud-GPU plugin](https://github.com/fermyon/spin-cloud-gpu) to deploy locally, with the LLM running in the cloud. While the app is hosted locally (running on `localhost`), every inferencing request is sent to the LLM that is running in the cloud. Follow the steps to use the `cloud-gpu` plugin.
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**Note**: This plugin works only with spin v1.5.1 and above.
Copy file name to clipboardExpand all lines: content/v1/sqlite-api-guide.md
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sqlite_databases = ["default"]
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```
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> Note: To deploy your Database application to Fermyon Cloud using `spin cloud deploy`, see the [SQLite Database](/cloud/noops-sql-db#accessing-private-beta) section in the documentation. It covers signing up for the private beta and setting up your Cloud database tables and initial data.
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> Note: To deploy your Database application to Fermyon Cloud using `spin cloud deploy`, see the [SQLite Database](https://developer.fermyon.com/cloud/noops-sql-db#accessing-private-beta) section in the documentation. It covers signing up for the private beta and setting up your Cloud database tables and initial data.
Copy file name to clipboardExpand all lines: content/v2/ai-sentiment-analysis-api-tutorial.md
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Next, we need to create the appropriate folder structure from within the application directory (alongside our `spin.toml` file). The code below demonstrates the variations in folder structure depending on which model is being used. Once the folder structure is in place, we then fetch the pre-trained AI model for our application:
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> Note: Optional, but highly recommended, is to use the [Spin Cloud GPU component](https://github.com/spinframework/spin-cloud-gpu). This offloads inferencing to Fermyon Cloud GPUs, and thus requires a free account to [Fermyon Cloud Serverless AI](https://www.fermyon.com/serverless-ai). This would replace the following steps of having to download the three models below.
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> Note: Optional, but highly recommended, is to use the [Spin Cloud GPU component](https://github.com/fermyon/spin-cloud-gpu). This offloads inferencing to Fermyon Cloud GPUs, and thus requires a free account to [Fermyon Cloud Serverless AI](https://www.fermyon.com/serverless-ai). This would replace the following steps of having to download the three models below.
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