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3 changes: 3 additions & 0 deletions api-reference-v2/openapi.json
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Expand Up @@ -8415,6 +8415,7 @@
"get": {
"operationId": "listDelegations",
"summary": "List all ECR delegations",
"description": "Returns every AWS ECR delegation owned by the authenticated user, including repository, image tag, AWS region, and registry URI details.",
"tags": [
"Registries"
],
Expand Down Expand Up @@ -8463,6 +8464,7 @@
"post": {
"operationId": "createDelegation",
"summary": "Register an ECR delegation",
"description": "Creates an AWS ECR delegation for the specified repository ARN so Runpod can access images from the delegated private repository.",
"tags": [
"Registries"
],
Expand Down Expand Up @@ -8534,6 +8536,7 @@
"delete": {
"operationId": "revokeDelegation",
"summary": "Revoke an ECR delegation",
"description": "Revokes an AWS ECR delegation by ID, removing Runpod access to images from the associated private repository and returning no response body.",
"tags": [
"Registries"
],
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1 change: 1 addition & 0 deletions containers.mdx
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---
title: "Containers"
description: "Explore Runpod container tutorials for Dockerfiles, persistence, common Docker commands, application packaging, and Serverless deployment."

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containers.mdx#L3

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---

<Card href="/tutorials/introduction/containers" horizontal>
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1 change: 1 addition & 0 deletions flash/cli/app.mdx
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---

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title: "app"
sidebarTitle: "app"
description: "Create, inspect, list, and delete Flash applications that organize deployment environments, build artifacts, and configuration."
---

Manage Flash applications. An app is the top-level container that groups your deployment environments, build artifacts, and configuration.
Expand All @@ -20,7 +21,7 @@

---

## app list

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Show all Flash apps under your account.

Expand All @@ -42,7 +43,7 @@

---

## app create

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Register a new Flash app on Runpod's backend.

Expand All @@ -58,10 +59,10 @@

### What it creates

This command registers a Flash app in Runpod's backend—essentially creating a namespace for your environments and builds. It does not:

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- Create local files (use `flash init` for that).

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- Provision cloud resources (endpoints, volumes, etc.).

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- Deploy any code.

The app is just a container that groups environments and builds together.
Expand All @@ -76,7 +77,7 @@

---

## app get

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Get detailed information about a Flash app.

Expand Down Expand Up @@ -123,7 +124,7 @@

---

## app delete

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Delete a Flash app and all its associated resources.

Expand All @@ -139,8 +140,8 @@

### Process

1. Shows app details and resources to be deleted.

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2. Prompts for confirmation (required).

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3. Deletes all environments and their resources.
4. Deletes all builds.
5. Deletes the app.
Expand All @@ -159,7 +160,7 @@

## Auto-detection

Flash CLI automatically detects the app name from your current directory:

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```bash
cd /path/to/APP_NAME
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1 change: 1 addition & 0 deletions flash/cli/build.mdx
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---

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title: "build"
sidebarTitle: "build"
description: "Build a deployment-ready Flash application artifact without deploying, with controls for dependencies, exclusions, and output files."

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---

Build a deployment-ready artifact for your Flash application without deploying. Use this for more control over the build process or to inspect the artifact before deploying.

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```bash
flash build [OPTIONS]
Expand Down Expand Up @@ -49,17 +50,17 @@

## What happens during build

1. **Python version resolution**: Resolves the target Python version from CLI flag, resource configs, or your local interpreter.

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2. **Function discovery**: Finds all `@Endpoint` decorated functions.
3. **Grouping**: Groups functions by their endpoint configuration.
4. **Manifest generation**: Creates `.flash/flash_manifest.json` with endpoint definitions.
5. **Source fingerprinting**: Computes a SHA-256 fingerprint of your source files to detect code changes between deployments.

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6. **Dependency installation**: Installs Python packages for Linux x86_64.
7. **Packaging**: Bundles everything into `.flash/artifact.tar.gz`.

## Built-in ignore patterns

Flash automatically excludes certain files and directories from deployment artifacts. These patterns cover common development files that shouldn't be deployed to production.

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| Category | Patterns |
|----------|----------|
Expand All @@ -78,9 +79,9 @@

### Local modules and the ignore filter

Local (non-pip) modules that your endpoints import are bundled automatically, provided they pass the ignore filter: your `.gitignore` plus the built-in patterns listed above. During the build, Flash resolves the transitive local-import closure of every shipped Python file and checks it against the files the ignore filter already selected.

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If shipped code imports a local module that an ignore rule excludes (for example, a `test_*.py` sibling or a file under `tests/`), the build fails with a `LocalModuleResolutionError` instead of silently overriding your ignore rules or shipping a broken artifact. Flash names each excluded file and the file that imports it:

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```
Shipped code imports local modules that the build ignore rules (.gitignore or built-in defaults) exclude:
Expand All @@ -89,7 +90,7 @@
Shipping them would silently override a deliberate exclusion, and omitting them would break the worker with ModuleNotFoundError. Remove the matching ignore pattern or stop importing these modules from shipped code.
```

If an `@Endpoint` file has a local import Flash can't resolve at all (a broken relative import, or a file outside your project root), the build also fails with a clear error. A file that fails resolution but doesn't define an endpoint is skipped with a warning and the build continues. For details on how local imports are resolved and bundled, see [Import local modules](/flash/create-endpoints#import-local-modules).

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## Build artifacts

Expand All @@ -99,22 +100,22 @@
|----------------|-------------|
| `.flash/artifact.tar.gz` | Deployment package ready for Runpod |
| `.flash/flash_manifest.json` | Service discovery configuration |
| `.flash/.build/` | Build directory (kept for inspection) |

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## Cross-platform builds

Flash automatically handles cross-platform builds:

- **Automatic platform targeting**: Dependencies are installed for Linux x86_64, regardless of your build platform.

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- **Binary wheel enforcement**: Only pre-built wheels are used, preventing compilation issues.

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### Python version in deployed workers

Flash workers support Python 3.10, 3.11, 3.12, and 3.13. The target version is determined by:

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1. **CLI flag:** The `--python-version` flag takes precedence.

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2. **Resource config:** The `python_version` parameter on your endpoint configs.
3. **Local interpreter:** Your local Python version (from `sys.version_info`) when neither is specified.

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All resources in a Flash app must use the same Python version because Flash ships a single tarball for the entire app. If resources declare conflicting versions, the build fails.

Expand All @@ -127,19 +128,19 @@
| 3.12 | No overhead | PyTorch pre-installed in base image |
| 3.13 | +~7 GB on GPU | Alternative Python install required |
| 3.11 | +~7 GB on GPU | Alternative Python install required |
| 3.10 | +~7 GB on GPU | EOL 2026-10-31; consider migrating to 3.11+ |

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If your local Python version is not supported (for example, 3.9 or 3.14), the build fails with an actionable error message listing the supported versions.

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Image tags follow the pattern `py{version}-{tag}` (for example, `runpod/flash:py3.12-latest`).

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## Managing deployment size

Runpod Serverless has a **1.5GB deployment limit**. Flash automatically excludes packages that are pre-installed in the base image:

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- `torch`, `torchvision`, `torchaudio`, `triton`

These packages are excluded at archive time, so you don't need to specify them manually.

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### Manual exclusions

Expand Down Expand Up @@ -179,7 +180,7 @@

### Archive is too large

Some CUDA packages (`torch`, `torchvision`, `torchaudio`, `triton`) are auto-excluded. If the archive is still too large, use `--exclude` to skip additional packages or `--no-deps` to skip transitive dependencies:

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```bash
flash build --exclude scipy,pandas
Expand All @@ -189,12 +190,12 @@

If a package doesn't have Linux x86_64 wheels:

1. Ensure standard pip is installed: `python -m ensurepip --upgrade`

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2. Check PyPI for Linux wheel availability.

### Need to examine generated files

The build directory is kept after building. Inspect it with:

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```bash
ls .flash/.build/
Expand All @@ -202,7 +203,7 @@

## Related commands

- [`flash deploy`](/flash/cli/deploy) - Build and deploy in one step (includes `--preview` option for local testing)

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- [`flash dev`](/flash/cli/dev) - Start development server
- [`flash env`](/flash/cli/env) - Manage environments

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---

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title: "deploy"
sidebarTitle: "deploy"
description: "Build and deploy a Flash application to Runpod Serverless, select an environment, preview the build, and control packaged dependencies."

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---

Build and deploy your Flash application to Runpod Serverless endpoints in one step. This is the primary command for getting your application running in the cloud.

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```bash
flash deploy [OPTIONS]
Expand All @@ -11,7 +12,7 @@

## Examples

Build and deploy a Flash app from the current directory (auto-selects environment if only one exists):

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```bash
flash deploy
Expand Down Expand Up @@ -67,7 +68,7 @@

## What happens during deployment

1. **Build phase**: Creates the deployment artifact (same as `flash build`).

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2. **Environment resolution**: Detects or creates the target environment.
3. **Upload**: Sends the artifact to Runpod storage.
4. **Provisioning**: Creates or updates Serverless endpoints.
Expand All @@ -75,7 +76,7 @@

## Rolling releases for code changes

When you run `flash deploy` on an already-deployed application, Flash compares your current build against the previous deployment to determine what needs updating.

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Flash triggers a rolling release when your source code changes, even if your resource configuration stays the same. During the build phase, Flash computes a fingerprint of your source files. If this fingerprint differs from the previous deployment, Flash treats it as a configuration change and initiates a rolling update to your endpoints.

Expand Down Expand Up @@ -153,7 +154,7 @@

### Default environment

If no app or environment exists and none is specified, Flash creates the app with a `production` environment by default.

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## Post-deployment

Expand Down Expand Up @@ -184,7 +185,7 @@
-d '{"input": {"input_data": {"message": "Hello from the GPU"}}}'
```

Each endpoint is independent with its own URL and can be called directly.

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### Authentication

Expand Down Expand Up @@ -216,7 +217,7 @@

## Managing deployment size

Runpod Serverless has a **1.5GB limit**. Flash automatically excludes packages that are pre-installed in the base image (`torch`, `torchvision`, `torchaudio`, `numpy`, `triton`).

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Use parentheses judiciously.

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Put a nonbreaking space between the number and the unit in '5GB'.

If the deployment is still too large, use `--exclude` to skip additional packages:

Expand All @@ -226,7 +227,7 @@

See [`flash build` - Managing deployment size](/flash/cli/build#managing-deployment-size) for more details.

## flash dev vs flash deploy

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See [`flash dev`](/flash/cli/dev#flash-dev-vs-flash-deploy) for a detailed comparison of local development vs production deployment.

Expand Down Expand Up @@ -254,7 +255,7 @@

### Authentication fails

Ensure your API key is set:

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```bash
echo $RUNPOD_API_KEY
Expand Down
1 change: 1 addition & 0 deletions flash/cli/dev.mdx
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---

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title: "dev"
sidebarTitle: "dev"
description: "Run a local Flash development server, test Endpoint functions on Runpod Serverless, and configure provisioning, ports, and updates."
---

Start the Flash development server for local testing with automatic updates. A local development server provides a unified interface for testing while `@Endpoint` functions execute on Runpod Serverless.
Expand Down Expand Up @@ -56,7 +57,7 @@
Flash extracts the first line of each function's docstring and uses it in two places:

- **Startup table**: The "Description" column shows the docstring when the server starts.
- **Swagger UI**: The endpoint summary in the API explorer at `/docs`.

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Add docstrings to your `@Endpoint` functions to make your API self-documenting:

Expand Down Expand Up @@ -108,14 +109,14 @@

- A local development server provides a convenient testing interface at `localhost:8888`.
- `@Endpoint` functions deploy to Runpod Serverless with `live-` prefix to distinguish from production.
- Code changes are picked up automatically without restarting the server.

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- The development server routes requests to appropriate remote endpoints.

This differs from `flash deploy`, where all endpoints run on Runpod without a local server.

## Auto-provisioning

By default, endpoints are provisioned lazily on first `@Endpoint` function call. Use `--auto-provision` to provision all endpoints at server startup:

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```bash
flash dev --auto-provision
Expand All @@ -124,7 +125,7 @@
### How it works

1. **Discovery**: Scans your app for `@Endpoint` decorated functions.
2. **Deployment**: Deploys resources concurrently (up to 3 at a time).

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3. **Confirmation**: Asks for confirmation if deploying more than 5 endpoints.
4. **Caching**: Stores deployed resources in `.flash/resources.pkl` for reuse.
5. **Updates**: Recognizes existing endpoints and updates if configuration changed.
Expand All @@ -133,7 +134,7 @@

- **Zero cold start**: All endpoints ready before you test them.
- **Faster development**: No waiting for deployment on first HTTP call.
- **Resource reuse**: Cached endpoints are reused across server restarts.

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### When to use

Expand All @@ -143,9 +144,9 @@

## Provisioning modes

| Mode | When endpoints are deployed |

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|------|----------------------------|
| Default (lazy) | On first `@Endpoint` function call |

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| `--auto-provision` | At server startup |

## Testing your API
Expand All @@ -171,18 +172,18 @@
Queue-based endpoints require the `{"input": {...}}` wrapper format to match deployed endpoint behavior. Load-balanced endpoints accept direct JSON payloads.
</Note>

Open http://localhost:8888/docs for the interactive API explorer.

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## Requirements

- `RUNPOD_API_KEY` must be set in your `.env` file or environment.

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- A valid Flash project structure (created by `flash init` or manually).

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## flash dev vs flash deploy

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| Aspect | `flash dev` | `flash deploy` |
|--------|-------------|----------------|
| Local development server | Yes (http://localhost:8888) | No |

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| `@Endpoint` functions run on | Runpod Serverless | Runpod Serverless |
| Endpoint persistence | Temporary (`live-` prefix) | Persistent |
| Code updates | Automatic reload | Manual redeploy |
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title: "env"
sidebarTitle: "env"
description: "Create, inspect, list, and delete isolated Flash deployment environments for development, staging, and production applications."
---

Manage deployment environments for Flash applications. Environments are isolated deployment contexts (like `dev`, `staging`, `production`) within a Flash app.

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```bash Command
flash env <subcommand> [OPTIONS]
Expand All @@ -20,7 +21,7 @@

---

## env list

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Show all available environments for an app.

Expand Down Expand Up @@ -58,7 +59,7 @@

---

## env create

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Create a new deployment environment.

Expand Down Expand Up @@ -102,7 +103,7 @@

---

## env get

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Show detailed information about a deployment environment.

Expand Down Expand Up @@ -162,7 +163,7 @@

---

## env delete

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Delete a deployment environment and all its associated resources.

Expand Down Expand Up @@ -194,8 +195,8 @@

### Process

1. Shows environment details and resources to be deleted.

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2. Prompts for confirmation (required).

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3. Undeploys all associated endpoints.
4. Removes all associated network volumes.
5. Deletes the environment from the app.
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title: "init"
sidebarTitle: "init"
description: "Initialize a Flash project with a FastAPI server, example GPU and CPU workers, configuration files, and a ready-to-run directory structure."
---

Create a new Flash project with a ready-to-use template structure including a FastAPI server, example GPU and CPU workers, and configuration files.
Expand Down Expand Up @@ -59,18 +60,18 @@

### Template contents

- **lb_worker.py**: load-balanced endpoint with HTTP routes. Contains `@Endpoint` functions with custom HTTP methods and paths (e.g., `POST /process`, `GET /health`). Multiple routes can share the same endpoint.

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- **gpu_worker.py**: GPU queue-based endpoint. Contains an `@Endpoint` function that runs on GPU hardware. Provides `/run` or `/runsync` routes for job submission. Creates one Serverless endpoint when deployed.
- **cpu_worker.py**: CPU queue-based endpoint. Contains an `@Endpoint` function that runs on CPU-only instances. Provides `/run` or `/runsync` routes for job submission. Creates one Serverless endpoint when deployed.
- **.env**: Template for environment variables including `RUNPOD_API_KEY`.

### AI coding agent files

Flash generates context files that help AI coding assistants (Claude Code, Cursor, GitHub Copilot, Codex, Aider, and others) use Flash correctly. These files tell agents to use Flash CLI commands instead of raw Runpod API calls.

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| File | Purpose |
|------|---------|
| `AGENTS.md` | CLI-first rules for AI coding tools (Cursor, Codex, Aider, Amp, Jules, and others) |

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| `CLAUDE.md` | Symlink to `AGENTS.md` so Claude Code picks up the same rules |

Flash writes these files only when they don't already exist. If you have your own `AGENTS.md` or `CLAUDE.md`, Flash leaves them alone.
Expand Down Expand Up @@ -102,7 +103,7 @@

After initialization:

1. Copy `.env.example` to `.env` (if needed) and add your `RUNPOD_API_KEY`.

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2. Install dependencies: `pip install -r requirements.txt`
3. Start the development server: `flash dev`
4. Open http://localhost:8888/docs to explore the API.
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title: "login"
sidebarTitle: "login"
description: "Authenticate the Flash CLI with Runpod, save your API key locally, and configure browser-based authorization options and timeouts."

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---

Authenticate with Runpod and save your API key for all Flash operations, including CLI commands and standalone `@Endpoint` functions.

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```bash
flash login [OPTIONS]
Expand All @@ -11,13 +12,13 @@

## Example

Authenticate with Runpod (opens browser automatically):

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```bash
flash login
```

The command opens your default browser to the Runpod authorization page. After you approve the request, your API key is saved locally for future CLI operations.

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## How it works

Expand All @@ -42,9 +43,9 @@

## Credential storage

After successful login, your API key is saved to `~/.runpod/config.toml`. This file is used by:

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- All Flash CLI commands (`flash dev`, `flash deploy`, etc.)

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- Standalone Python scripts using `@Endpoint` functions
- Any code using the Flash SDK

Expand All @@ -53,7 +54,7 @@
</Note>


## Alternative: Environment variable authentication

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Instead of using `flash login`, you can set your API key directly as an environment variable:

Expand All @@ -61,7 +62,7 @@
export RUNPOD_API_KEY=your_api_key_here
```

Or add it to your project's `.env` file for local CLI use:

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```bash
RUNPOD_API_KEY=your_api_key_here
Expand All @@ -74,10 +75,10 @@
Flash checks for credentials in this order:

1. `RUNPOD_API_KEY` environment variable
2. `RUNPOD_API_KEY` in a `.env` file (loaded automatically at startup)

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3. Credentials file (`~/.runpod/config.toml`)

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The first valid credential found is used. Environment variables take precedence over the credentials file, so you can override per-project or per-session without modifying stored credentials.

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<Warning>
Values in your `.env` file are only used for local CLI commands and development. They are **not** passed to deployed endpoints. To set environment variables on deployed endpoints, use the `env` parameter in your endpoint configuration. See [Endpoint parameters](/flash/configuration/parameters#env) for details.
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---

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title: "undeploy"
sidebarTitle: "undeploy"
description: "List or delete Runpod Serverless endpoints created by Flash, including individual deployments and local development resources."
---

Manage and delete Runpod Serverless endpoints deployed via Flash. Use this command to clean up endpoints created during local development with `flash dev`.
Expand Down Expand Up @@ -43,8 +44,8 @@

- **Name**: Endpoint name
- **Endpoint ID**: Runpod endpoint identifier
- **Status**: Current health status (Active/Inactive/Unknown)

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Use parentheses judiciously.
- **Type**: Resource type (Live Serverless, Cpu Live Serverless, etc.)

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**Status indicators:**

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### Undeploy all

Delete all tracked endpoints (requires double confirmation):

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```bash
flash undeploy --all
Expand All @@ -82,7 +83,7 @@

1. Shows total count of endpoints.
2. First confirmation: Yes/No prompt.
3. Second confirmation: Type "DELETE ALL" exactly.

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4. Deletes all endpoints from Runpod.
5. Removes all from tracking.

Expand All @@ -104,7 +105,7 @@
flash undeploy --cleanup-stale
```

Use this when endpoints were deleted via the Runpod console or API (not through Flash). The local tracking file (`.flash/resources.pkl`) becomes stale, and this command cleans it up.

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## Flags

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Name of the endpoint to undeploy. Use `list` to show all endpoints.
</ResponseField>

## undeploy vs env delete

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| Command | Scope | When to use |
|---------|-------|-------------|
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## How tracking works

Flash tracks deployed endpoints in `.flash/resources.pkl`. Endpoints are added when you:

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- Run `flash dev --auto-provision`
- Run `flash dev` and call `@Endpoint` functions
- Run `flash deploy`

The tracking file is in `.gitignore` and should never be committed. It contains local deployment state.

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## Common workflows

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### Endpoint shows as "Inactive"

The endpoint was deleted via Runpod console or API. Clean up:

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```bash
flash undeploy --cleanup-stale
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## Related commands

- [`flash dev`](/flash/cli/dev) - Development server (creates endpoints)

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- [`flash deploy`](/flash/cli/deploy) - Deploy to Runpod
- [`flash env delete`](/flash/cli/env) - Delete entire environment
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title: "update"
sidebarTitle: "update"
description: "Update the Flash CLI to the latest or a selected version, understand automatic update checks, and configure when those checks run."

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---

Update the Flash CLI to the latest version or a specific version. The command fetches version information from PyPI and installs using uv (when available) or pip.

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```bash
flash update [OPTIONS]
Expand All @@ -11,7 +12,7 @@

## Examples

Update to the latest version:

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```bash
flash update
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Run 'flash update' to upgrade.
```

This check runs at most once every 24 hours and is cached locally to `~/.config/runpod/update_check.json`.

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### Excluded commands

The background check does not run for:

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- `flash dev` - Long-running development server where the notice would appear at an unpredictable time.
- `flash update` - Already managing versions directly.
Expand All @@ -55,7 +56,7 @@
export FLASH_NO_UPDATE_CHECK=1
```

Update checks are also skipped automatically in CI environments (when the `CI` environment variable is set) and in non-interactive sessions (when neither stdout nor stderr is a TTY).

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## Related commands

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title: "Deploy an Instant Cluster with Axolotl"
sidebarTitle: "Axolotl"
description: "Deploy a Runpod Cluster with Axolotl and configure multi-GPU distributed training for fine-tuning large language models."
---
import { TrainingTooltip, InferenceTooltip } from "/snippets/tooltips.jsx";

This tutorial demonstrates how to use Instant Clusters with [Axolotl](https://axolotl.ai/) to fine-tune large language models (LLMs) across multiple GPUs. By leveraging PyTorch's distributed <TrainingTooltip /> capabilities and Runpod's high-speed networking infrastructure, you can significantly accelerate your training process compared to single-GPU setups.

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Follow the steps below to deploy a cluster and start training your models efficiently.

## Step 1: Deploy an Instant Cluster

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1. Open the [Instant Clusters page](https://www.console.runpod.io/cluster) on the Runpod web interface.
2. Click **Create Cluster**.
3. Use the UI to name and configure your Cluster. For this walkthrough, keep **Pod Count** at **2** and select the option for **16x H100 SXM** GPUs. Keep the **Pod Template** at its default setting (Runpod PyTorch).

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4. Click **Deploy Cluster**. You should be redirected to the Instant Clusters page after a few seconds.

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## Step 2: Set up Axolotl on each Pod

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1. Click your cluster to expand the list of Pods.

2. Click on a Pod, for example `CLUSTERNAME-pod-0`, to expand the Pod.

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3. Click **Connect**, then click **Web Terminal**.

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Repeat these steps for **each Pod** in your cluster.

## Step 3: Start the training process on each Pod

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Run this command in the web terminal of **each Pod**:

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Congratulations! You've successfully trained a model using Axolotl on an Instant Cluster. Your fine-tuned model has been saved to the `./outputs/lora-out` directory. You can now use this model for <InferenceTooltip /> or continue training with different parameters.
</Check>

## Step 4: Clean up

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If you no longer need your cluster, make sure you return to the [Instant Clusters page](https://www.console.runpod.io/cluster) and delete your cluster to avoid incurring extra charges.

Expand All @@ -106,7 +107,7 @@
Now that you've successfully deployed and tested an Axolotl distributed training job on an Instant Cluster, you can:

* **Fine-tune your own models** by modifying the configuration files in Axolotl to suit your specific requirements.
* **Scale your training** by adjusting the number of Pods in your cluster (and the size of their containers and volumes) to handle larger models or datasets.

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* **Try different optimization techniques** such as DeepSpeed, FSDP (Fully Sharded Data Parallel), or other distributed training strategies.

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For more information on fine-tuning with Axolotl, refer to the [Axolotl documentation](https://github.com/axolotl-ai-cloud/axolotl).
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title: "Deploy an Instant Cluster with PyTorch"
sidebarTitle: "PyTorch"
description: "Deploy a Runpod Cluster with PyTorch and configure distributed processing across multiple Pods for multi-GPU workloads."
---

import { PyTorchTooltip } from "/snippets/tooltips.jsx";
Expand All @@ -12,18 +13,18 @@
- A Runpod account with sufficient credits for a multi-node cluster
- Basic familiarity with PyTorch and distributed training concepts

## Step 1: Deploy an Instant Cluster

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1. Open the [Instant Clusters page](https://www.console.runpod.io/cluster) on the Runpod web interface.
2. Click **Create Cluster**.
3. Use the UI to name and configure your Cluster. For this walkthrough, keep **Pod Count** at **2** and select the option for **16x H100 SXM** GPUs. Keep the **Pod Template** at its default setting (Runpod PyTorch).

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4. Click **Deploy Cluster**. You should be redirected to the Instant Clusters page after a few seconds.

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## Step 2: Clone the PyTorch demo into each Pod

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1. Click your cluster to expand the list of Pods.

2. Click on a Pod, for example `CLUSTERNAME-pod-0`, to expand the Pod.

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3. Click **Connect**, then click **Web Terminal**.

Expand All @@ -37,7 +38,7 @@

## Step 3: Examine the main.py file

Let's look at the code in our `main.py` file:

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```python main.py
import os
Expand Down Expand Up @@ -79,7 +80,7 @@
main()
```

This is the minimal code necessary for initializing a distributed environment. The `main()` function prints the local and global rank for each GPU process (this is also where you can add your own code).

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<Accordion title="Instant Cluster environment variables">

Expand All @@ -98,7 +99,7 @@

</Accordion>

## Step 4: Start the PyTorch process on each Pod

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Run this command in the web terminal of **each Pod** to start the PyTorch process:

Expand All @@ -114,7 +115,7 @@
torch-demo/main.py
```

This command launches eight `main.py` processes per node (one per GPU in the Pod).

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<Accordion title="NCCL network configuration details">

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Running on rank 10/15 (local rank: 2), device: cuda:2
```

The first number refers to the global rank of the thread, spanning from `0` to `WORLD_SIZE-1` (`WORLD_SIZE` = the total number of GPUs in the cluster). In our example there are two Pods of eight GPUs, so the global rank spans from 0-15. The second number is the local rank, which defines the order of GPUs within a single Pod (0-7 for this example).

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Use parentheses judiciously.

The specific number and order of ranks may be different in your terminal, and the global ranks listed will be different for each Pod.

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This diagram illustrates how local and global ranks are distributed across multiple Pods:

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<Frame>
<img src="/images/79e746f3-instant-clusters-rank-diagram.png" />
</Frame>

## Step 5: Clean up

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'Step 5: Clean up' should use sentence-style capitalization.

If you no longer need your cluster, make sure you return to the [Instant Clusters page](https://www.console.runpod.io/cluster) and delete your cluster to avoid incurring extra charges.

Expand All @@ -166,12 +167,12 @@

## Next steps

Now that you've successfully deployed and tested a PyTorch distributed application on an Instant Cluster, you can:

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* **Adapt your own PyTorch code** to run on the cluster by modifying the distributed initialization in your scripts.
* **Scale your training** by adjusting the number of Pods in your cluster to handle larger models or datasets.
* **Try different frameworks** like [Axolotl](/instant-clusters/axolotl) for fine-tuning large language models.
* **Optimize performance** by experimenting with different distributed training strategies like Data Parallel (DP), Distributed Data Parallel (DDP), or Fully Sharded Data Parallel (FSDP).

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* **Review the [configuration reference](/instant-clusters/configuration)** for detailed information on environment variables, network interfaces, and troubleshooting.

For more information on distributed training with PyTorch, refer to the [PyTorch Distributed Training documentation](https://pytorch.org/tutorials/beginner/dist_overview.html).
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---

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title: "Deploy an Instant Cluster with Slurm (unmanaged)"

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sidebarTitle: "Slurm (unmanaged)"
description: "Deploy and configure an unmanaged Runpod Cluster with Slurm to schedule distributed workloads across multiple GPU nodes."
---

import { SlurmTooltip } from "/snippets/tooltips.jsx";
Expand All @@ -19,19 +20,19 @@
* You have basic familiarity with Linux command line.
* You're comfortable working with [Pods](/pods/overview) and understand the basics of [Slurm](https://slurm.schedmd.com/).

## Step 1: Deploy an Instant Cluster

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'Step 1: Deploy an Instant Cluster' should use sentence-style capitalization.

1. Open the [Instant Clusters page](https://www.console.runpod.io/cluster) on the Runpod web interface.
2. Click **Create Cluster**.
3. Use the UI to name and configure your cluster. For this walkthrough, keep **Pod Count** at **2** and select the option for **16x H100 SXM** GPUs. Keep the **Pod Template** at its default setting (Runpod PyTorch).

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Spell out 'SXM', if it's unfamiliar to the audience.

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4. Click **Deploy Cluster**. You should be redirected to the Instant Clusters page after a few seconds.

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## Step 2: Clone demo and install Slurm on each Pod

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To connect to a Pod:

1. On the Instant Clusters page, click on the cluster you created to expand the list of Pods.

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2. Click on a Pod, for example `CLUSTERNAME-pod-0`, to expand the Pod.

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**On each Pod:**

Expand All @@ -49,26 +50,26 @@
apt update && apt install -y slurm-wlm slurm-client munge
```

## Step 3: Overview of Slurm demo scripts

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The repository contains several essential scripts for setting up Slurm. Let's examine what each script does:

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* `create_gres_conf.sh`: Generates the Slurm Generic Resource (GRES) configuration file that defines GPU resources for each node.
* `create_slurm_conf.sh`: Creates the main Slurm configuration file with cluster settings, node definitions, and partition setup.
* `install.sh`: The primary installation script that sets up MUNGE authentication, configures Slurm, and prepares the environment.

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* `test_batch.sh`: A sample Slurm job script for testing cluster functionality.

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Use 'capability' or 'feature' instead of 'functionality'.

## Step 4: Install Slurm on each Pod

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'Step 4: Install Slurm on each Pod' should use sentence-style capitalization.

Now run the installation script **on each Pod**, replacing `[MUNGE_SECRET_KEY]` with any secure random string (like a password). The secret key is used for authentication between nodes, and must be identical across all Pods in your cluster.

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```bash
./install.sh "[MUNGE_SECRET_KEY]" node-0 node-1 10.65.0.2 10.65.0.3
```

This script automates the complex process of configuring a two-node Slurm cluster with GPU support, handling everything from system dependencies to authentication and resource configuration. It implements the necessary setup for both the primary (i.e. master/control) and secondary (i.e compute/worker) nodes.

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## Step 5: Start Slurm services

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<Tip>

Expand All @@ -76,7 +77,7 @@

</Tip>

1. **On the primary node** (`node-0`), run both Slurm services:

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```bash
slurmctld -D
Expand All @@ -88,7 +89,7 @@
slurmd -D
```

3. **On the secondary node** (`node-1`), run:

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```bash
slurmd -D
Expand All @@ -96,9 +97,9 @@

After running these commands, you should see output indicating that the services have started successfully. The `-D` flag keeps the services running in the foreground, so each command needs its own terminal.

## Step 6: Test your Slurm Cluster

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1. Run this command **on the primary node** (`node-0`) to check the status of your nodes:

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```bash
sinfo
Expand All @@ -114,17 +115,17 @@

This command should list all GPUs across both nodes.

## Step 7: Submit the Slurm job script

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Run the following command **on the primary node** (`node-0`) to submit the test job script and confirm that your cluster is working properly:

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```bash
sbatch test_batch.sh
```

Check the output file created by the test (`test_simple_[JOBID].out`) and look for the hostnames of both nodes. This confirms that the job ran successfully across the cluster.

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## Step 8: Clean up

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'Step 8: Clean up' should use sentence-style capitalization.

If you no longer need your cluster, make sure you return to the [Instant Clusters page](https://www.console.runpod.io/cluster) and delete your cluster to avoid incurring extra charges.

Expand Down
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title: "JupyterLab checkpoints folder access"
sidebarTitle: "JupyterLab checkpoints folder"
description: "Access folders named checkpoints in JupyterLab by renaming them, moving files through the interface, or using terminal commands."
---

If you're unable to open a folder named "checkpoints" in JupyterLab, this is a known issue where JupyterLab treats "checkpoints" as a reserved keyword.

## The issue

JupyterLab cannot open any directory named exactly "checkpoints". When you try to click on it, nothing happens because the system triggers its internal `listCheckpoints` function instead of opening the directory. This commonly affects ML model directories and ComfyUI installations.

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## Solutions

Expand All @@ -27,7 +28,7 @@

### Option 2: Drag and drop method

Download your files to a different directory, then use JupyterLab's interface to drag and drop files into the checkpoints folder. The folder won't open, but it will accept dropped files.

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### Option 3: Use the terminal for file operations

Expand All @@ -46,4 +47,4 @@

## Related information

This issue has been reported in multiple GitHub issues and affects both JupyterLab and classic Jupyter Notebook. The folder name "checkpoints" conflicts with Jupyter's internal checkpoint system for notebook files.
This issue has been reported in multiple GitHub issues and affects both JupyterLab and classic Jupyter Notebook. The folder name "checkpoints" conflicts with Jupyter's internal checkpoint system for notebook files.

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title: "Storage full"
description: "Diagnose and resolve storage-full errors on Runpod Pods by checking disk usage, locating large files, and managing container or volume storage."
---

Storage full errors can occur when users generate many files, transfer files, or perform other storage-intensive tasks. This document provides guidance to help you troubleshoot this.
Expand Down Expand Up @@ -34,7 +35,7 @@

## Key areas to check

**Container Disk Usage**: The primary storage area for your container is mounted on the `overlay` filesystem. This indicates the container's root directory.

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```sh
Filesystem Size Used Avail Use% Mounted on
Expand All @@ -43,7 +44,7 @@

You can use the command `du -sh .` to check the space usage of the current directory.

By default, the volume disk or network volume is mounted at `/workspace`, You can check the usage with the following example::

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In general, use active voice instead of passive voice ('is mounted').

```sh
root@9b8e325167b2:/# cd workspace/
Expand All @@ -51,7 +52,7 @@
194M .
```

**Identifying Large Files**: To identify the top 10 largest files in your `/workspace`, you can run the following command:

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```sh
root@9b8e325167b2:/# find /workspace -type f -exec du -h {} + | sort -rh | head -n 10
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rm -r /path/to/directory
```

## JupyterLab hidden trash bin

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If you deleted files through JupyterLab's UI but storage isn't freed, they may be in a hidden trash directory.

Expand All @@ -92,7 +93,7 @@
{ ls -lah $HOME/.local/share/Trash/ 2>/dev/null && echo "✓ Found: $HOME/.local/share/Trash/"; ls -lah /workspace/.Trash* 2>/dev/null && echo "✓ Found: /workspace/.Trash*"; } || echo "✗ No trash directories found"
```

If trash was found above, clear it:

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Use 'preceding' instead of 'above'.

```bash Clear trash directories
[ -d "$HOME/.local/share/Trash" ] && rm -rf $HOME/.local/share/Trash/* && echo "✓ Cleared home trash" || echo "✗ No home trash to clear"
Expand All @@ -101,4 +102,4 @@

## Additional storage

If your Pod needs more than 20GB of storage, consider using a network volume. For more information, see [Network volumes](/storage/network-volumes), or refer to [this blog post](https://www.runpod.io/blog/network-volumes-on-runpod-secure-cloud).
If your Pod needs more than 20GB of storage, consider using a network volume. For more information, see [Network volumes](/storage/network-volumes), or refer to [this blog post](https://www.runpod.io/blog/network-volumes-on-runpod-secure-cloud).

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---

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title: "JupyterLab server token authentication"
description: "Recover the JupyterLab server token from a Runpod Pod terminal, then use it to authenticate when the JupyterLab login screen appears."
---

If you see a "Token authentication is enabled" screen when trying to access your Pod's JupyterLab server, follow the steps below to log in.

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<Frame caption="Jupyter server token authentication screen">
<img src="/images/jupyter-server-token.png" alt="Jupyter server token authentication" />
Expand All @@ -26,6 +27,6 @@
root@2779b5db68b8:/#
```

The token you need is the string of characters that appears after the `=` sign, such as `ua5nw5fwkdzseqpp5apj` in the example above.

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Copy this token, return to your JupyterLab login page, and paste it into the **Token** field to sign in.
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---

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title: "502 errors"
description: "Troubleshoot 502 errors on Runpod Pods by checking GPU attachment, application status, port configuration, logs, and template requirements."

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---

502 errors can occur when users attempt to access a program running on a specific port of a deployed Pod and the program isn't running or has encountered an error. This document provides guidance to help you troubleshoot this error.

### Check your Pod's GPU

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'Check your Pod's GPU' should use sentence-style capitalization.

The first step to troubleshooting a 502 error is to check whether your Pod has a GPU attached.

1. **Access your Pod's settings**: Click on your Pod's settings in the user interface to access detailed information about your Pod.

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2. **Verify GPU attachment**: Here, you should be able to see if your Pod has a GPU attached. If it does not, you will need to attach a GPU.

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If a GPU is attached, you will see it under the Pods screen (e.g. 1 x A6000). If a GPU is not attached, this number will be 0. Runpod does allow you to spin up a Pod with 0 GPUs so that you can connect to it via a Terminal or CloudSync to access data. However, the options to connect to Runpod via the web interface will be nonfunctional, even if they are lit up.

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<Frame caption="">
<img src="/images/1950025a-fb4c0dd-image-a00848a71ff50d8ce10e5e7f35cc33ff.png" />
</Frame>

### Check your Pod's logs

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'Check your Pod's logs' should use sentence-style capitalization.

After confirming that your Pod has a GPU attached, the next step is to check your Pod's logs for any errors.

Expand All @@ -27,16 +28,16 @@
2. <Frame caption="">
<img src="/images/ef293f09-3500eba-image-dc2d7107a41028eb6ed2c97919c4e61c.png" />
</Frame>
**Look for errors**: Browse through the logs to find any error messages that may provide clues about why you're experiencing a 502 error.

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### Verify additional steps for official templates

In some cases, for our official templates, the user interface does not work right away and may require additional steps to be performed by the user.

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In general, use active voice instead of passive voice ('be performed').

1. **Access the template's ReadMe**: Navigate to the template's page and open the ReadMe file.

2. **Follow additional steps**: The ReadMe file should provide instructions on any additional steps you need to perform to get the UI functioning properly. Make sure to follow these instructions closely.

Remember, each template may have unique requirements or steps for setup. It is always recommended to thoroughly review the documentation associated with each template.

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If you continue to experience 502 errors after following these steps, please contact our support team. We're here to help ensure that your experience on our platform is as seamless as possible.

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---

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title: CPU types
description: "Review the CPU models available on Runpod, including core counts and threads per core, to compare compute options for your workload."
---

The following list contains all CPU types available on Runpod.
Expand All @@ -8,306 +9,306 @@

| Display Name | Cores | Threads Per Core |
|-------------------------------------------------|---------|--------------------|
| 11th Gen Intel(R) Core(TM) i5-11400 @ 2.60GHz | 6 | 2 |

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| 11th Gen Intel(R) Core(TM) i5-11400F @ 2.60GHz | 6 | 2 |

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| 11th Gen Intel(R) Core(TM) i7-1165G7 @ 2.80GHz | 2 | 1 |

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| 11th Gen Intel(R) Core(TM) i7-11700 @ 2.50GHz | 8 | 2 |

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| 11th Gen Intel(R) Core(TM) i7-11700F @ 2.50GHz | 8 | 2 |

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| 11th Gen Intel(R) Core(TM) i7-11700K @ 3.60GHz | 8 | 2 |

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| AMD Eng Sample: 100-000000053-04_32/20_N | 48 | 1 |

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| AMD EPYC 7313 16-Core Processor | 16 | 2 |

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| AMD EPYC 7313P 16-Core Processor | 16 | 2 |

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| AMD EPYC 7343 16-Core Processor | 16 | 2 |

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| AMD EPYC 7351P 16-Core Processor | 16 | 2 |

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| AMD EPYC 7352 24-Core Processor | 24 | 2 |

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| AMD EPYC 7371 16-Core Processor | 16 | 2 |

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| AMD EPYC 7402 24-Core Processor | 24 | 2 |

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| AMD EPYC 7402P 24-Core Processor | 24 | 2 |

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| AMD EPYC 7413 24-Core Processor | 24 | 2 |

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| AMD EPYC 7443 24-Core Processor | 48 | 1 |

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| AMD EPYC 7443P 24-Core Processor | 24 | 2 |

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| AMD EPYC 7452 32-Core Processor | 32 | 2 |

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| AMD EPYC 7453 28-Core Processor | 28 | 1 |

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| AMD EPYC 74F3 24-Core Processor | 24 | 2 |

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| AMD EPYC 7502 32-Core Processor | 32 | 1 |

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| AMD EPYC 7502P 32-Core Processor | 32 | 1 |

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| AMD EPYC 7513 32-Core Processor | 32 | 2 |

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| AMD EPYC 7532 32-Core Processor | 32 | 2 |

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| AMD EPYC 7542 32-Core Processor | 32 | 2 |

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| AMD EPYC 7543 32-Core Processor | 28 | 1 |

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| AMD EPYC 7543P 32-Core Processor | 32 | 2 |

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| AMD EPYC 7551 32-Core Processor | 32 | 2 |

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| AMD EPYC 7551P 32-Core Processor | 32 | 2 |

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| AMD EPYC 7552 48-Core Processor | 48 | 2 |

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| AMD EPYC 7573X 32-Core Processor | 32 | 2 |

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| AMD EPYC 75F3 32-Core Processor | 32 | 2 |

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| AMD EPYC 7601 32-Core Processor | 32 | 2 |

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| AMD EPYC 7642 48-Core Processor | 48 | 2 |

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| AMD EPYC 7643 48-Core Processor | 48 | 2 |

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| AMD EPYC 7663 56-Core Processor | 56 | 2 |

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| AMD EPYC 7702 64-Core Processor | 64 | 2 |

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| AMD EPYC 7702P 64-Core Processor | 64 | 2 |

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| AMD EPYC 7713 64-Core Processor | 64 | 1 |

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| AMD EPYC 7713P 64-Core Processor | 64 | 2 |

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| AMD EPYC 7742 64-Core Processor | 64 | 2 |

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| AMD EPYC 7763 64-Core Processor | 64 | 2 |

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| AMD EPYC 7773X 64-Core Processor | 64 | 2 |

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| AMD EPYC 7B12 64-Core Processor | 64 | 2 |

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| AMD EPYC 7B13 64-Core Processor | 64 | 1 |

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| AMD EPYC 7C13 64-Core Processor | 64 | 2 |

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| AMD EPYC 7F32 8-Core Processor | 8 | 2 |

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| AMD EPYC 7F52 16-Core Processor | 16 | 2 |

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| AMD EPYC 7F72 24-Core Processor | 24 | 2 |

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| AMD EPYC 7H12 64-Core Processor | 64 | 2 |

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| AMD EPYC 7J13 64-Core Processor | 64 | 2 |

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| AMD EPYC 7K62 48-Core Processor | 48 | 2 |

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| AMD EPYC 7R13 Processor | 48 | 2 |

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| AMD EPYC 7R32 48-Core Processor | 48 | 2 |

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references/cpu-types.mdx#L90

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references/cpu-types.mdx#L90

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| AMD EPYC 7T83 64-Core Processor | 127 | 1 |

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| AMD EPYC 7V13 64-Core Processor | 24 | 1 |

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| AMD EPYC 9124 16-Core Processor | 16 | 2 |

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| AMD EPYC 9254 24-Core Processor | 24 | 2 |

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| AMD EPYC 9274F 24-Core Processor | 24 | 2 |

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| AMD EPYC 9334 32-Core Processor | 32 | 2 |

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| AMD EPYC 9335 32-Core Processor | 32 | 2 |

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| AMD EPYC 9354 32-Core Emb Processor | 32 | 2 |

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| AMD EPYC 9354 32-Core Processor | 32 | 2 |

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| AMD EPYC 9354P | 64 | 1 |

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| AMD EPYC 9354P 32-Core Processor | 32 | 2 |

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| AMD EPYC 9355 32-Core Processor | 32 | 2 |

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| AMD EPYC 9355P 32-Core Processor | 32 | 2 |

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| AMD EPYC 9374F 32-Core Processor | 32 | 1 |

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| AMD EPYC 9454 48-Core Processor | 48 | 2 |

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| AMD EPYC 9454P 48-Core Emb Processor | 48 | 2 |

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| AMD EPYC 9455 48-Core Processor | 48 | 2 |

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| AMD EPYC 9474F 48-Core Processor | 48 | 2 |

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| AMD EPYC 9534 64-Core Processor | 64 | 2 |

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| AMD EPYC 9535 64-Core Processor | 64 | 2 |

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| AMD EPYC 9554 64-Core Emb Processor | 64 | 1 |

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| AMD EPYC 9554 64-Core Processor | 126 | 1 |

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| AMD EPYC 9555 64-Core Processor | 56 | 2 |

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| AMD EPYC 9575F 64-Core Processor | 64 | 2 |

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| AMD EPYC 9654 96-Core Emb Processor | 96 | 1 |

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| AMD EPYC 9654 96-Core Processor | 96 | 2 |

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| AMD EPYC 9655 96-Core Processor | 56 | 2 |

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| AMD EPYC 9655P 96-Core Processor | 96 | 2 |

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| AMD EPYC 9754 128-Core Processor | 128 | 2 |

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| AMD EPYC 9755 128-Core Processor | 128 | 2 |

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| AMD EPYC 9B14 96-Core Processor | 96 | 1 |

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| AMD EPYC 9J14 96-Core Processor | 96 | 2 |

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| AMD EPYC Processor | 1 | 1 |

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| AMD EPYC Processor (with IBPB) | 16 | 1 |

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| AMD EPYC-Rome Processor | 16 | 1 |

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| AMD Ryzen 3 2200G with Radeon Vega Graphics | 4 | 1 |

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| AMD Ryzen 3 3200G with Radeon Vega Graphics | 4 | 1 |

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| AMD Ryzen 3 4100 4-Core Processor | 4 | 2 |

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| AMD Ryzen 5 1600 Six-Core Processor | 6 | 2 |

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| AMD Ryzen 5 2600 Six-Core Processor | 6 | 2 |

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| AMD Ryzen 5 2600X Six-Core Processor | 6 | 2 |

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| AMD Ryzen 5 3600 6-Core Processor | 6 | 2 |

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| AMD Ryzen 5 3600X 6-Core Processor | 6 | 2 |

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| AMD Ryzen 5 5500 | 6 | 2 |

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| AMD Ryzen 5 5600G with Radeon Graphics | 6 | 2 |

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| Ryzen 5 5600X | 6 | 2 |
| AMD Ryzen 5 7600 6-Core Processor | 6 | 2 |

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| AMD Ryzen 5 8600G w/ Radeon 760M Graphics | 6 | 2 |

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| AMD Ryzen 5 PRO 2600 Six-Core Processor | 6 | 2 |

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| AMD Ryzen 7 1700 Eight-Core Processor | 8 | 2 |

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| AMD Ryzen 7 1700X Eight-Core Processor | 8 | 2 |

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| AMD Ryzen 7 3700X 8-Core Processor | 16 | 1 |

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| AMD Ryzen 7 5700G with Radeon Graphics | 8 | 2 |

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| AMD Ryzen 7 5700X 8-Core Processor | 8 | 2 |

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| AMD Ryzen 7 5800X 8-Core Processor | 8 | 2 |

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| AMD Ryzen 7 7700 8-Core Processor | 8 | 2 |

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| AMD Ryzen 7 PRO 3700 8-Core Processor | 8 | 2 |

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| AMD Ryzen 9 3900X 12-Core Processor | 12 | 2 |

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| Ryzen 9 5900X | 12 | 2 |
| AMD Ryzen 9 5950X 16-Core Processor | 16 | 2 |

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| AMD Ryzen 9 7900 12-Core Processor | 12 | 2 |

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| AMD Ryzen 9 7950X 16-Core Processor | 16 | 2 |

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| AMD Ryzen 9 7950X3D 16-Core Processor | 16 | 2 |

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| AMD Ryzen 9 9900X 12-Core Processor | 12 | 2 |

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| AMD Ryzen 9 9950X 16-Core Processor | 16 | 2 |

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| AMD Ryzen Threadripper 1900X 8-Core Processor | 8 | 2 |

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| AMD Ryzen Threadripper 1920X 12-Core Processor | 12 | 2 |

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| AMD Ryzen Threadripper 1950X 16-Core Processor | 16 | 2 |

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| AMD Ryzen Threadripper 2920X 12-Core Processor | 12 | 2 |

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| AMD Ryzen Threadripper 2950X 16-Core Processor | 16 | 2 |

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| Intel(R) Xeon(R) Platinum 8160 CPU @ 2.10GHz | 24 | 2 |

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| Intel(R) Xeon(R) Platinum 8352V CPU @ 2.10GHz | 36 | 2 |

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| INTEL(R) XEON(R) PLATINUM 8558 | 48 | 2 |

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| INTEL(R) XEON(R) PLATINUM 8568Y+ | 48 | 2 |

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| INTEL(R) XEON(R) PLATINUM 8570 | 56 | 2 |

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| INTEL(R) XEON(R) PLATINUM 8592V | 64 | 2 |

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| Intel(R) Xeon(R) Silver 4114 CPU @ 2.20GHz | 10 | 2 |

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| Intel(R) Xeon(R) Silver 4210 CPU @ 2.20GHz | 10 | 2 |

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| Intel(R) Xeon(R) Silver 4214 CPU @ 2.20GHz | 24 | 1 |

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| Intel(R) Xeon(R) Silver 4310T CPU @ 2.30GHz | 10 | 2 |

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| Intel(R) Xeon(R) Silver 4314 CPU @ 2.40GHz | 16 | 2 |

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| Intel(R) Xeon(R) W-2223 CPU @ 3.60GHz | 4 | 2 |

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| Intel(R) Xeon(R) w5-2455X | 12 | 2 |

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| Intel(R) Xeon(R) w7-3465X | 28 | 2 |

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| QEMU Virtual CPU version 2.5+ | 16 | 1 |

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1 change: 1 addition & 0 deletions references/video-resources.mdx
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---

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title: "Video resources"
description: "Browse community video tutorials covering Runpod setup, Stable Diffusion, text generation, file transfer, SSH, and Linux tools."
---

## Runpod Usage

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| Video Link | Topics Covered |
| --------------------------------------------------------------------------------------------------------- | -------------- |
Expand All @@ -15,16 +16,16 @@

| Video Link | Topics Covered |
| ------------------------------------------------------------------------------------------------------------------------------- | ----------------------------- |
| [Generate Stable Diffusion Images FAST with Runpod](https://www.youtube.com/watch?v=susnjHSWFq0\&t=32s\&ab_channel=BillMeeks) | StableDiffusion, Automatic111 |

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| [Generate Text On Images with DeepFloyd IF](https://www.youtube.com/watch?v=Px7Vv9WYl88\&t=2s\&ab_channel=BillMeeks) | DeepFloyd |
| [Remix Your Pics With Stable Diffusion and ControlNet](https://www.youtube.com/watch?v=BqdIdk9LU4w\&t=1s\&ab_channel=BillMeeks) | StableDiffusion, ControlNet |
| [Using Automatic1111 WebUI on Runpod](https://www.youtube.com/watch?v=R6HUQOtsVic\&ab_channel=OpenCVCourses) | WebUI, Automatic1111 |
| [RUN TextGen AI WebUI LLM On Runpod & Colab!](https://www.youtube.com/watch?v=TP2yID7Ubr4\&ab_channel=Aitrepreneur) | GoogleColab, TextGeneration |

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| [Make Your Renders 10x Faster With Runpod](https://www.youtube.com/watch?v=sJ-Diy93TAg\&ab_channel=RahulAhire) | Rendering, Blender |

***

## General/Generic Linux

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| Video Link | Topics Covered |
| ------------------------------------------------------------------------------------------------------------------------------------ | ------------------ |
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title: "billing"
sidebarTitle: "billing"
description: "Use runpodctl to retrieve billing history for Pods, Serverless endpoints, and network volumes across configurable time ranges."
---

View billing history for Pods, Serverless endpoints, and network volumes.
Expand All @@ -13,7 +14,7 @@

## Subcommands

### View Pod billing

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Filter by specific GPU type.
</ResponseField>

### View Serverless billing

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title: "config"
sidebarTitle: "config"
description: "Configure runpodctl with your Runpod API key and API endpoint URL so the CLI can authenticate and manage account resources."

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---

Configure the Runpod CLI with your API credentials and API URL to enable programmatic access to your Runpod resources.

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<RequestExample>
```bash Command
Expand All @@ -13,7 +14,7 @@

## Example

Configure the CLI with your API key:

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```bash
runpodctl config --apiKey "your-api-key-here"
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title: "datacenter"
sidebarTitle: "datacenter"
description: "Use runpodctl to list Runpod data centers, review their locations, and inspect current GPU availability from the command line."
---

List available datacenters and their locations.
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---

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title: "doctor"
sidebarTitle: "doctor"
description: "Run runpodctl doctor to configure API and SSH credentials, verify the CLI setup, and diagnose common connection or configuration problems."

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---

Diagnose and fix CLI issues, including first-time setup for API keys and SSH configuration.

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<RequestExample>
```bash Command
Expand All @@ -19,17 +20,17 @@
- Setting up SSH keys for Pod access
- Verifying your configuration

If you encounter issues with the CLI, running `doctor` can help diagnose and fix common problems.

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## Example

Run the doctor command to set up or troubleshoot your CLI:

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```bash
runpodctl doctor
```

The command will interactively guide you through the setup process and report any issues it finds.

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## Related commands

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title: "gpu"
sidebarTitle: "gpu"
description: "Use runpodctl to list available GPU types, include unavailable options, and review hardware specifications from the command line."
---

List available GPU types and their specifications.
Expand All @@ -13,9 +14,9 @@

## Subcommands

### List available GPUs

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List GPUs that are currently available:

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```bash
runpodctl gpu list
Expand Down Expand Up @@ -58,7 +59,7 @@
]
```

## Using GPU IDs

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When creating Pods or Serverless endpoints, use the GPU ID from the list with the `--gpu-id` flag:

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---
title: "hub"
sidebarTitle: "hub"
description: "Browse and search Runpod Hub repos with runpodctl, inspect repository details, and use Hub IDs to deploy Serverless endpoints."
---

Browse and search the Runpod Hub marketplace to discover deployable repos. You can list popular repos, search by name, and get details for specific repos. Use Hub repo IDs with [`runpodctl serverless create --hub-id`](/runpodctl/reference/runpodctl-serverless) to deploy endpoints directly from the Hub.
Expand Down Expand Up @@ -122,7 +123,7 @@
runpodctl hub get runpod-workers/worker-vllm
```

## Deploy from the Hub

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After finding a repo you want to deploy, use its listing ID with `serverless create`:

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---

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title: "network-volume"
sidebarTitle: "network-volume"
description: "Use runpodctl to create, inspect, list, update, and remove persistent network volumes shared by Pods and Serverless endpoints."
---

Manage network volumes for persistent shared storage across Pods and Serverless endpoints.
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1 change: 1 addition & 0 deletions runpodctl/reference/runpodctl-pod.mdx
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---
title: "pod"
sidebarTitle: "pod"
description: "Use runpodctl to create, list, start, stop, inspect, and delete Pods from the command line with status and resource filters."
---

Manage Pods, including creating, listing, starting, stopping, and deleting Pods.
Expand All @@ -11,9 +12,9 @@

## Subcommands

### List Pods

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List your Pods. By default, this command shows only running Pods (similar to `docker ps`):

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```bash
runpodctl pod list
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Filter by Pod name.
</ResponseField>

### Get Pod details

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runpodctl pod get <pod-id>
```

### Create a Pod

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Compliance settings for the Pod (e.g., regulatory requirements for data handling).
</ResponseField>

### Start a Pod

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Start a stopped Pod:

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runpodctl pod start <pod-id>
```

### Stop a Pod

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Stop a running Pod:

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runpodctl pod stop <pod-id>
```

### Restart a Pod

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Restart a Pod:

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runpodctl pod restart <pod-id>
```

### Reset a Pod

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Reset a Pod to its initial state:

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runpodctl pod reset <pod-id>
```

### Update a Pod

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Update Pod configuration:

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New environment variables as a JSON object.
</ResponseField>

### Delete a Pod

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Delete a Pod:

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title: "receive"
sidebarTitle: "receive"
description: "Receive files or folders through runpodctl using a secure peer-to-peer connection code shared by the sending machine."
---

Receive files or folders sent from another machine using a secure peer-to-peer connection established with a connection code.
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title: "registry"
sidebarTitle: "registry"
description: "Use runpodctl to list, inspect, create, update, and remove credentials for private container registries used by Runpod workloads."
---

Manage container registry authentications for private Docker images.
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---

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title: "send"
sidebarTitle: "send"
description: "Send files or folders from your machine to a Pod or another computer through runpodctl using a secure peer-to-peer connection."
---

Transfer files or folders from your local machine to a Pod or another computer using a secure peer-to-peer connection.
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title: "serverless"
sidebarTitle: "serverless"
description: "Use runpodctl to create, list, inspect, update, and delete Serverless endpoints, including Hub-based deployments and templates."
---

import { VolumeDiskTooltip } from "/snippets/tooltips.jsx";
Expand Down Expand Up @@ -86,7 +87,7 @@
--env MAX_TOKENS=4096
```

When using `--hub-id`, GPU IDs and container disk size are automatically pulled from the Hub release config. You can override the GPU type with `--gpu-id`. Environment variables from the Hub release are included automatically, and you can override or add to them with `--env`.

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<Note>

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---
title: "ssh"
sidebarTitle: "ssh"
description: "Use runpodctl to manage SSH keys and retrieve the connection command and key details required to access a Runpod Pod."
---

Manage SSH keys and get SSH connection information for Pods.
Expand All @@ -13,9 +14,9 @@

## Subcommands

### Get SSH connection info

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Get SSH connection details for a Pod. This returns the SSH command and key information, but does not initiate an interactive session:

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```bash
runpodctl ssh info <pod-id>
Expand All @@ -38,7 +39,7 @@

</Note>

### List SSH keys

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List all SSH keys associated with your account:

Expand All @@ -46,7 +47,7 @@
runpodctl ssh list-keys
```

### Add an SSH key

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Expand All @@ -68,7 +69,7 @@
Path to a file containing the public key.
</ResponseField>

### Remove an SSH key

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Remove an SSH key from your account by name or fingerprint:

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title: "template"
sidebarTitle: "template"
description: "Use runpodctl to list, search, inspect, create, update, and delete reusable templates for Pods and Serverless endpoints."
---

import { VolumeDiskTooltip } from "/snippets/tooltips.jsx";
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### Get template details

Get detailed information about a specific template, including README, environment variables, and exposed ports (with their labels):

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```bash
runpodctl template get <template-id>
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title: "update"
sidebarTitle: "update"
description: "Update runpodctl to the latest release, verify the downloaded binary with its SHA-256 checksum, and confirm the installed version."

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---

Update `runpodctl` to the latest version to access new features and bug fixes.

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<RequestExample>
```bash Command
Expand All @@ -13,7 +14,7 @@

## Description

The `update` command downloads the latest version of `runpodctl` and verifies it against its SHA-256 checksum before replacing the installed binary. Verification always runs. If it fails, the update aborts and leaves your existing binary in place. After updating, verify the installation with [`runpodctl version`](/runpodctl/reference/runpodctl-version).

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## Related commands

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title: "user"
sidebarTitle: "user"
description: "Use runpodctl to view your Runpod account email, credit balance, hourly spend, spending limit, and notification settings."
---

View your account information and current balance.
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title: "version"
sidebarTitle: "version"
description: "Use runpodctl to display the currently installed CLI version and confirm that an installation or update completed successfully."

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---

Display the current version of `runpodctl` installed on your system.
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---

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title: "Using TMUX for persistent sessions"
sidebarTitle: "Persistent sessions with TMUX"
icon: "square-terminal"
description: "Use TMUX on a Runpod Pod to keep terminal sessions and long-running workloads active through disconnects or JupyterLab interruptions."
---

TMUX is a terminal multiplexer that creates persistent terminal sessions on your Pod.
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