> ## Documentation Index
> Fetch the complete documentation index at: https://docs.wandb.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# wandb beta core

export const GitHubLink = ({url}) => <a href={url} target="_blank" rel="noopener noreferrer" className="github-source-link">
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    GitHub source
  </a>;

<GitHubLink url="https://github.com/wandb/wandb/blob/v0.26.1/wandb/cli/beta.py#L251" />

## Usage

```bash theme={null}
core [OPTIONS] COMMAND [ARGS]...
```

## Description

Manage a shared local wandb-core service for multi-process workloads.

wandb-core is the local backend process that handles run data,
file uploads, and system metrics collection. By default, each
process that calls `wandb.init()` starts its own backend. On a
machine running many independent workers, that duplicates work
and wastes CPU and memory.

Use these commands to start one detached wandb-core instance and
point multiple workers on the same machine at it with the
WANDB\_SERVICE environment variable.

Typical workflow:

```bash theme={null}
wandb beta core start
```

```bash theme={null}
export WANDB_SERVICE=printed_value
```

```bash theme={null}
python -m your_launcher
```

```bash theme={null}
wandb beta core stop
```

For shell scripts, capture the raw WANDB\_SERVICE value from stdout:

```bash theme={null}
export WANDB_SERVICE="$(wandb beta core start)"
```

The shared service exits after 10 minutes of idleness by default.
Override this with --idle-timeout on the start command.

## Subcommands

| Command                 | Description                          |
| ----------------------- | ------------------------------------ |
| `wandb beta core start` | Start a detached wandb-core service. |
| `wandb beta core stop`  | Stop a detached wandb-core service.  |
