@mastra/core/dist/docs/references/reference-datasets-dataset.md

Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.

# Dataset class

**Added in:** `@mastra/core@1.4.0`

The `Dataset` class provides methods for item CRUD, versioning, and experiment management on a single dataset. Obtained via `mastra.datasets.get()` or `mastra.datasets.create()`.

## Usage examples

### Add items and run an experiment

```typescript
import { Mastra } from '@mastra/core'

const mastra = new Mastra({
  /* storage config */
})

const dataset = await mastra.datasets.create({
  name: 'QA pairs',
})

// Add items
await dataset.addItems({
  items: [
    { input: { question: 'What is AI?' }, groundTruth: { answer: 'Artificial Intelligence' } },
    { input: { question: 'What is ML?' }, groundTruth: { answer: 'Machine Learning' } },
  ],
})

// Run an experiment
const summary = await dataset.startExperiment({
  targetType: 'agent',
  targetId: 'my-agent',
  scorers: ['accuracy'],
})

console.log(`${summary.succeededCount}/${summary.totalItems} succeeded`)
```

### Manage versions and history

```typescript
import { Mastra } from '@mastra/core'

const mastra = new Mastra({
  /* storage config */
})

const dataset = await mastra.datasets.get({ id: 'dataset-id' })

// List versions
const { versions } = await dataset.listVersions()

// List items at a specific version
const items = await dataset.listItems({ version: 2 })

// Get item change history
const history = await dataset.getItemHistory({ itemId: 'item-id' })
```

## Access

`Dataset` isn't instantiated directly. Obtain one via `DatasetsManager`:

```typescript
const dataset = await mastra.datasets.get({ id: 'dataset-id' })
// or
const dataset = await mastra.datasets.create({ name: 'My dataset' })
```

## Properties

For the full dataset record (name, description, schemas, version, timestamps), call [`dataset.getDetails()`](https://mastra.ai/reference/datasets/getDetails).

**id** (`string`): The unique identifier of the dataset. Read-only.

## Related

- [DatasetsManager class](https://mastra.ai/reference/datasets/datasets-manager)
- [dataset.startExperiment()](https://mastra.ai/reference/datasets/startExperiment)
- [dataset.addItems()](https://mastra.ai/reference/datasets/addItems)
- [dataset.listVersions()](https://mastra.ai/reference/datasets/listVersions)