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name: "offline-evals-support", |
instructions: "You are a helpful assistant. Answer questions very short.", |
model: openai("gpt-4o-mini"), |
}); |
const result = await supportAgent.generateText(item.input); |
return { |
output: result.text, |
}; |
}, |
scorers: [ |
{ |
id: "my-custom-scorer-id", |
scorer: scorers.levenshtein, |
threshold: 0.5, |
}, |
], |
passCriteria: [ |
{ |
type: "passRate", |
min: 1.0, // All items must pass |
scorerId: "my-custom-scorer-id", // Only consider this scorer |
}, |
{ |
type: "meanScore", |
min: 0.5, // Average score must be at least 0.5 |
}, |
], |
}); |
``` |
Pass criteria are evaluated **after all items complete**. If any criterion fails, the experiment result shows which criteria were not met. You can also set `severity: "warn"` on criteria that shouldn't fail the run but should be reported. |
## Step 5: Run Your Experiment |
There are two ways to execute experiments: programmatically via the API or through the VoltAgent CLI. |
### Option 1: Run with the API |
Use `runExperiment` to execute your experiment programmatically: |
```ts |
import { runExperiment } from "@voltagent/evals"; |
import experiment from "./experiments/offline.experiment"; |
const result = await runExperiment(experiment, { |
onProgress: ({ completed, total }) => { |
const label = total !== undefined ? `${completed}/${total}` : `${completed}`; |
console.log(`[with-offline-evals] processed ${label} items`); |
}, |
}); |
console.log("Summary:", { |
success: result.summary.successCount, |
failures: result.summary.failureCount, |
errors: result.summary.errorCount, |
meanScore: result.summary.meanScore, |
passRate: result.summary.passRate, |
}); |
``` |
**API Options:** |
- `concurrency` - Number of items processed in parallel (default: 1) |
- `signal` - AbortSignal to cancel the run |
- `voltOpsClient` - VoltOps client instance for telemetry and cloud datasets (VoltOpsClient or VoltOpsRestClient) |
- `onProgress` - Callback invoked after each item with `{ completed, total? }` |
- `onItem` - Callback invoked after each item with `{ index, item, result, summary }` |
Example with all options: |
```ts |
import { VoltOpsClient } from "@voltagent/sdk"; |
const result = await runExperiment(experiment, { |
concurrency: 4, |
signal: abortController.signal, |
voltOpsClient: new VoltOpsClient({ |
publicKey: process.env.VOLTAGENT_PUBLIC_KEY, |
secretKey: process.env.VOLTAGENT_SECRET_KEY, |
}), |
onProgress: ({ completed, total }) => { |
console.log(`Processed ${completed}/${total ?? "?"} items`); |
}, |
onItem: ({ index, result }) => { |
console.log(`Item ${index}: ${result.status}`); |
}, |
}); |
``` |
### Option 2: Run with the CLI |
The VoltAgent CLI provides a convenient way to run experiments from the command line: |
```bash |
pnpm volt eval run --experiment ./src/experiments/offline.experiment.ts |
``` |
**CLI Options:** |
- `--experiment <path>` (required) - Path to the experiment module |
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