text stringlengths 0 59.1k |
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criteria: PassCriteriaEvaluation[]; // pass/fail breakdown |
} |
``` |
### Item Results |
```ts |
interface ExperimentItemResult { |
item: ExperimentDatasetItem; |
itemId: string; |
index: number; |
status: "passed" | "failed" | "error" | "skipped"; |
runner: { |
output?: unknown; |
metadata?: Record<string, unknown> | null; |
traceIds?: string[]; |
error?: unknown; |
startedAt: number; |
completedAt?: number; |
durationMs?: number; |
}; |
scores: Record<string, ExperimentScore>; |
thresholdPassed?: boolean | null; // true if all thresholds passed |
error?: unknown; |
durationMs?: number; |
} |
``` |
## Error Handling |
### Runner Errors |
If the runner throws an exception, the item is marked `status: "error"` and the error is captured in `itemResult.error` and `itemResult.runner.error`. |
```ts |
runner: async ({ item }) => { |
try { |
return await agent.generateText(item.input); |
} catch (error) { |
// Error captured automatically - no need to handle here |
throw error; |
} |
}; |
``` |
### Scorer Errors |
If a scorer throws, the item is marked `status: "error"`. Individual scorer results include `status: "error"` and the error message. |
### Cancellation |
Pass an AbortSignal to stop the run early: |
```ts |
const controller = new AbortController(); |
setTimeout(() => controller.abort(), 30000); // 30 second timeout |
const result = await runExperiment(experiment, { |
signal: controller.signal, |
}); |
``` |
When aborted, `runExperiment` throws the abort reason. Items processed before cancellation are included in the partial result (available via VoltOps if connected). |
## Concurrency |
Set `concurrency` to process multiple items in parallel: |
```ts |
const result = await runExperiment(experiment, { |
concurrency: 10, // 10 items at once |
}); |
``` |
Concurrency applies to both runner execution and scoring. Higher values increase throughput but consume more resources. Start with 4-8 and adjust based on rate limits and system capacity. |
## Best Practices |
### Structure Datasets by Purpose |
Group related scenarios in the same dataset: |
- `user-onboarding` - Sign-up flows and welcome messages |
- `support-faq` - Common questions with known answers |
- `edge-cases` - Error handling and unusual inputs |
### Use Version Labels |
Label dataset versions to track changes: |
```ts |
dataset: { |
name: "support-faq", |
metadata: { |
version: "2024-01-15", |
description: "Added 20 new questions about billing", |
}, |
} |
``` |
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