mattpocock / mattpocock/evalite
A/B testing pass "variant" as argument to test data function
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enhancement
- Dominant language
- TypeScript
- Stars
- 1.7k
- Forks
- 102
- PR merge metrics
- No merged PRs in 30d
Description
Allow dynamically creating set of test data based on variant input.
Data can be stored in external file on disk or remotely.
Example
evalite.each([
{ name: "GPT-4o mini", input: { model: "gpt-4o-mini", temp: 0.7 } },
{ name: "GPT-4o", input: { model: "gpt-4o", temp: 0.7 } },
])("Compare models", {
data: async (variant) => {
const data = getDynamicallyDataFor(variant);
return data.map(it => { input: it.foo, expected: it.bar });
},
task: async (input, variant) => {
return generateText({
model: openai(variant.model),
temperature: variant.temp,
prompt: input,
});
},
scorers: [Factuality, Levenshtein],
});
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start from the evalite.each example and inspect how its data and task callbacks currently receive arguments. The work is done when a variant can drive dynamic test-data creation and task execution, including data loaded from disk or remotely, with behavior covered by the relevant tests.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- typescript
- Domain
- testing
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100