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209 lines
6.8 KiB
Markdown
209 lines
6.8 KiB
Markdown
---
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sidebar_label: Mocha/Chai
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description: Integrate Promptfoo LLM testing with Mocha and Chai to automate prompt quality checks using semantic similarity, factuality, and custom assertions in your test suite.
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---
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import Tabs from '@theme/Tabs';
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import TabItem from '@theme/TabItem';
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# Testing prompts with Mocha/Chai
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`promptfoo` can be integrated with test frameworks like [Mocha](https://mochajs.org/) and assertion libraries like [Chai](https://www.chaijs.com/) in order to evaluate prompts as part of existing testing and CI workflows.
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This guide includes examples that show how to create Mocha test cases for desired prompt quality using semantic similarity and LLM grading.
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For more information on supported checks, see [Assertions & Metrics documentation](/docs/configuration/expected-outputs/).
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## Prerequisites
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Before you begin, make sure you have the following node packages installed:
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- [mocha](https://mochajs.org/#installation): `npm install --save-dev mocha`
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- [chai](https://www.chaijs.com/guide/installation/): `npm install --save-dev chai`
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- promptfoo: `npm install --save-dev promptfoo`
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## Creating custom chai assertions
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First, we'll create custom chai assertions:
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- `toMatchSemanticSimilarity`: Compares two strings for semantic similarity.
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- `toPassLLMRubric`: Checks if a string meets the specified LLM Rubric criteria.
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- `toMatchFactuality`: Checks if a string meets the specified factuality criteria.
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- `toMatchClosedQA`: Checks if a string meets the specified question-answering criteria.
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Create a new file called `assertions.js` and add the following:
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<Tabs>
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<TabItem value="Javascript" label="Javascript" default>
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```javascript
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import { Assertion } from 'chai';
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import { assertions } from 'promptfoo';
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const { matchesSimilarity, matchesLlmRubric } = assertions;
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Assertion.addAsyncMethod('toMatchSemanticSimilarity', async function (expected, threshold = 0.8) {
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const received = this._obj;
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const result = await matchesSimilarity(received, expected, threshold);
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const pass = received === expected || result.pass;
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this.assert(
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pass,
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`expected #{this} to match semantic similarity with #{exp}, but it did not. Reason: ${result.reason}`,
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`expected #{this} not to match semantic similarity with #{exp}`,
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expected,
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);
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});
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Assertion.addAsyncMethod('toPassLLMRubric', async function (expected, gradingConfig) {
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const received = this._obj;
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const gradingResult = await matchesLlmRubric(expected, received, gradingConfig);
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this.assert(
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gradingResult.pass,
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`expected #{this} to pass LLM Rubric with #{exp}, but it did not. Reason: ${gradingResult.reason}`,
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`expected #{this} not to pass LLM Rubric with #{exp}`,
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expected,
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);
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});
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Assertion.addAsyncMethod('toMatchFactuality', async function (input, expected, gradingConfig) {
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const received = this._obj;
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const gradingResult = await matchesFactuality(input, expected, received, gradingConfig);
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this.assert(
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gradingResult.pass,
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`expected #{this} to match factuality with #{exp}, but it did not. Reason: ${gradingResult.reason}`,
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`expected #{this} not to match factuality with #{exp}`,
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expected,
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);
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});
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Assertion.addAsyncMethod('toMatchClosedQA', async function (input, expected, gradingConfig) {
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const received = this._obj;
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const gradingResult = await matchesClosedQa(input, expected, received, gradingConfig);
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this.assert(
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gradingResult.pass,
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`expected #{this} to match ClosedQA with #{exp}, but it did not. Reason: ${gradingResult.reason}`,
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`expected #{this} not to match ClosedQA with #{exp}`,
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expected,
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);
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});
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```
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</TabItem>
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<TabItem value="Typescript" label="Typescript" default>
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```typescript
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import { Assertion } from 'chai';
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import { assertions } from 'promptfoo';
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import type { GradingConfig } from 'promptfoo';
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const { matchesSimilarity, matchesLlmRubric } = assertions;
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Assertion.addAsyncMethod(
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'toMatchSemanticSimilarity',
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async function (this: Assertion, expected: string, threshold: number = 0.8) {
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const received = this._obj;
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const result = await matchesSimilarity(received, expected, threshold);
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const pass = received === expected || result.pass;
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this.assert(
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pass,
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`expected #{this} to match semantic similarity with #{exp}, but it did not. Reason: ${result.reason}`,
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`expected #{this} not to match semantic similarity with #{exp}`,
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expected,
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);
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},
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);
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Assertion.addAsyncMethod(
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'toPassLLMRubric',
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async function (this: Assertion, expected: string, gradingConfig: GradingConfig) {
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const received = this._obj;
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const gradingResult = await matchesLlmRubric(expected, received, gradingConfig);
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this.assert(
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gradingResult.pass,
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`expected #{this} to pass LLM Rubric with #{exp}, but it did not. Reason: ${gradingResult.reason}`,
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`expected #{this} not to pass LLM Rubric with #{exp}`,
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expected,
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);
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},
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);
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```
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</TabItem>
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</Tabs>
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## Writing tests
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Our test code will use the custom chai assertions in order to run a few test cases.
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Create a new file called `index.test.js` and add the following code:
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```javascript
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import { expect } from 'chai';
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import './assertions';
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const gradingConfig = {
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provider: 'openai:chat:gpt-5-mini',
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};
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describe('semantic similarity tests', () => {
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it('should pass when strings are semantically similar', async () => {
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await expect('The quick brown fox').toMatchSemanticSimilarity('A fast brown fox');
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});
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it('should fail when strings are not semantically similar', async () => {
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await expect('The quick brown fox').not.toMatchSemanticSimilarity('The weather is nice today');
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});
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it('should pass when strings are semantically similar with custom threshold', async () => {
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await expect('The quick brown fox').toMatchSemanticSimilarity('A fast brown fox', 0.7);
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});
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it('should fail when strings are not semantically similar with custom threshold', async () => {
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await expect('The quick brown fox').not.toMatchSemanticSimilarity(
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'The weather is nice today',
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0.9,
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);
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});
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});
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describe('LLM evaluation tests', () => {
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it('should pass when strings meet the LLM Rubric criteria', async () => {
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await expect('Four score and seven years ago').toPassLLMRubric(
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'Contains part of a famous speech',
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gradingConfig,
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);
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});
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it('should fail when strings do not meet the LLM Rubric criteria', async () => {
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await expect('It is time to do laundry').not.toPassLLMRubric(
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'Contains part of a famous speech',
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gradingConfig,
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);
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});
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});
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```
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## Final setup
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Add the following line to the `scripts` section in your `package.json`:
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```json
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"test": "mocha"
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```
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Now, you can run the tests with the following command:
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```sh
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npm test
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```
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This will execute the tests and display the results in the terminal.
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Note that if you're using the default providers, you will need to set the `OPENAI_API_KEY` environment variable.
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