From 981522b0bb7e613e2df9321154e6cbccf28ad44c Mon Sep 17 00:00:00 2001 From: Cristian Dominguez Date: Thu, 10 Jul 2025 15:52:53 -0300 Subject: [PATCH] test: eval testing setup --- package.json | 7 +- test/evals/sf-query-org.eval.ts | 52 +++ test/evals/utils.ts | 148 +++++++ test/vitest.config.ts | 23 ++ yarn.lock | 705 +++++++++++++++++++++++++++++++- 5 files changed, 930 insertions(+), 5 deletions(-) create mode 100644 test/evals/sf-query-org.eval.ts create mode 100644 test/evals/utils.ts create mode 100644 test/vitest.config.ts diff --git a/package.json b/package.json index 4ab50ab..5a02465 100644 --- a/package.json +++ b/package.json @@ -54,16 +54,21 @@ "zod": "^3.25.67" }, "devDependencies": { + "@ai-sdk/google": "^1.2.22", + "@ai-sdk/openai": "^1.3.23", "@modelcontextprotocol/inspector": "^0.15.0", "@salesforce/cli-plugins-testkit": "^5.3.39", "@salesforce/dev-scripts": "11.0.2", "@types/node": "^22.15.32", + "ai": "^4.3.17", "eslint-config-salesforce-license": "^1.0.1", "eslint-plugin-sf-plugin": "^1.20.26", "oclif": "^4.20.1", "ts-node": "^10.9.2", "ts-patch": "^3.3.0", - "typescript": "^5.8.3" + "typescript": "^5.8.3", + "vitest": "^3.2.4", + "vitest-evals": "^0.3.0" }, "publishConfig": { "access": "public" diff --git a/test/evals/sf-query-org.eval.ts b/test/evals/sf-query-org.eval.ts new file mode 100644 index 0000000..c20a73b --- /dev/null +++ b/test/evals/sf-query-org.eval.ts @@ -0,0 +1,52 @@ +/* + * Copyright 2025, Salesforce, Inc. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +import { describeEval } from 'vitest-evals'; +import { Factuality, TaskRunner } from './utils.js'; + +describeEval('SOQL queries', { + data: async () => [ + { + input: 'List the name of the Property__c records in my org, ordered in ascending order by their name.', + expected: `The response should include these records: +Architectural Details +City Living +Contemporary City Living +Contemporary Luxury +Heart of Harvard Square +Modern City Living +Quiet Retreat +Seaport District Retreat +Stunning Colonial +Stunning Victorian +Ultimate Sophistication +Waterfront in the City +`, + // expected: `The response should include these records: + // Sophisticated Urban Escape + // Metropolitan Elegance + // Vibrant City Sanctuary + // Downtown Dreamscape + // Sleek Urban Oasis + // Modern Metropole + // Luxe in the Loop + // `, + }, + ], + task: TaskRunner(), + scorers: [Factuality()], + threshold: 0.6, + timeout: 30_000, +}); diff --git a/test/evals/utils.ts b/test/evals/utils.ts new file mode 100644 index 0000000..a01ca8e --- /dev/null +++ b/test/evals/utils.ts @@ -0,0 +1,148 @@ +/* + * Copyright 2025, Salesforce, Inc. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +import * as path from 'node:path'; +import { google } from '@ai-sdk/google'; +import { experimental_createMCPClient, generateObject, streamText, type LanguageModel } from 'ai'; +import { Experimental_StdioMCPTransport } from 'ai/mcp-stdio'; +import { z } from 'zod'; + +// This prompt intends to represent what an IDE context window could look like, some specifics: +// +// * Current open project directory +// * Current open file +const SYSTEM_PROMPT = `You are an assistant responsible for evaluating the results of calling various tools. + +You a general purpose LLM-based Agent. Your purpose is to answer the user's query using the tools provided. + +- You should ONLY use the tools available to answer the user's query. +- Use as few tool calls as possible to get to the answer. +- Using multiple tool calls to get to the answer is allowed when needed. + +The current open project dir is "${process.env.SF_EVAL_PROMPT_PROJECT_DIR}" +`; + +// Supported models: https://ai.google.dev/gemini-api/docs/models +const defaultModel = google('gemini-2.5-flash'); + +export function TaskRunner(model: LanguageModel = defaultModel) { + return async function TaskRun(input: string) { + const mcpClient = await experimental_createMCPClient({ + transport: new Experimental_StdioMCPTransport({ + command: 'node', + args: [path.join(import.meta.dirname, '../../bin/run.js'), '-o', 'DEFAULT_TARGET_ORG', '--no-telemetry'], + }), + }); + + const tools = await mcpClient.tools(); + + try { + const result = streamText({ + model, + tools, + system: SYSTEM_PROMPT, + prompt: input, + maxRetries: 1, + maxSteps: 10, + experimental_telemetry: { + isEnabled: false, + }, + onError: (error) => { + // eslint-disable-next-line no-console + console.error(error); + }, + }); + + // TODO: we don't need text streaming here, maybe switch to `generateText`? + // eslint-disable-next-line + for await (const _ of result.fullStream) { + } + + return await result.text; + } catch (error) { + // eslint-disable-next-line no-console + console.error(error); + throw error; + } finally { + await mcpClient.close(); + } + }; +} + +/** + * A Factuality checker utilizing the `ai` SDK based on the implementation in `autoevals`. + * + * ``` + * import { openai } from "@ai-sdk/openai"; + * + * scorers: [Factuality(openai("gpt-4o"))] + * ``` + */ +export function Factuality(model: LanguageModel = defaultModel) { + // TODO: remove function wrapper + // eslint-disable-next-line @typescript-eslint/no-shadow + return async function Factuality(opts: { input: string; output: string; expected?: string }) { + const { object } = await generateObject({ + model, + /** + * Prompt implementation from `autoevals`: + * + * {@link https://github.com/braintrustdata/autoevals/blob/5aa20a0a9eb8fc9e07e9e5722ebf71c68d082f32/templates/factuality.yaml} + */ + prompt: ` + You are comparing a submitted answer to an expert answer on a given question. Here is the data: + + [BEGIN DATA] + ************ + [Question]: ${opts.input} + ************ + [Expert]: ${opts.expected} + ************ + [Submission]: ${opts.output} + ************ + [END DATA] + + Compare the factual content of the submitted answer with the expert answer. Ignore any differences in style, grammar, or punctuation, or overall structure. + + The submitted answer may either be a subset or superset of the expert answer, or it may conflict with it. Determine which case applies. Answer the question by selecting one of the following options: + + (A) The submitted answer is a subset of the expert answer and is fully consistent with it. + (B) The submitted answer is a superset of the expert answer and is fully consistent with it. + (C) The submitted answer contains all the same details as the expert answer. + (D) There is a disagreement between the submitted answer and the expert answer. + (E) The answers differ, but these differences don't matter from the perspective of factuality. + `, + schema: z.object({ + answer: z.enum(['A', 'B', 'C', 'D', 'E']).describe('Your selection.'), + rationale: z.string().describe('Why you chose this answer. Be very detailed.'), + }), + }); + + const scores = { + A: 0.4, + B: 0.6, + C: 1, + D: 0, + E: 1, + }; + + return { + score: scores[object.answer], + metadata: { + rationale: object.rationale, + }, + }; + }; +} diff --git a/test/vitest.config.ts b/test/vitest.config.ts new file mode 100644 index 0000000..fb9b6a1 --- /dev/null +++ b/test/vitest.config.ts @@ -0,0 +1,23 @@ +/* + * Copyright 2025, Salesforce, Inc. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ +import { defineConfig } from 'vitest/config'; + +export default defineConfig({ + test: { + include: ['**/*.eval.{js,mjs,cjs,ts,mts,cts,jsx,tsx}'], + reporters: ['vitest-evals/reporter'], + }, +}); diff --git a/yarn.lock b/yarn.lock index eb913f9..eb1d4e4 100644 --- a/yarn.lock +++ b/yarn.lock @@ -7,6 +7,57 @@ resolved "https://registry.npmjs.org/@aashutoshrathi/word-wrap/-/word-wrap-1.2.6.tgz" integrity sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA== +"@ai-sdk/google@^1.2.22": + version "1.2.22" + resolved "https://registry.yarnpkg.com/@ai-sdk/google/-/google-1.2.22.tgz#9993e4781c9a773cd17d47490b9efdc90895abd2" + integrity sha512-Ppxu3DIieF1G9pyQ5O1Z646GYR0gkC57YdBqXJ82qvCdhEhZHu0TWhmnOoeIWe2olSbuDeoOY+MfJrW8dzS3Hw== + dependencies: + "@ai-sdk/provider" "1.1.3" + "@ai-sdk/provider-utils" "2.2.8" + +"@ai-sdk/openai@^1.3.23": + version "1.3.23" + resolved 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