diff --git a/apps/server/evals/ai-chat-basic.eval.ts b/apps/server/evals/ai-chat-basic.eval.ts new file mode 100644 index 0000000000..77d8d0d43d --- /dev/null +++ b/apps/server/evals/ai-chat-basic.eval.ts @@ -0,0 +1,240 @@ +import { evalite } from "evalite"; +import { openai } from "@ai-sdk/openai"; +import { streamText } from "ai"; +import { traceAISDKModel } from "evalite/ai-sdk"; +import { Factuality, Levenshtein } from "autoevals"; +import { AiChatPrompt, GmailSearchAssistantSystemPrompt, StyledEmailAssistantSystemPrompt } from "../src/lib/prompts"; +import { generateObject } from "ai"; +import { z } from "zod"; + +// base model (untraced) for internal helpers to avoid trace errors +// add ur own model here +const baseModel = openai("gpt-4o-mini"); + +// traced model for the actual task under test +const model = traceAISDKModel(baseModel); + +// error handling incase llm fails +const safeStreamText = async (config: Parameters[0]) => { + try { + const res = await streamText(config); + return res.textStream; + } catch (err) { + console.error("LLM call failed", err); + return "ERROR"; + } +}; + +/** + * basic tests to cover all major capabilities, avg score is 30%, anything above is goated: + * - mail search and filtering + * - label management and organization + * - bulk operations (archive, delete, mark read/unread) + * - email composition and sending + * - smart categorization (subscriptions, newsletters, meetings) + * - web search integration + * - user interaction patterns + */ + + +// forever todo: make the expected output autistically specific + +// Dynamically builds a list of natural-language queries and their minimal expected Gmail-syntax +const buildGmailSearchTestCases = async (): Promise<{ input: string; expected: string }[]> => { + const { object } = await generateObject({ + model: baseModel, + system: `You are a JSON test-case generator for Gmail search query conversions. +Return ONLY a JSON object with a single key "cases" mapping to an array. Each array element has exactly the keys {input, expected}. +Guidelines: + • input – natural-language requests about searching/filtering email. + • expected – a short Gmail-syntax fragment (e.g., "is:unread", "has:attachment", "after:") that MUST appear in a correct answer. + • Cover diverse filters: sender, subject, attachments, labels, dates, read/unread. + • Array length: 8-12. + • No comments or additional keys.`, + prompt: "Generate Gmail search conversion test cases", + schema: z.object({ + cases: z.array( + z.object({ + input: z.string().min(5), + expected: z.string().min(3), + }), + ), + }), + }); + + return object.cases; +}; + +// generic dynamic testcase builder + +type TestCase = { input: string; expected: string }; + +const makeAiChatTestCaseBuilder = (topic: string): (() => Promise) => { + return async () => { + const { object } = await generateObject({ + model: baseModel, + system: `You are a JSON test-case generator for the topic: ${topic}. + Return ONLY a JSON object with key "cases" whose value is an array of objects {input, expected}. + Guidelines: + • input – natural-language request related to ${topic}. + • expected – short keyword (≤3 words) expected in correct assistant reply. + • Array length: 6-10. + • No extra keys or comments.`, + prompt: `Generate ${topic} test cases`, + schema: z.object({ + cases: z.array( + z.object({ + input: z.string().min(5), + expected: z.string().min(2), + }), + ), + }), + }); + + return object.cases; + }; +}; + +evalite("AI Chat – Basic Responses", { + data: makeAiChatTestCaseBuilder("basic responses (greetings, capabilities, quick help)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("Gmail Search Query – Natural Language", { + data: buildGmailSearchTestCases, + task: async (input) => { + return safeStreamText({ + model: model, + system: GmailSearchAssistantSystemPrompt(), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("AI Chat – Label Management", { + data: makeAiChatTestCaseBuilder("label management (create, delete, list, apply labels)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("AI Chat – Email Organization", { + data: makeAiChatTestCaseBuilder("email organization (archive, mark read/unread, bulk actions)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("AI Chat – Email Composition", { + data: makeAiChatTestCaseBuilder("email composition tasks (compose, reply, send, draft)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("AI Chat – Smart Categorization", { + data: makeAiChatTestCaseBuilder("smart categorization (subscriptions, newsletters, meetings, bills)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("AI Chat – Information Queries", { + data: makeAiChatTestCaseBuilder("information queries (summaries, web search, tax docs, recent activity)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("AI Chat – Complex Workflows", { + data: makeAiChatTestCaseBuilder("complex workflows (multi-step actions, automation)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("AI Chat – User Intent Recognition", { + data: makeAiChatTestCaseBuilder("user intent recognition (help, overwhelm, search, cleanup)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("AI Chat – Error Handling & Edge Cases", { + data: makeAiChatTestCaseBuilder("error handling & edge cases (invalid, bulk actions, very old queries)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: AiChatPrompt("test-thread-id", "inbox", ""), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("Gmail Search Query Building", { + data: buildGmailSearchTestCases, + task: async (input) => { + return safeStreamText({ + model: model, + system: GmailSearchAssistantSystemPrompt(), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); + +evalite("Email Composition with Style Matching", { + data: makeAiChatTestCaseBuilder("styled email composition (follow-up, thank you, meeting, apology)"), + task: async (input) => { + return safeStreamText({ + model: model, + system: StyledEmailAssistantSystemPrompt(), + prompt: input, + }); + }, + scorers: [Factuality, Levenshtein], +}); \ No newline at end of file diff --git a/apps/server/package.json b/apps/server/package.json index 00c8be132d..ab72516055 100644 --- a/apps/server/package.json +++ b/apps/server/package.json @@ -10,7 +10,9 @@ "db:generate": "drizzle-kit generate", "db:migrate": "drizzle-kit migrate", "db:push": "drizzle-kit push", - "db:studio": "drizzle-kit studio" + "db:studio": "drizzle-kit studio", + "eval": "evalite", + "eval:dev": "evalite watch" }, "exports": { "./trpc": "./src/trpc/index.ts", @@ -82,9 +84,13 @@ "@types/uuid": "10.0.0", "@zero/eslint-config": "workspace:*", "@zero/tsconfig": "workspace:*", + "autoevals": "0.0.130", "drizzle-kit": "catalog:", "eslint": "^9.27.0", + "evalite": "0.11.4", "jiti": "2.4.2", - "typescript": "catalog:" + "typescript": "catalog:", + "vite": "^6.3.5", + "vitest": "3.2.4" } } diff --git a/apps/server/tsconfig.json b/apps/server/tsconfig.json index 832d652616..7b44315fc4 100644 --- a/apps/server/tsconfig.json +++ b/apps/server/tsconfig.json @@ -1,4 +1,4 @@ { "extends": "@zero/tsconfig/base", - "include": ["src/**/*.ts", "src/overrides.d.ts", "worker-configuration.d.ts", "drizzle.config.ts"] + "include": ["src/**/*.ts", "src/overrides.d.ts", "worker-configuration.d.ts", "drizzle.config.ts", "tests/**/*.ts", "evals/**/*.ts"] } diff --git a/apps/server/vite.config.ts b/apps/server/vite.config.ts new file mode 100644 index 0000000000..a2d6ce730e --- /dev/null +++ b/apps/server/vite.config.ts @@ -0,0 +1,9 @@ +import { defineConfig } from "vite"; + +export default defineConfig({ + test: { + testTimeout: 120000, + hookTimeout: 120000, + teardownTimeout: 120000, + }, +}); \ No newline at end of file diff --git a/package.json b/package.json index 784bc4a16f..d2feba9e63 100644 --- a/package.json +++ b/package.json @@ -28,7 +28,11 @@ "db:push": "dotenv -- pnpm run -C apps/server db:push", "db:studio": "dotenv -- pnpm run -C apps/server db:studio", "sentry:sourcemaps": "sentry-cli sourcemaps inject --org zero-7y --project nextjs ./apps/mail/.next && sentry-cli sourcemaps upload --org zero-7y --project nextjs ./apps/mail/.next", - "scripts": "dotenv -- pnpx tsx ./scripts/run.ts" + "scripts": "dotenv -- pnpx tsx ./scripts/run.ts", + "test:ai": "dotenv -- pnpm --filter=@zero/server run test:ai", + "eval": "dotenv -- pnpm --filter=@zero/server run eval", + "eval:dev": "dotenv -- pnpm --filter=@zero/server run eval:dev", + "eval:ci": "dotenv -- pnpm --filter=@zero/server run eval:ci" }, "devDependencies": { "@types/node": "22.15.29", diff --git a/pnpm-lock.yaml 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on-finished@2.4.1: dependencies: ee-first: 1.1.1 @@ -13512,6 +14513,21 @@ snapshots: dependencies: mimic-fn: 2.1.0 + openai@4.104.0(ws@8.18.0)(zod@3.25.67): + dependencies: + '@types/node': 18.19.115 + '@types/node-fetch': 2.6.12 + abort-controller: 3.0.0 + agentkeepalive: 4.6.0 + form-data-encoder: 1.7.2 + formdata-node: 4.4.1 + node-fetch: 2.7.0 + optionalDependencies: + ws: 8.18.0 + zod: 3.25.67 + transitivePeerDependencies: + - encoding + optionator@0.9.4: dependencies: deep-is: 0.1.4 @@ -13614,6 +14630,11 @@ snapshots: lru-cache: 10.4.3 minipass: 7.1.2 + path-scurry@2.0.0: + dependencies: + lru-cache: 11.1.0 + minipass: 7.1.2 + path-to-regexp@6.3.0: {} path-to-regexp@8.2.0: {} @@ -13622,8 +14643,12 @@ snapshots: pathe@2.0.3: {} + pathval@2.0.1: {} + peberminta@0.9.0: {} + peek-readable@5.4.2: {} + picocolors@1.1.1: {} picomatch@2.3.1: {} @@ -13632,6 +14657,26 @@ snapshots: pify@2.3.0: {} + pino-abstract-transport@2.0.0: + dependencies: + split2: 4.2.0 + + 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+14911,11 @@ snapshots: proxy-from-env@1.1.0: {} + pump@3.0.3: + dependencies: + end-of-stream: 1.4.5 + once: 1.4.0 + punycode.js@2.3.1: {} punycode@2.3.1: {} @@ -13865,6 +14934,8 @@ snapshots: queue-microtask@1.2.3: {} + quick-format-unescaped@4.0.4: {} + radix-ui@1.4.1(@types/react-dom@19.0.4(@types/react@19.0.10))(@types/react@19.0.10)(react-dom@19.1.0(react@19.1.0))(react@19.1.0): dependencies: '@radix-ui/primitive': 1.1.2 @@ -13956,6 +15027,13 @@ snapshots: iconv-lite: 0.6.3 unpipe: 1.0.0 + rc@1.2.8: + dependencies: + deep-extend: 0.6.0 + ini: 1.3.8 + minimist: 1.2.8 + strip-json-comments: 2.0.1 + react-colorful@5.6.1(react-dom@19.1.0(react@19.1.0))(react@19.1.0): dependencies: react: 19.1.0 @@ -14189,6 +15267,12 @@ snapshots: string_decoder: 1.1.1 util-deprecate: 1.0.2 + readable-stream@3.6.2: + dependencies: + inherits: 2.0.4 + string_decoder: 1.3.0 + util-deprecate: 1.0.2 + readable-stream@4.7.0: dependencies: abort-controller: 3.0.0 @@ -14203,6 +15287,8 @@ snapshots: 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simple-concat@1.0.1: {} + + simple-get@4.0.1: + dependencies: + decompress-response: 6.0.0 + once: 1.4.0 + simple-concat: 1.0.1 + simple-swizzle@0.2.2: dependencies: is-arrayish: 0.3.2 sisteransi@1.0.5: {} + slice-ansi@4.0.0: + dependencies: + ansi-styles: 4.3.0 + astral-regex: 2.0.0 + is-fullwidth-code-point: 3.0.0 + + sonic-boom@4.2.0: + dependencies: + atomic-sleep: 1.0.0 + sonner@1.7.4(react-dom@19.1.0(react@19.1.0))(react@19.1.0): dependencies: react: 19.1.0 @@ -14586,6 +15704,8 @@ snapshots: spdx-license-ids@3.0.21: {} + split2@4.2.0: {} + sqlite-wasm-kysely@0.3.0(kysely@0.27.6): dependencies: '@sqlite.org/sqlite-wasm': 3.48.0-build4 @@ -14595,6 +15715,8 @@ snapshots: dependencies: stackframe: 1.3.4 + stackback@0.0.2: {} + stackframe@1.3.4: {} stacktrace-gps@3.1.2: @@ -14617,6 +15739,8 @@ snapshots: statuses@2.0.2: {} + std-env@3.9.0: {} + stop-iteration-iterator@1.1.0: dependencies: es-errors: 1.3.0 @@ -14624,6 +15748,8 @@ snapshots: stoppable@1.1.0: {} + stream-shift@1.0.3: {} + string-collapse-leading-whitespace@7.0.9: {} string-left-right@6.0.20: @@ -14726,8 +15852,19 @@ snapshots: strip-final-newline@2.0.0: {} + strip-json-comments@2.0.1: {} + strip-json-comments@3.1.1: {} + strip-literal@3.0.0: + dependencies: + js-tokens: 9.0.1 + + strtok3@9.1.1: + dependencies: + '@tokenizer/token': 0.3.0 + peek-readable: 5.4.2 + style-to-js@1.1.17: dependencies: style-to-object: 1.0.9 @@ -14764,6 +15901,14 @@ snapshots: react: 19.1.0 use-sync-external-store: 1.5.0(react@19.1.0) + table@6.9.0: + dependencies: + ajv: 8.17.1 + lodash.truncate: 4.4.2 + slice-ansi: 4.0.0 + string-width: 4.2.3 + strip-ansi: 6.0.1 + tailwind-merge@3.0.2: {} tailwind-merge@3.3.1: {} @@ -14803,6 +15948,21 @@ snapshots: transitivePeerDependencies: - ts-node + tar-fs@2.1.3: + dependencies: + chownr: 1.1.4 + mkdirp-classic: 0.5.3 + pump: 3.0.3 + tar-stream: 2.2.0 + + tar-stream@2.2.0: + dependencies: + bl: 4.1.0 + end-of-stream: 1.4.5 + fs-constants: 1.0.0 + inherits: 2.0.4 + readable-stream: 3.6.2 + thenify-all@1.6.0: dependencies: thenify: 3.3.1 @@ -14811,6 +15971,10 @@ snapshots: dependencies: any-promise: 1.3.0 + thread-stream@3.1.0: + dependencies: + real-require: 0.2.0 + throttle-debounce@3.0.1: {} throttleit@2.1.0: {} @@ -14824,11 +15988,23 @@ snapshots: tiny-invariant@1.3.3: {} + tinybench@2.9.0: {} + + tinyexec@0.3.2: {} + tinyglobby@0.2.14: dependencies: fdir: 6.4.6(picomatch@4.0.2) picomatch: 4.0.2 + tinypool@1.1.1: {} + + tinyrainbow@1.2.0: {} + + tinyrainbow@2.0.0: {} + + tinyspy@4.0.3: {} + tippy.js@6.3.7: dependencies: '@popperjs/core': 2.11.8 @@ -14849,10 +16025,17 @@ snapshots: dependencies: is-number: 7.0.0 + toad-cache@3.7.0: {} + toggle-selection@1.0.6: {} toidentifier@1.0.1: {} + token-types@6.0.3: + dependencies: + '@tokenizer/token': 0.3.0 + ieee754: 1.2.1 + tr46@0.0.3: {} trim-lines@3.0.1: {} @@ -14889,6 +16072,10 @@ snapshots: optionalDependencies: fsevents: 2.3.3 + tunnel-agent@0.6.0: + dependencies: + safe-buffer: 5.2.1 + tunnel-rat@0.1.2(@types/react@19.0.10)(react@19.1.0): dependencies: zustand: 4.5.7(@types/react@19.0.10)(react@19.1.0) @@ -14998,6 +16185,8 @@ snapshots: ufo@1.6.1: {} + uint8array-extras@1.4.0: {} + unbox-primitive@1.1.0: dependencies: call-bound: 1.0.4 @@ -15127,6 +16316,10 @@ snapshots: validate-npm-package-name@5.0.1: {} + validate.io-array@1.0.6: {} + + validate.io-function@1.0.2: {} + vary@1.1.2: {} vaul@1.1.2(@types/react-dom@19.0.4(@types/react@19.0.10))(@types/react@19.0.10)(react-dom@19.1.0(react@19.1.0))(react@19.1.0): @@ -15191,6 +16384,27 @@ snapshots: - tsx - yaml + vite-node@3.2.4(@types/node@22.15.29)(jiti@2.4.2)(tsx@4.19.4)(yaml@2.8.0): + dependencies: + cac: 6.7.14 + debug: 4.4.1 + es-module-lexer: 1.7.0 + pathe: 2.0.3 + vite: 6.3.5(@types/node@22.15.29)(jiti@2.4.2)(tsx@4.19.4)(yaml@2.8.0) + transitivePeerDependencies: + - '@types/node' + - jiti + - less + - lightningcss + - sass + - sass-embedded + - stylus + - sugarss + - supports-color + - terser + - tsx + - yaml + vite-plugin-babel@1.3.1(@babel/core@7.27.7)(vite@6.3.5(@types/node@22.13.8)(jiti@2.4.2)(tsx@4.19.4)(yaml@2.8.0)): dependencies: '@babel/core': 7.27.7 @@ -15222,6 +16436,63 @@ snapshots: tsx: 4.19.4 yaml: 2.8.0 + vite@6.3.5(@types/node@22.15.29)(jiti@2.4.2)(tsx@4.19.4)(yaml@2.8.0): + dependencies: + esbuild: 0.25.5 + fdir: 6.4.6(picomatch@4.0.2) + picomatch: 4.0.2 + postcss: 8.5.3 + rollup: 4.44.1 + tinyglobby: 0.2.14 + optionalDependencies: + '@types/node': 22.15.29 + fsevents: 2.3.3 + jiti: 2.4.2 + tsx: 4.19.4 + yaml: 2.8.0 + + vitest@3.2.4(@types/debug@4.1.12)(@types/node@22.15.29)(jiti@2.4.2)(tsx@4.19.4)(yaml@2.8.0): + dependencies: + '@types/chai': 5.2.2 + '@vitest/expect': 3.2.4 + '@vitest/mocker': 3.2.4(vite@6.3.5(@types/node@22.15.29)(jiti@2.4.2)(tsx@4.19.4)(yaml@2.8.0)) + '@vitest/pretty-format': 3.2.4 + '@vitest/runner': 3.2.4 + '@vitest/snapshot': 3.2.4 + '@vitest/spy': 3.2.4 + '@vitest/utils': 3.2.4 + chai: 5.2.1 + debug: 4.4.1 + expect-type: 1.2.2 + magic-string: 0.30.17 + pathe: 2.0.3 + picomatch: 4.0.2 + std-env: 3.9.0 + tinybench: 2.9.0 + tinyexec: 0.3.2 + tinyglobby: 0.2.14 + tinypool: 1.1.1 + tinyrainbow: 2.0.0 + vite: 6.3.5(@types/node@22.15.29)(jiti@2.4.2)(tsx@4.19.4)(yaml@2.8.0) + vite-node: 3.2.4(@types/node@22.15.29)(jiti@2.4.2)(tsx@4.19.4)(yaml@2.8.0) + why-is-node-running: 2.3.0 + optionalDependencies: + '@types/debug': 4.1.12 + '@types/node': 22.15.29 + transitivePeerDependencies: + - jiti + - less + - lightningcss + - msw + - sass + - sass-embedded + - stylus + - sugarss + - supports-color + - terser + - tsx + - yaml + w3c-keyname@2.2.8: {} web-streams-polyfill@4.0.0-beta.3: {} @@ -15292,6 +16563,11 @@ snapshots: dependencies: isexe: 2.0.0 + why-is-node-running@2.3.0: + dependencies: + siginfo: 2.0.0 + stackback: 0.0.2 + word-wrap@1.2.5: {} workerd@1.20250617.0: