Upload 3 files
Browse files- MMLU-Pro-mini/benchlocal.pack.json +18 -0
- MMLU-Pro-mini/index.mjs +272 -0
- MMLU-Pro-mini/scenarios.json +0 -0
MMLU-Pro-mini/benchlocal.pack.json
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{
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"schemaVersion": 1,
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"protocolVersion": 1,
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"id": "mmlu-pro-multilingual-reasoning-126",
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"name": "MMLU-Pro Multilingual Reasoning Benchmark (126 Scenarios)",
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"version": "3.0.0",
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"description": "Строгий бенчмарк MMLU-Pro: 14 категорий, 126 расчетно-логических задач (по 9 в категории: 3 RU, 3 EN, 3 Mixed), 10 сбалансированных вариантов выбора (A-J), отсутствие Length Heuristic и Position Bias",
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"entry": "./index.mjs",
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"samplingDefaults": {
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"temperature": 0.0
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},
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"capabilities": {
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"tools": false,
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"multiTurn": false,
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"streamingProgress": false,
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"verification": true
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}
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}
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MMLU-Pro-mini/index.mjs
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import fs from "node:fs";
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import path from "node:path";
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import { fileURLToPath } from "node:url";
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const __dirname = path.dirname(fileURLToPath(import.meta.url));
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const manifestPath = path.join(__dirname, "benchlocal.pack.json");
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const scenariosPath = path.join(__dirname, "scenarios.json");
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export const manifest = JSON.parse(fs.readFileSync(manifestPath, "utf8"));
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/**
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* Формирование финального промпта:
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* Оформляет 10 вариантов (A-J), поощряет пошаговые рассуждения (Chain-of-Thought)
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* и требует вывода строгого вердикта на последней строке с примерами на буквах X, Y, Z.
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*/
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function buildFullPrompt(s) {
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const letters = ["A", "B", "C", "D", "E", "F", "G", "H", "I", "J"];
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const formattedOptions = s.options
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.map((opt, i) => `${letters[i]}) ${opt}`)
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.join("\n");
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if (s.language === "ru") {
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return `${s.question}\n\nВарианты ответа:\n${formattedOptions}\n\nИНСТРУКЦИЯ ПО ВЫПОЛНЕНИЮ:
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Ты можешь и должен подробно рассуждать по шагам (Chain-of-Thought), решая задачу и анализируя данные.
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Однако в самом конце твоего ответа обязана присутствовать отдельная финальная строка, строго оформленная по шаблону:
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Мой ответ: (БУКВА)
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Примеры правильного оформления финала (буквы X, Y, Z приведены только для образца и отсутствуют в вариантах A-J):
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Пример 1:
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... [твои пошаговые вычисления и рассуждения] ...
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Мой ответ: (X)
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Пример 2:
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... [твои пошаговые вычисления и рассуждения] ...
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Мой ответ: (Y)
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Пример 3:
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... [твои пошаговые вычисления и рассуждения] ...
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Мой ответ: (Z)`;
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}
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if (s.language === "en") {
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return `${s.question}\n\nOptions:\n${formattedOptions}\n\nINSTRUCTIONS:
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You can and should reason step-by-step (Chain-of-Thought) to rigorously solve the problem.
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However, at the very end of your response, you must provide your final conclusion on a separate line strictly formatted as:
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My answer: (LETTER)
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Examples of final line formatting (letters X, Y, Z are placeholders and not choices A-J):
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Example 1:
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... [your step-by-step reasoning and calculations] ...
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My answer: (X)
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Example 2:
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... [your step-by-step reasoning and calculations] ...
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My answer: (Y)
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Example 3:
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... [your step-by-step reasoning and calculations] ...
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My answer: (Z)`;
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}
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return `${s.question}\n\nВарианты / Options:\n${formattedOptions}\n\nИНСТРУКЦИЯ / INSTRUCTIONS:
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Рассуждай подробно по шагам (Chain-of-Thought), проводя необходимые расчеты.
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В самом конце твой output обязан завершаться отдельной строкой строго по шаблону:
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Мой ответ / My answer: (LETTER)
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Examples / Примеры завершения (буквы X, Y, Z взяты для примера и отсутствуют в вариантах A-J):
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Example 1:
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... [твои рассуждения / reasoning] ...
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Мой ответ / My answer: (X)
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Example 2:
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... [твои рассуждения / reasoning] ...
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Мой ответ / My answer: (Y)
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Example 3:
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... [твои рассуждения / reasoning] ...
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Мой ответ / My answer: (Z)`;
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}
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function loadScenarios() {
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const raw = JSON.parse(fs.readFileSync(scenariosPath, "utf8"));
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return raw.map((s) => ({
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...s,
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prompt: s.prompt || buildFullPrompt(s)
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}));
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}
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export function listScenarios() {
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return loadScenarios().map((s) => ({
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id: s.id,
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name: s.name,
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category: s.category || "General",
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description: `[${(s.language || "ru").toUpperCase()}] ${s.name}`
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}));
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}
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export function getScenarios() {
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return listScenarios();
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}
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/**
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* Валидатор Chain-of-Thought:
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* Позволяет модели рассуждать, но проверяет наличие требуемой завершающей конструкции.
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*/
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function validateResponse(scenario, rawText) {
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const text = (rawText || "").trim();
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const expected = (scenario.correctAnswer || "").trim().toUpperCase();
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const pattern = /(?:Мой\s*ответ|My\s*answer|Мой\s*ответ\s*\/\s*My\s*answer):\s*\(([A-J])\)/gi;
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const matches = [...text.matchAll(pattern)];
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if (matches.length === 0) {
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return {
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pass: false,
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score: 0,
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extracted: null,
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reason: `Нарушен формат финала: не найдена обязательная строка 'Мой ответ: (БУКВА)'. Окончание ответа: "${text.slice(-120)}"`
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};
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}
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const lastMatch = matches[matches.length - 1];
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const extracted = lastMatch[1].toUpperCase();
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if (extracted !== expected) {
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return {
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pass: false,
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score: 0,
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extracted,
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reason: `Неверный ответ: модель пришла к выводу '(${extracted})', ожидалось '(${expected})'`
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};
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}
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return {
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pass: true,
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score: 100,
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extracted,
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reason: `Верно: обоснован и выбран правильный вариант '(${extracted})'`
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};
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}
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function resolveHelpers(context) {
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| 143 |
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if (context && typeof context.getRequiredProvider === "function") {
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| 144 |
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return context;
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| 145 |
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}
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| 146 |
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if (context?.helpers && typeof context.helpers.getRequiredProvider === "function") {
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| 147 |
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return context.helpers;
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| 148 |
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}
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| 149 |
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return {
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| 150 |
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getRequiredProvider(providerId) {
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const providers = context?.providers || [];
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const found = Array.isArray(providers)
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? providers.find((p) => p.id === providerId || p.provider === providerId)
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: providers[providerId];
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| 155 |
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return found || { baseUrl: "http://127.0.0.1:11434/v1", apiKey: "none" };
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| 156 |
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},
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| 157 |
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getInferenceEndpoint(modelId) {
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| 158 |
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return context?.endpoints?.[modelId] || null;
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| 159 |
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}
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| 160 |
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};
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| 161 |
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}
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| 162 |
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| 163 |
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export async function prepare(context) {
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| 164 |
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const helpers = resolveHelpers(context);
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| 165 |
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| 166 |
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return {
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| 167 |
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async runScenario(input) {
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| 168 |
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const allScenarios = loadScenarios();
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| 169 |
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const scenario = allScenarios.find((s) => s.id === input.scenario.id);
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| 170 |
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if (!scenario) {
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| 171 |
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return {
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| 172 |
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scenarioId: input.scenario.id,
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| 173 |
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status: "fail",
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| 174 |
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score: 0,
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| 175 |
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summary: "Сценарий не найден",
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| 176 |
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rawLog: "error=Scenario not found"
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| 177 |
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};
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| 178 |
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}
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| 179 |
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| 180 |
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const provider = helpers.getRequiredProvider(input.model.provider, { enabledOnly: true });
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| 181 |
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const inference = helpers.getInferenceEndpoint ? helpers.getInferenceEndpoint(input.model.id) : null;
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| 182 |
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| 183 |
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const rawBaseUrl = (inference && inference.status === "running" ? inference.baseUrl : provider?.baseUrl) || "http://127.0.0.1:11434/v1";
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| 184 |
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const baseUrl = rawBaseUrl.replace(/\/+$/, "");
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| 185 |
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const apiKey = provider?.apiKey || "none";
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| 186 |
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| 187 |
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const requestBody = {
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| 188 |
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model: input.model.model,
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| 189 |
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messages: [{ role: "user", content: scenario.prompt }],
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| 190 |
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temperature: 0
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| 191 |
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};
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| 192 |
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| 193 |
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const response = await fetch(`${baseUrl}/chat/completions`, {
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| 194 |
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method: "POST",
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| 195 |
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headers: {
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| 196 |
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"Content-Type": "application/json",
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| 197 |
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Authorization: `Bearer ${apiKey}`
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| 198 |
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},
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body: JSON.stringify(requestBody)
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});
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| 201 |
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| 202 |
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const data = await response.json();
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| 203 |
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const text = (data.choices?.[0]?.message?.content || "").trim();
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| 204 |
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const result = validateResponse(scenario, text);
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| 205 |
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| 206 |
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const rawLog = [
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| 207 |
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`model=${input.model.model}`,
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| 208 |
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`category=${scenario.category}`,
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| 209 |
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`language=${scenario.language}`,
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| 210 |
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`scenario=${scenario.id} - ${scenario.name}`,
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| 211 |
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`prompt=${scenario.prompt}`,
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| 212 |
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`assistant_full_cot_response=${text}`,
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| 213 |
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`extracted_final_letter=${result.extracted || "NONE"}`,
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| 214 |
+
`expected_letter=${scenario.correctAnswer}`,
|
| 215 |
+
`verdict=${result.pass ? "pass" : "fail"}`,
|
| 216 |
+
`score=${result.score}`,
|
| 217 |
+
`summary=${result.reason}`,
|
| 218 |
+
`\n--- RAW API RESPONSE ---`,
|
| 219 |
+
JSON.stringify(data, null, 2)
|
| 220 |
+
].join("\n");
|
| 221 |
+
|
| 222 |
+
return {
|
| 223 |
+
scenarioId: scenario.id,
|
| 224 |
+
category: scenario.category,
|
| 225 |
+
language: scenario.language,
|
| 226 |
+
status: result.pass ? "pass" : "fail",
|
| 227 |
+
score: result.score,
|
| 228 |
+
summary: result.reason,
|
| 229 |
+
rawLog: rawLog
|
| 230 |
+
};
|
| 231 |
+
},
|
| 232 |
+
|
| 233 |
+
async dispose() {}
|
| 234 |
+
};
|
| 235 |
+
}
|
| 236 |
+
|
| 237 |
+
export function scoreModelResults(results) {
|
| 238 |
+
const scored = results || [];
|
| 239 |
+
const total = scored.reduce((sum, r) => sum + (r.score || 0), 0);
|
| 240 |
+
const max = scored.length * 100;
|
| 241 |
+
|
| 242 |
+
const catMap = new Map();
|
| 243 |
+
for (const r of scored) {
|
| 244 |
+
const cat = r.category || "General";
|
| 245 |
+
if (!catMap.has(cat)) {
|
| 246 |
+
catMap.set(cat, { total: 0, count: 0 });
|
| 247 |
+
}
|
| 248 |
+
const entry = catMap.get(cat);
|
| 249 |
+
entry.total += r.score || 0;
|
| 250 |
+
entry.count += 1;
|
| 251 |
+
}
|
| 252 |
+
|
| 253 |
+
const categories = Array.from(catMap.entries()).map(([name, data]) => ({
|
| 254 |
+
name,
|
| 255 |
+
score: data.count > 0 ? Math.round((data.total / (data.count * 100)) * 100) : 0,
|
| 256 |
+
count: data.count
|
| 257 |
+
}));
|
| 258 |
+
|
| 259 |
+
return {
|
| 260 |
+
totalScore: max > 0 ? Math.round((total / max) * 100) : 0,
|
| 261 |
+
categories
|
| 262 |
+
};
|
| 263 |
+
}
|
| 264 |
+
|
| 265 |
+
export default {
|
| 266 |
+
manifest,
|
| 267 |
+
listScenarios,
|
| 268 |
+
getScenarios,
|
| 269 |
+
prepare,
|
| 270 |
+
createRuntime: prepare,
|
| 271 |
+
scoreModelResults
|
| 272 |
+
};
|
MMLU-Pro-mini/scenarios.json
ADDED
|
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|
|