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Fix/docs upgrade shade 2 (#2097)
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‎.dockerignore‎

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Dockerfile
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test_resources

‎.gitignore‎

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# nbdev
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_proc/
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site/
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_version.py
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test_resources
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.claude
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**/old_nbs/*.md

‎docs/INSTALL‎

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# Documentation Development Setup
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## Prerequisites
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1. Install uv (Python package manager):
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```bash
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curl -LsSf https://astral.sh/uv/install.sh | sh
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```
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## Running Documentation Locally
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1. Install documentation dependencies:
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```bash
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uv sync --extra docs --project ragas
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```
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2. Serve the documentation:
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```bash
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source ragas/.venv/bin/activate && mkdocs serve --dirtyreload
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```
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The documentation will be available at http://127.0.0.1:8000/
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## Run dev
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You can also use the scripts command (after completing step 1 above and ensuring mkdocs is available in PATH):
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```bash
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./scripts/dev_docs.sh
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```

‎docs/_static/js/header_border.js‎

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const header_div = document.querySelector(".md-header");
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const navbar_div = document.querySelector(".md-tabs");
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const border_css = "2px solid #ffb700df";
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const border_css = "2px solid #bd8526";
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// Add smooth transition to borders
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if (header_div) {

‎docs/_static/js/toggle.js‎

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document.addEventListener('DOMContentLoaded', () => {
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const toggles = document.querySelectorAll('.toggle-list');
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toggles.forEach(toggle => {
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toggle.addEventListener('click', () => {
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const content = toggle.nextElementSibling;
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const arrow = toggle.querySelector('.arrow');
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content.style.display = content.style.display === 'none' ? 'block' : 'none';
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// Toggle arrow direction based on content visibility
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if (content.style.display === 'block') {
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arrow.innerText = '▼'; // Down arrow
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} else {
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arrow.innerText = '▶'; // Right arrow
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}
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});
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});
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});

‎docs/extra/ragas-modern.css‎

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/* Ragas Modern Documentation Theme */
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/* Import Google Fonts - Professional Typography */
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@import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&family=JetBrains+Mono:wght@300;400;500;600&display=swap');
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/* Custom color scheme variables */
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:root {
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--md-primary-fg-color: #bd8526;
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--md-primary-fg-color--light: #d19a3d;
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--md-primary-fg-color--dark: #a0711e;
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--md-accent-fg-color: #bd8526;
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}
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[data-md-color-scheme="slate"] {
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--md-primary-fg-color: #bd8526;
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--md-primary-fg-color--light: #d19a3d;
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--md-primary-fg-color--dark: #a0711e;
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--md-accent-fg-color: #bd8526;
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--md-default-bg-color: #171717;
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}
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/* Only minimal, essential customizations - let Material Design handle the rest */
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/* Reduce navigation font size only */
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.md-nav {
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font-size: 0.8rem;
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}
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.md-nav__link {
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font-size: 0.8rem;
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}
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.md-nav__title {
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font-size: 0.8rem;
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}
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.md-tabs__link {
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font-size: 0.8rem;
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}
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/* Clean repository info*/
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.md-source__fact--version {
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display: none;
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}
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.md-source__fact:nth-child(1n + 2):before {
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margin-left: 0 !important;
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}
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/* Ensure proper font family application */
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body {
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font-family: 'Inter', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
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}
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code, kbd, samp, pre {
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font-family: 'JetBrains Mono', 'Consolas', monospace;
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}
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/* Modern Connected FAQ Styling */
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.toggle-list {
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background: var(--md-default-bg-color);
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border: 1px solid var(--md-default-fg-color--lightest);
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border-radius: 0.5rem;
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padding: 1rem 1.25rem;
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margin: 0.5rem 0;
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cursor: pointer;
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font-weight: 500;
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color: var(--md-default-fg-color);
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transition: all 0.2s ease;
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position: relative;
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box-shadow: 0 1px 3px 0 rgb(0 0 0 / 0.1);
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}
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.toggle-list:hover {
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border-color: var(--md-accent-fg-color);
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box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1);
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}
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.toggle-list.active {
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border-bottom-left-radius: 0;
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border-bottom-right-radius: 0;
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border-bottom-color: transparent;
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margin-bottom: 0;
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}
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.toggle-list .arrow {
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position: absolute;
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right: 1.25rem;
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top: 50%;
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transform: translateY(-50%);
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font-size: 1rem;
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color: var(--md-default-fg-color--light);
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transition: all 0.2s ease;
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font-weight: normal;
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}
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.toggle-list.active .arrow {
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color: var(--md-accent-fg-color);
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}
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.toggle-list + div {
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background: var(--md-default-bg-color);
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border: 1px solid var(--md-default-fg-color--lightest);
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border-top: none;
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border-radius: 0 0 0.5rem 0.5rem;
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padding: 1.25rem;
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margin-top: 0;
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margin-bottom: 0.5rem;
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color: var(--md-default-fg-color--light);
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line-height: 1.6;
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box-shadow: 0 1px 3px 0 rgb(0 0 0 / 0.1);
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}
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/* Header spacing fixes */
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.md-header__inner {
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gap: 0.25rem !important;
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}
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.md-header__title {
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margin-left: 0.25rem !important;
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}
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.md-header__button {
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margin: 0 0.25rem !important;
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}
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/* Simple logo fixes - let MkDocs handle sizing */
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.md-header__button.md-logo {
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padding: 0 !important;
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margin: 0 !important;
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}
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.md-header__button.md-logo img {
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height: 1.5rem !important;
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width: auto !important;
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display: block !important;
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}
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/* Remove yellow/orange divider in header */
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.md-header::after,
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.md-header__inner::after,
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.md-tabs::after {
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display: none !important;
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}
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.md-tabs {
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border-bottom: 1px solid var(--md-default-fg-color--lightest) !important;
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}
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/* Dark mode FAQ styling */
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[data-md-color-scheme="slate"] .toggle-list {
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background: var(--md-code-bg-color);
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border-color: var(--md-default-fg-color--lightest);
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}
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[data-md-color-scheme="slate"] .toggle-list + div {
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background: var(--md-code-bg-color);
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border-color: var(--md-default-fg-color--lightest);
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}
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/* FAQ Container spacing */
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.md-typeset h2 + .toggle-list:first-of-type {
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margin-top: 1.5rem;
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}
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/* Let Material Design handle everything else - no custom colors, spacing, or layouts */

‎docs/index.md‎

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## Frequently Asked Questions
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<div class="toggle-list"><span class="arrow">▶</span> What is the best open-source model to use?</div>
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<div class="toggle-list"><span class="arrow">→</span> What is the best open-source model to use?</div>
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<div style="display: none;">
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There isn't a single correct answer to this question. With the rapid pace of AI model development, new open-source models are released every week, often claiming to outperform previous versions. The best model for your needs depends largely on your GPU capacity and the type of data you're working with.
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<br><br>
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It's a good idea to explore newer, widely accepted models with strong general capabilities. You can refer to <a href="https://github.com/eugeneyan/open-llms?tab=readme-ov-file#open-llms">this list</a> for available open-source models, their release dates, and fine-tuned variants.
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</div>
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<div class="toggle-list"><span class="arrow">▶</span> Why do NaN values appear in evaluation results?</div>
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<div class="toggle-list"><span class="arrow">→</span> Why do NaN values appear in evaluation results?</div>
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<div style="display: none;">
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NaN stands for "Not a Number." In ragas evaluation results, NaN can appear for two main reasons:
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<ul>
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<ul style="margin: 0.5rem 0; padding-left: 1.5rem;">
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<li><strong>JSON Parsing Issue:</strong> The model's output is not JSON-parsable. ragas requires models to output JSON-compatible responses because all prompts are structured using Pydantic. This ensures efficient parsing of LLM outputs.</li>
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<li><strong>Non-Ideal Cases for Scoring:</strong> Certain cases in the sample may not be ideal for scoring. For example, scoring the faithfulness of a response like "I don’t know" might not be appropriate.</li>
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<li><strong>Non-Ideal Cases for Scoring:</strong> Certain cases in the sample may not be ideal for scoring. For example, scoring the faithfulness of a response like "I don't know" might not be appropriate.</li>
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</ul>
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</div>
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<div class="toggle-list"><span class="arrow">▶</span> How can I make evaluation results more explainable?</div>
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<div class="toggle-list"><span class="arrow">→</span> How can I make evaluation results more explainable?</div>
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<div style="display: none;">
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The best way is to trace and log your evaluation, then inspect the results using LLM traces. You can follow a detailed example of this process <a href="/howtos/customizations/metrics/tracing/">here</a>.
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</div>
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</div>
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<script>
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// FAQ
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(function() {
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function initFAQ() {
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const toggles = document.querySelectorAll('.toggle-list');
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toggles.forEach(toggle => {
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// Remove any existing listeners
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const newToggle = toggle.cloneNode(true);
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toggle.parentNode.replaceChild(newToggle, toggle);
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});
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// Re-select after cloning
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const freshToggles = document.querySelectorAll('.toggle-list');
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freshToggles.forEach(toggle => {
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const arrow = toggle.querySelector('.arrow');
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const content = toggle.nextElementSibling;
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// Initialize as closed
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if (arrow) arrow.innerText = '→';
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if (content) content.style.display = 'none';
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toggle.classList.remove('active');
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// Add click listener
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toggle.addEventListener('click', function() {
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const myContent = this.nextElementSibling;
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const myArrow = this.querySelector('.arrow');
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const isOpen = this.classList.contains('active');
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// Close all others first
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freshToggles.forEach(other => {
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const otherContent = other.nextElementSibling;
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const otherArrow = other.querySelector('.arrow');
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if (otherContent) otherContent.style.display = 'none';
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other.classList.remove('active');
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if (otherArrow) otherArrow.innerText = '→';
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});
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// Open this one if it was closed
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if (!isOpen) {
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if (myContent) myContent.style.display = 'block';
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this.classList.add('active');
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if (myArrow) myArrow.innerText = '↓';
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}
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});
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});
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}
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// Initialize when page loads
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if (document.readyState === 'loading') {
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document.addEventListener('DOMContentLoaded', function() {
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initFAQ();
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});
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} else {
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initFAQ();
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}
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})();
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</script>
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‎mkdocs.yml‎

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- Swarm: howtos/integrations/swarm_agent_evaluation.md
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- Migrations:
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- From v0.1 to v0.2: howtos/migrations/migrate_from_v01_to_v02.md
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- 📖 References:
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- 📖 References:
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- references/index.md
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- Core:
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- Prompt: references/prompt.md
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- RunConfig: references/run_config.md
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- Executor: references/executor.md
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- Cache: references/cache.md
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- Evaluation:
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- Evaluation:
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- Schemas: references/evaluation_schema.md
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- Metrics: references/metrics.md
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- evaluate(): references/evaluate.md
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- Testset Generation:
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- Testset Generation:
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- Schemas: references/testset_schema.md
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- Graph: references/graph.md
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- Transforms: references/transforms.md
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- search.suggest
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- search.highlight
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palette:
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# Palette toggle for automatic mode
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- media: "(prefers-color-scheme)"
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toggle:
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icon: material/brightness-auto
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name: Switch to light mode
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# Palette toggle for light mode
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- media: "(prefers-color-scheme: light)"
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scheme: ragas_light
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scheme: default
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primary: "#bd8526"
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accent: "#bd8526"
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toggle:
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icon: material/brightness-7
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name: Switch to dark mode
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# Palette toggle for dark mode
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- media: "(prefers-color-scheme: dark)"
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scheme: ragas_dark
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scheme: slate
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primary: "#bd8526"
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accent: "#bd8526"
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toggle:
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icon: material/brightness-4
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name: Switch to system preference
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# Extra CSS
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extra_css:
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- extra/style.css
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- extra/ragas-modern.css
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# Plugins
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extra:

‎scripts/dev_docs.sh‎

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#!/bin/bash
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source ragas/.venv/bin/activate && mkdocs serve --dirtyreload

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