Update app.py
Browse files
app.py
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from fastapi.staticfiles import StaticFiles
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import numpy as np
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import argparse
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import os
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from datasets import load_dataset
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# Load the dataset
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dataset = load_dataset("smolagents/results")
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# Convert to list for processing
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data = dataset["train"].to_pandas()
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# Log some info to help debug
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print("Dataset loaded, shape:", data.shape)
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print("Columns:", data.columns)
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print("First row:", data.iloc[0])
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# Process the data to group by model and calculate scores
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processed_data = []
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grouped = data.groupby('model_id')
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for model_id, group in grouped:
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model_data = {
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'model_id': model_id,
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'scores': {}
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}
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# Calculate scores for each source
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for source in group['source'].unique():
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source_data = group[group['source'] == source]
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avg_acc = source_data['acc'].mean()
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model_data['scores'][source] = float(avg_acc)
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model_data['scores']["Average"] = group["acc"].mean()
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processed_data.append(model_data)
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import React, { useState, useEffect } from 'react';
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import { chain } from 'lodash';
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import './App.css';
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const ScoreBar = ({ score }) => {
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if (score === undefined || score === null) return null;
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const percentage = score <= 1 ? score * 100 : score;
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const hue = Math.min(percentage * 1.2, 120); // Maps 0-100% to 0-120 (red to green)
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const backgroundColor = `hsl(${hue}, 80%, 50%)`;
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return (
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<div className="score-bar">
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<div
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className="score-fill"
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style={{
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width: `${percentage}%`,
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backgroundColor
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}}
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/>
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<span className="score-text">
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{percentage.toFixed(1)}%
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</span>
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</div>
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);
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};
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const App = () => {
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const [allData, setAllData] = useState([]);
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const [loading, setLoading] = useState(true);
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const [error, setError] = useState(null);
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const [sortConfig, setSortConfig] = useState({ key: 'Average', direction: 'desc' });
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const [searchQuery, setSearchQuery] = useState('');
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const [showVanilla, setShowVanilla] = useState(true);
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const [showToolCalling, setShowToolCalling] = useState(false);
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useEffect(() => {
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const fetchData = async () => {
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try {
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setLoading(true);
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// Fetch all data from API
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const response = await fetch('https://smolagents-smolagents-llm-leaderboard.hf.space/api/results');
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if (!response.ok) {
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throw new Error(`HTTP error! status: ${response.status}`);
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}
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const jsonData = await response.json();
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setAllData(jsonData);
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} catch (err) {
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console.error('Error fetching data:', err);
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setError(err.message);
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} finally {
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setLoading(false);
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}
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};
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fetchData();
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}, []);
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const handleSort = (key) => {
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const direction = sortConfig.key === key && sortConfig.direction === 'desc' ? 'asc' : 'desc';
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setSortConfig({ key, direction });
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};
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// Filter data based on selected action type
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const getFilteredData = () => {
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const actionType = showToolCalling ? 'tool-calling' : 'code';
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return allData.filter(item => item.source === actionType);
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};
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// Get vanilla score for a model
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const getVanillaScore = (modelId, metric) => {
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const vanillaEntry = allData.find(item =>
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item.model_id === modelId && item.source === 'vanilla'
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);
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return vanillaEntry?.scores[metric];
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};
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const filteredAndSortedData = chain(getFilteredData())
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.filter(item => item.model_id.toLowerCase().includes(searchQuery.toLowerCase()))
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.orderBy(
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[item => {
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if (sortConfig.key === 'model') {
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return item.model_id;
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}
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return item.scores[sortConfig.key] || 0;
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}],
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[sortConfig.direction]
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)
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.value();
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if (loading) return <div className="container">Loading benchmark results...</div>;
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if (error) return <div className="container" style={{color: 'red'}}>Error: {error}</div>;
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return (
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<div className="container">
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<div className="header">
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<h1 className="title">Smolagents Leaderboard</h1>
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<p className="subtitle">How do different LLMs compare for powering agents?</p>
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<p className="subtitle">Uses <a target="_blank" href="https://github.com/huggingface/smolagents">smolagents</a> with <a target="_blank" href="https://huggingface.co/datasets/smolagents/benchmark-v1">smolagents benchmark</a>.</p>
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</div>
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<div className="search-container">
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<div className="search-with-options">
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<input
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type="text"
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className="search-input"
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placeholder="Search models..."
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value={searchQuery}
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onChange={(e) => setSearchQuery(e.target.value)}
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/>
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<div className="options-container">
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<label className="option-label">
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<input
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type="checkbox"
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checked={showVanilla}
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onChange={() => setShowVanilla(!showVanilla)}
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/>
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Show Vanilla Scores
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</label>
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<label className="option-label">
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<input
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type="checkbox"
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checked={showToolCalling}
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onChange={() => setShowToolCalling(!showToolCalling)}
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/>
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Show Tool-Calling Scores
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</label>
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</div>
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</div>
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</div>
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<div className="table-container">
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<table>
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<thead>
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<tr>
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<th onClick={() => handleSort('model')}>
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Model {sortConfig.key === 'model' && (
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sortConfig.direction === 'desc' ? 'β' : 'β'
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)}
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</th>
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{["Average", "GAIA", "MATH", "SimpleQA"].map(benchmark => (
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<th key={benchmark} onClick={() => handleSort(benchmark)}>
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{benchmark} {sortConfig.key === benchmark && (
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sortConfig.direction === 'desc' ? 'β' : 'β'
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)}
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</th>
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))}
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</tr>
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</thead>
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<tbody>
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{filteredAndSortedData.map((item, index) => (
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<tr key={index}>
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<td className="model-cell">
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<div className="model-name">{item.model_id}</div>
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{showVanilla && (
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<div className="vanilla-name">
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{`vanilla: ${getVanillaScore(item.model_id, 'Average')?.toFixed(1) || 'N/A'}%`}
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</div>
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)}
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</td>
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{["Average", "GAIA", "MATH", "SimpleQA"].map(metric => (
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<td key={metric}>
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<ScoreBar score={item.scores[metric]} />
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{showVanilla && getVanillaScore(item.model_id, metric) !== undefined && (
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<ScoreBar score={getVanillaScore(item.model_id, metric)} />
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)}
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</td>
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))}
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</tr>
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))}
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</tbody>
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</table>
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</div>
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<div className="legend">
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<p><strong>Agent type:</strong> {showToolCalling ? 'Tool-Calling' : 'Code'}{showVanilla ? ' (with Vanilla comparison)' : ''}</p>
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</div>
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</div>
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);
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};
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export default App;
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