|
import React, { useState, useEffect } from 'react'; |
|
import ActivityCalendar from "react-activity-calendar"; |
|
import { Tooltip } from '@mui/material'; |
|
|
|
interface ProviderInfo { |
|
color: string; |
|
authors: string[]; |
|
} |
|
|
|
const PROVIDERS_MAP: Record<string, ProviderInfo> = { |
|
"Mistral AI": { color: "#ff7000", authors: ["mistralai"] }, |
|
"Meta": { color: "#1877F2", authors: ["facebook", "meta-llama"] }, |
|
"OpenAI": { color: "#10A37F", authors: ["openai"] }, |
|
"Anthropic": { color: "#cc785c", authors: ["Anthropic"] }, |
|
"Google": { color: "#DB4437", authors: ["google"] }, |
|
"Allen Institute for AI": { color: "#5E35B1", authors: ["allenai"] }, |
|
"Apple": { color: "#0088cc", authors: ["apple"] }, |
|
"Microsoft": { color: "#FEB800", authors: ["microsoft"] }, |
|
"NVIDIA": { color: "#76B900", authors: ["nvidia"] }, |
|
"DeepSeek": { color: "#0088cc", authors: ["deepseek-ai"] }, |
|
"Qwen": { color: "#0088cc", authors: ["Qwen"] }, |
|
"Cohere For AI": { color: "#4C6EE6", authors: ["CohereForAI"] }, |
|
"IBM": { color: "#4C6EE6", authors: ["ibm-granite"] }, |
|
}; |
|
|
|
interface ModelData { |
|
createdAt: string; |
|
id: string; |
|
} |
|
|
|
interface Activity { |
|
date: string; |
|
count: number; |
|
level: number; |
|
} |
|
|
|
export default function OpenSourceHeatmap() { |
|
const [calendarData, setCalendarData] = useState<Record<string, Activity[]>>({}); |
|
const [isLoading, setIsLoading] = useState(true); |
|
|
|
const generateCalendarData = (modelData: ModelData[]) => { |
|
const data: Record<string, Activity[]> = Object.fromEntries( |
|
Object.keys(PROVIDERS_MAP).map(provider => [provider, []]) |
|
); |
|
|
|
const today = new Date(); |
|
const startDate = new Date(today); |
|
startDate.setMonth(today.getMonth() - 11); |
|
startDate.setDate(1); |
|
|
|
|
|
const countMap: Record<string, Record<string, number>> = {}; |
|
|
|
modelData.forEach(item => { |
|
const dateString = item.createdAt.split('T')[0]; |
|
Object.entries(PROVIDERS_MAP).forEach(([provider, { authors }]) => { |
|
if (authors.some(author => item.id.startsWith(author))) { |
|
countMap[provider] = countMap[provider] || {}; |
|
countMap[provider][dateString] = (countMap[provider][dateString] || 0) + 1; |
|
} |
|
}); |
|
}); |
|
|
|
|
|
for (let d = new Date(startDate); d <= today; d.setDate(d.getDate() + 1)) { |
|
const dateString = d.toISOString().split('T')[0]; |
|
|
|
Object.entries(PROVIDERS_MAP).forEach(([provider]) => { |
|
const count = countMap[provider]?.[dateString] || 0; |
|
data[provider].push({ date: dateString, count, level: 0 }); |
|
}); |
|
} |
|
|
|
|
|
const avgCounts = Object.fromEntries( |
|
Object.entries(data).map(([provider, days]) => [ |
|
provider, |
|
days.reduce((sum, day) => sum + day.count, 0) / days.length || 0 |
|
]) |
|
); |
|
|
|
|
|
Object.entries(data).forEach(([provider, days]) => { |
|
const avgCount = avgCounts[provider]; |
|
days.forEach(day => { |
|
day.level = |
|
day.count === 0 ? 0 : |
|
day.count <= avgCount * 0.5 ? 1 : |
|
day.count <= avgCount ? 2 : |
|
day.count <= avgCount * 1.5 ? 3 : 4; |
|
}); |
|
}); |
|
|
|
return data; |
|
} |
|
|
|
const initData = async () => { |
|
try { |
|
const allAuthors = Object.values(PROVIDERS_MAP).flatMap(({ authors }) => authors); |
|
const uniqueAuthors = Array.from(new Set(allAuthors)); |
|
|
|
const allModelData = await Promise.all( |
|
uniqueAuthors.map(async (author) => { |
|
const response = await fetch(`https://huggingface.co/api/models?author=${author}&sort=createdAt&direction=-1`); |
|
const data = await response.json(); |
|
return data.map((item: any) => ({ |
|
createdAt: item.createdAt, |
|
id: item.id, |
|
})); |
|
}) |
|
); |
|
|
|
const flatModelData = allModelData.flat(); |
|
const calendarData = generateCalendarData(flatModelData); |
|
setCalendarData(calendarData); |
|
} catch (error) { |
|
console.error("Error fetching data:", error); |
|
} finally { |
|
setIsLoading(false); |
|
} |
|
} |
|
|
|
useEffect(() => { |
|
initData(); |
|
}, []); |
|
|
|
return ( |
|
<div className="w-full max-w-screen-lg mx-auto p-4"> |
|
<h1 className="text-3xl lg:text-5xl mt-16 font-bold text-center mb-2">Hugging Face Heatmap 🤗</h1> |
|
<p className="text-center text-sm mb-8">The top AI labs and model releases.</p> |
|
{isLoading ? ( |
|
<p className="text-center">Loading...</p> |
|
) : ( |
|
<div className="space-y-8"> |
|
{Object.entries(PROVIDERS_MAP) |
|
.sort(([keyA], [keyB]) => |
|
calendarData[keyB].reduce((sum, day) => sum + day.count, 0) - |
|
calendarData[keyA].reduce((sum, day) => sum + day.count, 0) |
|
) |
|
.map(([providerName, { color }]) => ( |
|
<div key={providerName} className="flex flex-col items-center"> |
|
<h2 className="text-xl font-bold mb-4">{providerName}</h2> |
|
<div className="w-full overflow-x-auto flex justify-center"> |
|
<ActivityCalendar |
|
data={calendarData[providerName]} |
|
theme={{ |
|
dark: ['#161b22', color], |
|
light: ['#e0e0e0', color], |
|
}} |
|
hideTotalCount |
|
renderBlock={(block, activity) => ( |
|
<Tooltip |
|
title={`${activity.count} models created on ${activity.date}`} |
|
arrow |
|
> |
|
{block} |
|
</Tooltip> |
|
)} |
|
/> |
|
</div> |
|
</div> |
|
)) |
|
} |
|
</div> |
|
)} |
|
</div> |
|
); |
|
} |