generate_synthetic_data.js
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const fs = require('fs');
const path = require('path');
// Reddit 数据分布模式(基于真实 Reddit 统计)
const SUBREDDIT_CONFIG = {
'AmITheAsshole': {
weight: 0.30, // 30% 数据
scoreRange: [100, 25000],
commentRange: [50, 5000],
upvoteRatioRange: [0.65, 0.98],
conflictTypes: ['family_conflict', 'relationship_crisis', 'workplace_drama', 'inheritance_dispute', 'wedding_drama'],
dramaKeywords: ['AITA', 'boyfriend', 'girlfriend', 'husband', 'wife', 'mother', 'father', 'sister', 'brother', 'inlaws']
},
'relationship_advice': {
weight: 0.25,
scoreRange: [50, 15000],
commentRange: [30, 3000],
upvoteRatioRange: [0.70, 0.95],
conflictTypes: ['relationship_crisis', 'breakup_drama', 'trust_issues', 'communication_breakdown'],
dramaKeywords: ['cheating', 'trust', 'breakup', 'divorce', 'relationship', 'partner', 'communicate']
},
'funny': {
weight: 0.20,
scoreRange: [500, 50000],
commentRange: [10, 800],
upvoteRatioRange: [0.80, 0.99],
conflictTypes: ['absurd_situation', 'social_awkwardness', 'unexpected_twist'],
dramaKeywords: ['hilarious', 'lol', 'funny', 'unexpected', 'awkward']
},
'jokes': {
weight: 0.15,
scoreRange: [200, 30000],
commentRange: [5, 500],
upvoteRatioRange: [0.75, 0.98],
conflictTypes: ['wordplay', 'absurd_situation', 'dark_humor'],
dramaKeywords: ['joke', 'punchline', 'setup', 'humor', 'laugh']
},
'StandUpComedy': {
weight: 0.10,
scoreRange: [100, 10000],
commentRange: [10, 600],
upvoteRatioRange: [0.72, 0.96],
conflictTypes: ['observational_humor', 'social_commentary', 'self_deprecation'],
dramaKeywords: ['comedy', 'standup', 'joke', 'routine', 'audience', 'stage']
}
};
// 生成随机整数
function randomInt(min, max) {
return Math.floor(Math.random() * (max - min + 1)) + min;
}
// 生成长尾分布的随机数(更真实)
function randomLongTail(min, max, exponent = 2) {
const u = Math.random();
const scaled = Math.pow(u, exponent);
return Math.floor(min + scaled * (max - min));
}
// 生成随机日期(最近30天)
function randomDate() {
const daysAgo = randomInt(0, 30);
const date = new Date();
date.setDate(date.getDate() - daysAgo);
return date.toISOString();
}
// 合成标题模板
const TITLE_TEMPLATES = {
'AmITheAsshole': [
'AITA for {action} when {context}?',
'AITA for refusing to {action}?',
'My {relation} wants me to {action}, AITA for saying no?',
'AITA for being upset about {situation}?',
'I {action} and now my {relation} is mad at me, AITA?'
],
'relationship_advice': [
'My {relation} {action} and I don\'t know what to do',
'Should I {action} after {situation}?',
'I found out my {relation} {action}, how do I proceed?',
'My {relation} and I keep fighting about {issue}',
'Is it normal for {relation} to {action}?'
],
'funny': [
'When you {situation}...',
'My {relation} tried to {action} and failed spectacularly',
'This {thing} just made my day',
'{situation} happened today',
'Found this gem: {description}'
],
'jokes': [
'Why did the {noun} {verb}?',
'What do you call a {description}?',
'My {relation} told me this one: {setup}',
'I heard {person} say: {setup}',
'Classic: {setup}'
],
'StandUpComedy': [
'On {topic}: "{quote}"',
'My take on {topic}...',
'Why is {topic} so {adjective}?',
'The thing about {topic} nobody talks about',
'Crowd work gone wrong: {situation}'
]
};
const ACTIONS = ['ignoring my calls', 'going through my phone', 'skipping the wedding', 'telling the truth', 'setting boundaries', 'moving out', 'quitting my job', 'confronting them'];
const CONTEXTS = ['my sister asked me to', 'it made me uncomfortable', 'they were being unreasonable', 'I had other plans', 'it was an emergency'];
const RELATIONS = ['boyfriend', 'girlfriend', 'husband', 'wife', 'mother', 'father', 'sister', 'brother', 'boss', 'coworker', 'friend', 'roommate'];
const SITUATIONS = ['realized I was wrong', 'spilled coffee everywhere', 'forgot my keys', 'got caught in the rain', 'tried to cook', 'attempted DIY'];
const ISSUES = ['money', 'time management', 'household chores', 'family events', 'work-life balance', 'trust', 'communication'];
const NOUNS = ['chicken', 'programmer', 'doctor', 'teacher', 'penguin', 'lawyer', 'actor', 'chef'];
const VERBS = ['cross the road', 'get fired', 'get promoted', 'fall down', 'start laughing', 'leave early'];
const TOPICS = ['dating apps', 'airplane food', 'in-laws', 'grocery shopping', 'social media', 'adulting', 'millennials'];
const ADJECTIVES = ['weird', 'funny', 'relatable', 'confusing', 'frustrating', 'hilarious'];
function generateTitle(subreddit) {
const templates = TITLE_TEMPLATES[subreddit];
const template = templates[randomInt(0, templates.length - 1)];
return template
.replace(/{action}/g, ACTIONS[randomInt(0, ACTIONS.length - 1)])
.replace(/{context}/g, CONTEXTS[randomInt(0, CONTEXTS.length - 1)])
.replace(/{relation}/g, RELATIONS[randomInt(0, RELATIONS.length - 1)])
.replace(/{situation}/g, SITUATIONS[randomInt(0, SITUATIONS.length - 1)])
.replace(/{issue}/g, ISSUES[randomInt(0, ISSUES.length - 1)])
.replace(/{noun}/g, NOUNS[randomInt(0, NOUNS.length - 1)])
.replace(/{verb}/g, VERBS[randomInt(0, VERBS.length - 1)])
.replace(/{topic}/g, TOPICS[randomInt(0, TOPICS.length - 1)])
.replace(/{adjective}/g, ADJECTIVES[randomInt(0, ADJECTIVES.length - 1)])
.replace(/{thing}/g, ['meme', 'post', 'comment', 'video', 'story'][randomInt(0, 4)])
.replace(/{description}/g, ['funny story', 'weird encounter', 'unexpected outcome'][randomInt(0, 2)])
.replace(/{setup}/g, ['the setup...', 'you know what I mean', 'classic punchline'][randomInt(0, 2)])
.replace(/{quote}/g, ['it gets better', 'trust the process', 'life is weird'][randomInt(0, 2)])
.replace(/{person}/g, ['my dad', 'a comedian', 'my friend', 'some guy at work'][randomInt(0, 3)]);
}
// 生成正文内容
function generateSelftext(subreddit, conflictType) {
const lengths = randomInt(100, 2000);
const paragraphs = Math.ceil(lengths / 300);
const dramaElements = {
protagonist: RELATIONS[randomInt(0, RELATIONS.length - 1)],
antagonist: RELATIONS[randomInt(0, RELATIONS.length - 1)],
conflict_type: conflictType,
key_quotes: [],
dramatic_moments: []
};
// 生成关键台词
const quoteCount = randomInt(1, 4);
for (let i = 0; i < quoteCount; i++) {
dramaElements.key_quotes.push({
text: `"${['You never listen!', 'That\'s not fair!', 'I can\'t believe you!', 'Why would you do that?'][randomInt(0, 3)]}"`,
speaker: dramaElements.protagonist,
context: 'confrontation'
});
}
// 生成戏剧时刻
const momentCount = randomInt(1, 3);
for (let i = 0; i < momentCount; i++) {
dramaElements.dramatic_moments.push({
type: ['reveal', 'confrontation', 'twist', 'climax'][randomInt(0, 3)],
description: 'A pivotal moment in the narrative',
intensity: randomInt(1, 10)
});
}
const contentTypes = {
'AmITheAsshole': `I (M${randomInt(18, 45)}) have been dealing with a situation involving my ${dramaElements.antagonist}. ` +
`It all started when ${['I made a decision', 'something happened', 'we had a disagreement'][randomInt(0, 2)]}. ` +
`The issue is that ${['they\'re upset with me', 'I feel guilty', 'we can\'t agree'][randomInt(0, 2)]}. ` +
`My ${dramaElements.antagonist} thinks I should ${['apologize', 'change my behavior', 'do things differently'][randomInt(0, 2)]}, ` +
`but I feel like ${['I\'m in the right', 'they\'re overreacting', 'we need to compromise'][randomInt(0, 2)]}. ` +
`${'Edit: Thanks for all the comments!' }`,
'relationship_advice': `I've been with my ${dramaElements.antagonist} for ${randomInt(1, 10)} years. ` +
`Recently, ${['we\'ve been fighting a lot', 'I discovered something', 'things have changed'][randomInt(0, 2)]}. ` +
`I\'m not sure if ${['I\'m overreacting', 'this is a red flag', 'we can work through this'][randomInt(0, 2)]}. ` +
`Should I ${['talk to them', 'end things', 'seek counseling', 'give it time'][randomInt(0, 3)]}?`,
'funny': `So this happened today... ${SITUATIONS[randomInt(0, SITUATIONS.length - 1)]} and it was absolutely hilarious. ` +
`${['Everyone was staring', 'I wanted to disappear', 'Couldn\'t stop laughing'][randomInt(0, 2)]}!`,
'jokes': `Why did the ${NOUNS[randomInt(0, NOUNS.length - 1)]} ${VERBS[randomInt(0, VERBS.length - 1)]}?\n\n` +
`Because ${['it wanted to', 'it had to', 'someone told it to', 'that\'s what they do'][randomInt(0, 3)]}!`,
'StandUpComedy': `Working on new material about ${TOPICS[randomInt(0, TOPICS.length - 1)]}. ` +
`The crowd seemed to love it when I said: "${['You ever notice...', 'Why is it that...', 'Isn\'t it weird how...'][randomInt(0, 2)]}" ` +
`Getting good feedback so far!`
};
return {
text: contentTypes[subreddit],
drama_elements: dramaElements,
paragraphs: paragraphs
};
}
// 计算戏剧性评分
function calculateDramaticScore(post, conflictType, subreddit) {
// 基于多维度计算戏剧性
// 1. 互动量得分 (0-4分)
const engagementScore = Math.min(post.num_comments / 1500, 4) + Math.min(post.score / 8000, 3);
// 2. 争议度得分 (0-3分) - upvote_ratio 越低越具争议
const controversyScore = (1 - post.upvote_ratio) * 15;
// 3. 冲突类型权重 (1-3分)
const conflictWeights = {
'family_conflict': 2.5,
'relationship_crisis': 2.8,
'workplace_drama': 2.0,
'breakup_drama': 2.6,
'trust_issues': 2.4,
'inheritance_dispute': 2.3,
'wedding_drama': 2.2,
'communication_breakdown': 1.8,
'absurd_situation': 1.5,
'social_awkwardness': 1.0,
'unexpected_twist': 1.4,
'wordplay': 0.8,
'dark_humor': 1.2,
'observational_humor': 0.9,
'social_commentary': 1.3,
'self_deprecation': 0.8
};
const typeScore = conflictWeights[conflictType] || 1.0;
// 4. Subreddit 基础权重调整
const subredditBias = {
'AmITheAsshole': 1.2,
'relationship_advice': 1.15,
'funny': 0.8,
'jokes': 0.6,
'StandUpComedy': 0.7
};
const bias = subredditBias[subreddit] || 1.0;
const totalScore = (engagementScore + controversyScore + typeScore) * bias;
// 添加一些随机波动使分布更自然
const noise = (Math.random() - 0.5) * 1.5;
const finalScore = Math.max(1.0, Math.min(10.0, totalScore + noise));
return Math.round(finalScore * 10) / 10;
}
// 生成单条帖子
function generatePost(id, subreddit) {
const config = SUBREDDIT_CONFIG[subreddit];
const conflictType = config.conflictTypes[randomInt(0, config.conflictTypes.length - 1)];
const score = randomLongTail(config.scoreRange[0], config.scoreRange[1]);
const numComments = randomLongTail(config.commentRange[0], config.commentRange[1]);
const upvoteRatio = parseFloat((Math.random() * (config.upvoteRatioRange[1] - config.upvoteRatioRange[0]) + config.upvoteRatioRange[0]).toFixed(2));
const content = generateSelftext(subreddit, conflictType);
const dramaticScore = calculateDramaticScore({score, num_comments: numComments, upvote_ratio: upvoteRatio}, conflictType, subreddit);
return {
id: `t3_${Buffer.from(String(id)).toString('base64').substring(0, 6).toLowerCase()}`,
subreddit: subreddit,
title: generateTitle(subreddit),
author: `user_${randomInt(1000, 99999)}`,
selftext: content.text,
score: score,
upvotes: Math.floor(score * upvoteRatio),
num_comments: numComments,
upvote_ratio: upvoteRatio,
created_utc: randomDate(),
permalink: `/r/${subreddit}/comments/${Buffer.from(String(id)).toString('base64').substring(0, 6).toLowerCase()}/${subreddit.toLowerCase()}_post/`,
drama_elements: content.drama_elements,
dramatic_score: dramaticScore,
dramatic_level: dramaticScore >= 7.0 ? 'high' : dramaticScore >= 5.0 ? 'medium' : 'low',
is_drama_candidate: dramaticScore >= 6.0
};
}
// 主生成函数
function generateDataset() {
const totalPosts = 280;
const posts = [];
let id = 1000;
for (const [subreddit, config] of Object.entries(SUBREDDIT_CONFIG)) {
const count = Math.floor(totalPosts * config.weight);
for (let i = 0; i < count; i++) {
posts.push(generatePost(id++, subreddit));
}
}
// 打乱顺序
for (let i = posts.length - 1; i > 0; i--) {
const j = Math.floor(Math.random() * (i + 1));
[posts[i], posts[j]] = [posts[j], posts[i]];
}
return posts;
}
// 生成并保存
const dataset = generateDataset();
const outputPath = path.join(__dirname, 'synthetic_reddit_data.json');
fs.writeFileSync(outputPath, JSON.stringify(dataset, null, 2));
console.log(`Generated ${dataset.length} synthetic Reddit posts`);
console.log(`Saved to: ${outputPath}`);
// 统计信息
const stats = {
total: dataset.length,
bySubreddit: {},
byConflictType: {},
dramaticLevel: { high: 0, medium: 0, low: 0 },
dramaCandidates: 0,
avgScore: 0,
avgComments: 0,
avgUpvoteRatio: 0
};
dataset.forEach(post => {
stats.bySubreddit[post.subreddit] = (stats.bySubreddit[post.subreddit] || 0) + 1;
stats.byConflictType[post.drama_elements.conflict_type] = (stats.byConflictType[post.drama_elements.conflict_type] || 0) + 1;
stats.dramaticLevel[post.dramatic_level]++;
if (post.is_drama_candidate) stats.dramaCandidates++;
stats.avgScore += post.score;
stats.avgComments += post.num_comments;
stats.avgUpvoteRatio += post.upvote_ratio;
});
stats.avgScore = Math.round(stats.avgScore / dataset.length);
stats.avgComments = Math.round(stats.avgComments / dataset.length);
stats.avgUpvoteRatio = (stats.avgUpvoteRatio / dataset.length).toFixed(2);
console.log('\n=== Statistics ===');
console.log(JSON.stringify(stats, null, 2));