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<article class="md-text"><div class="post-cover"><img src="https://oss.sov.red/note/img/146a510bdde8b6f1ad2784dd88fa23ac.webp"/></div><h2 class="post-title">大语言模型的不确定性</h2><div class="excerpt"><p>
temperature=0、seed=0 也不等于完全确定, 工程实践的过程中总会有取舍, 请允许理想与现实的偏差.
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RAG是权衡LLM的发散性与其准确性而诞生的产物
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ref = refs[refs.length - 1];
}
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}
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ss.href = href;
ss.media = "only x";
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}
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});
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});
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var i = sheets.length;
while (i--) {
if (sheets[i].href === resolvedHref) {
return cb();
}
}
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onloadcssdefined(cb);
});
};
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ss.removeEventListener("load", loadCB);
}
ss.media = media || "all";
}
if (ss.addEventListener) {
ss.addEventListener("load", loadCB);
}
ss.onloadcssdefined = onloadcssdefined;
onloadcssdefined(loadCB);
return ss;
},
// 已加载脚本缓存
_loadedScripts: new Set(),
// 已加载元素缓存 (使用 WeakSet 追踪元素实例,避免 PJAX 导航时的状态混淆)
_loadedElements: new WeakSet(),
js: (src, opt) => new Promise((resolve, reject) => {
if (src.startsWith('/')) {
src = ctx.root + src.substring(1);
}
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if (utils._loadedScripts.has(src)) {
resolve();
return;
}
var script = document.createElement('script');
script.src = src;
if (opt) {
for (let key of Object.keys(opt)) {
script[key] = opt[key]
}
} else {
// 默认异步，如果需要同步，第二个参数传入 {} 即可
script.async = true
}
script.onerror = reject
script.onload = script.onreadystatechange = function () {
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script.onload = script.onreadystatechange = null
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resolve()
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}),
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jq: (fn, pjax = true) => {
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fn()
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utils._pjaxListeners.forEach(fn => {
document.removeEventListener('pjax:complete', fn);
fn._pjax_registered = false;
});
utils._pjaxListeners.clear();
},
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$(el).append('<div class="loading-wrap"><svg xmlns="http://www.w3.org/2000/svg" width="2em" height="2em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><g fill="none" stroke="currentColor" stroke-linecap="round" stroke-width="2"><path stroke-dasharray="60" stroke-dashoffset="60" stroke-opacity=".3" d="M12 3C16.9706 3 21 7.02944 21 12C21 16.9706 16.9706 21 12 21C7.02944 21 3 16.9706 3 12C3 7.02944 7.02944 3 12 3Z"><animate fill="freeze" attributeName="stroke-dashoffset" dur="1.3s" values="60;0"/></path><path stroke-dasharray="15" stroke-dashoffset="15" d="M12 3C16.9706 3 21 7.02944 21 12"><animate fill="freeze" attributeName="stroke-dashoffset" dur="0.3s" values="15;0"/><animateTransform attributeName="transform" dur="1.5s" repeatCount="indefinite" type="rotate" values="0 12 12;360 12 12"/></path></g></svg></div>');
}
}
},
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}
},
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$(el).find('.loading-wrap svg').remove();
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$(el).find('.loading-wrap').addClass('error');
}
},
request: (el, url, callback, onFailure) => {
// 检查元素实例是否已加载 (而不是检查属性)
if (el && utils._loadedElements.has(el)) {
return;
}
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let retryCount = 0;
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const load = () => {
utils.onLoading?.(el);
let timedOut = false;
const timeout = setTimeout(() => {
timedOut = true;
console.warn('[request] 超时:', url);
if (++retryCount >= maxRetry) {
utils.onLoadFailure?.(el);
onFailure?.();
reject('请求超时');
} else {
setTimeout(load, 1000);
}
}, 5000);
fetch(url).then(resp => {
if (timedOut) return;
clearTimeout(timeout);
if (!resp.ok) throw new Error('响应失败');
return resp;
}).then(data => {
if (timedOut) return;
// 标记元素实例为已加载
if (el) utils._loadedElements.add(el);
utils.onLoadSuccess?.(el);
callback(data);
resolve(data);
}).catch(err => {
clearTimeout(timeout);
console.warn('[request] 错误:', err);
if (++retryCount >= maxRetry) {
utils.onLoadFailure?.(el);
onFailure?.();
reject(err);
} else {
setTimeout(load, 1000);
}
});
};
load();
});
},
requestWithoutLoading: (url, options = {}, maxRetry = 2, timeout = 5000) => {
return new Promise((resolve, reject) => {
let retryCount = 0;
const tryRequest = () => {
let timedOut = false;
const timer = setTimeout(() => {
timedOut = true;
if (++retryCount > maxRetry) reject('timeout');
else tryRequest();
}, timeout);
fetch(url, options)
.then(resp => {
clearTimeout(timer);
if (!resp.ok) throw new Error('bad response');
resolve(resp);
})
.catch(err => {
clearTimeout(timer);
if (++retryCount > maxRetry) reject(err);
else setTimeout(tryRequest, 500);
});
};
tryRequest();
});
},
/********************** requestAnimationFrame ********************************/
// 1、requestAnimationFrame 会把每一帧中的所有 DOM 操作集中起来，在一次重绘或回流中就完成，并且重绘或回流的时间间隔紧紧跟随浏览器的刷新频率，一般来说，这个频率为每秒60帧。
// 2、在隐藏或不可见的元素中，requestAnimationFrame 将不会进行重绘或回流，这当然就意味着更少的的 cpu，gpu 和内存使用量。
requestAnimationFrame: (fn) => {
if (!window.requestAnimationFrame) {
window.requestAnimationFrame = window.requestAnimationFrame || window.mozRequestAnimationFrame || window.webkitRequestAnimationFrame;
}
window.requestAnimationFrame(fn)
},
dark: {},
// 插件初始化管理器 - 统一处理 DOMContentLoaded 和 pjax:complete 事件
_pluginInitializers: [],
_pluginCleanups: new Map(), // 存储每个插件的清理函数
initPlugin: (initFn, name, options = {}) => {
if (!initFn || typeof initFn !== 'function') return;
// 避免重复注册
const pluginName = name || initFn.name;
if (utils._pluginInitializers.some(p => p.name === pluginName)) return;
// 包装初始化函数，添加防重复执行的保护
const wrappedInit = () => {
try {
// 在执行前先清理旧的资源
if (utils._pluginCleanups.has(pluginName)) {
const cleanup = utils._pluginCleanups.get(pluginName);
if (typeof cleanup === 'function') {
cleanup();
}
}
// 执行初始化，可能返回清理函数
const cleanup = initFn();
// 如果初始化函数返回了清理函数，保存它
if (typeof cleanup === 'function') {
utils._pluginCleanups.set(pluginName, cleanup);
}
} catch (error) {
console.error(`[Plugin ${pluginName}] 初始化失败:`, error);
}
};
utils._pluginInitializers.push({
fn: wrappedInit,
name: pluginName,
options: options
});
// 如果 DOM 已经加载完成，立即执行
if (document.readyState === 'complete' || document.readyState === 'interactive') {
wrappedInit();
} else {
// 否则等待 DOMContentLoaded
window.addEventListener('DOMContentLoaded', wrappedInit, { once: true });
}
},
// 重新初始化所有插件（用于 PJAX 等场景）
reinitPlugins: () => {
utils._pluginInitializers.forEach(plugin => {
// 跳过标记为不需要重新初始化的插件
if (plugin.options.skipReinit) return;
try {
plugin.fn();
} catch (error) {
console.error(`[Plugin ${plugin.name}] 重新初始化失败:`, error);
}
});
},
// 清理所有插件资源
cleanupPlugins: () => {
utils._pluginCleanups.forEach((cleanup, name) => {
try {
cleanup();
} catch (error) {
console.error(`[Plugin ${name}] 清理失败:`, error);
}
});
utils._pluginCleanups.clear();
},
// 清理所有资源（用于页面卸载或重置）
cleanupAll: () => {
utils.cleanupPlugins();
utils.cleanupPjaxListeners();
},
};
// 自动处理 PJAX 事件
document.addEventListener('pjax:before', () => {
// 在导航前清理旧的 PJAX 监听器（如果需要重新注册）
// 注意：这里不清理，因为监听器应该是持久的
// utils.cleanupPjaxListeners();
});
document.addEventListener('pjax:complete', () => {
utils.reinitPlugins();
});
// utils.dark.mode 当前模式 dark or light
// utils.dark.toggle() 暗黑模式触发器
// utils.dark.push(callBack[,"callBackName"]) 传入触发器回调函数
utils.dark.method = {
toggle: new RunItem(),
};
utils.dark = Object.assign(utils.dark, {
push: utils.dark.method.toggle.push,
});
</script>
<script>
const sidebar = {
leftbar: () => {
if (l_body) {
l_body.toggleAttribute('leftbar');
l_body.removeAttribute('rightbar');
}
},
rightbar: () => {
if (l_body) {
l_body.toggleAttribute('rightbar');
l_body.removeAttribute('leftbar');
}
},
dismiss: () => {
if (l_body) {
l_body.removeAttribute('leftbar');
l_body.removeAttribute('rightbar');
}
},
toggleTOC: () => {
document.querySelector('#data-toc').classList.toggle('collapse');
}
}
</script>
<script type="text/javascript">
(() => {
const tagSwitchers = document.querySelectorAll('.tag-subtree.parent-tag > a > .tag-switcher-wrapper')
for (const tagSwitcher of tagSwitchers) {
tagSwitcher.addEventListener('click', (e) => {
const parent = e.target.closest('.tag-subtree.parent-tag')
parent.classList.toggle('expanded')
e.preventDefault()
})
}
// Get active tag from query string, then activate it.
const urlParams = new URLSearchParams(window.location.search)
const activeTag = urlParams.get('tag')
if (activeTag) {
let tag = document.querySelector(`.tag-subtree[data-tag="${activeTag}"]`)
if (tag) {
tag.querySelector('a').classList.add('active')
while (tag) {
tag.classList.add('expanded')
tag = tag.parentElement.closest('.tag-subtree.parent-tag')
}
}
}
})()
</script>
<script async src="https://gcore.jsdelivr.net/npm/vanilla-lazyload@19.1/dist/lazyload.min.js"></script>
<script>
// https://www.npmjs.com/package/vanilla-lazyload
// Set the options globally
// to make LazyLoad self-initialize
window.lazyLoadOptions = {
elements_selector: ".lazy",
callback_loaded: (el) => {
el.classList.add('loaded');
const wrapper = el.closest('.lazy-box');
const icon = wrapper?.querySelector('.lazy-icon');
if (icon) icon.remove();
}
};
// Listen to the initialization event
// and get the instance of LazyLoad
window.addEventListener(
"LazyLoad::Initialized",
function (event) {
window.lazyLoadInstance = event.detail.instance;
},
false
);
document.addEventListener('DOMContentLoaded', function () {
window.lazyLoadInstance?.update();
});
window.wrapLazyloadImages = (container) => {
if (typeof container === 'string') {
container = document.querySelector(container);
}
if (!container) return;
const images = container.querySelectorAll('img');
images.forEach((img) => {
if (img.classList.contains('lazy')) return;
const src = img.getAttribute('src');
if (!src) return;
const wrapper = document.createElement('div');
wrapper.className = 'lazy-box';
const newImg = img.cloneNode();
newImg.removeAttribute('src');
newImg.setAttribute('data-src', src);
newImg.classList.add('lazy');
const icon = document.createElement('div');
icon.className = 'lazy-icon';
if (def.loading) {
icon.style.backgroundImage = `url("${def.loading}")`;
}
wrapper.appendChild(newImg);
wrapper.appendChild(icon);
img.replaceWith(wrapper);
});
// 通知 LazyLoad 更新
if (window.lazyLoadInstance?.update) {
window.lazyLoadInstance.update();
}
}
</script>
<!-- required -->
<script src="/js/main.js?v=1.33.1" defer></script>
<script type="text/javascript">
const applyTheme = (theme) => {
if (theme === 'auto') {
document.documentElement.removeAttribute('data-theme')
} else {
document.documentElement.setAttribute('data-theme', theme)
}
// applyThemeToGiscus(theme)
}
// FIXME: 这会导致无法使用 preferred_color_scheme 以外的主题
const applyThemeToGiscus = (theme) => {
// theme = theme === 'auto' ? 'preferred_color_scheme' : theme
const cmt = document.getElementById('giscus')
if (cmt) {
// This works before giscus load.
cmt.setAttribute('data-theme', theme)
}
const iframe = document.querySelector('#comments > section.giscus > iframe')
if (iframe) {
// This works after giscus loaded.
const src = iframe.src
const newSrc = src.replace(/theme=[\w]+/, `theme=${theme}`)
iframe.src = newSrc
}
}
const switchTheme = () => {
// light -> dark -> auto -> light -> ...
const currentTheme = document.documentElement.getAttribute('data-theme')
let newTheme;
switch (currentTheme) {
case 'light':
newTheme = 'dark'
break
case 'dark':
newTheme = 'auto'
break
default:
newTheme = 'light'
}
applyTheme(newTheme)
window.localStorage.setItem('Stellar.theme', newTheme)
utils.dark.mode = newTheme === 'auto' ? (window.matchMedia("(prefers-color-scheme: dark)").matches ? "dark" : "light") : newTheme;
utils.dark.method.toggle.start();
const messages = {
light: `切换到浅色模式`,
dark: `切换到深色模式`,
auto: `切换到跟随系统配色`,
}
hud?.toast?.(messages[newTheme])
}
(() => {
// Apply user's preferred theme, if any.
const theme = window.localStorage.getItem('Stellar.theme')
if (theme !== null) {
applyTheme(theme)
} else {
utils.dark.mode = window.matchMedia("(prefers-color-scheme: dark)").matches ? "dark" : "light";
}
utils.dark.method.toggle.start();
})()
</script>
<!-- optional -->
<script defer>
const initServices = () => {
// 用于存储需要清理的资源
let timers = [];
ctx.services = Object.assign({}, JSON.parse(`{"mdrender":{"js":"/js/services/mdrender.js"},"siteinfo":{"js":"/js/services/siteinfo.js","api":null},"ghinfo":{"js":"/js/services/ghinfo.js"},"rating":{"js":"/js/services/rating.js","api":"https://star-vote.xaox.cc/api/rating"},"vote":{"js":"/js/services/vote.js","api":"https://star-vote.xaox.cc/api/vote"},"sites":{"js":"/js/services/sites.js"},"friends":{"js":"/js/services/friends.js"},"friends_and_posts":{"js":"/js/services/friends_and_posts.js"},"timeline":{"js":"/js/services/timeline.js"},"fcircle":{"js":"/js/services/fcircle.js"},"weibo":{"js":"/js/services/weibo.js"},"memos":{"js":"/js/services/memos.js"},"voice":{"js":"/js/plugins/voice.js"},"video":{"js":"/js/plugins/video.js"},"download-file":{"js":"/js/plugins/download-file.js"},"twikoo":{"js":"/js/services/twikoo_latest_comment.js"},"waline":{"js":"/js/services/waline_latest_comment.js"},"artalk":{"js":"/js/services/artalk_latest_comment.js"},"giscus":{"js":"/js/services/giscus_latest_comment.js"},"contributors":{"edit_this_page":{"_posts/":null,"wiki/stellar/":"https://github.com/xaoxuu/hexo-theme-stellar-docs/blob/main/"},"js":"/js/services/contributors.js"},"rss":{"js":"/js/services/rss.js"}}`));
for (let id of Object.keys(ctx.services)) {
const js = ctx.services[id].js;
if (id == 'siteinfo') {
const cardlinks = document.querySelectorAll('a.link-card[cardlink]');
if (cardlinks?.length > 0) {
utils.js(js, { defer: true }).then(function () {
setCardLink(cardlinks);
});
}
} else if (id == 'ghinfo') {
const els = document.querySelectorAll('.ds-ghinfo');
if (els.length > 0) {
utils.js(js, { defer: true });
}
} else if (id == 'voice') {
const voiceAudios = document.querySelectorAll('.voice>audio');
if (voiceAudios?.length > 0) {
utils.js(js, { defer: true }).then(function () {
createVoiceDom(voiceAudios);
});
}
} else if (id == 'video') {
const videos = document.querySelectorAll('.video>video');
if (videos?.length > 0) {
utils.js(js, { defer: true }).then(function () {
videoEvents(videos);
});
}
} else if (id == 'download-file') {
const files = document.querySelectorAll('.chat-file');
if (files?.length > 0) {
utils.js(js, { defer: true }).then(function () {
downloadFileEvent(files);
});
}
} else {
const els = document.getElementsByClassName(`ds-${id}`);
if (els?.length > 0) {
utils.jq(() => {
if (id == 'timeline' || id == 'memos' || id == 'marked') {
utils.js(deps.marked).then(function () {
utils.js(js, { defer: true });
});
} else {
utils.js(js, { defer: true });
}
}, false);
}
}
}
// search
if (ctx.search && typeof searchFunc === 'function') {
const $inputArea = $("input#search-input");
if ($inputArea.length > 0 && !$inputArea[0]._searchInitialized) {
const path = ctx.search.path.startsWith('/') ? ctx.root + ctx.search.path.substring(1) : ctx.root + ctx.search.path;
const filter = $inputArea.attr('data-filter') || '';
searchFunc(path, filter, 'search-wrapper', 'search-input', 'search-result');
// 标记为已初始化，防止重复绑定
$inputArea[0]._searchInitialized = true;
}
}
// chat iphone time
let phoneTimes = document.querySelectorAll('.chat .status-bar .time');
let firstAdjustInterval = null;
let mainInterval = null;
if (phoneTimes.length > 0) {
NowTime();
const date = new Date();
const sec = date.getSeconds();
firstAdjustInterval = setInterval(firstAdjustTime, 1000 * (60 - sec));
timers.push(firstAdjustInterval);
function firstAdjustTime() {
NowTime();
if (firstAdjustInterval) {
clearInterval(firstAdjustInterval);
firstAdjustInterval = null;
}
mainInterval = setInterval(NowTime, 1000 * 60);
timers.push(mainInterval);
}
function NowTime() {
for (let i = 0; i < phoneTimes.length; ++i) {
const timeSpan = phoneTimes[i];
const date = new Date();
const hour = date.getHours();
const min = date.getMinutes();
timeSpan.innerHTML = check(hour) + ":" + check(min);
}
};
function check(val) {
if (val < 10) {
return ("0" + val);
}
return (val);
}
}
// chat quote - 存储事件监听器以便清理
const quoteClickHandlers = new Map();
const chat_quote_obverser = new IntersectionObserver((entries, observer) => {
entries.filter((entry) => { return entry.isIntersecting }).sort((a, b) => a.intersectionRect.y !== b.intersectionRect.y ? a.intersectionRect.y - b.intersectionRect.y : a.intersectionRect.x - b.intersectionRect.x).forEach((entry, index) => {
observer.unobserve(entry.target);
setTimeout(() => {
entry.target.classList.add('quote-blink');
setTimeout(() => {
entry.target.classList.remove('quote-blink');
}, 1000);
}, Math.max(100, 16) * (index + 1));
});
});
var chatQuotes = document.querySelectorAll(".chat .talk .quote");
chatQuotes.forEach((quote) => {
const handler = function () {
var chatCellDom = document.getElementById("quote-" + quote.getAttribute("quotedCellTag"));
if (chatCellDom) {
var chatDiv = chatCellDom.parentElement;
var mid = chatDiv.clientHeight / 2;
var offsetTop = chatCellDom.offsetTop;
if (offsetTop > mid - chatCellDom.clientHeight / 2) {
chatDiv.scrollTo({
top: chatCellDom.offsetTop - mid + chatCellDom.clientHeight / 2,
behavior: "smooth"
});
} else {
chatDiv.scrollTo({
top: 0,
behavior: "smooth"
});
}
chat_quote_obverser.observe(chatCellDom);
}
};
quote.addEventListener('click', handler);