目录
前言
暑假刚刚放假,在家里睡了两天(弥补了期末周的歇斯底里)突然想写点东西,正好趁着这时间,我总结下自己寒假做的系统。在讲开发前,我想先介绍下这个项目的出身。当时和同学组队参加服务外包大赛,我们选了百度的A01题,调用文心一言完成试卷的自动化批阅,我作为队里的开发成员,负责开发Web实现需求。今年比赛赛题出的很晚,我记得23年年底才发布赛题,当时又是期末周正在肝期末,所以比赛只能动用寒假时间做了,我学的django是跟着武沛齐老师做的,包括用的Bootstrap包也是课程里的。接下来我就结合自己的理解,分享下自己的开发历程。
工具的准备
Pycharm的安装及使用,可以参考:
安装django
pip install django -i https://pypi.tuna.tsinghua.edu.cn/simple
购买文心一言token,详情见:
https://ai.baidu.com/ai-doc/AISTUDIO/slmkadt9z
安装ERNIE Bot
pip install erniebot==0.5.0
调用文心一言实现作文评分
前端页面:
{% extends 'layout.html' %}
{% load static %}
{% block css %}
<link rel="stylesheet" href="{% static 'plugins/bootstrap-datepicker/css/bootstrap-datepicker.min.css' %}">
<link rel="stylesheet" href="{% static 'css/index.css' %}">
<link rel="stylesheet" href="{% static 'css/dianping.css' %}">
{#<link rel="stylesheet" href="{% static 'css/style.css' %}">#}
{% endblock %}
{% block content %}
<div style="display: flex; flex-direction: column; height: 100vh;">
<h1 style="margin-top: 4%;font-family: '楷体', cursive;font-size: 40px;text-align: center;text-shadow: 2px 2px 2px rgba(0, 0, 0, 0.5);">
作文智能评阅
<span>
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<div style="background-color: #FFFFFF;text-align: center;">
<div class="contt">
<input type="file" id="file-input" style="display: none;">
<div id="select-button">
<div class="drop-area" style="cursor: pointer;width: 300px;height: 50vh;
display: flex;
flex-direction: column;
justify-content: center;
align-items: center;
gap: 20px;
color: #8c8c8c;
border: 6px dashed #bfbfbf;
border-radius: 16px;
user-select: none;" id="drop-area">
<img id="image-preview" src="#" alt="图片预览" style="width: 100%;height: 100%;display: none;">
<div id="upload">
<img src="https://img-qn.51miz.com/Element/00/77/23/91/543df2ac_E772391_aef46f8c.png"
alt="">
<p class="tip">点击进行上传</p>
</div>
</div>
</div>
<div style="display: flex;justify-content: center;align-items: center;margin-top:20px;">
<div style="display: flex;justify-content: center;align-items: center">
<button class="btn" onclick="submitQuestion(this,'review')">开始评阅</button>
<button class="btn" onclick="submitQuestion(this,'export')">开始导出</button>
</div>
</div>
</div>
<div style="margin-top: 3%;display: none;" id="infos">
<div style="background-color: rgb(255,255,255); display: flex; flex-direction: column; flex: 75%; margin-left: 750px;width: 600px;">
<div style="flex: 50%; display: flex; ">
<!-- 左上分区 -->
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<!-- 左上分区 -->
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<style>
.svg2 {
fill: #b197fc;
height: 40px;
width: 40px;
}
</style>
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<div class="bottom" style="flex-direction: column;">
<span class="botm_ph" id="content_box8" style="text-align: center;"></span>
<button onclick="editContent('content_box8')" class="edit">编辑</button>
</div>
</div>
</div>
<!-- 右上分区 -->
<div style="flex: 50%;height: 100px">
<div class="carddiy" style="margin-left: 5%">
<div class="top" style="background-color: rgb(133, 171, 218);">
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<span class="botm_ph" id="content_box9" style="text-align: center;"></span>
<button onclick="editContent('content_box9')" class="edit">编辑</button>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
{% endblock %}
文心一言的调用:
def ask(request):
erniebot.api_type = 'aistudio'
erniebot.access_token = "yours_token"
model = 'ernie-3.5'
messages = [{'role': 'user', 'content': "人生在世,人们大多喜欢“得”,不喜欢“失”。但现实是,得与失如影随形,有得的地方必定有失, 有失的地方也必定有得。在对得与失的纠结中,我们常常忽略一个基本的常识,那就是 无论得失,皆是过程。\
“是非成败转头空。青山依旧在,几度夕阳红。”历代的帝王,都觉得自己得到了江山,得到了至高无上的权力,殊不知这些都是会失去的。历史就在这一代又一代得与失的更迭中不断前进,这才有了如今的盛世。而这无数的得与失,其实都是人类文明发展链上的锁扣。所以,得时,不要扬扬得意,忘乎所以:失时,也不要顾影自怜,自怨自艾。我们应该如凡高那般,抱着“一个人绝不可以让自已心灵里的火熄灭掉,而要让它始终不断地燃烧”的信念,让心中的那把火,永远燃烧着!\
“往者不可谏,来者犹可追。”不汲汲于得,不戚戚于失,因为无论得失,皆是过程。在过程中行走,在过程中反思,在过程中突破,才是人生的真谛。"}]
response = erniebot.ChatCompletion.create(
model=model,
messages=messages,
system='你是一个评阅作文的老师,请对每一个提问都进行以下评分(满分都是100):\
基础评分(拼写、语法正确度)、文字优美度评分、结构清晰度评分、贴题度评分、观点深度评分、论据合理性评分,\
最终整合成一个最终评分。并给出50字左右的评语,和50字的改进建议,以json的格式输出。\
以下为例的格式输出:[{ \"基础评分\": \"\"}, {\"文字优美度评分\": \"\"},{\"结构清晰度评分\": \"\"},{\"贴题度评分\": \"\"},{\"观点深度评分\": \"\"},{\"论据合理性评分\": \"\"},{\"最终整合成的最终评分\": \"\"},{\"评语\": \"\"},{\"改进建议\": \"\"}]'
)
answer=response.result
print(answer)
前端发起fetch请求(自我感觉有点石山):
var jsonData
function submitQuestion(buttonElement, type) {
if (type === 'review') {
buttonElement.innerText = '正在评阅中...'
buttonElement.disabled = true;
} else if (type === 'export') {
buttonElement.innerText = '正在导出中...'
buttonElement.disabled = true;
}
fetch(`/ask/`)
.then(response => response.json())
.then(data => {
document.getElementById('infos').style.display = 'block'
if (type === 'review') {
const moduleContents = [];
let moduleContent1 = data[0]["基础评分"];
moduleContents.push(moduleContent1);
document.getElementById(`content_box1`).innerHTML = `基础评分: ${moduleContent1}`;
let moduleContent2 = data[1]["文字优美度评分"];
moduleContents.push(moduleContent2);
document.getElementById(`content_box2`).innerHTML = `文字优美度评分: ${moduleContent2}`;
let moduleContent3 = data[2]["结构清晰度评分"];
moduleContents.push(moduleContent3);
document.getElementById(`content_box3`).innerHTML = `结构清晰度评分: ${moduleContent3}`;
let moduleContent4 = data[3]["贴题度评分"];
moduleContents.push(moduleContent4);
document.getElementById(`content_box4`).innerHTML = `贴题度评分: ${moduleContent4}`;
let moduleContent5 = data[4]["观点深度评分"];
moduleContents.push(moduleContent5);
document.getElementById(`content_box5`).innerHTML = `观点深度评分: ${moduleContent5}`;
let moduleContent6 = data[5]["论据合理性评分"];
moduleContents.push(moduleContent6);
document.getElementById(`content_box6`).innerHTML = `论据合理性评分: ${moduleContent6}`;
let moduleContent7 = data[6]["最终整合成的最终评分"];
moduleContents.push(moduleContent7);
document.getElementById(`content_box7`).innerHTML = `最终整合成的最终评分: ${moduleContent7}`;
let moduleContent8 = data[7]["评语"];
moduleContents.push(moduleContent8);
console.log(document.getElementById(`content_box8`))
document.getElementById(`content_box8`).innerText = `评语: ${moduleContent8}`;
let moduleContent9 = data[8]["改进建议"];
moduleContents.push(moduleContent9);
document.getElementById(`content_box9`).innerText = `改进建议: ${moduleContent9}`;
}
jsonData = data
})
.catch((error) => {
console.error('Error:', error);
})
.finally(() => {
if (type === 'review') {
buttonElement.innerText = '开始评阅';
buttonElement.disabled = false;
} else if (type === 'export') {
buttonElement.innerText = '开始导出';
buttonElement.disabled = false;
}
});
后端大模型的处理逻辑(同样感觉有点石山):
try:
json_start=answer.find("[")
json_end=answer.rfind("]")
if json_start != -1 and json_end != -1:
json_content=answer[json_start:json_end+1]
answer_dict=json.loads(json_content)
else:
answer_dict={}
except json.JSONDecodeError:
answer_dict={}
print(answer_dict)
module_titles=[]
for item in answer_dict:
module_discription=item.get("基础评分","")
if module_discription:
module_titles.append({"基础评分":module_discription})
module_discription = item.get("文字优美度评分", "")
if module_discription:
module_titles.append({"文字优美度评分": module_discription})
module_discription = item.get("结构清晰度评分", "")
if module_discription:
module_titles.append({"结构清晰度评分": module_discription})
module_discription = item.get("贴题度评分", "")
if module_discription:
module_titles.append({"贴题度评分": module_discription})
module_discription = item.get("观点深度评分", "")
if module_discription:
module_titles.append({"观点深度评分": module_discription})
module_discription = item.get("论据合理性评分", "")
if module_discription:
module_titles.append({"论据合理性评分": module_discription})
module_discription = item.get("最终整合成的最终评分", "")
if module_discription:
module_titles.append({"最终整合成的最终评分": module_discription})
module_discription = item.get("评语", "")
if module_discription:
module_titles.append({"评语": module_discription})
module_discription = item.get("改进建议", "")
if module_discription:
module_titles.append({"改进建议": module_discription})
print(module_titles)
return JsonResponse(module_titles,safe=False)
页面demo:
此外还有个分数导出的功能,个人觉得很有意思
if (type === 'export') {
let str = `基础评分\n文字优美度评分\n结构清晰度评分\n贴题度评分\n观点深度评分\n论据合理性评分\n最终整合成的最终评分\n评语\n改进建议\n`;
for (let i = 0; i < jsonData.length; i++) {
for (const key in jsonData[i]) {
str += `${jsonData[i][key] + '\t'},`;
}
str += '\n';
}
const uri = 'data:text/csv;charset=utf-8,\ufeff' + encodeURIComponent(str);
const link = document.createElement("a");
link.href = uri;
link.download = "评阅结果数据表.csv";
link.click();
}
页面demo:
上面这些代码都是自己琢磨探索肝出来的,感觉很有成就感,值得纪念一下。其余还有三个管理功能,crud,大伙跟着武沛齐老师干吧!
参赛感悟
出于好奇心和兴趣使然,这个Web从零开始,边学边写,大概做了两个月。这个学习历程还是挺有感触的。
先说下自己,从小我就觉得那些开发网站的团队很酷,本科阶段也想做一个属于自己的东西。所以借着服创这个机会,我试着去做了一个改作文的平台。起初我以为这种开发跟平时上课学的差不多,搞懂之后就可以举一反三,就可以做出任何想要的东西,但是做着做着就发现不对劲,新的需求需要新的技术,不可能学一遍就学会的。这次经历宝贵就宝贵在让我明白了一个道理,技术没边境,真的是一山更比一山高,真也应了那句话,人总以为自己没走过的路上开满了鲜花,经历过了才发觉原来巅峰这个名词,意思是一直向上爬的这种状态,而不是天花板的那种不动的状态。
再说下比赛,我们这个比赛最后的结果其实是不满意的,主要还是我们自身出了问题。首先就是我们选题是作文批阅,这种批阅其实有很多的主观因素干扰,当时我们这个项目也投了江苏省计算机设计大赛,当时省赛答辩的老师就问,你们这个大模型评分和传统的老师评分,从分数上差别有多少?学生是否能接受大模型评分?一连串问题直接把我们干懵了,这确实也是我们项目的漏洞所在,也是我们考虑不周的地方。
其次就是成绩统计那块没有写入数据库,是黑盒mock的(有点尴尬),然后被服创专家点出来了,导致比赛寄了/(ㄒoㄒ)/~~。但是我觉得我们相比计设那些不知道多少年的老项目要有勇气,比那些服创跟着学长混自己写ppt计划书拿奖的人,我学了更多的东西有了更多的感悟,虽然可能看着没什么感觉,但这是你们混再多比赛都感悟不到的。
不过有一说一,今年凡是队伍里有学长的(提前学过开发或有丰富的参赛经验),最后结果都很可观,我们队伍是五个纯小白,第一次参赛,没啥经验也是从零开始,确实要劣势一些。不过起码我们团队一直做下来了没松懈,同时也学了好多东西,我觉得这是比拿再高的奖都重要的东西。
下面是一些花絮:
当时去上海玩,晚上队长让赶计划书,于是找了个电竞酒店哈哈哈
连云港省赛答辩
就让这个demo见证下这段宝贵但失败的岁月。
标签:40px,Web,titles,评分,module,Django,content,discription,从零开始 From: https://blog.csdn.net/weixin_73760234/article/details/140234397