最终效果:
技术栈:
python django orm websocket html
项目结构:
这里只展示关键代码:
@File: consumers.py
# -*- coding:utf-8 -*-
# @Author: 喵酱
# @time: 2025 - 03 -02
# @File: consumers.py
# desc:
import json
from asgiref.sync import sync_to_async
from .models import Message, Conversation
from channels.generic.websocket import AsyncWebsocketConsumer
import requests
class ChatConsumer(AsyncWebsocketConsumer):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.message_history = {} # 用于缓存历史消息
async def connect(self):
print("WebSocket scope:", self.scope)
self.conversation_id = self.scope['url_route']['kwargs']['conversation_id']
self.room_group_name = f'chat_{self.conversation_id}'
# 初始化历史消息缓存
self.message_history[self.conversation_id] = await self.load_message_history()
# 加入房间组
await self.channel_layer.group_add(
self.room_group_name,
self.channel_name
)
await self.accept()
async def disconnect(self, close_code):
# 离开房间组
print(f"WebSocket disconnected with code: {close_code}")
if hasattr(self, 'channel_layer') and self.channel_layer:
await self.channel_layer.group_discard(
self.room_group_name,
self.channel_name
)
async def receive(self, text_data):
text_data_json = json.loads(text_data)
message = text_data_json['message']
print(f"服务端接收到消息: {message}")
# 保存用户消息到数据库
await self.save_message_to_db(message, role='user')
# 将用户消息添加到历史消息缓存
self.message_history[self.conversation_id].append({"role": "user", "content": message})
# 调用对话接口处理消息
processed_message = await self.call_dialogue_service(message)
# 将 AI 回复添加到历史消息缓存
self.message_history[self.conversation_id].append({"role": "assistant", "content": processed_message})
# 保存 AI 回复到数据库
await self.save_message_to_db(processed_message, role='assistant')
# 发送处理后的消息到房间组
await self.channel_layer.group_send(
self.room_group_name,
{
'type': 'chat_message',
'message': processed_message,
'role': 'assistant' # 角色为 assistant
}
)
@sync_to_async
def save_message_to_db(self, message, role):
# 保存消息到数据库
conversation = Conversation.objects.get(id=self.conversation_id)
Message.objects.create(conversation=conversation, role=role, content=message)
@sync_to_async
def load_message_history(self):
# 从数据库加载历史消息
conversation = Conversation.objects.get(id=self.conversation_id)
messages = conversation.messages.all().order_by('created_at')
return [{"role": msg.role, "content": msg.content} for msg in messages]
async def call_dialogue_service(self, message):
# DeepSeek API 的 URL 和 API Key
DEEPSEEK_API_URL = "https://api.deepseek.com/v1/chat/completions"
DEEPSEEK_API_KEY = "sk-8b7c9285aac14885a60d610e7fdcedda"
# 获取当前对话的历史消息
message_history = self.message_history[self.conversation_id]
# 构造请求数据,包含历史消息和当前消息
data = {
"model": "deepseek-chat",
"messages": message_history, # 包含历史消息和当前消息
"max_tokens": 300 # 根据需要调整
}
print("发送请求到 DeepSeek API")
# 发送请求到 DeepSeek API
try:
response = requests.post(
DEEPSEEK_API_URL,
headers={
"Authorization": f"Bearer {DEEPSEEK_API_KEY}",
"Content-Type": "application/json"
},
json=data
)
response.raise_for_status() # 检查请求是否成功
response_data = response.json()
ai_response = response_data['choices'][0]['message']['content']
print("发送请求到 DeepSeek API,发送成功")
except requests.exceptions.RequestException as e:
# 如果 API 调用失败,返回错误信息
ai_response = f"Error: {str(e)}"
print("发送请求到 DeepSeek API,发送失败")
return ai_response
async def chat_message(self, event):
print(f"服务端发送消息: {event['message']}")
message = event['message']
role = event.get('role', 'assistant') # 默认角色为 assistant
# 发送消息到 WebSocket
await self.send(text_data=json.dumps({
'message': message,
'role': role
}))
# views.py
# views.py
from django.http import JsonResponse
from django.shortcuts import render
# Create your views here.
import requests
from .forms import UploadFileForm
from django.shortcuts import render, redirect, get_object_or_404
from .models import Conversation, Message
import markdown
import yaml
import json
import os
from django.conf import settings
from channels.layers import get_channel_layer
from asgiref.sync import async_to_sync
from django.http import JsonResponse
from django.views.decorators.csrf import csrf_exempt
DEEPSEEK_API_URL = "https://api.deepseek.com/v1/chat/completions"
DEEPSEEK_API_KEY = "sk-8b"
# MAX_FILE_SIZE = 50 * 1024 * 1024 # 50MB
MAX_FILE_SIZE = 100 * 1024 * 1024 # 100MB
def index(request):
return render(request, 'index.html')
def business_test(request):
return render(request, 'business_test.html')
def api_test(request):
return render(request, 'api_test.html')
def data_generator(request):
return render(request, 'data_generator.html')
def test_report(request):
return render(request, 'test_report.html')
def chat(request, conversation_id=None):
# 确保会话已初始化
if not request.session.session_key:
request.session.create()
session_id = request.session.session_key
# 获取历史对话列表
history_conversations = Conversation.objects.filter(session_id=session_id).order_by('-created_at')
# 获取当前对话
if conversation_id:
current_conversation = get_object_or_404(Conversation, id=conversation_id, session_id=session_id)
else:
# 如果没有传递 conversation_id,则使用最近的对话或创建一个新对话
current_conversation = history_conversations.first()
if not current_conversation:
current_conversation = Conversation.objects.create(session_id=session_id, title="New Conversation")
if request.method == 'POST':
user_input = request.POST.get('user_input')
files = request.FILES.getlist('file') # 获取上传的文件列表
# 检查文件大小
for file in files:
if file.size > MAX_FILE_SIZE:
return JsonResponse({'error': f'文件 {file.name} 大小超过 50MB 限制'}, status=400)
# 保存用户输入
if user_input:
print(f"用户输入:{user_input}")
Message.objects.create(conversation=current_conversation, role='user', content=user_input)
# 处理上传的文件
file_contents = []
for file in files:
# 保存文件到本地
file_path = os.path.join(settings.MEDIA_ROOT, file.name)
with open(file_path, 'wb+') as destination:
for chunk in file.chunks():
destination.write(chunk)
# 读取文件内容
file_content = file.read().decode('utf-8')
file_contents.append(f"文件: {file.name}\n内容:\n{file_content}")
# 将文件内容与用户输入合并
full_input = user_input if user_input else ""
if file_contents:
full_input += "\n\n上传的文件内容:\n" + "\n".join(file_contents)
# 调用 DeepSeek API
try:
response = requests.post(
DEEPSEEK_API_URL,
headers={
"Authorization": f"Bearer {DEEPSEEK_API_KEY}",
"Content-Type": "application/json"
},
json={
"model": "deepseek-chat",
"messages": [{"role": "user", "content": full_input}],
"max_tokens": 150 # 根据需要调整
}
)
response.raise_for_status() # 检查请求是否成功
response_data = response.json()
ai_response = response_data['choices'][0]['message']['content']
except requests.exceptions.RequestException as e:
# 如果 API 调用失败,返回错误信息
ai_response = f"Error: {str(e)}"
# 保存 AI 回答
Message.objects.create(conversation=current_conversation, role='assistant', content=ai_response)
# 通过 WebSocket 发送消息到前端
channel_layer = get_channel_layer()
async_to_sync(channel_layer.group_send)(
f'chat_{current_conversation.id}',
{
'type': 'chat_message',
'message': ai_response,
'role': 'assistant'
}
)
# 获取当前对话的所有消息
messages = current_conversation.messages.all().order_by('created_at')
return render(request, 'chat.html', {
'current_conversation': current_conversation,
'history_conversations': history_conversations,
'messages': messages
})
def new_conversation(request):
# 确保会话已初始化
if not request.session.session_key:
request.session.create()
session_id = request.session.session_key
# 创建新对话
new_conversation = Conversation.objects.create(session_id=session_id, title="New Conversation")
return redirect('chat_with_id', conversation_id=new_conversation.id) # 使用 chat_with_id
models.py
from django.db import models
class Conversation(models.Model):
session_id = models.CharField(max_length=255)
title = models.CharField(max_length=255, default="New Conversation")
created_at = models.DateTimeField(auto_now_add=True)
updated_at = models.DateTimeField(auto_now=True)
def __str__(self):
return self.title
class Message(models.Model):
conversation = models.ForeignKey(Conversation, related_name='messages', on_delete=models.CASCADE)
role = models.CharField(max_length=10, choices=[('user', 'User'), ('assistant', 'Assistant')])
content = models.TextField()
created_at = models.DateTimeField(auto_now_add=True)
def __str__(self):
return f"{self.role}: {self.content}"
routing.py
# @File: routing.py
# desc:
from django.urls import re_path
from . import consumers
# 定义 WebSocket 路由
websocket_urlpatterns = [
re_path(r'ws_chat/(?P<conversation_id>\w+)/$', consumers.ChatConsumer.as_asgi()),
]
@File: urls.py
# @File: urls.py
# desc:
from django.urls import path, include
from . import views
from django.conf import settings
from django.conf.urls.static import static
from .routing import websocket_urlpatterns # 导入 WebSocket 路由
urlpatterns = [
path('chat/', views.chat, name='chat'), # 用于没有 conversation_id 的情况
path('chat/<int:conversation_id>/', views.chat, name='chat_with_id'), # 用于有 conversation_id 的情况
path('ws/chat/<int:conversation_id>/', views.chat, name='chat_with_id'), # 用于有 conversation_id 的情况
path('ws_chat/', include(websocket_urlpatterns)), # 这个是关键配置
path('new-conversation/', views.new_conversation, name='new_conversation'),
path('upload/', views.upload_file, name='upload'),
path('autocomplete/', views.autocomplete, name='autocomplete'),
path('generate-business-test/', views.generate_business_test, name='generate_business_test'),
path('generate-api-test/', views.generate_api_test, name='generate_api_test'),
path('', views.index, name='index'), # 首页
] + static(settings.MEDIA_URL, document_root=settings.MEDIA_ROOT)
# ASGI配置文件 # asgi.py
# ASGI配置文件
# asgi.py
import os
import django
from django.core.asgi import get_asgi_application
# 设置 DJANGO_SETTINGS_MODULE
os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'deepseek_project.settings')
# 初始化 Django
django.setup()
# 导入其他模块
from channels.routing import ProtocolTypeRouter, URLRouter
from deepseek_app.routing import websocket_urlpatterns
# 获取 Django 的 ASGI 应用
django_asgi_app = get_asgi_application()
# 配置 ProtocolTypeRouter
application = ProtocolTypeRouter({
"http": django_asgi_app, # 处理 HTTP 请求
# "http": get_asgi_application(), # 处理 HTTP 请求
"websocket": URLRouter(
websocket_urlpatterns # 处理 WebSocket 请求
),
})
settings.py
from pathlib import Path
import os
import pymysql
pymysql.install_as_MySQLdb()
# Build paths inside the project like this: BASE_DIR / 'subdir'.
BASE_DIR = Path(__file__).resolve().parent.parent
# Quick-start development settings - unsuitable for production
# See https://docs.djangoproject.com/en/4.2/howto/deployment/checklist/
# SECURITY WARNING: keep the secret key used in production secret!
SECRET_KEY = 'django-insecure-ge1ljrz+2^1-f4(y)+!a0n#!(4e)+^z4fx$2$2v7=uf+e$^a&5'
# SECURITY WARNING: don't run with debug turned on in production!
DEBUG = True
ALLOWED_HOSTS = ['*']
# Application definition
INSTALLED_APPS = [
'django.contrib.admin',
'django.contrib.auth',
'django.contrib.contenttypes',
'django.contrib.sessions',
'django.contrib.messages',
'django.contrib.staticfiles',
'channels', # 添加 channels
'deepseek_app',
]
ASGI_APPLICATION = 'deepseek_project.asgi.application'
MIDDLEWARE = [
'whitenoise.middleware.WhiteNoiseMiddleware',
'django.middleware.security.SecurityMiddleware',
'django.contrib.sessions.middleware.SessionMiddleware',
'django.middleware.common.CommonMiddleware',
'django.middleware.csrf.CsrfViewMiddleware',
'django.contrib.auth.middleware.AuthenticationMiddleware',
'django.contrib.messages.middleware.MessageMiddleware',
'django.middleware.clickjacking.XFrameOptionsMiddleware',
]
# 配置静态文件存储
STATICFILES_STORAGE = 'whitenoise.storage.CompressedManifestStaticFilesStorage'
ROOT_URLCONF = 'deepseek_project.urls'
STATIC_ROOT = os.path.join(BASE_DIR, 'staticfiles')
TEMPLATES = [
{
'BACKEND': 'django.template.backends.django.DjangoTemplates',
'DIRS': [],
'APP_DIRS': True,
'OPTIONS': {
'context_processors': [
'django.template.context_processors.debug',
'django.template.context_processors.request',
'django.contrib.auth.context_processors.auth',
'django.contrib.messages.context_processors.messages',
],
},
},
]
WSGI_APPLICATION = 'deepseek_project.wsgi.application'
# Database
# https://docs.djangoproject.com/en/4.2/ref/settings/#databases
# DATABASES = {
# 'default': {
# 'ENGINE': 'django.db.backends.sqlite3',
# 'NAME': BASE_DIR / 'db.sqlite3',
# }
# }
DATABASES = {
'default': {
'ENGINE': 'django.db.backends.mysql', # 使用 MySQL
'NAME': 'ds11111',
'USER': 'root',
'PASSWORD': '121111',
'HOST': '11.11.21.11', # 或者是你 MySQL 的主机地址
'PORT': '3306',
}
}
# Password validation
# https://docs.djangoproject.com/en/4.2/ref/settings/#auth-password-validators
AUTH_PASSWORD_VALIDATORS = [
{
'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator',
},
{
'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator',
},
{
'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator',
},
{
'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator',
},
]
# Internationalization
# https://docs.djangoproject.com/en/4.2/topics/i18n/
LANGUAGE_CODE = 'en-us'
TIME_ZONE = 'UTC'
USE_I18N = True
USE_TZ = True
# Static files (CSS, JavaScript, Images)
# https://docs.djangoproject.com/en/4.2/howto/static-files/
STATIC_URL = '/static/'
STATICFILES_DIRS = [os.path.join(BASE_DIR, 'static')]
# Default primary key field type
# https://docs.djangoproject.com/en/4.2/ref/settings/#default-auto-field
DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField'
MEDIA_URL = '/media/'
MEDIA_ROOT = os.path.join(BASE_DIR, 'uploads')
CORS_ALLOWED_ORIGINS = [
"http://127.0.0.1:8000",
"http://localhost:8000",
]
#
# CHANNEL_LAYERS = {
# "default": {
# "BACKEND": "channels_redis.core.RedisChannelLayer",
# "CONFIG": {
# "hosts": [("11.11.21.11", 6379)],
# "channel_capacity": {
# "http.request": 200,
# "http.response!*": 200,
# "websocket.send!*": 200,
# },
# },
# },
# }
CHANNEL_LAYERS = {
"default": {
"BACKEND": "channels.layers.InMemoryChannelLayer",
},
}
wsgi.py
import os
from django.core.wsgi import get_wsgi_application
os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'deepseek_project.settings')
application = get_wsgi_application()
前端代码:
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AI对话</title>
<!-- 加载 static 标签库 -->
{% load static %}
<!-- Bootstrap CSS (本地文件) -->
<link href="{% static 'css/bootstrap.min.css' %}" rel="stylesheet">
<!-- Font Awesome (本地文件) -->
<link href="{% static 'css/all.min.css' %}" rel="stylesheet">
<style>
/* 自定义样式 */
body {
display: flex;
height: 100vh;
background-color: #f8f9fa;
margin: 0;
}
.sidebar {
width: 250px;
background-color: #2c3e50;
color: white;
padding: 20px;
overflow-y: auto;
}
.main-content {
flex: 1;
display: flex;
flex-direction: column;
background-color: #fff;
}
.chat-history {
flex: 1;
overflow-y: auto;
padding: 20px;
scroll-behavior: smooth; /* 平滑滚动 */
}
.chat-input {
padding: 20px;
background-color: #fff;
border-top: 1px solid #ddd;
}
.message {
margin-bottom: 15px;
}
.message.user {
text-align: right;
}
.message.assistant {
text-align: left;
}
.message .card {
max-width: 70%;
display: inline-block;
}
.message.user .card {
background-color: #007bff;
color: white;
}
.message.assistant .card {
background-color: #f1f1f1;
color: black;
}
.loading {
display: none;
text-align: center;
margin: 10px 0;
}
.loading .spinner-border {
width: 1.5rem;
height: 1.5rem;
}
.file-preview {
margin-bottom: 10px;
}
.file-info {
padding: 5px;
border: 1px solid #ddd;
border-radius: 5px;
background-color: #f9f9f9;
}
</style>
</head>
<body>
<!-- 侧边栏 -->
<div class="sidebar d-none d-md-block">
<h2>Conversations</h2>
<ul class="list-unstyled">
{% for conversation in history_conversations %}
<li class="mb-2">
<a href="{% url 'chat_with_id' conversation.id %}" class="text-white text-decoration-none">
<i class="fas fa-comment-dots me-2"></i>{{ conversation.title }}
</a>
</li>
{% endfor %}
</ul>
<button class="btn btn-primary w-100" onclick="location.href='{% url 'new_conversation' %}'">
<i class="fas fa-plus me-2"></i>新建对话
</button>
</div>
<!-- 主内容区 -->
<div class="main-content">
<!-- 对话历史 -->
<div class="chat-history" id="chat-history">
<h2>{{ current_conversation.title }}</h2>
{% for message in messages %}
<div class="message {% if message.role == 'user' %}user{% else %}assistant{% endif %}">
<div class="card">
<div class="card-body">
<p class="card-text">{{ message.content }}</p>
<small class="text-muted">{{ message.created_at|date:"Y-m-d H:i:s" }}</small>
</div>
</div>
</div>
{% endfor %}
</div>
<!-- 加载动画 -->
<div class="loading" id="loading">
<div class="spinner-border text-primary" role="status">
<span class="visually-hidden">Loading...</span>
</div>
</div>
<!-- 输入框 -->
<div class="chat-input">
<form method="post" class="d-flex flex-column" id="chat-form" enctype="multipart/form-data">
{% csrf_token %}
<!-- 文件上传 -->
<div class="file-upload mb-2">
<input type="file" class="form-control" id="file-input" name="file" multiple
accept=".txt,.pdf,.docx,.xmind,.jpg,.jpeg,.png,.gif">
</div>
<!-- 文件预览 -->
<div class="file-preview" id="file-preview"></div>
<!-- 文本输入 -->
<div class="d-flex">
<textarea name="user_input" class="form-control me-2" placeholder="输入你的内容..." rows="1" id="user-input"></textarea>
<button type="submit" class="btn btn-primary">
<i class="fas fa-paper-plane me-2"></i>提交
</button>
</div>
</form>
</div>
</div>
<!-- Bootstrap JS (本地文件) -->
<script src="{% static 'js/bootstrap.bundle.min.js' %}"></script>
<!-- jQuery (本地文件) -->
<script src="{% static 'js/jquery-3.6.0.min.js' %}"></script>
<!-- WebSocket 支持 -->
<script>
// 获取当前对话 ID
const conversationId = '{{ current_conversation.id }}';
let chatSocket; // 将 chatSocket 定义在全局作用域
if (!conversationId) {
console.error('Conversation ID is missing');
} else {
// 创建 WebSocket 连接
const websocketUrl = 'ws://' + window.location.host + '/ws_chat/' + conversationId + '/';
console.log('Attempting to establish WebSocket connection to:', websocketUrl);
chatSocket = new WebSocket(websocketUrl);
// WebSocket 连接成功
chatSocket.onopen = function (e) {
console.log('WebSocket connection opened successfully');
};
// 处理接收到的消息
chatSocket.onmessage = function (e) {
console.log('Received message from server:', e.data);
const data = JSON.parse(e.data);
const chatHistory = document.getElementById('chat-history');
// 添加新消息到对话历史
const messageHtml = `
<div class="message ${data.role}">
<div class="card">
<div class="card-body">
<p class="card-text">${data.message}</p>
<small class="text-muted">${new Date().toLocaleString()}</small>
</div>
</div>
</div>
`;
chatHistory.innerHTML += messageHtml;
// 滚动到底部
chatHistory.scrollTop = chatHistory.scrollHeight;
// 隐藏加载动画
$('#loading').hide();
};
// 处理 WebSocket 关闭事件
chatSocket.onclose = function (e) {
console.error('WebSocket connection closed:', e);
alert('WebSocket 连接已关闭,请刷新页面重试。');
};
// 处理 WebSocket 错误事件
chatSocket.onerror = function (e) {
console.error('WebSocket error:', e);
alert('WebSocket 连接出错,请检查网络或刷新页面。');
};
}
// 文件选择事件
$('#file-input').on('change', function () {
console.log('File input changed');
const filePreview = $('#file-preview');
filePreview.empty(); // 清空之前的预览
const files = this.files;
for (let i = 0; i < files.length; i++) {
const file = files[i];
const fileInfo = `
<div class="file-info mb-2">
<span>${file.name}</span>
<small class="text-muted">(${(file.size / 1024).toFixed(2)} KB)</small>
</div>
`;
filePreview.append(fileInfo);
}
});
// 发送消息时显示加载动画
$(document).ready(function () {
$('#chat-form').on('submit', function (e) {
e.preventDefault();
console.log('Form submitted');
const userInput = $('#user-input').val().trim();
const fileInput = $('#file-input')[0].files;
if (!userInput && fileInput.length === 0) {
console.log('No input or file selected');
alert('请输入内容或选择文件');
return;
}
$('#loading').show(); // 显示加载动画
// 手动将用户的消息添加到聊天记录中
const chatHistory = document.getElementById('chat-history');
const messageHtml = `
<div class="message user">
<div class="card">
<div class="card-body">
<p class="card-text">${userInput}</p>
<small class="text-muted">${new Date().toLocaleString()}</small>
</div>
</div>
</div>
`;
chatHistory.innerHTML += messageHtml;
// 滚动到底部
chatHistory.scrollTop = chatHistory.scrollHeight;
// 如果有文件上传,使用 FormData 发送
if (fileInput.length > 0) {
console.log('File upload detected, using AJAX');
const formData = new FormData();
formData.append('user_input', userInput);
for (let i = 0; i < fileInput.length; i++) {
formData.append('file', fileInput[i]);
}
// 使用 AJAX 发送文件
$.ajax({
url: '{% url "chat_with_id" current_conversation.id %}',
method: 'POST',
data: formData,
processData: false,
contentType: false,
headers: {
'X-CSRFToken': '{{ csrf_token }}'
},
success: function (response) {
console.log('File upload successful:', response);
$('#loading').hide();
location.reload(); // 刷新页面以显示新消息
},
error: function (xhr, status, error) {
console.error('File upload failed:', error);
$('#loading').hide();
alert('文件上传失败,请重试。');
}
});
} else {
console.log('Sending message via WebSocket:', userInput);
if (chatSocket.readyState !== WebSocket.OPEN) {
console.error('WebSocket is not open, readyState:', chatSocket.readyState);
alert('WebSocket 连接未准备好,请稍后重试。');
return;
}
// 发送消息
chatSocket.send(JSON.stringify({
'message': userInput
}));
console.log('Message sent via WebSocket:', userInput);
$('#user-input').val(''); // 清空输入框
}
});
});
</script>
</body>
</html>