我正在构建一个Django Web应用程序,用户需要在其中上传文件。该文件应通过机器学习的语言进行搜索,然后结果将显示在另一个页面上。
现在,如果我为每个功能都显示文本字段,则可以使用,但是当我要上传一个csv文件(该csv文件称为test.csv)时,将其放在pandas数据框中,结果页将不会显示,并且看起来就像没有处理csv文件一样。
应该执行的操作是如果文件已上传,则将上传的文件保留在内存中进行处理,并在结果页面上返回输出。
HTML
{% extends "base.html" %}
{% block content %}
<div class="content">
<div class="row">
<div class="col-lg-4">
<div class="card card-tasks">
<h1> </h1>
<form action="{% url 'result' %}">
{% csrf_token %}
<p>temp_normal:</p>
<input class="form-control" type="text" name="temp_normal">
<br>
<p>hour:</p>
<input class="form-control" type="text" name="hour">
<br>
<p>hour_x:</p>
<input class="form-control" type="text" name="hour_x">
<br>
<p>hour_y:</p>
<input class="form-control" type="text" name="hour_y">
<br>
<input class="form-control" type="submit" value='Submit'>
</form>
</div>
</div>
<div class="col-lg-4">
<div class="card card-tasks">
<form action="{% url "result" %}" method="POST" enctype="multipart/form-data" class="form-horizontal">
{% csrf_token %}
<div class="form-group">
<label for="name" class="col-md-3 col-sm-3 col-xs-12 control-label">File: </label>
<div class="col-md-8">
<input type="file" name="csv_file" id="csv_file" required="True" class="form-control">
</div>
</div>
<div class="form-group">
<div class="col-md-3 col-sm-3 col-xs-12 col-md-offset-3" style="margin-bottom:10px;">
<button class="btn btn-primary"> <span class="glyphicon glyphicon-upload" style="margin-right:5px;"></span>Upload </button>
</div>
</div>
</form>
</div>
</div>
</div>
</div>
{% endblock content %}
views.py
def handle_uploaded_file(f):
with open('test.csv', 'wb+') as destination:
for chunk in f.chunks():
destination.write(chunk)
# custom method for generating predictions
def getPredictions(data):
import pickle
model = pickle.load(open("test_model.sav", "rb"))
prediction = model.predict(data)
return prediction
@login_required
def result(request):
if request.method == 'POST':
form = UploadFileForm(request.POST, request.FILES)
if form.is_valid():
handle_uploaded_file(request.FILES['file'])
data = form
data = pd.read_csv(data,header=0)
result = getPredictions(data)
return render(request, 'result.html', {'result': result})
else:
form = UploadFileForm()
return render(request, 'index.html', {'form': form})
答案 0 :(得分:0)
尝试:
<form action="{% url "result" %}" method="POST" enctype="multipart/form-data" class="form-horizontal">
{% csrf_token %}
<div class="form-group">
<label for="name" class="col-md-3 col-sm-3 col-xs-12 control-label">File: </label>
<div class="col-md-8">
{{ form }}
</div>
</div>
<div class="form-group">
<div class="col-md-3 col-sm-3 col-xs-12 col-md-offset-3" style="margin-bottom:10px;">
<button class="btn btn-primary" type="submit"> <span class="glyphicon glyphicon-upload" style="margin-right:5px;"></span>Upload </button>
</div>
</div>
</form>
如我们所讨论的那样:
@login_required
def result(request):
if request.method == 'POST':
form = UploadFileForm(request.POST, request.FILES)
if form.is_valid():
file = request.FILES['file']
handle_uploaded_file(file)
data = pd.read_csv(file,header=0)
result = getPredictions(data)
return render(request, 'result.html', {'result': result})
else:
form = UploadFileForm()
return render(request, 'index.html', {'form': form})