def prediction():
form = SubmissionForm(request.form)
# Form has been submitted
if request.method == 'POST' and form.validate():
data = {
"Inputs": {
"input1": [{
'Salary_class_2-8-greater8': "1",
'FG': form.FG.data.lower(),
'PTS': form.PTS.data.lower(),
'FGA': form.FGA.data.lower(),
'Two_P': form.Two_P.data.lower()
}],
},
# "GlobalParameters": {
# }
"GlobalParameters": {
'The initial learning weights diameter': "0.01",
}
}
# Serialize the input data into json string
body = str.encode(json.dumps(data))
# Formulate the request
req = urllib.request.Request(NBA_ML_URL, body, HEADERS)
# Send this request to the AML service and render the results on page
try:
response = urllib.request.urlopen(req)
respdata = response.read()
result = json.loads(str(respdata, 'utf-8'))
result = get_prediction_data(result)
return render_template(
'result.html',
title="This is the result from AzureML running our prediction:",
result=result,
bucket=s3_bucket)
# An HTTP error
except urllib.error.HTTPError as err:
result = "The request failed with status code: " + str(err.code)
return render_template('result.html',
title='There was an error',
result=result,
bucket=s3_bucket)
# Just serve up the input form
return render_template(
'form.html',
form=form,
title='Run App',
message='Demonstrating a website using Azure ML Api',
bucket=s3_bucket)
def submit_problem(pid):
form = SubmissionForm(pid = pid)
if request.method == 'POST' and form.validate():
submit = Submit(runid = Submit.query.count() + 1, userid = current_user.userid,pid = form.pid.data, language = form.language.data, src = form.src.data, submit_time = get_now_time())
submit.save()
print "submit successfully"
return redirect(url_for('status'))
error = get_error(form)
if error:
flash(error)
return render_template('submit.html',form = form,pid = pid)
def submit_problem(pid):
form = SubmissionForm(pid=pid)
if request.method == 'POST' and form.validate():
submit = Submit(runid=Submit.query.count() + 1,
userid=current_user.userid,
pid=form.pid.data,
language=form.language.data,
src=form.src.data,
submit_time=get_now_time())
submit.save()
print "submit successfully"
return redirect(url_for('status'))
error = get_error(form)
if error:
flash(error)
return render_template('submit.html', form=form, pid=pid)
