cube-studio/myapp/views/view_notebook.py

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from flask import render_template,redirect
from flask_appbuilder.models.sqla.interface import SQLAInterface
from flask_appbuilder import ModelView, ModelRestApi
from flask_appbuilder import ModelView,AppBuilder,expose,BaseView,has_access
from importlib import reload
from flask_babel import gettext as __
from flask_babel import lazy_gettext as _
import random
# 将model添加成视图并控制在前端的显示
import uuid
from myapp.models.model_notebook import Notebook
from myapp.models.model_job import Repository
from flask_appbuilder.actions import action
from flask_appbuilder.models.sqla.filters import FilterEqualFunction, FilterStartsWith,FilterEqual,FilterNotEqual
from wtforms.validators import EqualTo,Length
from flask_babel import lazy_gettext,gettext
from flask_appbuilder.security.decorators import has_access
from flask_appbuilder.forms import GeneralModelConverter
from myapp.utils import core
from myapp import app, appbuilder,db,event_logger
from wtforms.ext.sqlalchemy.fields import QuerySelectField
import os,sys
from wtforms.validators import DataRequired, Length, NumberRange, Optional,Regexp
from sqlalchemy import and_, or_, select
from myapp.exceptions import MyappException
from wtforms import BooleanField, IntegerField, SelectField, StringField,FloatField,DateField,DateTimeField,SelectMultipleField,FormField,FieldList
from flask_appbuilder.fieldwidgets import BS3TextFieldWidget,BS3PasswordFieldWidget,DatePickerWidget,DateTimePickerWidget,Select2ManyWidget,Select2Widget
from myapp.forms import MyBS3TextAreaFieldWidget,MySelect2Widget,MyCodeArea,MyLineSeparatedListField,MyJSONField,MyBS3TextFieldWidget,MyCommaSeparatedListField,MySelectMultipleField
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from myapp.security import MyUser
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from myapp.utils.py import py_k8s
from flask_wtf.file import FileField
import shlex
import re,copy
from flask import (
current_app,
abort,
flash,
g,
Markup,
make_response,
redirect,
render_template,
request,
send_from_directory,
Response,
url_for,
)
from .baseApi import (
MyappModelRestApi
)
from myapp import security_manager
from werkzeug.datastructures import FileStorage
from .base import (
api,
BaseMyappView,
check_ownership,
data_payload_response,
DeleteMixin,
generate_download_headers,
get_error_msg,
get_user_roles,
handle_api_exception,
json_error_response,
json_success,
MyappFilter,
MyappModelView,
)
from flask_appbuilder import CompactCRUDMixin, expose
import pysnooper,datetime,time,json
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from myapp.views.view_team import Project_Filter,Project_Join_Filter,filter_join_org_project
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conf = app.config
class Notebook_Filter(MyappFilter):
# @pysnooper.snoop()
def apply(self, query, func):
user_roles = [role.name.lower() for role in list(self.get_user_roles())]
if "admin" in user_roles:
return query
return query.filter(self.model.created_by_fk==g.user.id)
# 定义数据库视图
class Notebook_ModelView_Base():
datamodel = SQLAInterface(Notebook)
label_title='notebook'
check_redirect_list_url = '/notebook_modelview/list/'
crd_name = 'notebook'
help_url = conf.get('HELP_URL', {}).get(datamodel.obj.__tablename__, '') if datamodel else ''
datamodel = SQLAInterface(Notebook)
conv = GeneralModelConverter(datamodel)
base_permissions = ['can_add', 'can_delete','can_edit', 'can_list', 'can_show'] # 默认为这些
base_order = ('changed_on', 'desc')
base_filters = [["id", Notebook_Filter, lambda: []]] # 设置权限过滤器
order_columns = ['id']
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add_columns = ['project','name','describe','images','working_dir','volume_mount','resource_memory','resource_cpu','resource_gpu']
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list_columns = ['project','ide_type','name_url','resource','status','renew','reset']
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add_form_query_rel_fields = {
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"project": [["name", Project_Join_Filter, 'org']]
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}
edit_form_query_rel_fields = add_form_query_rel_fields
# @pysnooper.snoop()
def set_column(self, notebook=None):
# 对编辑进行处理
self.add_form_extra_fields['name'] = StringField(
_(self.datamodel.obj.lab('name')),
default="%s-"%g.user.username+uuid.uuid4().hex[:4],
description='英文名(字母、数字、-组成)最长50个字符',
widget=MyBS3TextFieldWidget(readonly=True if notebook else False),
validators=[DataRequired(),Regexp("^[a-z][a-z0-9\-]*[a-z0-9]$"),Length(1,54)] # 注意不能以-开头和结尾
)
self.add_form_extra_fields['describe'] = StringField(
_(self.datamodel.obj.lab('describe')),
default='%s的个人notebook'%g.user.username,
description='中文描述',
widget=BS3TextFieldWidget(),
validators=[DataRequired()]
)
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# "project": QuerySelectField(
# _(datamodel.obj.lab('project')),
# query_factory=filter_join_org_project,
# allow_blank=True,
# widget=Select2Widget()
# ),
self.add_form_extra_fields['project'] = QuerySelectField(
_(self.datamodel.obj.lab('project')),
description=_(r'部署项目组'),
query_factory=filter_join_org_project,
widget=MySelect2Widget(extra_classes="readonly" if notebook else None, new_web=False),
)
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self.add_form_extra_fields['images'] = SelectField(
_(self.datamodel.obj.lab('images')),
description=_(r'notebook基础环境镜像如果显示不准确请删除新建notebook'),
widget=MySelect2Widget(extra_classes="readonly" if notebook else None,new_web=False),
choices=conf.get('NOTEBOOK_IMAGES',[]),
# validators=[DataRequired()]
)
self.add_form_extra_fields['node_selector'] = StringField(
_(self.datamodel.obj.lab('node_selector')),
default='cpu=true,notebook=true',
description="部署task所在的机器",
widget=BS3TextFieldWidget()
)
self.add_form_extra_fields['image_pull_policy'] = SelectField(
_(self.datamodel.obj.lab('image_pull_policy')),
description="镜像拉取策略(Always为总是拉取远程镜像IfNotPresent为若本地存在则使用本地镜像)",
widget=Select2Widget(),
choices=[['Always', 'Always'], ['IfNotPresent', 'IfNotPresent']]
)
self.add_form_extra_fields['volume_mount'] = StringField(
_(self.datamodel.obj.lab('volume_mount')),
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default=notebook.project.volume_mount if notebook else '',
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description='外部挂载,格式:$pvc_name1(pvc):/$container_path1,$pvc_name2(pvc):/$container_path2',
widget=BS3TextFieldWidget()
)
self.add_form_extra_fields['working_dir'] = StringField(
_(self.datamodel.obj.lab('working_dir')),
default='/mnt',
description="工作目录如果为空则使用Dockerfile中定义的workingdir",
widget=BS3TextFieldWidget()
)
self.add_form_extra_fields['resource_memory'] = StringField(
_(self.datamodel.obj.lab('resource_memory')),
default=Notebook.resource_memory.default.arg,
description='内存的资源使用限制示例1G20G',
widget=BS3TextFieldWidget(),
validators=[DataRequired()]
)
self.add_form_extra_fields['resource_cpu'] = StringField(
_(self.datamodel.obj.lab('resource_cpu')),
default=Notebook.resource_cpu.default.arg,
description='cpu的资源使用限制(单位:核)示例2', widget=BS3TextFieldWidget(),
validators=[DataRequired()]
)
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self.add_form_extra_fields['resource_gpu'] = StringField(
_(self.datamodel.obj.lab('resource_gpu')),
default='0',
description='gpu的资源使用限gpu的资源使用限制(单位卡),示例:12训练任务每个容器独占整卡。申请具体的卡型号可以类似 1(V100),目前支持T4/V100/A100/VGPU',
widget=BS3TextFieldWidget(),
# choices=conf.get('GPU_CHOICES', [[]]),
validators=[DataRequired()]
)
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columns = ['name','describe','images','resource_memory','resource_cpu','resource_gpu']
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self.add_columns = ['project']+columns # 添加的时候没有挂载配置,使用项目中的挂载配置
# 修改的时候管理员可以在上面添加一些特殊的挂载配置,适应一些特殊情况
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if g.user.is_admin():
columns.append('volume_mount')
self.edit_columns = ['project']+columns
self.edit_form_extra_fields=self.add_form_extra_fields
# @pysnooper.snoop()
def pre_add(self, item):
item.name = item.name.replace("_", "-")[0:54].lower()
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# 不需要用户自己填写node selector
# if core.get_gpu(item.resource_gpu)[0]:
# item.node_selector = item.node_selector.replace('cpu=true','gpu=true')
# else:
# item.node_selector = item.node_selector.replace('gpu=true', 'cpu=true')
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item.resource_memory=core.check_resource_memory(item.resource_memory,self.src_item_json.get('resource_memory',None))
item.resource_cpu = core.check_resource_cpu(item.resource_cpu,self.src_item_json.get('resource_cpu',None))
if 'theia' in item.images or 'vscode' in item.images:
item.ide_type = 'theia'
else:
item.ide_type = 'jupyter'
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if not item.id:
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item.volume_mount = item.project.volume_mount
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# @pysnooper.snoop(watch_explode=('item'))
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def pre_update(self, item):
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# if item.changed_by_fk:
# item.changed_by=db.session.query(MyUser).filter_by(id=item.changed_by_fk).first()
# if item.created_by_fk:
# item.created_by=db.session.query(MyUser).filter_by(id=item.created_by_fk).first()
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self.pre_add(item)
def post_add(self, item):
flash('自动reset 一分钟后生效','warning')
self.reset_notebook(item)
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# @pysnooper.snoop(watch_explode=('item'))
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def post_update(self, item):
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flash('reset以后配置方可生效', 'warning')
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# item.changed_on = datetime.datetime.now()
# db.session.commit()
# self.reset_notebook(item)
# flash('自动reset 一分钟后生效', 'warning')
if self.src_item_json:
item.changed_by_fk = int(self.src_item_json.get('changed_by_fk'))
if self.src_item_json:
item.created_by_fk = int(self.src_item_json.get('created_by_fk'))
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db.session.commit()
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def post_list(self,items):
flash('注意notebook会定时清理如要运行长期任务请在pipeline中创建任务流进行',category='warning')
# items.sort(key=lambda item:item.created_by.username==g.user.username,reverse=True)
return items
# @event_logger.log_this
# @expose("/add", methods=["GET", "POST"])
# @has_access
# def add(self):
# self.set_column()
# self.add_form = self.conv.create_form(
# self.label_columns,
# self.add_columns,
# self.description_columns,
# self.validators_columns,
# self.add_form_extra_fields,
# self.add_form_query_rel_fields,
# )
# widget = self._add()
# if not widget:
# return redirect('/notebook_modelview/list/') # self.post_add_redirect()
# else:
# return self.render_template(
# self.add_template, title=self.add_title, widgets=widget
# )
pre_update_get=set_column
pre_add_get=set_column
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# @pysnooper.snoop(watch_explode=('notebook'))
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def reset_notebook(self, notebook):
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notebook.changed_on=datetime.datetime.now()
db.session.commit()
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self.reset_theia(notebook)
# 部署podserviceVirtualService
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# @pysnooper.snoop(watch_explode=('notebook',))
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def reset_theia(self, notebook):
from myapp.utils.py.py_k8s import K8s
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k8s = K8s(notebook.cluster['KUBECONFIG'])
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namespace = conf.get('NOTEBOOK_NAMESPACE')
port=3000
command=None
workingDir=None
volume_mount = notebook.volume_mount
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if '/dev/shm' not in volume_mount:
volume_mount += ',10G(memory):/dev/shm'
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rewrite_url = '/'
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pre_command = '(nohup sh /init.sh > /notebook_init.log 2>&1 &) ; (nohup sh /mnt/%s/init.sh > /init.log 2>&1 &) ; '%notebook.created_by.username
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if notebook.ide_type=='jupyter':
rewrite_url = '/notebook/jupyter/%s/' % notebook.name
workingDir = '/mnt/%s' % notebook.created_by.username
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# command = ["sh", "-c", "%s jupyter lab --notebook-dir=%s --ip=0.0.0.0 "
# "--no-browser --allow-root --port=%s "
# "--NotebookApp.token='' --NotebookApp.password='' "
# "--NotebookApp.allow_origin='*' "
# "--NotebookApp.base_url=%s" % (pre_command,notebook.mount,port,rewrite_url)]
command = ["sh", "-c", "%s jupyter lab --notebook-dir=/ --ip=0.0.0.0 "
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"--no-browser --allow-root --port=%s "
"--NotebookApp.token='' --NotebookApp.password='' "
"--NotebookApp.allow_origin='*' "
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"--NotebookApp.base_url=%s" % (pre_command,port,rewrite_url)]
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elif notebook.ide_type=='theia':
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command = ["bash",'-c','%s node /home/theia/src-gen/backend/main.js /home/project --hostname=0.0.0.0 --port=%s'%(pre_command,port)]
# command = ["node","/home/theia/src-gen/backend/main.js", "/home/project","--hostname=0.0.0.0","--port=%s"%port]
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workingDir = '/home/theia'
print(command)
print(workingDir)
image_secrets = conf.get('HUBSECRET', [])
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user_hubsecrets = db.session.query(Repository.hubsecret).filter(Repository.created_by_fk == notebook.created_by.id).all()
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if user_hubsecrets:
for hubsecret in user_hubsecrets:
if hubsecret[0] not in image_secrets:
image_secrets.append(hubsecret[0])
k8s.create_debug_pod(
namespace=namespace,
name=notebook.name,
labels={"app":notebook.name,'user':notebook.created_by.username},
command=command,
args=None,
volume_mount=volume_mount,
working_dir=workingDir,
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node_selector=notebook.get_node_selector(),
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resource_memory="0G~"+notebook.resource_memory,
resource_cpu="0~"+notebook.resource_cpu,
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resource_gpu=notebook.resource_gpu,
image_pull_policy=notebook.image_pull_policy,
image_pull_secrets=image_secrets,
image=notebook.images,
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hostAliases=conf.get('HOSTALIASES',''),
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env={
"NO_AUTH": "true"
},
privileged=None,
accounts=conf.get('JUPYTER_ACCOUNTS'),
username=notebook.created_by.username
)
k8s.create_service(
namespace=namespace,
name=notebook.name,
username=notebook.created_by.username,
ports=[port,])
crd_info = conf.get('CRD_INFO', {}).get('virtualservice', {})
crd_name = "notebook-jupyter-%s"%notebook.name.replace('_', '-') # notebook.name.replace('_', '-')
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vs_obj = k8s.get_one_crd(group=crd_info['group'], version=crd_info['version'], plural=crd_info['plural'],namespace=namespace, name=crd_name)
if vs_obj:
k8s.delete_crd(group=crd_info['group'], version=crd_info['version'], plural=crd_info['plural'],namespace=namespace, name=crd_name)
time.sleep(1)
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host = notebook.project.cluster.get('JUPYTER_DOMAIN',request.host)
if not host:
host=request.host
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crd_json = {
"apiVersion": "networking.istio.io/v1alpha3",
"kind": "VirtualService",
"metadata": {
"name": crd_name,
"namespace": namespace
},
"spec": {
"gateways": [
"kubeflow/kubeflow-gateway"
],
"hosts": [
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"*" if core.checkip(host) else host
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],
"http": [
{
"match": [
{
"uri": {
"prefix": "/notebook/%s/%s/"%(namespace,notebook.name)
}
}
],
"rewrite": {
"uri": rewrite_url
},
"route": [
{
"destination": {
"host": "%s.%s.svc.cluster.local"%(notebook.name,namespace),
"port": {
"number": port
}
}
}
],
"timeout": "300s"
}
]
}
}
# print(crd_json)
crd = k8s.create_crd(group=crd_info['group'], version=crd_info['version'], plural=crd_info['plural'],namespace=namespace, body=crd_json)
return crd
# @event_logger.log_this
@expose('/reset/<notebook_id>',methods=['GET','POST'])
def reset(self,notebook_id):
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notebook = db.session.query(Notebook).filter_by(id=notebook_id).first()
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try:
notebook_crd = self.reset_notebook(notebook)
flash('已重置Running状态后可进入。注意notebook会定时清理如要运行长期任务请在pipeline中创建任务流进行。','warning')
except Exception as e:
flash('重置失败,稍后重试。%s'%str(e), 'warning')
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self.update_redirect()
return redirect(self.get_redirect())
# return redirect(self.check_redirect_list_url)
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# @event_logger.log_this
@expose('/renew/<notebook_id>',methods=['GET','POST'])
def renew(self,notebook_id):
notebook = db.session.query(Notebook).filter_by(id=notebook_id).first()
notebook.changed_on=datetime.datetime.now()
db.session.commit()
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self.update_redirect()
return redirect(self.get_redirect())
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# 基础批量删除
# @pysnooper.snoop()
def base_muldelete(self,items):
if not items:
abort(404)
for item in items:
try:
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k8s_client = py_k8s.K8s(item.cluster['KUBECONFIG'])
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k8s_client.delete_pods(namespace=item.namespace,pod_name=item.name)
k8s_client.delete_service(namespace=item.namespace,name=item.name)
crd_info = conf.get("CRD_INFO", {}).get('virtualservice', {})
if crd_info:
k8s_client.delete_crd(group=crd_info['group'], version=crd_info['version'],
plural=crd_info['plural'], namespace=item.namespace, name="notebook-jupyter-%s"%item.name.replace('_', '-'))
except Exception as e:
flash(str(e), "warning")
def pre_delete(self,item):
self.base_muldelete([item])
@event_logger.log_this
@expose("/list/")
@has_access
def list(self):
args = request.args.to_dict()
if '_flt_0_created_by' in args and args['_flt_0_created_by']=='':
print(request.url)
print(request.path)
return redirect(request.url.replace('_flt_0_created_by=','_flt_0_created_by=%s'%g.user.id))
widgets = self._list()
res = self.render_template(
self.list_template, title=self.list_title, widgets=widgets
)
return res
# @event_logger.log_this
# @expose("/delete/<pk>")
# @has_access
# def delete(self, pk):
# pk = self._deserialize_pk_if_composite(pk)
# self.base_delete(pk)
# url = url_for(f"{self.endpoint}.list")
# return redirect(url)
@action(
"stop_all", __("Stop"), __("Stop all Really?"), "fa-trash", single=False
)
def stop_all(self, items):
self.base_muldelete(items)
self.update_redirect()
return redirect(self.get_redirect())
class Notebook_ModelView(Notebook_ModelView_Base,MyappModelView,DeleteMixin):
datamodel = SQLAInterface(Notebook)
# 添加视图和菜单
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appbuilder.add_view(Notebook_ModelView,"notebook",href="/notebook_modelview/list/?_flt_0_created_by=",icon = 'fa-file-code-o',category = '在线开发',category_icon = 'fa-code')
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# 添加api
class Notebook_ModelView_Api(Notebook_ModelView_Base,MyappModelRestApi):
datamodel = SQLAInterface(Notebook)
route_base = '/notebook_modelview/api'
appbuilder.add_api(Notebook_ModelView_Api)