mirror of
https://github.com/tencentmusic/cube-studio.git
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349 lines
16 KiB
Python
349 lines
16 KiB
Python
from flask import render_template,redirect
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from flask_appbuilder.models.sqla.interface import SQLAInterface
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from flask import Blueprint, current_app, jsonify, make_response, request
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# 将model添加成视图,并控制在前端的显示
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from myapp.models.model_serving import Service
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from myapp.models.model_team import Project,Project_User
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from myapp.utils import core
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from flask_babel import gettext as __
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from flask_babel import lazy_gettext as _
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from flask_appbuilder.actions import action
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from myapp import app, appbuilder,db,event_logger
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import logging
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import re
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import copy
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import uuid
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import requests
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from myapp.exceptions import MyappException
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from flask_appbuilder.security.decorators import has_access
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from myapp.models.model_job import Repository
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from flask_wtf.file import FileAllowed, FileField, FileRequired
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from werkzeug.datastructures import FileStorage
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from wtforms.ext.sqlalchemy.fields import QuerySelectField
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from myapp import security_manager
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import os,sys
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from wtforms.validators import DataRequired, Length, NumberRange, Optional,Regexp
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from wtforms import BooleanField, IntegerField, SelectField, StringField,FloatField,DateField,DateTimeField,SelectMultipleField,FormField,FieldList
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from flask_appbuilder.fieldwidgets import BS3TextFieldWidget,BS3PasswordFieldWidget,DatePickerWidget,DateTimePickerWidget,Select2ManyWidget,Select2Widget
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from myapp.forms import MyBS3TextAreaFieldWidget,MySelect2Widget,MyCodeArea,MyLineSeparatedListField,MyJSONField,MyBS3TextFieldWidget,MySelectMultipleField
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from myapp.utils.py import py_k8s
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import os, zipfile
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import shutil
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from myapp.views.view_team import filter_join_org_project
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from flask import (
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current_app,
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abort,
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flash,
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g,
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Markup,
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make_response,
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redirect,
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render_template,
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request,
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send_from_directory,
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Response,
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url_for,
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)
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from .base import (
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DeleteMixin,
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api,
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BaseMyappView,
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check_ownership,
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data_payload_response,
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DeleteMixin,
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generate_download_headers,
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get_error_msg,
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get_user_roles,
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handle_api_exception,
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json_error_response,
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json_success,
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MyappFilter,
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MyappModelView,
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)
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from sqlalchemy import and_, or_, select
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from .baseApi import (
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MyappModelRestApi
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)
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from myapp.views.view_team import Project_Filter,Project_Join_Filter,filter_join_org_project
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from flask_appbuilder import CompactCRUDMixin, expose
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import pysnooper,datetime,time,json
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conf = app.config
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class Service_Filter(MyappFilter):
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# @pysnooper.snoop()
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def apply(self, query, func):
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if g.user.is_admin():
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return query
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join_projects_id = security_manager.get_join_projects_id(db.session)
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# public_project_id =
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# logging.info(join_projects_id)
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return query.filter(self.model.project_id.in_(join_projects_id))
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class Service_ModelView_base():
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datamodel = SQLAInterface(Service)
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show_columns = ['project','name', 'label','images','volume_mount','working_dir','command','env','resource_memory','resource_cpu','resource_gpu','replicas','ports','host_url']
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add_columns = ['project','name', 'label','images','working_dir','command','env','resource_memory','resource_cpu','resource_gpu','replicas','ports','host']
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list_columns = ['project','name_url','host_url','ip','deploy','creator','modified']
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cols_width={
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"name_url":{"type": "ellip2", "width": 200},
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"host_url": {"type": "ellip2", "width": 400},
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"ip": {"type": "ellip2", "width": 200},
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"deploy": {"type": "ellip2", "width": 200},
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"modified": {"type": "ellip2", "width": 150}
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}
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edit_columns = ['project','name', 'label','images','working_dir','command','env','resource_memory','resource_cpu','resource_gpu','replicas','ports','volume_mount','host',]
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base_order = ('id','desc')
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order_columns = ['id']
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label_title = '云原生服务'
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base_filters = [["id", Service_Filter, lambda: []]] # 设置权限过滤器
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add_form_query_rel_fields = {
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"project": [["name", Project_Join_Filter, 'org']]
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}
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edit_form_query_rel_fields = add_form_query_rel_fields
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add_form_extra_fields={
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"name":StringField(_(datamodel.obj.lab('name')), description='英文名(字母、数字、- 组成),最长50个字符',widget=BS3TextFieldWidget(), validators=[DataRequired(),Regexp("^[a-z][a-z0-9\-]*[a-z0-9]$"),Length(1,54)]),
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"label":StringField(_(datamodel.obj.lab('label')), description='中文名', widget=BS3TextFieldWidget(),validators=[DataRequired()]),
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"images": StringField(_(datamodel.obj.lab('images')), description='镜像全称', widget=BS3TextFieldWidget(), validators=[DataRequired()]),
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"volume_mount":StringField(_(datamodel.obj.lab('volume_mount')),description='外部挂载,格式:$pvc_name1(pvc):/$container_path1,$hostpath1(hostpath):/$container_path2,4G(memory):/dev/shm,注意pvc会自动挂载对应目录下的个人rtx子目录',widget=BS3TextFieldWidget(),default=''),
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"working_dir": StringField(_(datamodel.obj.lab('working_dir')),description='工作目录,容器启动的初始所在目录,不填默认使用Dockerfile内定义的工作目录',widget=BS3TextFieldWidget()),
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"command":StringField(_(datamodel.obj.lab('command')), description='启动命令,支持多行命令',widget=MyBS3TextAreaFieldWidget(rows=3)),
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"node_selector":StringField(_(datamodel.obj.lab('node_selector')), description='运行当前服务所在的机器',widget=BS3TextFieldWidget(),default='cpu=true,serving=true'),
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"resource_memory":StringField(_(datamodel.obj.lab('resource_memory')),default=Service.resource_memory.default.arg,description='内存的资源使用限制,示例1G,10G, 最大100G,如需更多联系管路员',widget=BS3TextFieldWidget(),validators=[DataRequired()]),
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"resource_cpu":StringField(_(datamodel.obj.lab('resource_cpu')), default=Service.resource_cpu.default.arg,description='cpu的资源使用限制(单位核),示例 0.4,10,最大50核,如需更多联系管路员',widget=BS3TextFieldWidget(), validators=[DataRequired()]),
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"replicas": StringField(_(datamodel.obj.lab('replicas')), default=Service.replicas.default.arg,description='pod副本数,用来配置高可用',widget=BS3TextFieldWidget(), validators=[DataRequired()]),
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"ports": StringField(_(datamodel.obj.lab('ports')), default=Service.ports.default.arg,description='进程端口号,逗号分隔',widget=BS3TextFieldWidget(), validators=[DataRequired()]),
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"env": StringField(_(datamodel.obj.lab('env')), default=Service.env.default.arg, description='使用模板的task自动添加的环境变量,支持模板变量。书写格式:每行一个环境变量env_key=env_value',widget=MyBS3TextAreaFieldWidget()),
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"host": StringField(_(datamodel.obj.lab('host')), default=Service.host.default.arg,
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description='访问域名,http://xx.service.%s'%conf.get('ISTIO_INGRESS_DOMAIN',''),
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widget=BS3TextFieldWidget()),
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}
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gpu_type = conf.get('GPU_TYPE')
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add_form_extra_fields['resource_gpu'] = StringField(
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_(datamodel.obj.lab('resource_gpu')), default='0',
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description='gpu的资源使用限制(单位卡),示例:1,2,训练任务每个容器独占整卡',
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widget=BS3TextFieldWidget(),
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validators=[DataRequired()]
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)
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edit_form_extra_fields = add_form_extra_fields
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# edit_form_extra_fields['name']=StringField(_(datamodel.obj.lab('name')), description='英文名(字母、数字、- 组成),最长50个字符',widget=MyBS3TextFieldWidget(readonly=True), validators=[Regexp("^[a-z][a-z0-9\-]*[a-z0-9]$"),Length(1,54)]),
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def pre_add(self, item):
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if not item.volume_mount:
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item.volume_mount=item.project.volume_mount
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def delete_old_service(self,service_name,cluster):
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service_external_name = (service_name + "-external").lower()[:60].strip('-')
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from myapp.utils.py.py_k8s import K8s
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k8s = K8s(cluster.get('KUBECONFIG',''))
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namespace = conf.get('SERVICE_NAMESPACE')
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k8s.delete_deployment(namespace=namespace, name=service_name)
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k8s.delete_service(namespace=namespace, name=service_name)
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k8s.delete_service(namespace=namespace, name=service_external_name)
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k8s.delete_istio_ingress(namespace=namespace, name=service_name)
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def pre_update(self, item):
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# 修改了名称的话,要把之前的删掉
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if self.src_item_json.get('name','')!=item.name:
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self.delete_old_service(self.src_item_json.get('name',''),item.project.cluster)
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flash('检测到修改名称,旧服务已清理完成', category='warning')
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def pre_delete(self, item):
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self.delete_old_service(item.name,item.project.cluster)
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flash('服务已清理完成', category='warning')
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@expose('/clear/<service_id>', methods=['POST', "GET"])
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def clear(self, service_id):
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service = db.session.query(Service).filter_by(id=service_id).first()
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self.delete_old_service(service.name,service.project.cluster)
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flash('服务清理完成', category='success')
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return redirect(conf.get('MODEL_URLS',{}).get('service',''))
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@expose('/deploy/<service_id>',methods=['POST',"GET"])
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def deploy(self,service_id):
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image_secrets = conf.get('HUBSECRET', [])
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user_hubsecrets = db.session.query(Repository.hubsecret).filter(Repository.created_by_fk == g.user.id).all()
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if user_hubsecrets:
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for hubsecret in user_hubsecrets:
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if hubsecret[0] not in image_secrets:
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image_secrets.append(hubsecret[0])
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service = db.session.query(Service).filter_by(id=service_id).first()
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from myapp.utils.py.py_k8s import K8s
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k8s_client = K8s(service.project.cluster.get('KUBECONFIG',''))
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namespace = conf.get('SERVICE_NAMESPACE')
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volume_mount = service.volume_mount
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labels = {"app":service.name,"user":service.created_by.username,"pod-type":"service"}
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k8s_client.create_deployment(namespace=namespace,
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name=service.name,
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replicas=service.replicas,
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labels=labels,
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command=['bash','-c',service.command] if service.command else None,
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args=None,
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volume_mount=volume_mount,
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working_dir=service.working_dir,
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node_selector=service.get_node_selector(),
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resource_memory=service.resource_memory,
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resource_cpu=service.resource_cpu,
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resource_gpu=service.resource_gpu if service.resource_gpu else '',
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image_pull_policy=conf.get('IMAGE_PULL_POLICY','Always'),
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image_pull_secrets=image_secrets,
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image=service.images,
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hostAliases=conf.get('HOSTALIASES',''),
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env=service.env,
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privileged=False,
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accounts=None,
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username=service.created_by.username,
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ports=[int(port) for port in service.ports.split(',')]
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)
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ports = [int(port) for port in service.ports.split(',')]
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k8s_client.create_service(
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namespace=namespace,
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name=service.name,
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username=service.created_by.username,
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ports=ports,
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selector=labels
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)
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# 如果域名配置的gateway,就用这个
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host = service.name+"."+conf.get('SERVICE_DOMAIN')
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if service.host:
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host=service.host.replace('http://','').replace('https://','').strip()
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if "/" in host:
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host = host[:host.index("/")]
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if ":" in host:
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host = host[:host.index(":")]
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k8s_client.create_istio_ingress(namespace=namespace,
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name=service.name,
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host = host,
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ports=service.ports.split(',')
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)
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# 以ip形式访问的话,使用的代理ip。不然不好处理机器服务化机器扩容和缩容时ip变化
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# 创建EXTERNAL_IP的服务
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SERVICE_EXTERNAL_IP=[]
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# 使用项目组ip
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if service.project.expand:
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ip = json.loads(service.project.expand).get('SERVICE_EXTERNAL_IP', '')
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if ip and type(SERVICE_EXTERNAL_IP)==str:
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SERVICE_EXTERNAL_IP = [ip]
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# 使用全局ip
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if not SERVICE_EXTERNAL_IP:
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SERVICE_EXTERNAL_IP = conf.get('SERVICE_EXTERNAL_IP', None)
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# 使用当前ip
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if not SERVICE_EXTERNAL_IP:
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ip = request.host[:request.host.rindex(':')] if ':' in request.host else request.host # 如果捕获到端口号,要去掉
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if core.checkip(ip):
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SERVICE_EXTERNAL_IP=[ip]
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if SERVICE_EXTERNAL_IP:
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service_ports = [[30000+10*service.id+index,port] for index,port in enumerate(ports)]
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service_external_name = (service.name + "-external").lower()[:60].strip('-')
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k8s_client.create_service(
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namespace=namespace,
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name=service_external_name,
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username=service.created_by.username,
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ports=service_ports,
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selector=labels,
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external_ip=SERVICE_EXTERNAL_IP
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)
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# # 创建虚拟服务做代理
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# crd_info = conf.get('CRD_INFO', {}).get('virtualservice', {})
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# crd_name = "service-%s"%service.name
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# crd_list = k8s.get_crd(group=crd_info['group'], version=crd_info['version'], plural=crd_info['plural'],namespace=namespace, return_dict=None)
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# for vs_obj in crd_list:
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# if vs_obj['name'] == crd_name:
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# k8s.delete_crd(group=crd_info['group'], version=crd_info['version'], plural=crd_info['plural'],namespace=namespace, name=crd_name)
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# time.sleep(1)
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# crd_json = {
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# "apiVersion": "networking.istio.io/v1alpha3",
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# "kind": "VirtualService",
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# "metadata": {
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# "name": crd_name,
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# "namespace": namespace
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# },
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# "spec": {
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# "gateways": [
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# "kubeflow/kubeflow-gateway"
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# ],
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# "hosts": [
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# "*"
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# ],
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# "http": [
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# {
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# "match": [
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# {
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# "uri": {
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# "prefix": "/service/%s/"%service.name
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# }
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# }
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# ],
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# "rewrite": {
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# "uri": "/"
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# },
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# "route": [
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# {
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# "destination": {
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# "host": "%s.service.svc.cluster.local"%service.name,
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# "port": {
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# "number": int(service.ports.split(',')[0])
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# }
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# }
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# }
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# ],
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# "timeout": "300s"
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# }
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# ]
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# }
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# }
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#
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# # print(crd_json)
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# crd = k8s.create_crd(group=crd_info['group'], version=crd_info['version'], plural=crd_info['plural'],namespace=namespace, body=crd_json)
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# # return crd
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flash('服务部署完成',category='success')
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return redirect(conf.get("MODEL_URLS",{}).get("service",'/'))
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class Service_ModelView(Service_ModelView_base,MyappModelView,DeleteMixin):
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datamodel = SQLAInterface(Service)
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appbuilder.add_view(Service_ModelView,"内部服务",icon = 'fa-internet-explorer',category = '服务化')
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class Service_ModelView_Api(Service_ModelView_base,MyappModelRestApi):
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datamodel = SQLAInterface(Service)
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route_base = '/service_modelview/api'
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appbuilder.add_api(Service_ModelView_Api)
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