mirror of
https://github.com/tencentmusic/cube-studio.git
synced 2024-12-15 06:09:57 +08:00
528 lines
23 KiB
Python
528 lines
23 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_appbuilder import ModelView, ModelRestApi
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from flask_appbuilder import ModelView,AppBuilder,expose,BaseView,has_access
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from importlib import reload
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from flask import jsonify
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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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import uuid
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import re
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from wtforms.validators import DataRequired, Length, NumberRange, Optional,Regexp
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from kfp import compiler
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from sqlalchemy.exc import InvalidRequestError
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from myapp.models.model_job import Repository,Images,Job_Template,Task,Pipeline,Workflow,Tfjob,Xgbjob,RunHistory,Pytorchjob
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from myapp.models.model_team import Project,Project_User
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from flask_appbuilder.actions import action
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from jinja2 import Environment, BaseLoader, DebugUndefined, StrictUndefined
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from myapp.utils import core
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from myapp import app, appbuilder,db,event_logger
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from wtforms import BooleanField, IntegerField,StringField, SelectField,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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import re,copy
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from .baseApi import (
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MyappModelRestApi
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)
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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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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 flask_appbuilder import CompactCRUDMixin, expose
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from myapp.views.view_images import Images_Filter
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from myapp.views.view_team import Project_Filter
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import pysnooper,datetime,time,json
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conf = app.config
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logging = app.logger
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# 开发者能看到所有模板，用户只能看到release的模板
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class Job_Tempalte_Filter(MyappFilter):
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# @pysnooper.snoop()
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def apply(self, query, func):
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user_roles = [role.name.lower() for role in list(self.get_user_roles())]
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if "admin" in user_roles:
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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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# logging.info(join_projects_id)
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return query.filter(self.model.version=='Release')
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class Job_Template_ModelView_Base():
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datamodel = SQLAInterface(Job_Template)
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label_title='任务模板'
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check_redirect_list_url = conf.get('MODEL_URLS',{}).get('job_template','')
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list_columns = ['project','name_title','version','creator','modified']
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cols_width = {
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"name_title":{"type": "ellip2", "width": 300},
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"name": {"type": "ellip2", "width": 400},
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"version": {"type": "ellip2", "width": 100},
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"modified": {"type": "ellip2", "width": 200},
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}
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show_columns = ['project','name','version','describe','images_url','workdir','entrypoint','args_html','demo_html','env','hostAliases','privileged','expand_html']
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add_columns = ['project','images','name','version','describe','workdir','entrypoint','volume_mount','job_args_definition','args','env','hostAliases','privileged','accounts','demo','expand']
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edit_columns = add_columns
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base_filters = [["id", Job_Tempalte_Filter, lambda: []]]
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base_order = ('id', 'desc')
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order_columns = ['id']
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add_form_query_rel_fields = {
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"images": [["name", Images_Filter, None]],
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"project": [["name", Project_Filter, 'job-template']],
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}
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version_list = [[version,version] for version in ['Alpha','Release']]
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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(
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_(datamodel.obj.lab('name')),
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description='英文名(小写字母、数字、- 组成)，最长50个字符',
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default='',
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widget=BS3TextFieldWidget(), # 传给widget函数的是外层的field对象，以及widget函数的参数
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validators=[Regexp("^[a-z][a-z0-9\-]*[a-z0-9]$"), Length(1, 54)]
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),
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"describe": StringField(
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_(datamodel.obj.lab('describe')),
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description="模板的描述将直接显示在pipeline编排界面",
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default='',
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widget=BS3TextFieldWidget(),
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validators=[DataRequired()]
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),
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"version": SelectField(
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_(datamodel.obj.lab('version')),
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description="job模板的版本，release版本的模板才能被所有用户看到",
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default='',
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widget=Select2Widget(),
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choices=version_list
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),
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"volume_mount": StringField(
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_(datamodel.obj.lab('volume_mount')),
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default='',
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description='使用该模板的task，会在添加时，自动添加该挂载。<br>外部挂载，格式示例:$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',
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widget=BS3TextFieldWidget(), # 传给widget函数的是外层的field对象，以及widget函数的参数
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),
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"workdir": StringField(
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_(datamodel.obj.lab('workdir')),
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description='工作目录，不填写将直接使用镜像默认的工作目录',
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widget=BS3TextFieldWidget(), # 传给widget函数的是外层的field对象，以及widget函数的参数
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),
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"entrypoint": StringField(
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_(datamodel.obj.lab('entrypoint')),
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description='镜像的入口命令，直接写成单行字符串，例如python xx.py，无需添加[]',
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default='',
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widget=BS3TextFieldWidget(), # 传给widget函数的是外层的field对象，以及widget函数的参数
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),
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"job_args_definition": StringField(
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_(datamodel.obj.lab('job_args_definition')),
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description='使用job模板参数的标准填写方式',
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widget=MyCodeArea(code=core.job_template_args_definition()), # 传给widget函数的是外层的field对象，以及widget函数的参数
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),
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"args": StringField(
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_(datamodel.obj.lab('args')),
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default=json.dumps({
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"参数分组1":{
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"--attr1":{
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"type":"str",
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"label":"参数1",
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"default":"value1",
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"describe":"这里是这个参数的描述和备注",
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}
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}
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},indent=4,ensure_ascii=False),
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description=Markup(f'json格式，此类task使用时需要填写的参数，示例：<br><pre><code>%s</code></pre>'%core.job_template_args_definition()),
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widget=MyBS3TextAreaFieldWidget(rows=10), # 传给widget函数的是外层的field对象，以及widget函数的参数
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validators=[DataRequired()]
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),
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"env": StringField(
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_(datamodel.obj.lab('env')),
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default='',
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description='使用模板的task自动添加的环境变量，支持模板变量。<br>书写格式:每行一个环境变量env_key=env_value',
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widget=MyBS3TextAreaFieldWidget(rows=3), # 传给widget函数的是外层的field对象，以及widget函数的参数
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),
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"hostAliases": StringField(
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_(datamodel.obj.lab('hostAliases')),
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default='',
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description='添加到容器内的host映射。<br>书写格式:每行一个dns解析记录，ip host1 host2，<br>示例：1.1.1.1 example1.oa.com example2.oa.com',
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widget=MyBS3TextAreaFieldWidget(rows=3), # 传给widget函数的是外层的field对象，以及widget函数的参数
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),
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"demo": StringField(
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_(datamodel.obj.lab('demo')),
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description='填写demo',
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widget=MyBS3TextAreaFieldWidget(rows=10), # 传给widget函数的是外层的field对象，以及widget函数的参数
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),
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"accounts": StringField(
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_(datamodel.obj.lab('accounts')),
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default='',
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description='k8s的ServiceAccount，在此类任务运行时会自动挂载此账号，多用于模板用于k8s pod/cr时使用',
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widget=BS3TextFieldWidget(), # 传给widget函数的是外层的field对象，以及widget函数的参数
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validators=[]
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),
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"privileged":BooleanField(
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_(datamodel.obj.lab('privileged')),
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description='是否启动超级权限'
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),
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"expand": StringField(
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_(datamodel.obj.lab('expand')),
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default=json.dumps({"index":0,"help_url":"https://github.com/tencentmusic/cube-studio"},ensure_ascii=False,indent=4),
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description='json格式的扩展字段，支持 "index":"$模板展示顺序号"，"help_url":"$帮助文档地址"',
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widget=MyBS3TextAreaFieldWidget(rows=3), # 传给widget函数的是外层的field对象，以及widget函数的参数
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),
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}
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edit_form_extra_fields = add_form_extra_fields
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# 校验是否是json
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# @pysnooper.snoop(watch_explode=('job_args'))
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def pre_add(self, item):
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if not item.env:
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item.env=''
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envs = item.env.strip().split('\n')
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envs = [env.strip() for env in envs if env.strip() and '=' in env]
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item.env = '\n'.join(envs)
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if not item.args:
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item.args = '{}'
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item.args = core.validate_job_args(item)
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if not item.expand or not item.expand.strip():
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item.expand='{}'
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core.validate_json(item.expand)
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item.expand = json.dumps(json.loads(item.expand), indent=4, ensure_ascii=False)
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if not item.demo or not item.demo.strip():
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item.demo='{}'
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core.validate_json(item.demo)
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if item.hostAliases:
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# if not item.images.entrypoint:
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# raise MyappException('images entrypoint not exist')
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all_host = {}
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all_rows = re.split('\r|\n',item.hostAliases)
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all_rows = [all_row.strip() for all_row in all_rows if all_row.strip()]
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for row in all_rows:
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hosts = row.split(' ')
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hosts = [host for host in hosts if host]
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if len(hosts) > 1:
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if hosts[0] in all_host:
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all_host[hosts[0]]=all_host[hosts[0]]+hosts[1:]
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else:
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all_host[hosts[0]] = hosts[1:]
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hostAliases=''
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for ip in all_host:
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hostAliases+=ip+" "+" ".join(all_host[ip])
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hostAliases+='\n'
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item.hostAliases = hostAliases.strip()
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task_args = json.loads(item.demo)
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job_args = json.loads(item.args)
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item.demo = json.dumps(core.validate_task_args(task_args, job_args),indent=4, ensure_ascii=False)
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# 检测是否具有编辑权限，只有creator和admin可以编辑
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def check_edit_permission(self, item):
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user_roles = [role.name.lower() for role in list(get_user_roles())]
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if "admin" in user_roles:
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return True
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if g.user and g.user.username and hasattr(item,'created_by'):
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if g.user.username==item.created_by.username:
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return True
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flash('just creator can edit/delete ', 'warning')
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return False
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def pre_update(self, item):
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self.pre_add(item)
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# @pysnooper.snoop()
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def post_list(self,items):
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def sort_expand_index(items, dbsession):
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all = {
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0: []
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}
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for item in items:
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try:
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if item.expand:
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index = float(json.loads(item.expand).get('index', 0))+float(json.loads(item.project.expand).get('index', 0))*1000
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if index:
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if index in all:
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all[index].append(item)
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else:
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all[index] = [item]
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else:
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all[0].append(item)
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else:
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all[0].append(item)
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except Exception as e:
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print(e)
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back = []
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for index in sorted(all):
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back.extend(all[index])
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# 当有小数的时候自动转正
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# if float(index)!=int(index):
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# pass
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return back
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return sort_expand_index(items,db.session)
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@expose("/run", methods=["POST"])
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def run(self):
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request_data = request.json
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job_template_id=request_data.get('job_template_id','')
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job_template_name = request_data.get('job_template_name', '')
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run_id = request_data.get('run_id', '').replace('_','-')
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resource_memory = request_data.get('resource_memory', '')
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resource_cpu = request_data.get('resource_cpu', '')
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task_args = request_data.get('args', '')
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if (not job_template_id and not job_template_name) or not run_id or task_args=='':
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response = make_response("输入参数不齐全")
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response.status_code = 400
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return response
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job_template = None
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if job_template_id:
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job_template = db.session.query(Job_Template).filter_by(id=int(job_template_id)).first()
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elif job_template_name:
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job_template = db.session.query(Job_Template).filter_by(name=job_template_name).first()
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if not job_template:
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response = make_response("no job template exist")
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response.status_code = 400
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return response
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from myapp.utils.py.py_k8s import K8s
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k8s = K8s()
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namespace = conf.get('PIPELINE_NAMESPACE')
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pod_name = "venus-" + run_id.replace('_', '-')
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pod_name = pod_name.lower()[:60].strip('-')
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pod = k8s.get_pods(namespace=namespace, pod_name=pod_name)
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# print(pod)
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if pod:
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pod = pod[0]
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# 有历史，直接删除
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if pod:
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k8s.delete_pods(namespace=namespace, pod_name=pod_name)
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time.sleep(2)
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pod=None
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# 没有历史或者没有运行态，直接创建
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if not pod:
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args=[]
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job_template_args = json.loads(job_template.args) if job_template.args else {}
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for arg_name in task_args:
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arg_type=''
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for group in job_template_args:
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for template_arg in job_template_args[group]:
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if template_arg==arg_name:
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arg_type=job_template_args[group][template_arg].get('type','')
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arg_value = task_args[arg_name]
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if arg_value:
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args.append(arg_name)
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if arg_type=='json':
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args.append(json.dumps(arg_value))
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else:
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args.append(arg_value)
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# command = ['sh', '-c','sleep 7200']
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volume_mount = 'kubeflow-cfs-workspace(pvc):/mnt,kubeflow-cfs-archives(pvc):/archives'
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env = job_template.env + "\n"
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env += 'KFJ_TASK_ID=0\n'
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env += 'KFJ_TASK_NAME=' + str('venus-'+run_id) + "\n"
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env += 'KFJ_TASK_NODE_SELECTOR=cpu=true,train=true\n'
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env += 'KFJ_TASK_VOLUME_MOUNT=' + str(volume_mount) + "\n"
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env += 'KFJ_TASK_IMAGES=' + str(job_template.images) + "\n"
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env += 'KFJ_TASK_RESOURCE_CPU=' + str(resource_cpu) + "\n"
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env += 'KFJ_TASK_RESOURCE_MEMORY=' + str(resource_memory) + "\n"
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env += 'KFJ_TASK_RESOURCE_GPU=0\n'
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env += 'KFJ_PIPELINE_ID=0\n'
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env += 'KFJ_RUN_ID=' + run_id + "\n"
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env += 'KFJ_CREATOR=' + str(g.user.username) + "\n"
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env += 'KFJ_RUNNER=' + str(g.user.username) + "\n"
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env += 'KFJ_PIPELINE_NAME=venus\n'
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env += 'KFJ_NAMESPACE=pipeline' + "\n"
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def template_str(src_str):
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rtemplate = Environment(loader=BaseLoader, undefined=DebugUndefined).from_string(src_str)
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des_str = rtemplate.render(creator=g.user.username,
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datetime=datetime,
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runner=g.user.username,
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uuid=uuid,
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pipeline_id='0',
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pipeline_name='venus-task',
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cluster_name=conf.get('ENVIRONMENT')
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)
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return des_str
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global_envs = json.loads(template_str(json.dumps(conf.get('GLOBAL_ENV', {}), indent=4, ensure_ascii=False)))
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for global_env_key in global_envs:
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env += global_env_key + '=' + global_envs[global_env_key] + "\n"
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hostAliases=job_template.hostAliases+"\n"+conf.get('HOSTALIASES','')
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k8s.create_debug_pod(namespace,
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name=pod_name,
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labels={"app":"docker","user":g.user.username,"pod-type":"job-template"},
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command=None,
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args=args,
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volume_mount=volume_mount,
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working_dir=None,
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node_selector='cpu=true,train=true',
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resource_cpu=resource_cpu,
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resource_memory=resource_memory,
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resource_gpu=0,
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image_pull_policy=conf.get('IMAGE_PULL_POLICY','Always'),
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image_pull_secrets=[job_template.images.repository.hubsecret],
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image=job_template.images.name,
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hostAliases=hostAliases,
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env=env,
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privileged=job_template.privileged,
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accounts=job_template.accounts,
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username=g.user.username
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)
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try_num = 5
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while (try_num > 0):
|
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pod = k8s.get_pods(namespace=namespace, pod_name=pod_name)
|
||
# print(pod)
|
||
if pod:
|
||
break
|
||
try_num = try_num - 1
|
||
time.sleep(2)
|
||
if try_num == 0:
|
||
response = make_response("启动时间过长，一分钟后重试")
|
||
response.status_code = 400
|
||
return response
|
||
|
||
user_roles = [role.name.lower() for role in list(g.user.roles)]
|
||
if "admin" in user_roles:
|
||
pod_url = conf.get('K8S_DASHBOARD_CLUSTER') + "#/log/%s/%s/pod?namespace=%s&container=%s" % (namespace, pod_name, namespace, pod_name)
|
||
else:
|
||
pod_url = conf.get('K8S_DASHBOARD_PIPELINE') + "#/log/%s/%s/pod?namespace=%s&container=%s" % (namespace, pod_name, namespace, pod_name)
|
||
print(pod_url)
|
||
response = make_response("启动成功，日志地址: %s"%pod_url)
|
||
response.status_code = 200
|
||
return response
|
||
|
||
|
||
|
||
|
||
@expose("/listen", methods=["POST"])
|
||
def listen(self):
|
||
request_data = request.json
|
||
run_id = request_data.get('run_id', '').replace('_','-')
|
||
if not run_id:
|
||
response = make_response("输入参数不齐全")
|
||
response.status_code = 400
|
||
return response
|
||
|
||
from myapp.utils.py.py_k8s import K8s
|
||
k8s = K8s()
|
||
namespace = conf.get('PIPELINE_NAMESPACE')
|
||
pod_name = "venus-" + run_id.replace('_', '-')
|
||
pod_name = pod_name.lower()[:60].strip('-')
|
||
pod = k8s.get_pods(namespace=namespace, pod_name=pod_name)
|
||
# print(pod)
|
||
if pod:
|
||
pod = pod[0]
|
||
if type(pod['start_time'])==datetime.datetime:
|
||
pod['start_time'] = pod['start_time'].strftime("%Y-%d-%m %H:%M:%S")
|
||
print(pod)
|
||
response = make_response(json.dumps(pod))
|
||
response.status_code = 200
|
||
return response
|
||
else:
|
||
response = make_response('no pod')
|
||
response.status_code = 400
|
||
return response
|
||
|
||
|
||
|
||
@action(
|
||
"copy", __("Copy Job Template"), confirmation=__('Copy Job Template'), icon="fa-copy",multiple=True, single=False
|
||
)
|
||
def copy(self, job_templates):
|
||
if not isinstance(job_templates, list):
|
||
job_templates = [job_templates]
|
||
try:
|
||
for job_template in job_templates:
|
||
new_job_template = job_template.clone()
|
||
new_job_template.name = new_job_template.name+"_copy_"+uuid.uuid4().hex[:4]
|
||
new_job_template.created_on = datetime.datetime.now()
|
||
new_job_template.changed_on = datetime.datetime.now()
|
||
db.session.add(new_job_template)
|
||
db.session.commit()
|
||
except InvalidRequestError:
|
||
db.session.rollback()
|
||
except Exception as e:
|
||
raise e
|
||
return redirect(request.referrer)
|
||
#
|
||
# class Job_Template_ModelView(Job_Template_ModelView_Base,MyappModelView,DeleteMixin):
|
||
# datamodel = SQLAInterface(Job_Template)
|
||
#
|
||
# appbuilder.add_view(Job_Template_ModelView,"任务模板",href="/job_template_modelview/list/?_flt_2_name=",icon = 'fa-flag-o',category = '训练',category_icon = 'fa-envelope')
|
||
|
||
# 添加api
|
||
class Job_Template_ModelView_Api(Job_Template_ModelView_Base,MyappModelRestApi):
|
||
datamodel = SQLAInterface(Job_Template)
|
||
route_base = '/job_template_modelview/api'
|
||
# add_columns = ['project', 'images', 'name', 'version', 'describe', 'args', 'env','hostAliases', 'privileged','accounts', 'demo','expand']
|
||
add_columns = ['project', 'images', 'name', 'version', 'describe', 'workdir', 'entrypoint', 'volume_mount','args', 'env', 'hostAliases', 'privileged', 'accounts', 'expand']
|
||
edit_columns = add_columns
|
||
# list_columns = ['project','name','version','creator','modified']
|
||
list_columns = ['project', 'name', 'version', 'describe', 'images', 'workdir', 'entrypoint', 'args', 'demo', 'env',
|
||
'hostAliases', 'privileged', 'accounts', 'created_by', 'changed_by', 'created_on', 'changed_on',
|
||
'expand']
|
||
show_columns = ['project','name','version','describe','images','workdir','entrypoint','args','demo','env','hostAliases','privileged','expand']
|
||
|
||
appbuilder.add_api(Job_Template_ModelView_Api)
|
||
|
||
class Job_Template_fab_ModelView_Api(Job_Template_ModelView_Base,MyappModelRestApi):
|
||
datamodel = SQLAInterface(Job_Template)
|
||
route_base = '/job_template_fab_modelview/api'
|
||
# add_columns = ['project', 'images', 'name', 'version', 'describe', 'args', 'env','hostAliases', 'privileged','accounts', 'demo','expand']
|
||
add_columns = ['project', 'images', 'name', 'version', 'describe', 'workdir', 'entrypoint', 'volume_mount','args', 'env', 'hostAliases', 'privileged', 'accounts', 'expand']
|
||
|
||
edit_columns = add_columns
|
||
list_columns = ['project','name','version','creator','modified']
|
||
show_columns = ['project', 'images', 'name', 'version', 'describe', 'workdir', 'entrypoint', 'volume_mount','args', 'env', 'hostAliases', 'privileged', 'accounts', 'expand']
|
||
|
||
|
||
appbuilder.add_api(Job_Template_fab_ModelView_Api)
|
||
|
||
|