2021-08-17 17:00:34 +08:00
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#!/usr/bin/env python
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from datetime import datetime
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import logging
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from subprocess import Popen
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from sys import stdout
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import click
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from colorama import Fore, Style
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from flask import g
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import json
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from myapp import app, appbuilder, db, security_manager
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from myapp.models.model_notebook import Notebook
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from myapp.models.model_team import Project,Project_User
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2021-10-14 17:36:14 +08:00
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from myapp.models.model_job import Repository,Images,Job_Template,Pipeline,Task
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2021-08-17 17:00:34 +08:00
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conf = app.config
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def create_app(script_info=None):
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return app
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@app.shell_context_processor
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def make_shell_context():
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return dict(app=app, db=db)
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import pysnooper
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# https://dormousehole.readthedocs.io/en/latest/cli.html
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@app.cli.command('init')
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2021-10-14 17:36:14 +08:00
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@pysnooper.snoop()
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2021-08-17 17:00:34 +08:00
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def init():
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2021-10-14 17:36:14 +08:00
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# 初始化创建项目组
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2021-08-17 17:00:34 +08:00
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try:
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"""Inits the Myapp application"""
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appbuilder.add_permissions(update_perms=True) # update_perms为true才会检测新权限
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security_manager.sync_role_definitions()
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2021-11-25 18:04:34 +08:00
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def add_project(project_type,name,describe,expand={}):
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project = db.session.query(Project).filter_by(name=name).filter_by(type=project_type).first()
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2021-08-17 17:00:34 +08:00
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if project is None:
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try:
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project = Project()
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2021-11-25 18:04:34 +08:00
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project.type=project_type
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2021-08-17 17:00:34 +08:00
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project.name = name
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project.describe=describe
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project.expand=json.dumps(expand,ensure_ascii=False,indent=4)
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db.session.add(project)
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db.session.commit()
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project_user = Project_User()
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project_user.project=project
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project_user.role = 'creator'
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project_user.user_id=1
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db.session.add(project_user)
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db.session.commit()
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except Exception as e:
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db.session.rollback()
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# 添加一些默认的记录
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add_project('org','推荐中心','推荐项目组')
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add_project('org', '多媒体中心', '多媒体项目组')
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add_project('org', '搜索中心', '搜索项目组')
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add_project('org', '广告中心', '广告项目组')
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add_project('org', 'public', '公共项目组')
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add_project('job-template', '基础命令', 'python/bash等直接在服务器命令行中执行命令的模板',{"index":1})
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add_project('job-template', '数据导入导出', '集群与用户机器或其他集群之间的数据迁移',{"index":2})
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add_project('job-template', '数据处理', '数据的单机或分布式处理任务',{"index":3})
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add_project('job-template', 'tf分布式', 'tf相关的训练，模型校验，离线预测等功能', {"index": 4})
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add_project('job-template', 'pytorch分布式', 'pytorch相关的训练，模型校验，离线预测等功能', {"index": 5})
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add_project('job-template', 'xgb分布式', 'xgb相关的训练，模型校验，离线预测等功能', {"index": 5})
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add_project('job-template', '模型服务化', '模型服务化部署相关的组件模板', {"index": 6})
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add_project('job-template', '推荐类模板', '推荐领域常用的任务模板', {"index": 7})
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add_project('job-template', '多媒体类模板', '音视频图片常用的任务模板', {"index": 8})
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add_project('job-template', '搜索类模板', '向量搜索常用的任务模板', {"index": 9})
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except Exception as e:
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print(e)
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2021-10-14 17:36:14 +08:00
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2022-02-26 22:36:57 +08:00
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def create_template(repository_id,project_name,image_name,image_describe,job_template_name,job_template_describe='',job_template_command='',job_template_args=None,job_template_volume='',job_template_account='',job_template_expand=None,job_template_env=''):
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if not repository_id:
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return
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images = db.session.query(Images).filter_by(name=image_name).first()
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project = db.session.query(Project).filter_by(name=project_name).filter_by(type='job-template').first()
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2021-10-14 17:36:14 +08:00
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if images is None and project:
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try:
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images = Images()
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2022-02-26 22:36:57 +08:00
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images.name = image_name
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images.describe=image_describe
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2021-10-14 17:36:14 +08:00
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images.created_by_fk=1
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images.changed_by_fk=1
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images.project_id=project.id
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images.repository_id=repository_id
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db.session.add(images)
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db.session.commit()
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except Exception as e:
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db.session.rollback()
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2022-02-26 22:36:57 +08:00
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job_template = db.session.query(Job_Template).filter_by(name=job_template_name).first()
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project = db.session.query(Project).filter_by(name=project_name).filter_by(type='job-template').first()
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if job_template is None and project and images.id:
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try:
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job_template = Job_Template()
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2022-02-26 22:36:57 +08:00
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job_template.name = job_template_name
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job_template.describe=job_template_describe
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job_template.entrypoint=job_template_command,
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job_template.volume_mount=job_template_volume,
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job_template.accounts=job_template_account,
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job_template.expand = json.dumps(job_template_expand,indent=4,ensure_ascii=False) if job_template_expand else '{}'
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job_template.created_by_fk=1
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job_template.changed_by_fk=1
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job_template.project_id=project.id
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job_template.images_id=images.id
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job_template.version='Release'
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job_template.env=job_template_env
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job_template.args=json.dumps(job_template_args,indent=4,ensure_ascii=False) if job_template_args else '{}'
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db.session.add(job_template)
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db.session.commit()
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except Exception as e:
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db.session.rollback()
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2022-02-26 22:36:57 +08:00
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# 初始化创建仓库镜像模板任务流
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try:
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repository = db.session.query(Repository).filter_by(name='hubsecret').first()
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if repository is None:
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try:
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repository = Repository()
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repository.name = 'hubsecret'
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repository.server='registry.docker-cn.com'
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repository.user = 'yourname'
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repository.password = 'yourpassword'
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repository.hubsecret = 'hubsecret'
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repository.created_by_fk=1
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repository.changed_by_fk=1
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db.session.add(repository)
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db.session.commit()
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except Exception as e:
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db.session.rollback()
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# 注册自定义镜像
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create_template(
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repository_id=repository.id,
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project_name='基础命令',
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image_name='ubuntu:18.04',
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image_describe='开源ubuntu:18.04基础镜像',
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job_template_name=conf.get('CUSTOMIZE_JOB','自定义镜像') if conf.get('CUSTOMIZE_JOB','自定义镜像') else '自定义镜像',
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job_template_describe='使用用户自定义镜像作为运行镜像',
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job_template_args={
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"shell": {
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"images": {
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"type": "str",
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"item_type": "str",
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"label": "要调试的镜像",
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"require": 1,
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"choice": [],
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"range": "",
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"default": "ai.tencentmusic.com/tme-public/ubuntu-gpu:cuda10.1-cudnn7-python3.6",
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"placeholder": "",
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"describe": "要调试的镜像，<a target='_blank' href='https://github.com/tencentmusic/cube-studio/tree/master/docs/example/images'>基础镜像参考<a>",
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"editable": 1,
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"condition": "",
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"sub_args": {}
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},
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"workdir": {
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"type": "str",
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"item_type": "str",
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"label": "启动目录",
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"require": 1,
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"choice": [],
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"range": "",
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"default": "/mnt/xx",
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"placeholder": "",
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"describe": "启动目录",
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"editable": 1,
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"condition": "",
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"sub_args": {}
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},
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"command": {
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"type": "str",
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"item_type": "str",
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"label": "启动命令",
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"require": 1,
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"choice": [],
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"range": "",
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"default": "sh start.sh",
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"placeholder": "",
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"describe": "启动命令",
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"editable": 1,
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"condition": "",
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"sub_args": {}
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}
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}
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}
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)
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# 注册分布式媒体文件下载
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create_template(
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repository_id=repository.id,
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project_name='多媒体类模板',
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image_name='ai.tencentmusic.com/tme-public/video-audio:20210601',
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image_describe='分布式媒体文件处理',
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job_template_name='media-download',
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job_template_describe='分布式下载媒体文件',
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job_template_command='python start_download.py',
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job_template_volume='2G(memory):/dev/shm',
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job_template_account='kubeflow-pipeline',
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job_template_expand={
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"index": 1,
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"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/video-audio"
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},
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job_template_args={
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"shell": {
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"--num_worker": {
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"type": "str",
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"item_type": "str",
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"label": "分布式任务的worker数目",
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"require": 1,
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"choice": [],
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"range": "",
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"default": "3",
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"placeholder": "分布式任务的worker数目",
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"describe": "分布式任务的worker数目",
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"editable": 1,
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"condition": "",
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"sub_args": {}
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},
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"--download_type": {
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"type": "enum",
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"item_type": "str",
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"label": "下载类型",
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"require": 1,
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"choice": [
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"url"
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],
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"range": "",
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"default": "url",
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"placeholder": "",
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"describe": "下载类型",
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"editable": 1,
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"condition": "",
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"sub_args": {}
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},
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"--input_file": {
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"type": "str",
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"item_type": "str",
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"label": "下载信息文件地址",
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"require": 1,
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"choice": [],
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"range": "",
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"default": "",
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"placeholder": "",
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"describe": "下载信息文件地址<br>url类型，每行格式：$url $local_path",
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"editable": 1,
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"condition": "",
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"sub_args": {}
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|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
# 注册分布式视频采帧
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='多媒体类模板',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/video-audio:20210601',
|
|
|
|
|
|
image_describe='分布式媒体文件处理',
|
|
|
|
|
|
job_template_name='video-img',
|
|
|
|
|
|
job_template_describe='视频提取图片(分布式版)',
|
|
|
|
|
|
job_template_command='python start_video_img.py',
|
|
|
|
|
|
job_template_volume='2G(memory):/dev/shm',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 2,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/video-audio"
|
|
|
|
|
|
},
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--num_workers": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "worker数量",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--input_file": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "配置文件地址，每行格式：<br>$local_video_path $des_img_dir $frame_rate",
|
|
|
|
|
|
"describe": "配置文件地址，每行格式：<br>$local_video_path $des_img_dir $frame_rate",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
# 注册分布式音频提取模板
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='多媒体类模板',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/video-audio:20210601',
|
|
|
|
|
|
image_describe='分布式媒体文件处理',
|
|
|
|
|
|
job_template_name='video-audio',
|
|
|
|
|
|
job_template_describe='视频提取音频(分布式版)',
|
|
|
|
|
|
job_template_command='python start_video_audio.py',
|
|
|
|
|
|
job_template_volume='2G(memory):/dev/shm',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 3,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/video-audio"
|
|
|
|
|
|
},
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--num_workers": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "worker数量",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "worker数量",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--input_file": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "配置文件地址，每行格式：<br>$local_video_path $des_audio_path",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# 注册volcano模板
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='数据处理',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/volcano:20211001',
|
|
|
|
|
|
image_describe='有序分布式任务',
|
|
|
|
|
|
job_template_name='volcanojob',
|
|
|
|
|
|
job_template_describe='有序分布式任务',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='kubernetes-config(configmap):/root/.kube',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 1,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/volcano"
|
|
|
|
|
|
},
|
|
|
|
|
|
job_template_env='''NO_RESOURCE_CHECK=true
|
|
|
|
|
|
TASK_RESOURCE_CPU=2
|
|
|
|
|
|
TASK_RESOURCE_MEMORY=4G
|
|
|
|
|
|
TASK_RESOURCE_GPU=0
|
|
|
|
|
|
'''.strip().replace(' ',''),
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--working_dir": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "启动目录",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "/mnt/xx",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "启动目录",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--command": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "启动命令",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "echo aa",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "启动命令",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--num_worker": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "占用机器个数",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "3",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "占用机器个数",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--image": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "ai.tencentmusic.com/tme-public/ubuntu-gpu:cuda10.1-cudnn7-python3.6",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "worker镜像，直接运行你代码的环境镜像<a href='https://github.com/tencentmusic/cube-studio/tree/master/images'>基础镜像</a>",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# 注册ray分布式
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='数据处理',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/ray:gpu-20210601',
|
|
|
|
|
|
image_describe='ray分布式任务',
|
|
|
|
|
|
job_template_name='ray',
|
|
|
|
|
|
job_template_describe='python多机分布式任务，数据处理',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='4G(memory):/dev/shm',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 2,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/ray"
|
|
|
|
|
|
},
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"-n": {
|
|
|
|
|
|
"type": "int",
|
|
|
|
|
|
"item_type": "",
|
|
|
|
|
|
"label": "分布式任务worker的数量",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "$min,$max",
|
|
|
|
|
|
"default": "3",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "分布式任务worker的数量",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"-i": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "每个worker的初始化脚本文件地址，用来安装环境",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "每个worker的初始化脚本文件地址，用来安装环境",
|
|
|
|
|
|
"describe": "每个worker的初始化脚本文件地址，用来安装环境",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"-f": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "python启动命令，例如 python3 /mnt/xx/xx.py",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "python启动命令，例如 python3 /mnt/xx/xx.py",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# 注册pytorch分布式
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='pytorch分布式',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/pytorch_distributed_train_k8s:20201010',
|
|
|
|
|
|
image_describe='pytorch分布式训练',
|
|
|
|
|
|
job_template_name='pytorchjob-train',
|
|
|
|
|
|
job_template_describe='pytorch 分布式训练',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='4G(memory):/dev/shm,kubernetes-config(configmap):/root/.kube',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_env='''
|
|
|
|
|
|
NO_RESOURCE_CHECK=true
|
|
|
|
|
|
TASK_RESOURCE_CPU=2
|
|
|
|
|
|
TASK_RESOURCE_MEMORY=4G
|
|
|
|
|
|
TASK_RESOURCE_GPU=0
|
|
|
|
|
|
'''.strip().replace(' ',''),
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 2,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/pytorch_distributed_train_k8s"
|
|
|
|
|
|
},
|
|
|
|
|
|
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--image": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "worker镜像，直接运行你代码的环境镜像",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "ai.tencentmusic.com/tme-public/ubuntu-gpu:cuda10.1-cudnn7-python3.6",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "worker镜像，直接运行你代码的环境镜像 <a href='https://docs.qq.com/doc/DU0ptZEpiSmtMY1JT'>基础镜像</a>",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--working_dir": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "命令的启动目录",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "/mnt/xxx/pytorchjob/",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "命令的启动目录",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--command": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "启动命令，例如 python3 xxx.py",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "启动命令，例如 python3 xxx.py",
|
|
|
|
|
|
"describe": "启动命令，例如 python3 xxx.py",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--num_worker": {
|
|
|
|
|
|
"type": "int",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "分布式训练worker的数目",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "3",
|
|
|
|
|
|
"placeholder": "分布式训练worker的数目",
|
|
|
|
|
|
"describe": "分布式训练worker的数目",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# 注册tf runner分布式
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='tf分布式',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/tf2.3_keras_train:latest',
|
|
|
|
|
|
image_describe='tf分布式-runner方式',
|
|
|
|
|
|
job_template_name='tfjob-runner',
|
|
|
|
|
|
job_template_describe='tf分布式-runner方式',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='4G(memory):/dev/shm,kubernetes-config(configmap):/root/.kube',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_env='''
|
|
|
|
|
|
NO_RESOURCE_CHECK=true
|
|
|
|
|
|
TASK_RESOURCE_CPU=4
|
|
|
|
|
|
TASK_RESOURCE_MEMORY=4G
|
|
|
|
|
|
TASK_RESOURCE_GPU=0
|
|
|
|
|
|
'''.strip().replace(' ',''),
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 1,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/tf_keras_train"
|
|
|
|
|
|
},
|
|
|
|
|
|
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--job": {
|
|
|
|
|
|
"type": "json",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "模型训练，json配置",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "模型训练，json配置",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--upstream-output-file": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "上游输出文件",
|
|
|
|
|
|
"require": 0,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "上游输出文件",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# 注册tf plain分布式
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='tf分布式',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/tf2.3_plain_train:latest',
|
|
|
|
|
|
image_describe='tf分布式-plain方式',
|
|
|
|
|
|
job_template_name='tfjob-plain',
|
|
|
|
|
|
job_template_describe='tf分布式-plain方式',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='4G(memory):/dev/shm,kubernetes-config(configmap):/root/.kube',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_env='''
|
|
|
|
|
|
NO_RESOURCE_CHECK=true
|
|
|
|
|
|
TASK_RESOURCE_CPU=4
|
|
|
|
|
|
TASK_RESOURCE_MEMORY=4G
|
|
|
|
|
|
TASK_RESOURCE_GPU=0
|
|
|
|
|
|
'''.strip().replace(' ',''),
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 2,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/tf_plain_train"
|
|
|
|
|
|
},
|
|
|
|
|
|
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--job": {
|
|
|
|
|
|
"type": "json",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "模型训练，json配置",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "模型训练，json配置",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--upstream-output-file": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "上游输出文件",
|
|
|
|
|
|
"require": 0,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "上游输出文件",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# 注册tf 分布式训练
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='tf分布式',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/tf_distributed_train:latest',
|
|
|
|
|
|
image_describe='tf分布式训练',
|
|
|
|
|
|
job_template_name='tfjob-train',
|
|
|
|
|
|
job_template_describe='tf分布式训练，内部支持plain和runner两种方式',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='4G(memory):/dev/shm,kubernetes-config(configmap):/root/.kube',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_env='''
|
|
|
|
|
|
NO_RESOURCE_CHECK=true
|
|
|
|
|
|
TASK_RESOURCE_CPU=4
|
|
|
|
|
|
TASK_RESOURCE_MEMORY=4G
|
|
|
|
|
|
TASK_RESOURCE_GPU=0
|
|
|
|
|
|
'''.strip().replace(' ',''),
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 3,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/tf_distributed_train"
|
|
|
|
|
|
},
|
|
|
|
|
|
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--job": {
|
|
|
|
|
|
"type": "json",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "模型训练，json配置",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "模型训练，json配置",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--upstream-output-file": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "上游输出文件",
|
|
|
|
|
|
"require": 0,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "上游输出文件",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
# 注册tf 模型评估
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='tf分布式',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/tf2.3_model_evaluation:latest',
|
|
|
|
|
|
image_describe='tensorflow2.3模型评估',
|
|
|
|
|
|
job_template_name='tf-model-evaluation',
|
|
|
|
|
|
job_template_describe='tensorflow2.3模型评估',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='4G(memory):/dev/shm,kubernetes-config(configmap):/root/.kube',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_env='''
|
|
|
|
|
|
NO_RESOURCE_CHECK=true
|
|
|
|
|
|
TASK_RESOURCE_CPU=4
|
|
|
|
|
|
TASK_RESOURCE_MEMORY=4G
|
|
|
|
|
|
TASK_RESOURCE_GPU=0
|
|
|
|
|
|
'''.strip().replace(' ', ''),
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 4,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/tf_model_evaluation"
|
|
|
|
|
|
},
|
|
|
|
|
|
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--job": {
|
|
|
|
|
|
"type": "json",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "模型对比评估，json配置",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "模型对比评估，json配置",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--upstream-output-file": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "上游输出文件",
|
|
|
|
|
|
"require": 0,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "上游输出文件",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
# 注册tf 模型分布式评估
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='tf分布式',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/tf_distributed_eval:latest',
|
|
|
|
|
|
image_describe='tensorflow2.3分布式模型评估',
|
|
|
|
|
|
job_template_name='tf-distribute-model-evaluation',
|
|
|
|
|
|
job_template_describe='tensorflow2.3分布式模型评估',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='4G(memory):/dev/shm,kubernetes-config(configmap):/root/.kube',
|
|
|
|
|
|
job_template_account='kubeflow-pipeline',
|
|
|
|
|
|
job_template_env='''
|
|
|
|
|
|
NO_RESOURCE_CHECK=true
|
|
|
|
|
|
TASK_RESOURCE_CPU=4
|
|
|
|
|
|
TASK_RESOURCE_MEMORY=4G
|
|
|
|
|
|
TASK_RESOURCE_GPU=0
|
|
|
|
|
|
'''.strip().replace(' ',''),
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 5,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/tf_distributed_evaluation"
|
|
|
|
|
|
},
|
|
|
|
|
|
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--job": {
|
|
|
|
|
|
"type": "json",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "模型评估，json配置",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "模型评估，json配置",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--upstream-output-file": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "上游输出文件",
|
|
|
|
|
|
"require": 0,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "上游输出文件",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
# 注册tf 模型离线推理分布式
|
|
|
|
|
|
create_template(
|
|
|
|
|
|
repository_id=repository.id,
|
|
|
|
|
|
project_name='tf分布式',
|
|
|
|
|
|
image_name='ai.tencentmusic.com/tme-public/tf_model_offline_predict:latest',
|
|
|
|
|
|
image_describe='tf模型离线推理',
|
|
|
|
|
|
job_template_name='tf-model-offline-predict',
|
|
|
|
|
|
job_template_describe='tf模型离线推理',
|
|
|
|
|
|
job_template_command='',
|
|
|
|
|
|
job_template_volume='',
|
|
|
|
|
|
job_template_account='',
|
|
|
|
|
|
job_template_env='',
|
|
|
|
|
|
job_template_expand={
|
|
|
|
|
|
"index": 6,
|
|
|
|
|
|
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/tf_model_offline_predict"
|
|
|
|
|
|
},
|
|
|
|
|
|
|
|
|
|
|
|
job_template_args={
|
|
|
|
|
|
"shell": {
|
|
|
|
|
|
"--job": {
|
|
|
|
|
|
"type": "json",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "json配置",
|
|
|
|
|
|
"require": 1,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "json配置",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
},
|
|
|
|
|
|
"--upstream-output-file": {
|
|
|
|
|
|
"type": "str",
|
|
|
|
|
|
"item_type": "str",
|
|
|
|
|
|
"label": "上游输出文件",
|
|
|
|
|
|
"require": 0,
|
|
|
|
|
|
"choice": [],
|
|
|
|
|
|
"range": "",
|
|
|
|
|
|
"default": "",
|
|
|
|
|
|
"placeholder": "",
|
|
|
|
|
|
"describe": "上游输出文件",
|
|
|
|
|
|
"editable": 1,
|
|
|
|
|
|
"condition": "",
|
|
|
|
|
|
"sub_args": {}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
)
|
|
|
|
|
|
|
2021-10-14 17:36:14 +08:00
|
|
|
|
except Exception as e:
|
|
|
|
|
|
print(e)
|
|
|
|
|
|
|
|
|
|
|
|
|
2021-08-17 17:00:34 +08:00
|
|
|
|
@app.cli.command('init_db')
|
2022-04-24 14:35:13 +08:00
|
|
|
|
@pysnooper.snoop()
|
2021-08-17 17:00:34 +08:00
|
|
|
|
def init_db():
|
|
|
|
|
|
SQLALCHEMY_DATABASE_URI = conf.get('SQLALCHEMY_DATABASE_URI','')
|
|
|
|
|
|
import sqlalchemy.engine.url as url
|
|
|
|
|
|
uri = url.make_url(SQLALCHEMY_DATABASE_URI)
|
|
|
|
|
|
"""Inits the Myapp application"""
|
|
|
|
|
|
import pymysql
|
|
|
|
|
|
# 创建连接
|
|
|
|
|
|
conn = pymysql.connect(host=uri.host,port=uri.port, user=uri.username, password=uri.password, charset='utf8')
|
|
|
|
|
|
# 创建游标
|
|
|
|
|
|
cursor = conn.cursor()
|
|
|
|
|
|
|
|
|
|
|
|
# 创建数据库的sql(如果数据库存在就不创建，防止异常)
|
|
|
|
|
|
sql = "CREATE DATABASE IF NOT EXISTS kubeflow DEFAULT CHARACTER SET utf8 DEFAULT COLLATE utf8_general_ci;"
|
|
|
|
|
|
# 执行创建数据库的sql
|
|
|
|
|
|
cursor.execute(sql)
|
|
|
|
|
|
conn.commit()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
