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cube-studio/myapp/cli.py

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deploy
2021-08-17 17:00:34 +08:00
#!/usr/bin/env python
from datetime import datetime
import logging
from subprocess import Popen
from sys import stdout
import click
from colorama import Fore, Style
from flask import g
import json
from myapp import app, appbuilder, db, security_manager
from myapp.models.model_notebook import Notebook
from myapp.models.model_team import Project,Project_User
add init task
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from myapp.models.model_job import Repository,Images,Job_Template,Pipeline,Task
add service demo
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from myapp.models.model_serving import Service,InferenceService
deploy
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conf = app.config
def create_app(script_info=None):
return app
@app.shell_context_processor
def make_shell_context():
return dict(app=app, db=db)
import pysnooper
# https://dormousehole.readthedocs.io/en/latest/cli.html
@app.cli.command('init')
add init task
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@pysnooper.snoop()
deploy
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def init():
add init task
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# 初始化创建项目组
deploy
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try:
"""Inits the Myapp application"""
appbuilder.add_permissions(update_perms=True) # update_perms为true才会检测新权限
security_manager.sync_role_definitions()
multi host support
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def add_project(project_type,name,describe,expand={}):
project = db.session.query(Project).filter_by(name=name).filter_by(type=project_type).first()
deploy
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if project is None:
try:
project = Project()
multi host support
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project.type=project_type
deploy
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project.name = name
project.describe=describe
project.expand=json.dumps(expand,ensure_ascii=False,indent=4)
db.session.add(project)
db.session.commit()
project_user = Project_User()
project_user.project=project
project_user.role = 'creator'
project_user.user_id=1
db.session.add(project_user)
db.session.commit()
except Exception as e:
db.session.rollback()
# 添加一些默认的记录
add_project('org','推荐中心','推荐项目组')
add_project('org', '多媒体中心', '多媒体项目组')
add_project('org', '搜索中心', '搜索项目组')
add_project('org', '广告中心', '广告项目组')
add_project('org', 'public', '公共项目组')
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})
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})
add_project('job-template', '数据处理', '数据的单机或分布式处理任务',{"index":3})
add ray-sklearn
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add_project('job-template', '机器学习', '传统机器学习，lr/决策树/gbdt/xgb/fm等', {"index": 4})
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": 5})
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": 6})
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": 7})
add_project('job-template', '模型服务化', '模型服务化部署相关的组件模板', {"index": 8})
add_project('job-template', '推荐类模板', '推荐领域常用的任务模板', {"index": 9})
add_project('job-template', '多媒体类模板', '音视频图片常用的任务模板', {"index": 10})
add_project('job-template', '搜索类模板', '向量搜索常用的任务模板', {"index": 11})
deploy
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except Exception as e:
print(e)
add init task
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fix
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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=''):
if not repository_id:
return
images = db.session.query(Images).filter_by(name=image_name).first()
project = db.session.query(Project).filter_by(name=project_name).filter_by(type='job-template').first()
add init task
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if images is None and project:
try:
images = Images()
fix
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images.name = image_name
images.describe=image_describe
add init task
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images.created_by_fk=1
images.changed_by_fk=1
images.project_id=project.id
fix
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images.repository_id=repository_id
add init task
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db.session.add(images)
db.session.commit()
except Exception as e:
db.session.rollback()
fix
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job_template = db.session.query(Job_Template).filter_by(name=job_template_name).first()
project = db.session.query(Project).filter_by(name=project_name).filter_by(type='job-template').first()
if job_template is None and project and images.id:
add init task
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try:
job_template = Job_Template()
fix
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job_template.name = job_template_name
job_template.describe=job_template_describe
job_template.entrypoint=job_template_command,
job_template.volume_mount=job_template_volume,
job_template.accounts=job_template_account,
job_template.expand = json.dumps(job_template_expand,indent=4,ensure_ascii=False) if job_template_expand else '{}'
add init task
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job_template.created_by_fk=1
job_template.changed_by_fk=1
job_template.project_id=project.id
job_template.images_id=images.id
job_template.version='Release'
fix
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job_template.env=job_template_env
job_template.args=json.dumps(job_template_args,indent=4,ensure_ascii=False) if job_template_args else '{}'
add init task
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db.session.add(job_template)
db.session.commit()
except Exception as e:
db.session.rollback()
fix
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# 初始化创建仓库镜像模板任务流
try:
repository = db.session.query(Repository).filter_by(name='hubsecret').first()
if repository is None:
try:
repository = Repository()
repository.name = 'hubsecret'
repository.server='registry.docker-cn.com'
repository.user = 'yourname'
repository.password = 'yourpassword'
repository.hubsecret = 'hubsecret'
repository.created_by_fk=1
repository.changed_by_fk=1
db.session.add(repository)
db.session.commit()
except Exception as e:
db.session.rollback()
# 注册自定义镜像
create_template(
repository_id=repository.id,
project_name='基础命令',
image_name='ubuntu:18.04',
image_describe='开源ubuntu:18.04基础镜像',
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',
job_template_describe='使用用户自定义镜像作为运行镜像',
job_template_args={
"shell": {
"images": {
"type": "str",
"item_type": "str",
"label": "要调试的镜像",
"require": 1,
"choice": [],
"range": "",
"default": "ai.tencentmusic.com/tme-public/ubuntu-gpu:cuda10.1-cudnn7-python3.6",
"placeholder": "",
add help url
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"describe": "要调试的镜像，<a target='_blank' href='https://github.com/tencentmusic/cube-studio/tree/master/imagess'>基础镜像参考<a>",
fix
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"editable": 1,
"condition": "",
"sub_args": {}
},
"workdir": {
"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": "sh start.sh",
"placeholder": "",
"describe": "启动命令",
"editable": 1,
"condition": "",
"sub_args": {}
}
}
}
)
add service demo
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# datax数据导入导出
fix
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create_template(
repository_id=repository.id,
add service demo
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project_name='数据导入导出',
image_name='ai.tencentmusic.com/tme-public/datax:latest',
image_describe='datax异构数据源同步',
job_template_name='datax',
job_template_describe='datax异构数据源同步',
job_template_command='',
job_template_volume='',
job_template_account='',
job_template_env='',
fix
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job_template_expand={
add service demo
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"index": 1,
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/datax"
fix
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},
add service demo
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fix
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job_template_args={
"shell": {
add service demo
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"-f": {
fix
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"type": "str",
"item_type": "str",
add service demo
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"label": "job.json文件地址",
fix
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"require": 1,
"choice": [],
"range": "",
add service demo
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"default": "/usr/local/datax/job/job.json",
fix
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"placeholder": "",
add service demo
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"describe": "job.json文件地址",
fix
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"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": {}
}
}
}
)
add service demo
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# sklear分布式
fix
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create_template(
repository_id=repository.id,
add service demo
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project_name='机器学习',
image_name='ai.tencentmusic.com/tme-public/sklearn_estimator:v1',
image_describe='sklearn基于ray的分布式',
job_template_name='ray-sklearn',
job_template_describe='sklearn基于ray的分布式',
fix
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job_template_command='',
add service demo
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job_template_volume='4G(memory):/dev/shm',
fix
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job_template_account='kubeflow-pipeline',
job_template_env='''
add service demo
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NO_RESOURCE_CHECK=true
''',
fix
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job_template_expand={
add service demo
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"index": 8,
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/ray_sklearn"
fix
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},
job_template_args={
"shell": {
add service demo
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"--train_csv_file_path": {
fix
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"type": "str",
"item_type": "str",
add service demo
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"label": "训练集csv",
fix
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"require": 1,
"choice": [],
"range": "",
add service demo
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"default": "",
fix
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"placeholder": "",
add service demo
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"describe": "训练集csv，|分割符，首行是列名",
fix
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"editable": 1,
"condition": "",
"sub_args": {}
},
add service demo
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"--predict_csv_file_path": {
fix
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"type": "str",
"item_type": "str",
add service demo
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"label": "预测数据集csv",
fix
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"require": 1,
"choice": [],
"range": "",
add service demo
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"default": "",
fix
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"placeholder": "",
add service demo
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"describe": "预测数据集csv，格式和训练集一致，默认为空，需要predict时填",
fix
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"editable": 1,
"condition": "",
"sub_args": {}
},
add service demo
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"--label_name": {
fix
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"type": "str",
"item_type": "str",
add service demo
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"label": "label的列名，必填",
fix
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"require": 1,
"choice": [],
"range": "",
"default": "",
add service demo
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"placeholder": "",
"describe": "label的列名，必填",
fix
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"editable": 1,
"condition": "",
"sub_args": {}
},
add service demo
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"--model_name": {
"type": "str",
fix
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"item_type": "str",
add service demo
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"label": "模型名称，必填",
fix
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"require": 1,
"choice": [],
"range": "",
add service demo
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"default": "",
"placeholder": "",
"describe": "训练用到的模型名称，如LogisticRegression，必填。常用的都支持，要加联系管理员",
fix
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"editable": 1,
"condition": "",
"sub_args": {}
add service demo
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},
"--model_args_dict": {
"type": "str",
fix
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"item_type": "str",
add service demo
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"label": "模型参数",
fix
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"require": 1,
"choice": [],
"range": "",
"default": "",
"placeholder": "",
add service demo
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"describe": "模型参数，json格式，默认为空",
fix
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"editable": 1,
"condition": "",
"sub_args": {}
},
add service demo
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"--model_file_path": {
fix
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"type": "str",
"item_type": "str",
add service demo
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"label": "模型文件保存文件名，必填",
"require": 1,
"choice": [],
"range": "",
"default": "",
"placeholder": "",
"describe": "模型文件保存文件名，必填",
"editable": 1,
"condition": "",
"sub_args": {}
},
"--predict_result_path": {
"type": "str",
"item_type": "str",
"label": "预测结果保存文件名，默认为空，需要predict时填",
"require": 1,
"choice": [],
"range": "",
"default": "",
"placeholder": "",
"describe": "预测结果保存文件名，默认为空，需要predict时填",
"editable": 1,
"condition": "",
"sub_args": {}
},
"--worker_num": {
"type": "str",
"item_type": "str",
"label": "ray worker数量",
"require": 1,
"choice": [],
"range": "",
"default": "",
"placeholder": "",
"describe": "ray worker数量",
"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": [],
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"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": {}
},
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"--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": {}
}
}
}
)
# 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://github.com/tencentmusic/cube-studio/tree/master/images'>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": {}
}
}
}
)
# 注册分布式媒体文件下载
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='media-download',
job_template_describe='分布式下载媒体文件',
job_template_command='python start_download.py',
job_template_volume='2G(memory):/dev/shm',
job_template_account='kubeflow-pipeline',
job_template_expand={
"index": 1,
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/video-audio"
},
job_template_args={
"shell": {
"--num_worker": {
"type": "str",
"item_type": "str",
"label": "分布式任务的worker数目",
"require": 1,
"choice": [],
"range": "",
"default": "3",
"placeholder": "分布式任务的worker数目",
"describe": "分布式任务的worker数目",
"editable": 1,
"condition": "",
"sub_args": {}
},
"--download_type": {
"type": "enum",
"item_type": "str",
"label": "下载类型",
"require": 1,
"choice": [
"url"
],
"range": "",
"default": "url",
"placeholder": "",
"describe": "下载类型",
"editable": 1,
"condition": "",
"sub_args": {}
},
"--input_file": {
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"type": "str",
"item_type": "str",
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"label": "下载信息文件地址",
"require": 1,
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"choice": [],
"range": "",
"default": "",
"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,
"condition": "",
"sub_args": {}
}
}
}
add service demo
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fix
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)
add service demo
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# 注册分布式视频采帧
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create_template(
repository_id=repository.id,
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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',
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job_template_account='kubeflow-pipeline',
job_template_expand={
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"index": 2,
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/video-audio"
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},
job_template_args={
"shell": {
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"--num_workers": {
"type": "str",
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"item_type": "str",
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"label": "",
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"require": 1,
"choice": [],
"range": "",
"default": "",
"placeholder": "",
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"describe": "worker数量",
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"editable": 1,
"condition": "",
"sub_args": {}
},
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"--input_file": {
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"type": "str",
"item_type": "str",
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"label": "",
"require": 1,
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"choice": [],
"range": "",
"default": "",
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"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",
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"editable": 1,
"condition": "",
"sub_args": {}
}
}
}
add service demo
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)
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add service demo
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# 注册分布式音频提取模板
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create_template(
repository_id=repository.id,
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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',
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job_template_expand={
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"index": 3,
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/video-audio"
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},
job_template_args={
"shell": {
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"--num_workers": {
"type": "str",
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"item_type": "str",
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"label": "worker数量",
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"require": 1,
"choice": [],
"range": "",
"default": "",
"placeholder": "",
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"describe": "worker数量",
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"editable": 1,
"condition": "",
"sub_args": {}
},
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"--input_file": {
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"type": "str",
"item_type": "str",
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"label": "",
"require": 1,
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"choice": [],
"range": "",
"default": "",
"placeholder": "",
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"describe": "配置文件地址，每行格式：<br>$local_video_path $des_audio_path",
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"editable": 1,
"condition": "",
"sub_args": {}
}
}
}
add service demo
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fix
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)
add model offline predict
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add service demo
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add model offline predict
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# 注册 kaldi 模型离线推理分布式
create_template(
repository_id=repository.id,
project_name='多媒体类模板',
image_name='ai.tencentmusic.com/tme-public/kaldi_distributed_on_volcano:v2',
image_describe='kaldi音频分布式',
job_template_name='kaldi-distributed-on-volcanojob',
job_template_describe='kaldi音频分布式训练',
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=4
TASK_RESOURCE_MEMORY=4G
TASK_RESOURCE_GPU=0
''',
job_template_expand={
"index": 4,
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/kaldi_distributed_on_volcanojob"
},
job_template_args={
"shell": {
"--working_dir": {
"type": "str",
"item_type": "str",
"label": "",
"require": 1,
"choice": [],
"range": "",
"default": "",
"placeholder": "启动目录",
"describe": "启动目录",
"editable": 1,
"condition": "",
"sub_args": {}
},
"--user_cmd": {
"type": "str",
"item_type": "str",
"label": "",
"require": 1,
"choice": [],
"range": "",
"default": "./run.sh",
"placeholder": "启动命令",
"describe": "启动命令",
"editable": 1,
"condition": "",
"sub_args": {}
},
"--num_worker": {
"type": "str",
"item_type": "str",
"label": "",
"require": 1,
"choice": [],
"range": "",
"default": "2",
"placeholder": "worker数量",
"describe": "worker数量",
"editable": 1,
"condition": "",
"sub_args": {}
},
"--image": {
"type": "str",
"item_type": "str",
"label": "",
"require": 1,
"choice": [],
"range": "",
"default": "ai.tencentmusic.com/tme-public/kaldi_distributed_worker:v1",
"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": {}
}
}
}
)
# 分布式离线推理
create_template(
repository_id=repository.id,
project_name='多媒体类模板',
image_name='ai.tencentmusic.com/tme-public/volcano:offline-predict-20220101',
image_describe='分布式离线推理',
job_template_name='model-offline-predict',
job_template_describe='分布式离线推理',
job_template_command='',
job_template_volume='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
''',
job_template_expand={
"index": 8,
"help_url": "https://github.com/tencentmusic/cube-studio/tree/master/job-template/job/model_offline_predict"
},
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": "环境安装和任务启动命令",
"require": 1,
"choice": [],
"range": "",
"default": "/mnt/xx/../start.sh",
"placeholder": "",
"describe": "环境安装和任务启动命令",
"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": {}
}
}
}
)
add ray-sklearn
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add service demo
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except Exception as e:
print(e)
add ray-sklearn
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add service demo
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# 添加demo 服务
支持mlops+边缘计算
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def create_service(project_name,service_name,service_describe,image_name,command,env,resource_mem='2G',resource_cpu='2',ports='80'):
add service demo
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service = db.session.query(Service).filter_by(name=service_name).first()
project = db.session.query(Project).filter_by(name=project_name).filter_by(type='org').first()
if service is None and project:
try:
service = Service()
service.name = service_name
service.label=service_describe
service.created_by_fk=1
service.changed_by_fk=1
service.project_id=project.id
service.images=image_name
service.command = command
service.env='\n'.join([x.strip() for x in env.split('\n') if x.split()])
支持mlops+边缘计算
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service.ports = ports
add service demo
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db.session.add(service)
db.session.commit()
except Exception as e:
db.session.rollback()
try:
# 部署mysql-ui
create_service(
project_name='public',
service_name='mysql-ui',
service_describe='可视化编辑mysql数据库',
image_name='ai.tencentmusic.com/tme-public/phpmyadmin',
command='',
env='''
PMA_HOST=mysql-service.infra
PMA_PORT=3306
PMA_USER=root
PMA_PASSWORD=admin
''',
支持mlops+边缘计算
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ports='80'
add service demo
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)
# 部署redis-ui
create_service(
project_name='public',
service_name='redis-ui',
service_describe='可视化编辑redis数据库',
image_name='ai.tencentmusic.com/tme-public/patrikx3:latest',
command='',
env='''
REDIS_NAME=default
REDIS_HOST=redis-master.infra
REDIS_PORT=6379
REDIS_PASSWORD=admin
''',
支持mlops+边缘计算
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ports='7843'
add service demo
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)
# 部署mongo ui
create_service(
project_name='public',
service_name='mongo-express',
service_describe='可视化编辑mongo数据库',
image_name='mongo-express:0.54.0',
command='',
env='''
ME_CONFIG_MONGODB_SERVER=xx.xx.xx.xx
ME_CONFIG_MONGODB_PORT=xx
ME_CONFIG_MONGODB_ENABLE_ADMIN=true
ME_CONFIG_MONGODB_ADMINUSERNAME=xx
ME_CONFIG_MONGODB_ADMINPASSWORD=xx
ME_CONFIG_MONGODB_AUTH_DATABASE=xx
ME_CONFIG_MONGODB_AUTH_USERNAME=xx
ME_CONFIG_MONGODB_AUTH_PASSWORD=xx
VCAP_APP_HOST=0.0.0.0
VCAP_APP_PORT=8081
ME_CONFIG_OPTIONS_EDITORTHEME=ambiance
''',
支持mlops+边缘计算
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ports='8081'
add service demo
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)
# 部署neo4j
create_service(
project_name='public',
service_name='neo4j',
service_describe='可视化编辑图数据库neo4j',
image_name='ai.tencentmusic.com/tme-public/neo4j:4.4',
command='',
env='''
NEO4J_AUTH=neo4j/admin
''',
支持mlops+边缘计算
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ports='7474,7687'
add service demo
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)
# 部署jaeger链路追踪
create_service(
project_name='public',
service_name='jaeger',
service_describe='jaeger链路追踪',
image_name='jaegertracing/all-in-one:1.29',
command='',
env='',
支持mlops+边缘计算
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ports='5775,16686'
add ray-sklearn
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)
add init task
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except Exception as e:
print(e)
deploy
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@app.cli.command('init_db')
add stand-alone deployment
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@pysnooper.snoop()
deploy
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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()
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