from flask_appbuilder import Model from sqlalchemy.orm import relationship import json from sqlalchemy import ( Boolean, Text, Enum, ) import numpy import random import copy from myapp.models.helpers import AuditMixinNullable from myapp import app,db from myapp.models.helpers import ImportMixin from sqlalchemy import Column, Integer, String, ForeignKey, DateTime from flask_appbuilder.models.decorators import renders from flask import Markup from myapp.models.base import MyappModelBase import datetime metadata = Model.metadata conf = app.config from myapp.utils import core from myapp.utils.py import py_k8s class Repository(Model,AuditMixinNullable,MyappModelBase): __tablename__ = 'repository' id = Column(Integer, primary_key=True) name = Column(String(200), unique = True, nullable=False) server = Column(String(200), nullable=False) user = Column(String(100), nullable=False) password = Column(String(100), nullable=False) hubsecret = Column(String(100)) def __repr__(self): return self.name label_columns_spec={ "server":'域名', "user":"用户名", "hubsecret": 'k8s hubsecret', } label_columns=MyappModelBase.label_columns.copy() label_columns.update(label_columns_spec) class Images(Model,AuditMixinNullable,MyappModelBase): __tablename__='images' id = Column(Integer, primary_key=True) project_id = Column(Integer, ForeignKey('project.id')) project = relationship( "Project", foreign_keys=[project_id] ) name = Column(String(500), nullable=False) describe = Column(String(1000), nullable=False) repository_id = Column(Integer, ForeignKey('repository.id')) repository = relationship( "Repository", foreign_keys=[repository_id] ) entrypoint=Column(String(200)) dockerfile=Column(Text) gitpath=Column(String(200)) label_columns_spec={ "project":'功能分类', } label_columns = MyappModelBase.label_columns.copy() label_columns.update(label_columns_spec) @property def images_url(self): if self.gitpath: return Markup(f'{self.name}') return self.name def __repr__(self): return self.name class Job_Template(Model,AuditMixinNullable,MyappModelBase): __tablename__='job_template' id = Column(Integer, primary_key=True) project_id = Column(Integer, ForeignKey('project.id')) project = relationship( "Project", foreign_keys=[project_id] ) name = Column(String(500), nullable=False,unique=True) version = Column(Enum('Release','Alpha'),nullable=False,default='Release') images_id = Column(Integer, ForeignKey('images.id')) images = relationship( Images, foreign_keys=[images_id] ) hostAliases = Column(Text) # host文件 describe = Column(String(500), nullable=False) workdir=Column(String(400)) entrypoint=Column(String(200)) args=Column(Text) env = Column(Text) # 默认自带的环境变量 volume_mount = Column(String(400),default='') # 强制必须挂载 privileged = Column(Boolean, default=False) # 是否启用特权模式 accounts = Column(String(100)) # 使用k8s账户 demo=Column(Text) expand = Column(Text(65536), default='{}') label_columns_spec={ "project": "功能分类", } label_columns = MyappModelBase.label_columns.copy() label_columns.update(label_columns_spec) def __repr__(self): return self.name # +"(%s)"%self.version @renders('args') def args_html(self): return Markup('
' + self.args + '
')
@renders('demo')
def demo_html(self):
return Markup('' + self.demo + '
')
@renders('expand')
def expand_html(self):
return Markup('' + self.expand + '
')
@renders('name')
def name_title(self):
return Markup(f'{self.name}')
@property
def images_url(self):
return Markup(f'{self.images.name}')
# import pysnooper
# @pysnooper.snoop()
def get_env(self,name):
if self.env and name in self.env:
envs = self.env.split('\n')
for env in envs:
if name in env:
return env[env.index('=')+1:].strip()
else:
return None
def clone(self):
return Job_Template(
name=self.name,
version=self.version,
project_id=self.project_id,
images_id=self.images_id,
describe=self.describe,
args=self.args,
demo=self.demo,
expand=self.expand
)
class Pipeline(Model,ImportMixin,AuditMixinNullable,MyappModelBase):
__tablename__ = 'pipeline'
id = Column(Integer, primary_key=True)
name = Column(String(100),nullable=False,unique=True)
describe = Column(String(200),nullable=False)
project_id = Column(Integer, ForeignKey('project.id'),nullable=False) # 定义外键
project = relationship(
"Project", foreign_keys=[project_id]
)
dag_json = Column(Text,nullable=False,default='{}')
namespace=Column(String(100),default='pipeline')
global_env = Column(String(500),default='')
schedule_type = Column(Enum('once', 'crontab'),nullable=False,default='once')
cron_time = Column(String(100)) # 调度周期
cronjob_start_time = Column(String(300), default='')
pipeline_file=Column(Text(655360),default='')
pipeline_argo_id = Column(String(100))
version_id = Column(String(100))
run_id = Column(String(100))
node_selector = Column(String(100), default='cpu=true,train=true')
image_pull_policy = Column(Enum('Always','IfNotPresent'),nullable=False,default='Always')
parallelism = Column(Integer, nullable=False,default=1) # 同一个pipeline,最大并行的task数目
alert_status = Column(String(100), default='Pending,Running,Succeeded,Failed,Terminated') # 哪些状态会报警Pending,Running,Succeeded,Failed,Unknown,Waiting,Terminated
alert_user = Column(String(300), default='')
expand = Column(Text(65536),default='[]')
depends_on_past = Column(Boolean, default=False)
max_active_runs = Column(Integer, nullable=False,default=3) # 最大同时运行的pipeline实例
expired_limit = Column(Integer, nullable=False, default=1) # 过期保留个数,此数值有效时,会优先使用,覆盖max_active_runs的功能
parameter = Column(Text(65536), default='{}')
def __repr__(self):
return self.name
@property
def pipeline_url(self):
pipeline_url="/pipeline_modelview/web/" +str(self.id)
return Markup(f'{self.describe}')
@property
def run_pipeline(self):
pipeline_run_url = "/pipeline_modelview/run_pipeline/" +str(self.id)
return Markup(f'run')
@property
def log(self):
if self.run_id:
pipeline_url = "/pipeline_modelview/web/log/%s"%self.id
return Markup(f'日志')
else:
return Markup('日志')
@property
def pod(self):
url = "/pipeline_modelview/web/pod/%s" % self.id
return Markup(f'pod')
@renders('dag_json')
def dag_json_html(self):
dag_json = self.dag_json or '{}'
return Markup('' + dag_json + '
')
@renders('expand')
def expand_html(self):
return Markup('' + self.expand + '
')
@renders('parameter')
def parameter_html(self):
return Markup('' + self.parameter + '
')
@renders('pipeline_file')
def pipeline_file_html(self):
pipeline_file = self.pipeline_file or ''
return Markup('' + pipeline_file + '
')
# @renders('describe')
# def describe_html(self):
# return Markup('' + self.pipeline_file + '
')
# 获取pipeline中的所有task
def get_tasks(self,dbsession=db.session):
return dbsession.query(Task).filter_by(pipeline_id=self.id).all()
# @pysnooper.snoop()
def delete_old_task(self, dbsession=db.session):
try:
expand_tasks = json.loads(self.expand) if self.expand else []
tasks = dbsession.query(Task).filter_by(pipeline_id=self.id).all()
tasks_id = [int(expand_task['id']) for expand_task in expand_tasks if expand_task.get('id', '').isdecimal()]
for task in tasks:
if task.id not in tasks_id:
db.session.delete(task)
db.session.commit()
except Exception as e:
print(e)
# 获取当期运行时workflow的数量
def get_workflow(self):
back_crds = []
try:
k8s_client = py_k8s.K8s(self.project.cluster.get('KUBECONFIG',''))
crd_info = conf.get("CRD_INFO", {}).get('workflow', {})
if crd_info:
crds = k8s_client.get_crd(group=crd_info['group'], version=crd_info['version'],
plural=crd_info['plural'], namespace=self.namespace,
label_selector="pipeline-id=%s"%str(self.id))
for crd in crds:
if crd.get('labels', '{}'):
labels = json.loads(crd['labels'])
if labels.get('pipeline-id', '') == str(self.id):
back_crds.append(crd)
return back_crds
except Exception as e:
print(e)
return back_crds
@property
def run_instance(self):
# workflow = db.session.query(Workflow).filter_by(foreign_key= str(self.id)).filter_by(status= 'Running').filter_by(create_time > datetime.datetime.now().strftime("%Y-%m-%d")).all()
# workflow_num = len(workflow) if workflow else 0
# url = '/workflow_modelview/list/?_flt_2_name=%s'%self.name.replace("_","-")[:54]
url = r'/workflow_modelview/list/?_flt_2_labels="pipeline-id"%3A+"'+'%s"' % self.id
# print(url)
return Markup(f"{self.schedule_type}") # k8s有长度限制
# 这个dag可能不对,所以要根据真实task纠正一下
def fix_dag_json(self,dbsession=db.session):
if not self.dag_json:
return "{}"
dag = json.loads(self.dag_json)
# 如果添加了task,但是没有保存pipeline,就自动创建dag
if not dag:
tasks = self.get_tasks(dbsession)
if tasks:
dag = {}
for task in tasks:
dag[task.name] = {}
dag_json = json.dumps(dag, indent=4, ensure_ascii=False)
return dag_json
else:
return "{}"
# 清理dag中不存在的task
if dag:
tasks = self.get_tasks(dbsession)
all_task_names = [task.name for task in tasks]
# 先把没有加入的task加入到dag
for task in tasks:
if task.name not in dag:
dag[task.name] = {}
# 把已经删除了的task移除dag
dag_back = copy.deepcopy(dag)
for dag_task_name in dag_back:
if dag_task_name not in all_task_names:
del dag[dag_task_name]
# 将已经删除的task从其他task的上游依赖中删除
for dag_task_name in dag:
upstream_tasks = dag[dag_task_name]['upstream'] if 'upstream' in dag[dag_task_name] else []
new_upstream_tasks = []
for upstream_task in upstream_tasks:
if upstream_task in all_task_names:
new_upstream_tasks.append(upstream_task)
dag[dag_task_name]['upstream'] = new_upstream_tasks
# def get_downstream(dag):
# # 生成下行链路图
# for task_name in dag:
# dag[task_name]['downstream'] = []
# for task_name1 in dag:
# if task_name in dag[task_name1].get("upstream", []):
# dag[task_name]['downstream'].append(task_name1)
# return dag
#
# dag = get_downstream(dag)
dag_json = json.dumps(dag, indent=4, ensure_ascii=False)
return dag_json
# 自动聚焦到视图中央
# @pysnooper.snoop()
def fix_position(self):
expand_tasks = json.loads(self.expand) if self.expand else []
if not expand_tasks:
expand_tasks = []
x=[]
y=[]
for item in expand_tasks:
if "position" in item:
if item['position'].get('x',0):
x.append(int(item['position'].get('x',0)))
y.append(int(item['position'].get('y', 0)))
x_dist=400- numpy.mean(x) if x else 0
y_dist = 300 -numpy.mean(y) if y else 0
for item in expand_tasks:
if "position" in item:
if item['position'].get('x', 0):
item['position']['x'] = int(item['position']['x'])+x_dist
item['position']['y'] = int(item['position']['y']) + y_dist
return expand_tasks
# 生成前端锁需要的扩展字段
def fix_expand(self,dbsession=db.session):
# 补充expand 的基本节点信息(节点和关系)
tasks_src = self.get_tasks(dbsession)
tasks = {}
for task in tasks_src:
tasks[str(task.id)] = task
expand_tasks = json.loads(self.expand) if self.expand else []
if not expand_tasks:
expand_tasks=[]
expand_copy = copy.deepcopy(expand_tasks)
# 已经不存在的task要删掉
for item in expand_copy:
# 节点类型
if "data" in item:
if item['id'] not in tasks:
expand_tasks.remove(item)
# 上下游关系类型
else:
# if item['source'] not in tasks or item['target'] not in tasks:
expand_tasks.remove(item) # 删除所有的上下游关系,后面全部重新
# 增加新的task的位置
for task_id in tasks:
exist=False
for item in expand_tasks:
if "data" in item and item['id']==str(task_id):
exist=True
break
if not exist:
# if task_id not in expand_tasks:
expand_tasks.append({
"id": str(task_id),
"type": "dataSet",
"position": {
"x": random.randint(100,1000),
"y": random.randint(100,1000)
},
"data": {
# "taskId": task_id,
# "taskName": tasks[task_id].name,
"name": tasks[task_id].name,
"label": tasks[task_id].label
}
})
# 重写所有task的上下游关系
dag_json = json.loads(self.dag_json)
for task_name in dag_json:
upstreams = dag_json[task_name].get("upstream", [])
if upstreams:
for upstream_name in upstreams:
upstream_task_id = [task_id for task_id in tasks if tasks[task_id].name==upstream_name][0]
task_id = [task_id for task_id in tasks if tasks[task_id].name==task_name][0]
if upstream_task_id and task_id:
expand_tasks.append(
{
"source": str(upstream_task_id),
"arrowHeadType": 'arrow',
"target": str(task_id),
# "targetHandle": None,
"id": self.name + "__edge-%snull-%snull" % (upstream_task_id, task_id)
}
)
return expand_tasks
# @pysnooper.snoop()
def clone(self):
return Pipeline(
name=self.name.replace('_','-'),
project_id=self.project_id,
dag_json=self.dag_json,
describe=self.describe,
namespace=self.namespace,
global_env=self.global_env,
schedule_type='once',
cron_time=self.cron_time,
pipeline_file='',
pipeline_argo_id=self.pipeline_argo_id,
node_selector=self.node_selector,
image_pull_policy=self.image_pull_policy,
parallelism=self.parallelism,
alert_status='',
expand=self.expand,
parameter=self.parameter
)
class Task(Model,ImportMixin,AuditMixinNullable,MyappModelBase):
__tablename__ = 'task'
id = Column(Integer, primary_key=True)
name = Column(String(100), nullable=False)
label = Column(String(100), nullable=False) # 别名
job_template_id = Column(Integer, ForeignKey('job_template.id')) # 定义外键
job_template = relationship(
"Job_Template", foreign_keys=[job_template_id]
)
pipeline_id = Column(Integer, ForeignKey('pipeline.id')) # 定义外键
pipeline = relationship(
"Pipeline", foreign_keys=[pipeline_id]
)
working_dir = Column(String(1000),default='')
command = Column(String(1000),default='')
overwrite_entrypoint = Column(Boolean,default=False) # 是否覆盖入口
args = Column(Text)
volume_mount = Column(String(2000),default='kubeflow-user-workspace(pvc):/mnt,kubeflow-archives(pvc):/archives') # 挂载
node_selector = Column(String(100),default='cpu=true,train=true') # 挂载
resource_memory = Column(String(100),default='2G')
resource_cpu = Column(String(100), default='2')
resource_gpu= Column(String(100), default='0')
timeout = Column(Integer, nullable=False,default=0)
retry = Column(Integer, nullable=False,default=0)
outputs = Column(Text,default='{}') # task的输出,会将输出复制到minio上 {'prediction': '/output.txt'}
monitoring = Column(Text,default='{}') # 该任务的监控信息
expand = Column(Text(65536), default='')
skip = Column(Boolean,default=False) # 是否跳过
export_parent = "pipeline"
def __repr__(self):
return self.name
@property
def debug(self):
return Markup(f'debug')
@property
def run(self):
return Markup(f'run')
@property
def clear(self):
return Markup(f'clear')
@property
def log(self):
return Markup(f'log')
def get_node_selector(self):
project_node_selector = self.get_default_node_selector(self.pipeline.project.node_selector,self.resource_gpu,'train')
gpu_type = core.get_gpu(self.resource_gpu)[1]
if gpu_type:
project_node_selector+=',gpu-type='+gpu_type
return project_node_selector
@renders('args')
def args_html(self):
return Markup('' + self.args + '
')
@renders('expand')
def expand_html(self):
return Markup('' + self.expand + '
')
@renders('monitoring')
def monitoring_html(self):
try:
monitoring = json.loads(self.monitoring)
monitoring['link']=self.pipeline.project.cluster.get('GRAFANA_HOST','').strip('/')+conf.get('GRAFANA_TASK_PATH')+monitoring.get('pod_name','')
return Markup('' + json.dumps(monitoring,ensure_ascii=False,indent=4) + '
')
except Exception:
return Markup(' 暂无
')
@property
def job_args_demo(self):
return Markup('' + self.job_template.demo + '
')
@property
def job_template_url(self):
return Markup(f'{self.job_template.name}')
def clone(self):
return Task(
name=self.name.replace('_','-'),
label=self.label,
job_template_id=self.job_template_id,
pipeline_id=self.pipeline_id,
working_dir=self.working_dir,
command=self.command,
args=self.args,
volume_mount=self.volume_mount,
node_selector=self.node_selector,
resource_memory=self.resource_memory,
resource_cpu=self.resource_cpu,
timeout=self.timeout,
retry=self.retry,
expand=self.expand
)
# 每次上传运行
class RunHistory(Model,MyappModelBase):
__tablename__ = "run"
id = Column(Integer, primary_key=True)
pipeline_id = Column(Integer, ForeignKey('pipeline.id')) # 定义外键
pipeline = relationship(
"Pipeline", foreign_keys=[pipeline_id]
)
pipeline_file = Column(Text(65536), default='')
pipeline_argo_id = Column(String(100)) # 上传的pipeline id
version_id = Column(String(100)) # 上传的版本号
experiment_id = Column(String(100))
run_id = Column(String(100))
message = Column(Text, default='')
created_on = Column(DateTime, default=datetime.datetime.now, nullable=False)
execution_date=Column(String(200), nullable=False)
status = Column(String(100),default='comed') # commed表示已经到了该调度的时间,created表示已经发起了调度。注意操作前校验去重
@property
def status_url(self):
if self.status=='comed':
return self.status
path=conf.get('MODEL_URLS',{}).get('workflow','')+'/labels='+self.run_id
return Markup(f'{self.status}')
@property
def creator(self):
return self.pipeline.creator
@property
def pipeline_url(self):
return Markup(f'{self.pipeline.describe}')
@property
def history(self):
path=conf.get('MODEL_URLS',{}).get('workflow','')+'/labels="pipeline-id"%3A+"' + '%s"' % self.pipeline_id
# url = r'/workflow_modelview/list/?_flt_2_labels="pipeline-id"%3A+"' + '%s"' % self.pipeline_id
return Markup(f"运行记录")
@property
def log(self):
if self.run_id:
pipeline_url = self.pipeline.project.cluster.get('PIPELINE_URL')+ "runs/details/" +str(self.run_id)
return Markup(f'日志')
else:
return Markup('日志')
class Crd:
# __tablename__ = "crd"
id = Column(Integer, primary_key=True)
name = Column(String(100),default='')
namespace = Column(String(100), default='')
create_time=Column(String(100), default='')
change_time = Column(String(100), default='')
status = Column(String(100), default='')
annotations = Column(Text, default='')
labels = Column(Text, default='')
spec = Column(Text(65536), default='')
status_more = Column(Text(65536), default='')
username = Column(String(100), default='')
info_json = Column(Text, default='{}')
add_row_time = Column(DateTime, default=datetime.datetime.now)
# delete = Column(Boolean,default=False)
foreign_key = Column(String(100), default='')
@renders('annotations')
def annotations_html(self):
return Markup('' + self.annotations + '
')
@renders('labels')
def labels_html(self):
return Markup('' + self.labels + '
')
@property
def final_status(self):
status='未知'
try:
if self.status_more:
status = json.loads(self.status_more).get('phase','未知')
except Exception as e:
print(e)
return status
@renders('spec')
def spec_html(self):
return Markup('' + self.spec + '
')
@renders('status_more')
def status_more_html(self):
return Markup('' + self.status_more + '
')
@renders('info_json')
def info_json_html(self):
return Markup('' + self.info_json + '
')
@renders('namespace')
def namespace_url(self):
# user_roles = [role.name.lower() for role in list(g.user.roles)]
# if "admin" in user_roles:
url = conf.get('K8S_DASHBOARD_CLUSTER', '') + '#/search?namespace=%s&q=%s' % (self.namespace, self.name.replace('_', '-'))
# else:
# url = conf.get('K8S_DASHBOARD_PIPELINE','')+'#/search?namespace=%s&q=%s'%(self.namespace,self.name.replace('_','-'))
return Markup(f'{self.namespace}')
@property
def stop(self):
return Markup(f'停止')
class Workflow(Model,Crd,MyappModelBase):
__tablename__ = 'workflow'
@renders('namespace')
def namespace_url(self):
if self.pipeline:
url = conf.get('K8S_DASHBOARD_CLUSTER', '') + '#/search?namespace=%s&q=%s' % (self.namespace, self.pipeline.name.replace('_', '-'))
return Markup(f'{self.namespace}')
else:
url = conf.get('K8S_DASHBOARD_CLUSTER', '') + '#/search?namespace=%s&q=%s' % (self.namespace, self.name.replace('_', '-'))
return Markup(f'{self.namespace}')
@property
def run_history(self):
label = json.loads(self.labels) if self.labels else {}
runid = label.get('run-id','')
if runid:
return db.session.query(RunHistory).filter(RunHistory.pipeline_file.contains(runid)).first()
# return db.session.query(RunHistory).filter_by(run_id=runid).first()
else:
return None
@property
def schedule_type(self):
run_history = self.run_history
if run_history:
return 'crontab'
else:
return 'once'
@property
def execution_date(self):
run_history = self.run_history
if run_history:
return run_history.execution_date
else:
return 'once'
@property
def task_status(self):
status_mode = json.loads(self.status_more)
task_status={}
nodes=status_mode.get('nodes',{})
tasks = self.pipeline.get_tasks()
for pod_name in nodes:
pod = nodes[pod_name]
if pod['type']=='Pod':
if pod['phase']=='Succeeded': # 那些重试和失败的都忽略掉
templateName=pod['templateName']
for task in tasks:
if task.name==templateName:
finish_time = datetime.datetime.strptime(pod['finishedAt'], '%Y-%m-%d %H:%M:%S')
start_time = datetime.datetime.strptime(pod['startedAt'], '%Y-%m-%d %H:%M:%S')
elapsed = (finish_time - start_time).days * 24 + (finish_time - start_time).seconds / 60 / 60
task_status[task.label]= str(round(elapsed,2))+"h"
message=""
for key in task_status:
message += key+": "+task_status[key]+"\n"
return Markup('' + message + '
')
@property
def elapsed_time(self):
status_mode = json.loads(self.status_more)
finish_time=status_mode.get('finishedAt',self.change_time)
if not finish_time: finish_time=self.change_time
start_time = status_mode.get('startedAt', '')
try:
if finish_time and start_time:
if 'T' in finish_time:
finish_time = datetime.datetime.strptime(finish_time,'%Y-%m-%dT%H:%M:%S')
else:
finish_time = datetime.datetime.strptime(finish_time, '%Y-%m-%d %H:%M:%S')
if 'T' in start_time:
start_time = datetime.datetime.strptime(start_time, '%Y-%m-%dT%H:%M:%S')
else:
start_time = datetime.datetime.strptime(start_time, '%Y-%m-%d %H:%M:%S')
elapsed = (finish_time-start_time).days*24+(finish_time-start_time).seconds/60/60
return str(round(elapsed,2))+"h"
except Exception as e:
print(e)
return '未知'
@property
def pipeline_url(self):
if self.labels:
try:
labels = json.loads(self.labels)
pipeline_id = labels.get("pipeline-id",'')
if pipeline_id:
pipeline = db.session.query(Pipeline).filter_by(id=int(pipeline_id)).first()
if pipeline:
# return Markup(f'{pipeline.describe}')
return Markup(f'{pipeline.describe}')
pipeline_name = self.name[:-6]
pipeline = db.session.query(Pipeline).filter_by(name=pipeline_name).first()
if pipeline:
return Markup(f'{pipeline.describe}')
except Exception as e:
print(e)
return Markup('未知')
@property
def pipeline(self):
if self.labels:
try:
labels = json.loads(self.labels)
pipeline_id = labels.get("pipeline-id",'')
if pipeline_id:
pipeline = db.session.query(Pipeline).filter_by(id=int(pipeline_id)).first()
if pipeline:
return pipeline
# pipeline_name = self.name[:-6]
# pipeline = db.session.query(Pipeline).filter_by(name=pipeline_name).first()
# return pipeline
except Exception as e:
print(e)
return None
@property
def project(self):
pipeline = self.pipeline
if pipeline:
return pipeline.project.name
else:
return "未知"
@property
def log(self):
if self.labels:
try:
labels = json.loads(self.labels)
run_id = labels.get("pipeline/runid",'')
if run_id:
pipeline_url = conf.get('PIPELINE_URL')+ "runs/details/" +str(run_id)
return Markup(f'日志')
except Exception as e:
print(e)
return Markup('日志')
@property
def stop(self):
return Markup(f'停止')
class Tfjob(Model,Crd,MyappModelBase):
__tablename__ = 'tfjob'
@property
def pipeline(self):
if self.labels:
try:
labels = json.loads(self.labels)
pipeline_id = labels.get("pipeline-id",'')
if pipeline_id:
pipeline = db.session.query(Pipeline).filter_by(id=int(pipeline_id)).first()
return Markup(f'{pipeline.describe}')
except Exception as e:
print(e)
return Markup('未知')
@property
def run_instance(self):
if self.labels:
try:
labels = json.loads(self.labels)
run_id = labels.get("run-id",'')
if run_id:
return Markup(f'运行实例')
except Exception as e:
print(e)
return Markup('未知')
class Xgbjob(Model,Crd,MyappModelBase):
__tablename__ = 'xgbjob'
class Pytorchjob(Model,Crd,MyappModelBase):
__tablename__ = 'pytorchjob'