def test_patch_create_job_flags(self):
wd = WorkflowDefinition()
jd = wd.job_definitions.add()
workflow = Workflow(
name='test-workflow',
project_id=123,
config=wd.SerializeToString(),
forkable=False,
state=WorkflowState.READY,
)
db.session.add(workflow)
db.session.flush()
job = Job(name='test_job',
job_type=JobType(1),
config=jd.SerializeToString(),
workflow_id=workflow.id,
project_id=123,
state=JobState.STOPPED,
is_disabled=False)
db.session.add(job)
db.session.flush()
workflow.job_ids = str(job.id)
db.session.commit()
response = self.patch_helper(f'/api/v2/workflows/{workflow.id}',
data={'create_job_flags': [3]})
self.assertEqual(response.status_code, HTTPStatus.OK)
patched_job = Job.query.get(job.id)
self.assertEqual(patched_job.is_disabled, True)
response = self.patch_helper(f'/api/v2/workflows/{workflow.id}',
data={'create_job_flags': [1]})
self.assertEqual(response.status_code, HTTPStatus.OK)
patched_job = Job.query.get(job.id)
self.assertEqual(patched_job.is_disabled, False)
def is_model_related_job(job):
job_type = job.job_type
if isinstance(job_type, int):
job_type = JobType(job.job_type)
return job_type in [
JobType.NN_MODEL_TRANINING, JobType.NN_MODEL_EVALUATION,
JobType.TREE_MODEL_TRAINING, JobType.TREE_MODEL_EVALUATION
]
def _setup_jobs(self):
if self.forked_from is not None:
trunk = Workflow.query.get(self.forked_from)
assert trunk is not None, \
'Source workflow %d not found' % self.forked_from
trunk_job_defs = trunk.get_config().job_definitions
trunk_name2index = {
job.name: i
for i, job in enumerate(trunk_job_defs)
}
job_defs = self.get_config().job_definitions
flags = self.get_create_job_flags()
assert len(job_defs) == len(flags), \
'Number of job defs does not match number of create_job_flags ' \
'%d vs %d'%(len(job_defs), len(flags))
jobs = []
for i, (job_def, flag) in enumerate(zip(job_defs, flags)):
if flag == common_pb2.CreateJobFlag.REUSE:
assert job_def.name in trunk_name2index, \
f'Job {job_def.name} not found in base workflow'
j = trunk.get_job_ids()[trunk_name2index[job_def.name]]
job = Job.query.get(j)
assert job is not None, \
'Job %d not found' % j
# TODO: check forked jobs does not depend on non-forked jobs
else:
job = Job(
name=f'{self.uuid}-{job_def.name}',
job_type=JobType(job_def.job_type),
config=job_def.SerializeToString(),
workflow_id=self.id,
project_id=self.project_id,
state=JobState.NEW,
is_disabled=(flag == common_pb2.CreateJobFlag.DISABLED))
db.session.add(job)
jobs.append(job)
db.session.flush()
name2index = {job.name: i for i, job in enumerate(job_defs)}
for i, (job, flag) in enumerate(zip(jobs, flags)):
if flag == common_pb2.CreateJobFlag.REUSE:
continue
for j, dep_def in enumerate(job.get_config().dependencies):
dep = JobDependency(
src_job_id=jobs[name2index[dep_def.source]].id,
dst_job_id=job.id,
dep_index=j)
db.session.add(dep)
self.set_job_ids([job.id for job in jobs])
if Features.FEATURE_MODEL_WORKFLOW_HOOK:
for job in jobs:
ModelService(db.session).workflow_hook(job)
def _setup_jobs(self):
if self.forked_from is not None:
trunk = Workflow.query.get(self.forked_from)
assert trunk is not None, \
'Source workflow %d not found'%self.forked_from
trunk_job_defs = trunk.get_config().job_definitions
trunk_name2index = {
job.name: i
for i, job in enumerate(trunk_job_defs)
}
else:
assert not self.get_reuse_job_names()
job_defs = self.get_config().job_definitions
jobs = []
reuse_jobs = set(self.get_reuse_job_names())
for i, job_def in enumerate(job_defs):
if job_def.name in reuse_jobs:
assert job_def.name in trunk_name2index, \
"Job %s not found in base workflow"%job_def.name
j = trunk.get_job_ids()[trunk_name2index[job_def.name]]
job = Job.query.get(j)
assert job is not None, \
'Job %d not found'%j
# TODO: check forked jobs does not depend on non-forked jobs
else:
job = Job(name=f'{self.name}-{job_def.name}',
job_type=JobType(job_def.type),
config=job_def.SerializeToString(),
workflow_id=self.id,
project_id=self.project_id,
state=JobState.STOPPED)
job.set_yaml_template(job_def.yaml_template)
db.session.add(job)
jobs.append(job)
db.session.commit()
name2index = {job.name: i for i, job in enumerate(job_defs)}
for i, job in enumerate(jobs):
if job.name in reuse_jobs:
continue
for j, dep_def in enumerate(job.get_config().dependencies):
dep = JobDependency(
src_job_id=jobs[name2index[dep_def.source]].id,
dst_job_id=job.id,
dep_index=j)
db.session.add(dep)
self.set_job_ids([job.id for job in jobs])
db.session.commit()
def add_fake_workflow(session):
wd = WorkflowDefinition()
jd = wd.job_definitions.add()
workflow = Workflow(
name='test-workflow',
project_id=123,
config=wd.SerializeToString(),
forkable=False,
state=WorkflowState.READY,
)
session.add(workflow)
session.flush()
job = Job(name='test_job',
job_type=JobType(1),
config=jd.SerializeToString(),
workflow_id=workflow.id,
project_id=123,
state=JobState.STOPPED,
is_disabled=False)
session.add(job)
session.flush()
workflow.job_ids = str(job.id)
session.commit()
return workflow, job