class ClientManager:
def __init__(self, host=None):
self.host = host
if self.host is None:
self.host = get_rest_host()
self.client = Client(host=self.host)
@exception_handler
def submit(self, workflow):
"""
Submit the workflow as a request to iDDS server.
:param workflow: The workflow to be submitted.
"""
props = {
'scope': 'workflow',
'name': workflow.name,
'requester': 'panda',
'request_type': RequestType.Workflow,
'transform_tag': 'workflow',
'status': RequestStatus.New,
'priority': 0,
'lifetime': workflow.lifetime,
'workload_id': workflow.get_workload_id(),
'request_metadata': {
'version': release_version,
'workload_id': workflow.get_workload_id(),
'workflow': workflow
}
}
workflow.add_proxy()
primary_init_work = workflow.get_primary_initial_collection()
if primary_init_work:
if type(primary_init_work) in [Collection]:
props['scope'] = primary_init_work.scope
props['name'] = primary_init_work.name
else:
props['scope'] = primary_init_work['scope']
props['name'] = primary_init_work['name']
# print(props)
request_id = self.client.add_request(**props)
return request_id
@exception_handler
def abort(self, request_id=None, workload_id=None):
"""
Abort requests.
:param workload_id: the workload id.
:param request_id: the request.
"""
if request_id is None and workload_id is None:
logging.error(
"Both request_id and workload_id are None. One of them should not be None"
)
return (
-1,
"Both request_id and workload_id are None. One of them should not be None"
)
reqs = self.client.get_requests(request_id=request_id,
workload_id=workload_id)
if reqs:
rets = []
for req in reqs:
logging.info("Aborting request: %s" % req['request_id'])
# self.client.update_request(request_id=req['request_id'], parameters={'substatus': RequestStatus.ToCancel})
self.client.send_message(request_id=req['request_id'],
msg={
'command': 'update_request',
'parameters': {
'status':
RequestStatus.ToCancel
}
})
logging.info("Abort request registered successfully: %s" %
req['request_id'])
ret = (0, "Abort request registered successfully: %s" %
req['request_id'])
rets.append(ret)
return rets
else:
return (-1, 'No matching requests')
@exception_handler
def suspend(self, request_id=None, workload_id=None):
"""
Suspend requests.
:param workload_id: the workload id.
:param request_id: the request.
"""
if request_id is None and workload_id is None:
logging.error(
"Both request_id and workload_id are None. One of them should not be None"
)
return (
-1,
"Both request_id and workload_id are None. One of them should not be None"
)
reqs = self.client.get_requests(request_id=request_id,
workload_id=workload_id)
if reqs:
rets = []
for req in reqs:
logging.info("Suspending request: %s" % req['request_id'])
# self.client.update_request(request_id=req['request_id'], parameters={'substatus': RequestStatus.ToSuspend})
self.client.send_message(request_id=req['request_id'],
msg={
'command': 'update_request',
'parameters': {
'status':
RequestStatus.ToSuspend
}
})
logging.info("Suspend request registered successfully: %s" %
req['request_id'])
ret = (0, "Suspend request registered successfully: %s" %
req['request_id'])
rets.append(ret)
return rets
else:
return (-1, 'No matching requests')
@exception_handler
def resume(self, request_id=None, workload_id=None):
"""
Resume requests.
:param workload_id: the workload id.
:param request_id: the request.
"""
if request_id is None and workload_id is None:
logging.error(
"Both request_id and workload_id are None. One of them should not be None"
)
return (
-1,
"Both request_id and workload_id are None. One of them should not be None"
)
reqs = self.client.get_requests(request_id=request_id,
workload_id=workload_id)
if reqs:
rets = []
for req in reqs:
logging.info("Resuming request: %s" % req['request_id'])
# self.client.update_request(request_id=req['request_id'], parameters={'substatus': RequestStatus.ToResume})
self.client.send_message(request_id=req['request_id'],
msg={
'command': 'update_request',
'parameters': {
'status':
RequestStatus.ToResume
}
})
logging.info("Resume request registered successfully: %s" %
req['request_id'])
ret = (0, "Resume request registered successfully: %s" %
req['request_id'])
rets.append(ret)
return rets
else:
return (-1, 'No matching requests')
@exception_handler
def retry(self, request_id=None, workload_id=None):
"""
Retry requests.
:param workload_id: the workload id.
:param request_id: the request.
"""
if request_id is None and workload_id is None:
logging.error(
"Both request_id and workload_id are None. One of them should not be None"
)
return (
-1,
"Both request_id and workload_id are None. One of them should not be None"
)
reqs = self.client.get_requests(request_id=request_id,
workload_id=workload_id)
if reqs:
rets = []
for req in reqs:
logging.info("Retrying request: %s" % req['request_id'])
# self.client.update_request(request_id=req['request_id'], parameters={'substatus': RequestStatus.ToResume})
self.client.send_message(request_id=req['request_id'],
msg={
'command': 'update_request',
'parameters': {
'status':
RequestStatus.ToResume
}
})
logging.info("Retry request registered successfully: %s" %
req['request_id'])
ret = (0, "Retry request registered successfully: %s" %
req['request_id'])
rets.append(ret)
return rets
else:
return (-1, 'No matching requests')
@exception_handler
def finish(self,
request_id=None,
workload_id=None,
set_all_finished=False):
"""
Retry requests.
:param workload_id: the workload id.
:param request_id: the request.
"""
if request_id is None and workload_id is None:
logging.error(
"Both request_id and workload_id are None. One of them should not be None"
)
return (
-1,
"Both request_id and workload_id are None. One of them should not be None"
)
reqs = self.client.get_requests(request_id=request_id,
workload_id=workload_id)
if reqs:
rets = []
for req in reqs:
logging.info("Finishing request: %s" % req['request_id'])
if set_all_finished:
# self.client.update_request(request_id=req['request_id'], parameters={'substatus': RequestStatus.ToForceFinish})
self.client.send_message(
request_id=req['request_id'],
msg={
'command': 'update_request',
'parameters': {
'status': RequestStatus.ToForceFinish
}
})
else:
# self.client.update_request(request_id=req['request_id'], parameters={'substatus': RequestStatus.ToFinish})
self.client.send_message(request_id=req['request_id'],
msg={
'command': 'update_request',
'parameters': {
'status':
RequestStatus.ToFinish
}
})
logging.info("ToFinish request registered successfully: %s" %
req['request_id'])
ret = (0, "ToFinish request registered successfully: %s" %
req['request_id'])
rets.append(ret)
return rets
else:
return (-1, 'No matching requests')
@exception_handler
def get_requests(self,
request_id=None,
workload_id=None,
with_detail=False,
with_metadata=False):
"""
Get requests.
:param workload_id: the workload id.
:param request_id: the request.
:param with_detail: Whether to show detail info.
"""
reqs = self.client.get_requests(request_id=request_id,
workload_id=workload_id,
with_detail=with_detail,
with_metadata=with_metadata)
return reqs
@exception_handler
def get_status(self,
request_id=None,
workload_id=None,
with_detail=False,
with_metadata=False):
"""
Get the status progress report of requests.
:param workload_id: the workload id.
:param request_id: the request.
:param with_detail: Whether to show detail info.
"""
reqs = self.client.get_requests(request_id=request_id,
workload_id=workload_id,
with_detail=with_detail,
with_metadata=with_metadata)
if with_detail:
table = []
for req in reqs:
table.append([
req['request_id'], req['transform_id'], req['workload_id'],
req['transform_workload_id'],
"%s:%s" %
(req['output_coll_scope'], req['output_coll_name']),
"%s[%s/%s/%s]" %
(req['transform_status'].name, req['output_total_files'],
req['output_processed_files'],
req['output_processing_files']), req['errors']
])
ret = tabulate.tabulate(table,
tablefmt='simple',
headers=[
'request_id', 'transform_id',
'request_workload_id',
'transform_workload_id', 'scope:name',
'status[Total/OK/Processing]', 'errors'
])
# print(ret)
return str(ret)
else:
table = []
for req in reqs:
table.append([
req['request_id'], req['workload_id'],
"%s:%s" % (req['scope'], req['name']), req['status'].name,
req['errors']
])
ret = tabulate.tabulate(table,
tablefmt='simple',
headers=[
'request_id', 'request_workload_id',
'scope:name', 'status', 'errors'
])
# print(ret)
return str(ret)
@exception_handler
def download_logs(self,
request_id=None,
workload_id=None,
dest_dir='./',
filename=None):
"""
Download logs for a request.
:param workload_id: the workload id.
:param request_id: the request.
:param dest_dir: The destination directory.
:param filename: The destination filename to be saved. If it's None, default filename will be saved.
"""
filename = self.client.download_logs(request_id=request_id,
workload_id=workload_id,
dest_dir=dest_dir,
filename=filename)
if filename:
logging.info("Logs are downloaded to %s" % filename)
return (0, "Logs are downloaded to %s" % filename)
else:
logging.info(
"Failed to download logs for workload_id(%s) and request_id(%s)"
% (workload_id, request_id))
return (
-1,
"Failed to download logs for workload_id(%s) and request_id(%s)"
% (workload_id, request_id))
@exception_handler
def upload_to_cacher(self, filename):
"""
Upload file to iDDS cacher: On the cacher, the filename will be the basename of the file.
"""
return self.client.upload(filename)
@exception_handler
def download_from_cacher(self, filename):
"""
Download file from iDDS cacher: On the cacher, the filename will be the basename of the file.
"""
return self.client.download(filename)
@exception_handler
def get_hyperparameters(self,
workload_id,
request_id,
id=None,
status=None,
limit=None):
"""
Get hyperparameters from the Head service.
:param workload_id: the workload id.
:param request_id: the request id.
:param status: the status of the hyperparameters.
:param limit: limit number of hyperparameters
:raise exceptions if it's not got successfully.
"""
return self.client.get_hyperparameters(workload_id=workload_id,
request_id=request_id,
id=id,
status=status,
limit=limit)
@exception_handler
def update_hyperparameter(self, workload_id, request_id, id, loss):
"""
Update hyperparameter to the Head service.
:param workload_id: the workload id.
:param request_id: the request.
:param id: id of the hyper parameter.
:param loss: the loss.
:raise exceptions if it's not updated successfully.
"""
return self.client.update_hyperparameter(workload_id=workload_id,
request_id=request_id,
id=id,
loss=loss)
@exception_handler
def get_messages(self, request_id=None, workload_id=None):
"""
Get messages.
:param workload_id: the workload id.
:param request_id: the request.
"""
if request_id is None and workload_id is None:
logging.error(
"Both request_id and workload_id are None. One of them should not be None"
)
return (
-1,
"Both request_id and workload_id are None. One of them should not be None"
)
logging.info(
"Retrieving messages for request_id: %s, workload_id: %s" %
(request_id, workload_id))
msgs = self.client.get_messages(request_id=request_id,
workload_id=workload_id)
logging.info(
"Retrieved %s messages for request_id: %s, workload_id: %s" %
(len(msgs), request_id, workload_id))
return (0, msgs)
import sys
from idds.client.client import Client
from idds.common.utils import get_rest_host
if len(sys.argv) == 2:
workload_id = sys.argv[1]
request_id = None
elif len(sys.argv) == 3:
workload_id = sys.argv[1]
request_id = sys.argv[2]
# host = "https://aipanda181.cern.ch:443/idds"
host = get_rest_host()
client = Client(host=host)
# props['request_metadata']['result_parser'] = 'default'
params = client.get_hyperparameters(workload_id=workload_id, request_id=request_id)
print(params)
if not params:
print("No parameters")
else:
for param in params:
id = param['id']
if param['loss'] is None:
print("updating %s" % id)
ret = client.update_hyperparameter(workload_id=workload_id, request_id=request_id, id=id, loss=0.3)
print(ret)
break