spark-instrumented-optimizer/python/pyspark/resource/resourceprofile.py

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# Licensed to the Apache Software Foundation (ASF) under one or more
# contributor license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright ownership.
# The ASF licenses this file to You under the Apache License, Version 2.0
# (the "License"); you may not use this file except in compliance with
# the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
from pyspark.resource.taskrequests import TaskResourceRequest
from pyspark.resource.executorrequests import ExecutorResourceRequest
class ResourceProfile(object):
"""
.. note:: Evolving
Resource profile to associate with an RDD. A :class:`pyspark.resource.ResourceProfile`
allows the user to specify executor and task requirements for an RDD that will get
applied during a stage. This allows the user to change the resource requirements between
stages. This is meant to be immutable so user doesn't change it after building.
.. versionadded:: 3.1.0
"""
def __init__(self, _java_resource_profile=None, _exec_req={}, _task_req={}):
if _java_resource_profile is not None:
self._java_resource_profile = _java_resource_profile
else:
self._java_resource_profile = None
self._executor_resource_requests = _exec_req
self._task_resource_requests = _task_req
@property
def id(self):
if self._java_resource_profile is not None:
return self._java_resource_profile.id()
else:
raise RuntimeError("SparkContext must be created to get the id, get the id "
"after adding the ResourceProfile to an RDD")
@property
def taskResources(self):
if self._java_resource_profile is not None:
taskRes = self._java_resource_profile.taskResourcesJMap()
result = {}
for k, v in taskRes.items():
result[k] = TaskResourceRequest(v.resourceName(), v.amount())
return result
else:
return self._task_resource_requests
@property
def executorResources(self):
if self._java_resource_profile is not None:
execRes = self._java_resource_profile.executorResourcesJMap()
result = {}
for k, v in execRes.items():
result[k] = ExecutorResourceRequest(v.resourceName(), v.amount(),
v.discoveryScript(), v.vendor())
return result
else:
return self._executor_resource_requests