terracotta/neat/locals/underload/trivial.py
2012-10-02 11:41:47 +10:00

65 lines
2.0 KiB
Python

# Copyright 2012 Anton Beloglazov
#
# Licensed 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.
""" Trivial underload detection algorithms.
"""
from contracts import contract
from neat.contracts_extra import *
import logging
log = logging.getLogger(__name__)
@contract
def threshold_factory(time_step, migration_time, params):
""" Creates the threshold underload detection algorithm.
:param time_step: The length of the simulation time step in seconds.
:type time_step: int,>=0
:param migration_time: The VM migration time in time seconds.
:type migration_time: float,>=0
:param params: A dictionary containing the algorithm's parameters.
:type params: dict(str: *)
:return: A function implementing the OTF algorithm.
:rtype: function
"""
return lambda utilization, state=None: (threshold(params['threshold'],
utilization),
{})
@contract
def threshold(threshold, utilization):
""" Static threshold-based underload detection algorithm.
The algorithm returns True, if the last value of the host's
CPU utilization is lower than the specified threshold.
:param threshold: The static underload CPU utilization threshold.
:type threshold: float,>=0,<=1
:param utilization: The history of the host's CPU utilization.
:type utilization: list(float)
:return: A decision of whether the host is underloaded.
:rtype: bool
"""
if utilization:
return utilization[-1] <= threshold
return False