def manipulator(self):
"""
Returns an object that represents the parameters that can be tuned.
"""
manipulator = ConfigurationManipulator()
if 'ExhaustiveSearch' in self.args.technique:
# manipulator.add_parameter(EnumParameter("CLOCK", ['0', '1', '2', '3']))
# manipulator.add_parameter(EnumParameter("KERNEL_CLOCK", ['0', '1', '2', '3']))
manipulator.add_parameter(LogIntegerParameter("CONVOLVERS", 1, 16))
manipulator.add_parameter(
IntegerParameter("BIN_DENSE_PIPELINE", 1, 16))
# manipulator.add_parameter(IntegerParameter("FP_CONV_UNROLL", 1, 16))
else:
manipulator.add_parameter(
EnumParameter("KERNEL_CLOCK", ['0', '1', '2', '3']))
manipulator.add_parameter(
FloatParameter("CLOCK_UNCERTAINTY", 0, 100))
manipulator.add_parameter(
EnumParameter("DATA_MOVER_CLOCK", ['0', '1', '2', '3']))
manipulator.add_parameter(
EnumParameter("DATA_MOVER_SHARING", ['0', '1', '2', '3']))
manipulator.add_parameter(IntegerParameter("IMPL_STRATEGY", 0, 27))
manipulator.add_parameter(
LogIntegerParameter("CONVOLVERS", 1, 16, prior="inc"))
manipulator.add_parameter(
IntegerParameter("BIN_DENSE_PIPELINE", 1, 16, prior="dec"))
manipulator.add_parameter(
IntegerParameter("FP_CONV_UNROLL", 1, 16, prior="inc"))
return manipulator
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
manipulator = ConfigurationManipulator()
num_options = len(self.passes) - 1
# choose for a sequence of at most `max_passes` passes
for i in range(self.max_passes):
passNum = 'pass_' + str(i)
# some pass
manipulator.add_parameter(IntegerParameter(passNum, 0,
num_options))
# and whether to turn it on or off
manipulator.add_parameter(
EnumParameter('enable_' + passNum, [True, False]))
# choose from a set of knobs
for knob, minInt, maxInt in self.knobs:
manipulator.add_parameter(IntegerParameter(knob, minInt, maxInt))
manipulator.add_parameter(
EnumParameter('enable_' + knob, [True, False]))
return manipulator
def manipulator(self):
"""
Returns an object that represents the parameters that can be tuned.
"""
manipulator = ConfigurationManipulator()
manipulator.add_parameter(BooleanParameter("PIPELINE_SUB"))
manipulator.add_parameter(BooleanParameter("PIPELINE_ADDKEY"))
manipulator.add_parameter(BooleanParameter("PIPELINE_CPKEY"))
manipulator.add_parameter(BooleanParameter("PIPELINE_MIX"))
manipulator.add_parameter(BooleanParameter("PIPELINE_EXP1"))
manipulator.add_parameter(BooleanParameter("PIPELINE_EXP2"))
manipulator.add_parameter(BooleanParameter("PIPELINE_ECB1"))
manipulator.add_parameter(BooleanParameter("PIPELINE_ECB2"))
manipulator.add_parameter(BooleanParameter("PIPELINE_ECB3"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_SUB", 1, 16, prior="inc"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_ADDKEY", 1, 16, prior="inc"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_CPKEY", 1, 16, prior="inc"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_MIX", 1, 4, prior="inc"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_EXP1", 1, 3, prior="inc"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_EXP2", 1, 3, prior="inc"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_ECB1", 1, 32, prior="inc"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_ECB2", 1, 8, prior="inc"))
manipulator.add_parameter(
IntegerParameter("UNROLL_FACTOR_ECB3", 1, 13, prior="inc"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_SUB", 1, 16, prior="dec"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_ADDKEY", 1, 16, prior="dec"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_CPKEY", 1, 16, prior="dec"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_MIX", 1, 4, prior="dec"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_EXP1", 1, 3, prior="dec"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_EXP2", 1, 3, prior="dec"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_ECB1", 1, 32, prior="dec"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_ECB2", 1, 8, prior="dec"))
manipulator.add_parameter(
IntegerParameter("PIPELINE_II_ECB3", 1, 13, prior="dec"))
manipulator.add_parameter(
EnumParameter("KERNEL_CLOCK", ['0', '1', '2', '3']))
manipulator.add_parameter(
EnumParameter("DATA_MOVER_CLOCK", ['0', '1', '2', '3']))
return manipulator
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
manipulator = ConfigurationManipulator()
manipulator.add_parameter(
LogFloatParameter('learning_rate', 1e-5, 1e-1))
manipulator.add_parameter(EnumParameter('gamma', [0.9, 0.99, 0.9999]))
manipulator.add_parameter(EnumParameter('batch_size', [32, 64, 256]))
manipulator.add_parameter(EnumParameter('n_steps', [128]))
return manipulator
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
self.transformation(gl.spark_parameter)
manipulator = ConfigurationManipulator()
manipulator.add_parameter(
IntegerParameter('BLOCK_SIZE', 1, 1))
# print 'in manipulator'
for flag in self.enum_param:
# print flag[0], flag[1]
manipulator.add_parameter(
EnumParameter(flag[0],
flag[1]))
for i in self.int_param:
manipulator.add_parameter(
IntegerParameter(i[0], int(i[1]), int(i[2])))
return manipulator
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
# set the global flags needed for printing schedules
if self.args.enable_NUMA_tuning == 0:
self.enable_NUMA_tuning = False
if self.args.enable_parallel_tuning == 0:
self.enable_parallel_tuning = False
if self.args.enable_denseVertexSet_tuning == 0:
self.enable_denseVertexSet_tuning = False
manipulator = ConfigurationManipulator()
manipulator.add_parameter(
EnumParameter('direction', [
'SparsePush', 'DensePull', 'SparsePush-DensePull',
'DensePush-SparsePush'
]))
if self.enable_parallel_tuning:
manipulator.add_parameter(
EnumParameter('parallelization', [
'dynamic-vertex-parallel',
'edge-aware-dynamic-vertex-parallel'
]))
else:
manipulator.add_parameter(
EnumParameter('parallelization', ['serial']))
manipulator.add_parameter(
IntegerParameter('numSSG', 1, self.args.max_num_segments))
if self.enable_NUMA_tuning:
manipulator.add_parameter(
EnumParameter('NUMA', ['serial', 'static-parallel']))
if self.enable_denseVertexSet_tuning:
manipulator.add_parameter(
EnumParameter('DenseVertexSet',
['boolean-array', 'bitvector']))
return manipulator
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
manipulator = ConfigurationManipulator()
for flag in OPT_FLAGS:
manipulator.add_parameter(
EnumParameter(flag, ['on', 'off', 'default']))
return manipulator
def manipulator(self):
manipulator = ConfigurationManipulator()
for item in self.param:
param_type, param_name, param_range = item
if param_type == 'EnumParameter':
manipulator.add_parameter(EnumParameter(param_name, param_range))
elif param_type == 'IntegerParameter' :
manipulator.add_parameter(IntegerParameter(param_name, param_range[0], param_range[1]))
elif param_type == 'FloatParameter' :
manipulator.add_parameter(FloatParameter(param_name, param_range[0], param_range[1]))
return manipulator
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
manipulator = ConfigurationManipulator()
# manipulator.add_parameter(
# IntegerParameter('blockSize', 8,16))
manipulator.add_parameter(IntegerParameter('opt_level', 0, 3))
manipulator.add_parameter(
EnumParameter('blockSize', ['8', '16', '32', '64', '128']))
return manipulator
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
manipulator = ConfigurationManipulator()
manipulator.add_parameter(IntegerParameter('opt_level', 0, 3))
for flag in GCC_FLAGS:
manipulator.add_parameter(
EnumParameter(flag, ['on', 'off', 'default']))
for param, min, max in GCC_PARAMS:
manipulator.add_parameter(IntegerParameter(param, min, max))
return manipulator
def manipulator(self):
manipulator = ConfigurationManipulator()
manipulator.add_parameter(
LogIntegerParameter("INIT_INTERVAL_HOR", 1, 16))
manipulator.add_parameter(
LogIntegerParameter("INIT_INTERVAL_VER", 1, 16))
manipulator.add_parameter(IntegerParameter("UNROLL_FACTOR_HOR", 1, 2))
manipulator.add_parameter(IntegerParameter("UNROLL_FACTOR_VER", 1, 2))
manipulator.add_parameter(
LogIntegerParameter("ARRAY_PARTITION_FACTOR", 1, 15))
manipulator.add_parameter(
EnumParameter("ACCELERATOR_1_CLOCK", ['0', '1', '2', '3']))
manipulator.add_parameter(
EnumParameter("ACCELERATOR_2_CLOCK", ['0', '1', '2', '3']))
manipulator.add_parameter(
FloatParameter("ACCELERATOR_1_UNCERTAINTY", 0, 100))
manipulator.add_parameter(
FloatParameter("ACCELERATOR_2_UNCERTAINTY", 0, 100))
manipulator.add_parameter(
EnumParameter("DATA_MOVER_CLOCK", ['0', '1', '2', '3']))
return manipulator
def manipulator(self):
"""Define the search space by creating a
ConfigurationManipulator
"""
list_configs = []
list_configs = read_file_configs()
manipulator = ConfigurationManipulator()
print "Executing manipulator"
for param, mini, maxi in BLOCO_PARAMETROS:
#print "param: ", param, " mini: ", mini, " maxi: ", maxi
manipulator.add_parameter(IntegerParameter(param, mini, maxi))
# E preciso gerar as configuracoes validas com o run.c.
# manipulator.add_parameter(EnumParameter(param, [ 'gx:1024, gy:1, gz:1, bx:1, by:1, bz:1, ', 'gx:32, gy:32, gz:1, bx:1, by:1, bz:1, ' ]))
for param in BLOCO_PARAMETROS_CONFIGS:
manipulator.add_parameter(EnumParameter(param, list_configs))
return manipulator
def parse_line(self, line, manipulator):
"""
Parse one line from configuration file
"""
line = line.split()
if (line[0] == 'parameter'):
if (line[1] == 'int'):
manipulator.add_parameter(IntegerParameter(line[2], line[3], line[4]))
elif (line[1] == 'float'):
manipulator.add_parameter(FloatParameter(line[2], line[3], line[4]))
elif (line[1] == 'enum'):
manipulator.add_parameter(EnumParameter(line[2], line[3:]))
else:
raise NameError('Incorrect Configuration file')
elif (line[0] == 'compile'):
self.gcc_cmd = ' '.join(line[1:])
elif (line[0] == 'run'):
self.run_cmd = ' '.join(line[1:])
else:
raise NameError('Incorrect Configuration file')
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
# set the global flags needed for printing schedules
if self.args.enable_NUMA_tuning == 0:
self.enable_NUMA_tuning = False
if self.args.enable_parallel_tuning == 0:
self.enable_parallel_tuning = False
if self.args.enable_denseVertexSet_tuning == 0:
self.enable_denseVertexSet_tuning = False
manipulator = ConfigurationManipulator()
manipulator.add_parameter(
EnumParameter('direction',
['SparsePush','DensePull', 'SparsePush-DensePull', 'DensePush-SparsePush']))
#'edge-aware-dynamic-vertex-parallel' not supported with the latest g++ cilk implementation
if self.enable_parallel_tuning:
manipulator.add_parameter(EnumParameter('parallelization',['dynamic-vertex-parallel']))
else:
manipulator.add_parameter(EnumParameter('parallelization', ['serial']))
manipulator.add_parameter(IntegerParameter('numSSG', 1, self.args.max_num_segments))
if self.enable_NUMA_tuning:
manipulator.add_parameter(EnumParameter('NUMA',['serial','static-parallel']))
if self.enable_denseVertexSet_tuning:
manipulator.add_parameter(EnumParameter('DenseVertexSet', ['boolean-array', 'bitvector']))
# adding new parameters for PriorityGraph (Ordered GraphIt)
manipulator.add_parameter(IntegerParameter('delta', 1, self.args.max_delta))
manipulator.add_parameter(
EnumParameter('bucket_update_strategy',
['eager_priority_update','eager_priority_update_with_merge', 'lazy_priority_update']))
return manipulator
def manipulator(self):
"""
Define the search space by creating a
ConfigurationManipulator
"""
manipulator = ConfigurationManipulator()
manipulator.add_parameter(
EnumParameter('hibench.yarn.executor.cores',
['1', '4', '8', '16', '24', '48']))
manipulator.add_parameter(
EnumParameter('hibench.yarn.executor.num',
['1', '2', '3', '6', '12', '48']))
manipulator.add_parameter(IntegerParameter('spark.task.cpus', 1, 4))
manipulator.add_parameter(
EnumParameter('spark.shuffle.compress', ['1', '0']))
manipulator.add_parameter(
EnumParameter('spark.memory.fraction',
['0.25', '0.4', '0.5', '0.6', '0.7', '0.8']))
manipulator.add_parameter(EnumParameter('spark.serializer',
['0', '1']))
manipulator.add_parameter(
EnumParameter('spark.scheduler.maxRegisteredResourcesWaitingTime',
['10', '15', '25', '30', '40', '60']))
manipulator.add_parameter(
EnumParameter(
'spark.default.parallelism',
['8', '15', '25', '35', '50', '-1'
])) #-1 represents default value of config and we need it
manipulator.add_parameter(
EnumParameter('spark.sql.shuffle.partitions',
['75', '100', '150', '200', '250', '400']))
manipulator.add_parameter(
EnumParameter('spark.cleaner.periodicGC.interval',
['5', '10', '15', '30', '35', '60']))
manipulator.add_parameter(
EnumParameter('spark.io.compression.lz4.blockSize',
['8', '16', '32', '40', '64', '80']))
manipulator.add_parameter(
EnumParameter('spark.memory.storageFraction',
['0.3', '0.35', '0.4', '0.5', '0.6', '0.7']))
manipulator.add_parameter(
EnumParameter('spark.yarn.am.memory',
['256', '400', '512', '750', '1000', '1500']))
manipulator.add_parameter(
EnumParameter('spark.scheduler.revive.interval',
['1000', '1500', '2000', '2500', '3000', '4000']))
manipulator.add_parameter(
EnumParameter('spark.locality.wait.process',
['1500', '2000', '2500', '3000', '4000', '6000']))
manipulator.add_parameter(
EnumParameter('spark.shuffle.sort.bypassMergeThreshold',
['75', '100', '150', '200', '250', '400']))
manipulator.add_parameter(
EnumParameter('spark.shuffle.io.preferDirectBufs', ['1', '0']))
manipulator.add_parameter(
EnumParameter('spark.task.maxFailures',
['1', '2', '3', '4', '6', '8']))
manipulator.add_parameter(
EnumParameter('spark.files.openCostInBytes', [
'1000000', '2000000', '3500000', '4194304', '7000000',
'9000000'
]))
manipulator.add_parameter(
EnumParameter('spark.shuffle.file.buffer',
['16', '28', '32', '45', '64', '80']))
manipulator.add_parameter(
EnumParameter('spark.cleaner.referenceTracking.blocking',
['1', '0']))
manipulator.add_parameter(
EnumParameter('spark.kryoserializer.buffer.max',
['24', '32', '50', '64', '90', '128']))
manipulator.add_parameter(
EnumParameter('spark.executor.memory', [
'600', '1000', '2400', '4800', '9600', '19200', '54000',
'108000'
]))
return manipulator
def manipulator(self):
self._manipulator = PortfolioManipulator(self._max_sum)
for i in range (self._solvers):
self._manipulator.add_parameter(EnumParameter(self._names + str(i),
self._values))
return self._manipulator
