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# Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved. | ||
# | ||
# 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. | ||
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import argparse | ||
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__all__ = ['parse_args', ] | ||
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BENCHMARK_MODELS = [ | ||
"machine_translation", "resnet", "vgg", "mnist", "stacked_dynamic_lstm" | ||
] | ||
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def parse_args(): | ||
parser = argparse.ArgumentParser('Fluid model benchmarks.') | ||
parser.add_argument( | ||
'--model', | ||
type=str, | ||
choices=BENCHMARK_MODELS, | ||
default='resnet', | ||
help='The model to run benchmark with.') | ||
parser.add_argument( | ||
'--batch_size', type=int, default=32, help='The minibatch size.') | ||
# args related to learning rate | ||
parser.add_argument( | ||
'--learning_rate', type=float, default=0.001, help='The learning rate.') | ||
# TODO(wuyi): add "--use_fake_data" option back. | ||
parser.add_argument( | ||
'--skip_batch_num', | ||
type=int, | ||
default=5, | ||
help='The first num of minibatch num to skip, for better performance test' | ||
) | ||
parser.add_argument( | ||
'--iterations', type=int, default=80, help='The number of minibatches.') | ||
parser.add_argument( | ||
'--pass_num', type=int, default=100, help='The number of passes.') | ||
parser.add_argument( | ||
'--data_format', | ||
type=str, | ||
default='NCHW', | ||
choices=['NCHW', 'NHWC'], | ||
help='The data data_format, now only support NCHW.') | ||
parser.add_argument( | ||
'--device', | ||
type=str, | ||
default='GPU', | ||
choices=['CPU', 'GPU'], | ||
help='The device type.') | ||
parser.add_argument( | ||
'--gpus', | ||
type=int, | ||
default=1, | ||
help='If gpus > 1, will use ParallelExecutor to run, else use Executor.') | ||
# this option is available only for vgg and resnet. | ||
parser.add_argument( | ||
'--cpus', | ||
type=int, | ||
default=1, | ||
help='If cpus > 1, will use ParallelDo to run, else use Executor.') | ||
parser.add_argument( | ||
'--data_set', | ||
type=str, | ||
default='flowers', | ||
choices=['cifar10', 'flowers'], | ||
help='Optional dataset for benchmark.') | ||
parser.add_argument( | ||
'--infer_only', action='store_true', help='If set, run forward only.') | ||
parser.add_argument( | ||
'--use_cprof', action='store_true', help='If set, use cProfile.') | ||
parser.add_argument( | ||
'--use_nvprof', | ||
action='store_true', | ||
help='If set, use nvprof for CUDA.') | ||
parser.add_argument( | ||
'--no_test', | ||
action='store_true', | ||
help='If set, do not test the testset during training.') | ||
parser.add_argument( | ||
'--memory_optimize', | ||
action='store_true', | ||
help='If set, optimize runtime memory before start.') | ||
parser.add_argument( | ||
'--use_fake_data', | ||
action='store_true', | ||
help='If set ommit the actual read data operators.') | ||
parser.add_argument( | ||
'--profile', action='store_true', help='If set, profile a few steps.') | ||
parser.add_argument( | ||
'--update_method', | ||
type=str, | ||
default='local', | ||
choices=['local', 'pserver', 'nccl2'], | ||
help='Choose parameter update method, can be local, pserver, nccl2.') | ||
parser.add_argument( | ||
'--no_split_var', | ||
action='store_true', | ||
default=False, | ||
help='Whether split variables into blocks when update_method is pserver') | ||
parser.add_argument( | ||
'--async_mode', | ||
action='store_true', | ||
default=False, | ||
help='Whether start pserver in async mode to support ASGD') | ||
parser.add_argument( | ||
'--use_reader_op', | ||
action='store_true', | ||
help='Whether to use reader op, and must specify the data path if set this to true.' | ||
) | ||
parser.add_argument( | ||
'--data_path', | ||
type=str, | ||
default="", | ||
help='Directory that contains all the training recordio files.') | ||
args = parser.parse_args() | ||
return args |
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