check.py

# Copyright (c) 2019 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.

from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

import sys

import paddle.fluid as fluid

import logging
logger = logging.getLogger(__name__)

__all__ = ['check_gpu', 'check_version', 'check_config']


def check_gpu(use_gpu):
    """
    Log error and exit when set use_gpu=true in paddlepaddle
    cpu version.
    """
    err = "Config use_gpu cannot be set as true while you are " \
          "using paddlepaddle cpu version ! \nPlease try: \n" \
          "\t1. Install paddlepaddle-gpu to run model on GPU \n" \
          "\t2. Set use_gpu as false in config file to run " \
          "model on CPU"

    try:
        if use_gpu and not fluid.is_compiled_with_cuda():
            logger.error(err)
            sys.exit(1)
    except Exception as e:
        pass


def check_version():
    """
    Log error and exit when the installed version of paddlepaddle is
    not satisfied.
    """
    err = "PaddlePaddle version 1.6 or higher is required, " \
          "or a suitable develop version is satisfied as well. \n" \
          "Please make sure the version is good with your code." \

    try:
        fluid.require_version('1.7.0')
    except Exception as e:
        logger.error(err)
        sys.exit(1)


def check_config(cfg):
    """
    Check the correctness of the configuration file. Log error and exit
    when Config is not compliant.
    """
    err = "'{}' not specified in config file. Please set it in config file."
    check_list = ['architecture', 'num_classes']
    try:
        for var in check_list:
            if not var in cfg:
                logger.error(err.format(var))
                sys.exit(1)
    except Exception as e:
        pass

    if 'log_iter' not in cfg:
        cfg.log_iter = 20

    train_dataset = cfg['TrainReader']['dataset']
    eval_dataset = cfg['EvalReader']['dataset']
    test_dataset = cfg['TestReader']['dataset']
    assert train_dataset.with_background == eval_dataset.with_background, \
        "'with_background' of TrainReader is not equal to EvalReader."
    assert train_dataset.with_background == test_dataset.with_background, \
        "'with_background' of TrainReader is not equal to TestReader."

    actual_num_classes = int(cfg.num_classes) - int(
        train_dataset.with_background)
    logger.info("The 'num_classes'(number of classes) you set is {}, " \
                "and 'with_background' in 'dataset' sets {}.\n" \
                "So please note the actual number of categories is {}."
                .format(cfg.num_classes, train_dataset.with_background,
                    actual_num_classes))

    return cfg