config.py

#copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
#
#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.

import os
import yaml

from ppcls.utils import check
from ppcls.utils import logger

__all__ = ['get_config']


class AttrDict(dict):
    def __getattr__(self, key):
        return self[key]

    def __setattr__(self, key, value):
        if key in self.__dict__:
            self.__dict__[key] = value
        else:
            self[key] = value


def create_attr_dict(yaml_config):
    from ast import literal_eval
    for key, value in yaml_config.items():
        if type(value) is dict:
            yaml_config[key] = value = AttrDict(value)
        if isinstance(value, str):
            try:
                value = literal_eval(value)
            except BaseException:
                pass
        if isinstance(value, AttrDict):
            create_attr_dict(yaml_config[key])
        else:
            yaml_config[key] = value
    return


def parse_config(cfg_file):
    """Load a config file into AttrDict"""
    with open(cfg_file, 'r') as fopen:
        yaml_config = AttrDict(yaml.load(fopen, Loader=yaml.FullLoader))
    create_attr_dict(yaml_config)
    return yaml_config


def print_dict(d, delimiter=0):
    """
    Recursively visualize a dict and
    indenting acrrording by the relationship of keys.
    """
    for k, v in sorted(d.items()):
        if k.istitle(): logger.info("-" * 60)

        if isinstance(v, dict):
            logger.info("{}{} : ".format(delimiter * " ", k))
            print_dict(v, delimiter + 4)
        elif isinstance(v, list) and len(v) >= 1 and isinstance(v[0], dict):
            logger.info("{}{} : ".format(delimiter * " ", k))
            for value in v:
                print_dict(value, delimiter + 4)
        else:
            logger.info("{}{} : {}".format(delimiter * " ", k, v))

        if k.istitle(): logger.info("-" * 60)


def print_config(config, show=True):
    """
    visualize configs

    Arguments:
        config: configs
    """
    if not show: return

    copyright = "PaddleClas is powered by PaddlePaddle"
    ad = "https://github.com/PaddlePaddle/PaddleClas"

    logger.info("\n\n{}\n{}".format(copyright, ad))
    print_dict(config)
    logger.info("-" * 60)


def check_config(config):
    """
    Check config
    """
    check.check_version()

    mode = config.get('mode', 'train')
    check.check_gpu()

    architecture = config.get('ARCHITECTURE')
    check.check_architecture(architecture)

    use_mix = config.get('use_mix')
    check.check_mix(architecture, use_mix)

    classes_num = config.get('classes_num')
    check.check_classes_num(classes_num)

    if mode.lower() == 'train':
        check.check_function_params(config, 'LEARNING_RATE')
        check.check_function_params(config, 'OPTIMIZER')


def override(dl, ks, v):
    """
    Recursively replace dict of list

    Args:
        dl(dict or list): dict or list to be replaced
        ks(list): list of keys
        v(str): value to be replaced
    """

    def str2num(v):
        try:
            return eval(v)
        except Exception:
            return v

    assert isinstance(dl, (list, dict)), ("{} should be a list or a dict")
    assert len(ks) > 0, ('lenght of keys should larger than 0')
    if isinstance(dl, list):
        k = str2num(ks[0])
        if len(ks) == 1:
            assert k < len(dl), ('index({}) out of range({})'.format(k, dl))
            dl[k] = str2num(v)
        else:
            override(dl[k], ks[1:], v)
    else:
        if len(ks) == 1:
            assert ks[0] in dl, ('{} is not exist in {}'.format(ks[0], dl))
            dl[ks[0]] = str2num(v)
        else:
            override(dl[ks[0]], ks[1:], v)


def override_config(config, options=[]):
    """
    Recursively override the config

    Args:
        config(dict): dict to be replaced
        options(list): list of pairs(key0.key1.idx.key2=value)
            such as: [
                'topk=2',
                'VALID.transforms.1.ResizeImage.resize_short=300'
            ]

    Returns:
        config(dict): replaced config
    """
    for opt in options:
        assert isinstance(opt, str), \
                ("option({}) should be a str".format(opt))
        assert "=" in opt, ("option({}) should contain " \
                "a = to distinguish between key and value".format(opt))
        pair = opt.split('=')
        assert len(pair) == 2, ("there can be only a = in the option")
        key, value = pair
        keys = key.split('.')
        override(config, keys, value)

    return config


def get_config(fname, overrides=[], show=True):
    """
    Read config from file
    """
    assert os.path.exists(fname), \
            ('config file({}) is not exist'.format(fname))
    config = parse_config(fname)
    print_config(config, show)
    if len(overrides) > 0:
        override_config(config, overrides)
        print_config(config, show)
    check_config(config)
    return config