example/speech_recognition/config_util.py

import argparse
import os
import re
import sys

import mxnet as mx

if sys.version_info >= (3, 0):
    import configparser
else:
    import ConfigParser as configparser


def parse_args(file_path):
    default_cfg = configparser.ConfigParser()
    default_cfg.read(file_path)

    parser = argparse.ArgumentParser()
    parser.add_argument("--configfile", help="config file")
    parser.add_argument("--archfile", help="symbol architecture template file")
    # those allow us to overwrite the configs through command line
    for sec in default_cfg.sections():
        for name, _ in default_cfg.items(sec):
            arg_name = '--%s_%s' % (sec, name)
            doc = 'Overwrite %s in section [%s] of config file' % (name, sec)
            parser.add_argument(arg_name, help=doc)

    args = parser.parse_args()
    if args.configfile is not None:
        # now read the user supplied config file to overwrite some values
        default_cfg.read(args.configfile)

    # now overwrite config from command line options
    for sec in default_cfg.sections():
        for name, _ in default_cfg.items(sec):
            arg_name = ('%s_%s' % (sec, name)).replace('-', '_')
            if hasattr(args, arg_name) and getattr(args, arg_name) is not None:
                sys.stderr.write('!! CMDLine overwriting %s.%s:\n' % (sec, name))
                sys.stderr.write("    '%s' => '%s'\n" % (default_cfg.get(sec, name),
                                                         getattr(args, arg_name)))
                default_cfg.set(sec, name, getattr(args, arg_name))

    args.config = default_cfg
    sys.stderr.write("=" * 80 + "\n")

    # set archfile to read template of network
    if args.archfile is not None:
        # now read the user supplied config file to overwrite some values
        args.config.set('arch', 'arch_file', args.archfile)
    else:
        args.config.set('arch', 'arch_file', 'arch_deepspeech')
    return args


def get_log_path(args):
    mode = args.config.get('mode', 'method')
    prefix = args.config.get(mode, 'prefix')
    if os.path.isabs(prefix):
        return prefix
    return os.path.abspath(os.path.join(os.path.dirname('__file__'), 'log', prefix, mode))


def get_checkpoint_path(args):
    prefix = args.config.get('common', 'prefix')
    if os.path.isabs(prefix):
        return prefix
    return os.path.abspath(os.path.join(os.path.dirname('__file__'), 'checkpoints', prefix))


def parse_contexts(args):
    # parse context into Context objects
    contexts = re.split(r'\W+', args.config.get('common', 'context'))
    for i, ctx in enumerate(contexts):
        if ctx[:3] == 'gpu':
            contexts[i] = mx.context.gpu(int(ctx[3:]))
        else:
            contexts[i] = mx.context.cpu(int(ctx[3:]))
    return contexts


def generate_file_path(save_dir, model_name, postfix):
    if os.path.isabs(model_name):
        return os.path.join(model_name, postfix)
    # if it is not a full path it stores under (its project path)/save_dir/model_name/postfix
    return os.path.abspath(os.path.join(os.path.dirname(__file__), save_dir, model_name + '_' + postfix))