utils/util.py

# Copyright (c) 2023 Amphion.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.

import os

import json5

# removed all training/logging utilities (str2bool, pad_f0_to_tensors, ValueWindow, Logger,
# get_filelist, etc.) bcs they weren't needed for inference. kept only load_config and JsonHParams.


def override_config(base_config, new_config):
    """Update new configurations in the original dict with the new dict

    Args:
        base_config (dict): original dict to be overridden
        new_config (dict): dict with new configurations

    Returns:
        dict: updated configuration dict
    """
    for k, v in new_config.items():
        if type(v) == dict:
            if k not in base_config.keys():
                base_config[k] = {}
            base_config[k] = override_config(base_config[k], v)
        else:
            base_config[k] = v
    return base_config


def get_lowercase_keys_config(cfg):
    """Change all keys in cfg to lower case

    Args:
        cfg (dict): dictionary that stores configurations

    Returns:
        dict: dictionary that stores configurations
    """
    updated_cfg = dict()
    for k, v in cfg.items():
        if type(v) == dict:
            v = get_lowercase_keys_config(v)
        updated_cfg[k.lower()] = v
    return updated_cfg


def _load_config(config_fn, lowercase=False):
    """Load configurations into a dictionary

    Args:
        config_fn (str): path to configuration file
        lowercase (bool, optional): whether changing keys to lower case. Defaults to False.

    Returns:
        dict: dictionary that stores configurations
    """
    with open(config_fn, "r") as f:
        data = f.read()
    config_ = json5.loads(data)
    if "base_config" in config_:
        try:
            p_config_path = os.path.join(os.getenv("WORK_DIR"), config_["base_config"])
        except:
            p_config_path = config_["base_config"]
        p_config_ = _load_config(p_config_path)
        config_ = override_config(p_config_, config_)
    if lowercase:
        config_ = get_lowercase_keys_config(config_)
    return config_


def load_config(config_fn, lowercase=False):
    """Load configurations into a dictionary

    Args:
        config_fn (str): path to configuration file
        lowercase (bool, optional): _description_. Defaults to False.

    Returns:
        JsonHParams: an object that stores configurations
    """
    config_ = _load_config(config_fn, lowercase=lowercase)
    cfg = JsonHParams(**config_)
    return cfg


class JsonHParams:
    def __init__(self, **kwargs):
        for k, v in kwargs.items():
            if type(v) == dict:
                v = JsonHParams(**v)
            self[k] = v

    def keys(self):
        return self.__dict__.keys()

    def items(self):
        return self.__dict__.items()

    def values(self):
        return self.__dict__.values()

    def __len__(self):
        return len(self.__dict__)

    def __getitem__(self, key):
        return getattr(self, key)

    def __setitem__(self, key, value):
        return setattr(self, key, value)

    def __contains__(self, key):
        return key in self.__dict__

    def __repr__(self):
        return self.__dict__.__repr__()