# -*- coding: utf-8 -*- import datetime import importlib import logging import os import re import subprocess import sys from pathlib import Path from typing import Dict # TODO: This method is duplicated in Trainer but out of date there def get_git_branch(): try: out = subprocess.check_output(["git", "branch"]).decode("utf8") current = next(line for line in out.split("\n") if line.startswith("*")) current.replace("* ", "") except subprocess.CalledProcessError: current = "inside_docker" except (FileNotFoundError, StopIteration) as e: current = "unknown" return current def to_camel(text): text = text.capitalize() text = re.sub(r"(?!^)_([a-zA-Z])", lambda m: m.group(1).upper(), text) text = text.replace("Tts", "TTS") text = text.replace("vc", "VC") return text def find_module(module_path: str, module_name: str) -> object: module_name = module_name.lower() module = importlib.import_module(module_path + "." + module_name) class_name = to_camel(module_name) return getattr(module, class_name) def import_class(module_path: str) -> object: """Import a class from a module path. Args: module_path (str): The module path of the class. Returns: object: The imported class. """ class_name = module_path.split(".")[-1] module_path = ".".join(module_path.split(".")[:-1]) module = importlib.import_module(module_path) return getattr(module, class_name) def get_import_path(obj: object) -> str: """Get the import path of a class. Args: obj (object): The class object. Returns: str: The import path of the class. """ return ".".join([type(obj).__module__, type(obj).__name__]) def get_user_data_dir(appname): TTS_HOME = os.environ.get("TTS_HOME") XDG_DATA_HOME = os.environ.get("XDG_DATA_HOME") if TTS_HOME is not None: ans = Path(TTS_HOME).expanduser().resolve(strict=False) elif XDG_DATA_HOME is not None: ans = Path(XDG_DATA_HOME).expanduser().resolve(strict=False) elif sys.platform == "win32": import winreg # pylint: disable=import-outside-toplevel key = winreg.OpenKey( winreg.HKEY_CURRENT_USER, r"Software\Microsoft\Windows\CurrentVersion\Explorer\Shell Folders" ) dir_, _ = winreg.QueryValueEx(key, "Local AppData") ans = Path(dir_).resolve(strict=False) elif sys.platform == "darwin": ans = Path("~/Library/Application Support/").expanduser() else: ans = Path.home().joinpath(".local/share") return ans.joinpath(appname) def set_init_dict(model_dict, checkpoint_state, c): # Partial initialization: if there is a mismatch with new and old layer, it is skipped. for k, v in checkpoint_state.items(): if k not in model_dict: print(" | > Layer missing in the model definition: {}".format(k)) # 1. filter out unnecessary keys pretrained_dict = {k: v for k, v in checkpoint_state.items() if k in model_dict} # 2. filter out different size layers pretrained_dict = {k: v for k, v in pretrained_dict.items() if v.numel() == model_dict[k].numel()} # 3. skip reinit layers if c.has("reinit_layers") and c.reinit_layers is not None: for reinit_layer_name in c.reinit_layers: pretrained_dict = {k: v for k, v in pretrained_dict.items() if reinit_layer_name not in k} # 4. overwrite entries in the existing state dict model_dict.update(pretrained_dict) print(" | > {} / {} layers are restored.".format(len(pretrained_dict), len(model_dict))) return model_dict def format_aux_input(def_args: Dict, kwargs: Dict) -> Dict: """Format kwargs to hande auxilary inputs to models. Args: def_args (Dict): A dictionary of argument names and their default values if not defined in `kwargs`. kwargs (Dict): A `dict` or `kwargs` that includes auxilary inputs to the model. Returns: Dict: arguments with formatted auxilary inputs. """ kwargs = kwargs.copy() for name in def_args: if name not in kwargs or kwargs[name] is None: kwargs[name] = def_args[name] return kwargs def get_timestamp(): return datetime.now().strftime("%y%m%d-%H%M%S") def setup_logger(logger_name, root, phase, level=logging.INFO, screen=False, tofile=False): lg = logging.getLogger(logger_name) formatter = logging.Formatter("%(asctime)s.%(msecs)03d - %(levelname)s: %(message)s", datefmt="%y-%m-%d %H:%M:%S") lg.setLevel(level) if tofile: log_file = os.path.join(root, phase + "_{}.log".format(get_timestamp())) fh = logging.FileHandler(log_file, mode="w") fh.setFormatter(formatter) lg.addHandler(fh) if screen: sh = logging.StreamHandler() sh.setFormatter(formatter) lg.addHandler(sh)