# 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 datetime import logging import os import sys import paddle.distributed as dist _logger = None def init_logger(name='ppcls', log_file=None, log_level=logging.INFO): """Initialize and get a logger by name. If the logger has not been initialized, this method will initialize the logger by adding one or two handlers, otherwise the initialized logger will be directly returned. During initialization, a StreamHandler will always be added. If `log_file` is specified a FileHandler will also be added. Args: name (str): Logger name. log_file (str | None): The log filename. If specified, a FileHandler will be added to the logger. log_level (int): The logger level. Note that only the process of rank 0 is affected, and other processes will set the level to "Error" thus be silent most of the time. Returns: logging.Logger: The expected logger. """ global _logger # solve mutiple init issue when using paddleclas.py and engin.engin init_flag = False if _logger is None: _logger = logging.getLogger(name) init_flag = True formatter = logging.Formatter( '[%(asctime)s] %(name)s %(levelname)s: %(message)s', datefmt="%Y/%m/%d %H:%M:%S") stream_handler = logging.StreamHandler(stream=sys.stdout) stream_handler.setFormatter(formatter) stream_handler._name = 'stream_handler' # add stream_handler when _logger dose not contain stream_handler for i, h in enumerate(_logger.handlers): if h.get_name() == stream_handler.get_name(): break if i == len(_logger.handlers) - 1: _logger.addHandler(stream_handler) if init_flag: _logger.addHandler(stream_handler) if log_file is not None and dist.get_rank() == 0: log_file_folder = os.path.split(log_file)[0] os.makedirs(log_file_folder, exist_ok=True) file_handler = logging.FileHandler(log_file, 'a') file_handler.setFormatter(formatter) file_handler._name = 'file_handler' # add file_handler when _logger dose not contain same file_handler for i, h in enumerate(_logger.handlers): if h.get_name() == file_handler.get_name() and \ h.baseFilename == file_handler.baseFilename: break if i == len(_logger.handlers) - 1: _logger.addHandler(file_handler) if dist.get_rank() == 0: _logger.setLevel(log_level) else: _logger.setLevel(logging.ERROR) _logger.propagate = False def log_at_trainer0(log): """ logs will print multi-times when calling Fleet API. Only display single log and ignore the others. """ def wrapper(fmt, *args): if dist.get_rank() == 0: log(fmt, *args) return wrapper @log_at_trainer0 def info(fmt, *args): _logger.info(fmt, *args) @log_at_trainer0 def debug(fmt, *args): _logger.debug(fmt, *args) @log_at_trainer0 def warning(fmt, *args): _logger.warning(fmt, *args) @log_at_trainer0 def error(fmt, *args): _logger.error(fmt, *args) def scaler(name, value, step, writer): """ This function will draw a scalar curve generated by the visualdl. Usage: Install visualdl: pip3 install visualdl==2.0.0b4 and then: visualdl --logdir ./scalar --host 0.0.0.0 --port 8830 to preview loss corve in real time. """ if writer is None: return writer.add_scalar(tag=name, step=step, value=value) def advertise(): """ Show the advertising message like the following: =========================================================== == PaddleClas is powered by PaddlePaddle ! == =========================================================== == == == For more info please go to the following website. == == == == https://github.com/PaddlePaddle/PaddleClas == =========================================================== """ copyright = "PaddleClas is powered by PaddlePaddle !" ad = "For more info please go to the following website." website = "https://github.com/PaddlePaddle/PaddleClas" AD_LEN = 6 + len(max([copyright, ad, website], key=len)) info("\n{0}\n{1}\n{2}\n{3}\n{4}\n{5}\n{6}\n{7}\n".format( "=" * (AD_LEN + 4), "=={}==".format(copyright.center(AD_LEN)), "=" * (AD_LEN + 4), "=={}==".format(' ' * AD_LEN), "=={}==".format(ad.center(AD_LEN)), "=={}==".format(' ' * AD_LEN), "=={}==".format(website.center(AD_LEN)), "=" * (AD_LEN + 4), ))