From 9b2c25d3c927b7533e5d7d9665b67962e4c6934b Mon Sep 17 00:00:00 2001 From: Jordan Gong Date: Thu, 17 Mar 2022 20:10:42 +0800 Subject: Move some utils to libs directory --- libs/utils.py | 68 +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 68 insertions(+) create mode 100644 libs/utils.py (limited to 'libs/utils.py') diff --git a/libs/utils.py b/libs/utils.py new file mode 100644 index 0000000..fde86eb --- /dev/null +++ b/libs/utils.py @@ -0,0 +1,68 @@ +import logging +import os + +EPOCH_LOGGER = 'epoch_logger' +BATCH_LOGGER = 'batch_logger' + + +class FileHandlerWithHeader(logging.FileHandler): + + def __init__(self, filename, header, mode='a', encoding=None, delay=0): + self.header = header + self.file_pre_exists = os.path.exists(filename) + + logging.FileHandler.__init__(self, filename, mode, encoding, delay) + if not delay and self.stream is not None: + self.stream.write(f'{header}\n') + + def emit(self, record): + if self.stream is None: + self.stream = self._open() + if not self.file_pre_exists: + self.stream.write(f'{self.header}\n') + + logging.FileHandler.emit(self, record) + + +def setup_logging(name="log", + filename=None, + stream_log_level="INFO", + file_log_level="INFO"): + logger = logging.getLogger(name) + logger.setLevel("INFO") + formatter = logging.Formatter( + '%(asctime)s.%(msecs)03d,%(name)s,%(message)s', '%Y-%m-%d %H:%M:%S' + ) + stream_handler = logging.StreamHandler() + stream_handler.setLevel(getattr(logging, stream_log_level)) + stream_handler.setFormatter(formatter) + logger.addHandler(stream_handler) + if filename is not None: + header = 'time,logger,' + if name == BATCH_LOGGER: + header += 'batch,n_batches,global_batch,epoch,n_epochs,train_loss,lr' + elif name == EPOCH_LOGGER: + header += 'epoch,n_epochs,train_loss,test_loss,test_accuracy' + else: + raise NotImplementedError(f"Logger '{name}' is not implemented.") + + os.makedirs(os.path.dirname(filename), exist_ok=True) + file_handler = FileHandlerWithHeader(filename, header) + file_handler.setLevel(getattr(logging, file_log_level)) + file_handler.setFormatter(formatter) + logger.addHandler(file_handler) + return logger + + +def training_log(name): + def log_this(function): + logger = logging.getLogger(name) + + def wrapper(*args, **kwargs): + output = function(*args, **kwargs) + logger.info(','.join(map(str, output.values()))) + return output + + return wrapper + + return log_this -- cgit v1.2.3