1 files changed, 0 insertions, 68 deletions
diff --git a/supervised/utils.py b/supervised/utils.py
deleted file mode 100644
index fde86eb..0000000
--- a/supervised/utils.py
+++ /dev/null
@@ -1,68 +0,0 @@
-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