# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved. # # 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 logging as _logging from logging.handlers import MemoryHandler import pytorch_lightning as pl HANDLERS = {} PATCHED = False def add_memory_handlers_to_pl_logger(): """ Adds two MemoryHandlers to pytorch_lightning's logger. These two handlers are essentially message buffers. This function is called in nemo.utils.__init__.py. These handlers are used in add_filehandlers_to_pl_logger to flush buffered messages to files. """ if not HANDLERS: HANDLERS["memory_err"] = MemoryHandler(-1) HANDLERS["memory_err"].addFilter(lambda record: record.levelno > _logging.INFO) HANDLERS["memory_all"] = MemoryHandler(-1) pl._logger.addHandler(HANDLERS["memory_err"]) pl._logger.addHandler(HANDLERS["memory_all"]) def add_filehandlers_to_pl_logger(all_log_file, err_log_file): """ Adds two filehandlers to pytorch_lightning's logger. Called in nemo.utils.exp_manager(). The first filehandler logs all messages to all_log_file while the second filehandler logs all WARNING and higher messages to err_log_file. If "memory_err" and "memory_all" exist in HANDLERS, then those buffers are flushed to err_log_file and all_log_file respectively, and then closed. """ HANDLERS["file"] = _logging.FileHandler(all_log_file) pl._logger.addHandler(HANDLERS["file"]) HANDLERS["file_err"] = _logging.FileHandler(err_log_file) HANDLERS["file_err"].addFilter(lambda record: record.levelno > _logging.INFO) pl._logger.addHandler(HANDLERS["file_err"]) if HANDLERS.get("memory_all", None): HANDLERS["memory_all"].setTarget(HANDLERS["file"]) HANDLERS["memory_all"].close() del HANDLERS["memory_all"] if HANDLERS.get("memory_err", None): HANDLERS["memory_err"].setTarget(HANDLERS["file_err"]) HANDLERS["memory_err"].close() del HANDLERS["memory_err"]