# Copyright 2023 The JAX Authors. # # 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 # # https://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 import os import sys # Example log message: # DEBUG:2023-06-07 00:14:40,280:jax._src.xla_bridge:590: Initializing backend 'cpu' logging_formatter = logging.Formatter( "{levelname}:{asctime}:{name}:{lineno}: {message}", style='{') _logging_level_set: dict[str, int] = {} _default_TF_CPP_MIN_LOG_LEVEL = os.environ.get("TF_CPP_MIN_LOG_LEVEL", "1") _jax_logger_handler = logging.StreamHandler(sys.stderr) _jax_logger_handler.setFormatter(logging_formatter) _nameToLevel = { 'CRITICAL': logging.CRITICAL, 'FATAL': logging.FATAL, 'ERROR': logging.ERROR, 'WARN': logging.WARNING, 'WARNING': logging.WARNING, 'INFO': logging.INFO, 'DEBUG': logging.DEBUG, 'NOTSET': logging.NOTSET, } _tf_cpp_map = { 'CRITICAL': 3, 'FATAL': 3, 'ERROR': 2, 'WARN': 1, 'WARNING': 1, 'INFO': 0, 'DEBUG': 0, } def _set_TF_CPP_MIN_LOG_LEVEL(logging_level: str | None = None): if logging_level in (None, "NOTSET"): # resetting to user-default TF_CPP_MIN_LOG_LEVEL # this is typically "1", but if the user overrode it, it can be != "1" os.environ["TF_CPP_MIN_LOG_LEVEL"] = _default_TF_CPP_MIN_LOG_LEVEL else: # set cpp runtime logging level if the level is anything but NOTSET if logging_level not in _tf_cpp_map: raise ValueError(f"Attempting to set log level \"{logging_level}\" which" f" isn't one of the supported:" f" {list(_tf_cpp_map.keys())}.") # config the CPP logging level 0 - debug, 1 - info, 2 - warning, 3 - error os.environ["TF_CPP_MIN_LOG_LEVEL"] = str(_tf_cpp_map[logging_level]) def update_logging_level_global(logging_level: str | None) -> None: # remove previous handlers for logger_name, level in _logging_level_set.items(): logger = logging.getLogger(logger_name) logger.removeHandler(_jax_logger_handler) logger.setLevel(level) _logging_level_set.clear() _set_TF_CPP_MIN_LOG_LEVEL(logging_level) if logging_level is None: return logging_level_num = _nameToLevel[logging_level] # update jax and jaxlib root loggers for propagation root_loggers = [logging.getLogger("jax"), logging.getLogger("jaxlib")] for logger in root_loggers: logger.setLevel(logging_level_num) logger.addHandler(_jax_logger_handler) _logging_level_set[logger.name] = logger.level # per-module debug logging _jax_logger = logging.getLogger("jax") class _DebugHandlerFilter(logging.Filter): def filter(self, _): return _jax_logger.level > logging.DEBUG _debug_handler = logging.StreamHandler(sys.stderr) _debug_handler.setLevel(logging.DEBUG) _debug_handler.setFormatter(logging_formatter) _debug_handler.addFilter(_DebugHandlerFilter()) _debug_enabled_loggers = [] def _enable_debug_logging(logger_name): """Makes the specified logger log everything to stderr. Also adds more useful debug information to the log messages, e.g. the time. Args: logger_name: the name of the logger, e.g. "jax._src.xla_bridge". """ logger = logging.getLogger(logger_name) _debug_enabled_loggers.append((logger, logger.level)) logger.addHandler(_debug_handler) logger.setLevel(logging.DEBUG) def _disable_all_debug_logging(): """Disables all debug logging enabled via `enable_debug_logging`. The default logging behavior will still be in effect, i.e. WARNING and above will be logged to stderr without extra message formatting. """ for logger, prev_level in _debug_enabled_loggers: logger: logging.Logger logger.removeHandler(_debug_handler) logger.setLevel(prev_level) _debug_enabled_loggers.clear() def update_debug_log_modules(module_names_str: str | None): _disable_all_debug_logging() if not module_names_str: return module_names = module_names_str.split(',') for module_name in module_names: _enable_debug_logging(module_name)