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# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved. | |
# SPDX-License-Identifier: Apache-2.0 | |
# | |
# 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 atexit | |
import os | |
from typing import Any, Optional | |
import torch.distributed as dist | |
from loguru._logger import Core, Logger | |
from tqdm import tqdm | |
RANK0_ONLY = True | |
LEVEL = os.environ.get("LOGURU_LEVEL", "INFO") | |
logger = Logger( | |
core=Core(), | |
exception=None, | |
depth=1, | |
record=False, | |
lazy=False, | |
colors=False, | |
raw=False, | |
capture=True, | |
patchers=[], | |
extra={}, | |
) | |
atexit.register(logger.remove) | |
def _add_relative_path(record: dict[str, Any]) -> None: | |
start = os.getcwd() | |
record["extra"]["relative_path"] = os.path.relpath(record["file"].path, start) | |
*options, _, extra = logger._options # type: ignore | |
logger._options = tuple([*options, [_add_relative_path], extra]) # type: ignore | |
def init_loguru_stdout() -> None: | |
logger.remove() | |
machine_format = get_machine_format() | |
message_format = get_message_format() | |
logger.add( | |
lambda msg: tqdm.write(msg, end=""), # stdout is replaced with tqdm.write to avoid tqdm log pollution.. | |
level=LEVEL, | |
format="[<green>{time:MM-DD HH:mm:ss}</green>|" f"{machine_format}" f"{message_format}", | |
filter=_rank0_only_filter, | |
) | |
def init_loguru_file(path: str) -> None: | |
machine_format = get_machine_format() | |
message_format = get_message_format() | |
logger.add( | |
path, | |
encoding="utf8", | |
level=LEVEL, | |
format="[<green>{time:MM-DD HH:mm:ss}</green>|" f"{machine_format}" f"{message_format}", | |
rotation="100 MB", | |
filter=lambda result: _rank0_only_filter(result) or not RANK0_ONLY, | |
enqueue=True, | |
) | |
def get_machine_format() -> str: | |
node_id = os.environ.get("NGC_ARRAY_INDEX", "0") | |
num_nodes = int(os.environ.get("NGC_ARRAY_SIZE", "1")) | |
machine_format = "" | |
rank = 0 | |
if dist.is_available(): | |
if not RANK0_ONLY and dist.is_initialized(): | |
rank = dist.get_rank() | |
world_size = dist.get_world_size() | |
machine_format = ( | |
f"<red>[Node{node_id:<3}/{num_nodes:<3}][RANK{rank:<5}/{world_size:<5}]" + "[{process.name:<8}]</red>| " | |
) | |
return machine_format | |
def get_message_format() -> str: | |
message_format = "<level>{level}</level>|<cyan>{extra[relative_path]}:{line}:{function}</cyan>] {message}" | |
return message_format | |
def _rank0_only_filter(record: Any) -> bool: | |
is_rank0 = record["extra"].get("rank0_only", True) | |
if _get_rank() == 0 and is_rank0: | |
return True | |
if not is_rank0: | |
record["message"] = f"[RANK {_get_rank()}] " + record["message"] | |
return not is_rank0 | |
def trace(message: str, rank0_only: bool = True) -> None: | |
logger.opt(depth=1).bind(rank0_only=rank0_only).trace(message) | |
def debug(message: str, rank0_only: bool = True) -> None: | |
logger.opt(depth=1).bind(rank0_only=rank0_only).debug(message) | |
def info(message: str, rank0_only: bool = True) -> None: | |
logger.opt(depth=1).bind(rank0_only=rank0_only).info(message) | |
def success(message: str, rank0_only: bool = True) -> None: | |
logger.opt(depth=1).bind(rank0_only=rank0_only).success(message) | |
def warning(message: str, rank0_only: bool = True) -> None: | |
logger.opt(depth=1).bind(rank0_only=rank0_only).warning(message) | |
def error(message: str, rank0_only: bool = True) -> None: | |
logger.opt(depth=1).bind(rank0_only=rank0_only).error(message) | |
def critical(message: str, rank0_only: bool = True) -> None: | |
logger.opt(depth=1).bind(rank0_only=rank0_only).critical(message) | |
def exception(message: str, rank0_only: bool = True) -> None: | |
logger.opt(depth=1).bind(rank0_only=rank0_only).exception(message) | |
def _get_rank(group: Optional[dist.ProcessGroup] = None) -> int: | |
"""Get the rank (GPU device) of the worker. | |
Returns: | |
rank (int): The rank of the worker. | |
""" | |
rank = 0 | |
if dist.is_available() and dist.is_initialized(): | |
rank = dist.get_rank(group) | |
return rank | |
# Execute at import time. | |
init_loguru_stdout() | |