logger.py 10.3 KB
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# SPDX-License-Identifier: Apache-2.0
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# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
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"""Logging configuration for vLLM."""
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import datetime
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import json
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import logging
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import os
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import sys
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from collections.abc import Generator, Hashable
from contextlib import contextmanager
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from functools import lru_cache, partial
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from logging import Logger
from logging.config import dictConfig
from os import path
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from types import MethodType
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from typing import Any, Literal, cast
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import vllm.envs as envs

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_FORMAT = (
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    f"{envs.VLLM_LOGGING_PREFIX}%(levelname)s %(asctime)s "
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    "[%(fileinfo)s:%(lineno)d] %(message)s"
)
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_DATE_FORMAT = "%m-%d %H:%M:%S"

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def _use_color() -> bool:
    if envs.NO_COLOR or envs.VLLM_LOGGING_COLOR == "0":
        return False
    if envs.VLLM_LOGGING_COLOR == "1":
        return True
    if envs.VLLM_LOGGING_STREAM == "ext://sys.stdout":  # stdout
        return hasattr(sys.stdout, "isatty") and sys.stdout.isatty()
    elif envs.VLLM_LOGGING_STREAM == "ext://sys.stderr":  # stderr
        return hasattr(sys.stderr, "isatty") and sys.stderr.isatty()
    return False


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DEFAULT_LOGGING_CONFIG = {
    "formatters": {
        "vllm": {
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            "class": "vllm.logging_utils.NewLineFormatter",
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            "datefmt": _DATE_FORMAT,
            "format": _FORMAT,
        },
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        "vllm_color": {
            "class": "vllm.logging_utils.ColoredFormatter",
            "datefmt": _DATE_FORMAT,
            "format": _FORMAT,
        },
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    },
    "handlers": {
        "vllm": {
            "class": "logging.StreamHandler",
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            # Choose formatter based on color setting.
            "formatter": "vllm_color" if _use_color() else "vllm",
            "level": envs.VLLM_LOGGING_LEVEL,
            "stream": envs.VLLM_LOGGING_STREAM,
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        },
    },
    "loggers": {
        "vllm": {
            "handlers": ["vllm"],
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            "level": envs.VLLM_LOGGING_LEVEL,
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            "propagate": False,
        },
    },
    "version": 1,
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    "disable_existing_loggers": False,
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}


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@lru_cache
def _print_debug_once(logger: Logger, msg: str, *args: Hashable) -> None:
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    # Set the stacklevel to 3 to print the original caller's line info
    logger.debug(msg, *args, stacklevel=3)
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@lru_cache
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def _print_info_once(logger: Logger, msg: str, *args: Hashable) -> None:
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    # Set the stacklevel to 3 to print the original caller's line info
    logger.info(msg, *args, stacklevel=3)
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@lru_cache
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def _print_warning_once(logger: Logger, msg: str, *args: Hashable) -> None:
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    # Set the stacklevel to 3 to print the original caller's line info
    logger.warning(msg, *args, stacklevel=3)


LogScope = Literal["process", "global", "local"]


def _should_log_with_scope(scope: LogScope) -> bool:
    """Decide whether to log based on scope"""
    if scope == "global":
        from vllm.distributed.parallel_state import is_global_first_rank

        return is_global_first_rank()
    if scope == "local":
        from vllm.distributed.parallel_state import is_local_first_rank

        return is_local_first_rank()
    # default "process" scope: always log
    return True
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class _VllmLogger(Logger):
    """
    Note:
        This class is just to provide type information.
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        We actually patch the methods directly on the [`logging.Logger`][]
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        instance to avoid conflicting with other libraries such as
        `intel_extension_for_pytorch.utils._logger`.
    """

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    def debug_once(
        self, msg: str, *args: Hashable, scope: LogScope = "process"
    ) -> None:
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        """
        As [`debug`][logging.Logger.debug], but subsequent calls with
        the same message are silently dropped.
        """
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        if not _should_log_with_scope(scope):
            return
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        _print_debug_once(self, msg, *args)

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    def info_once(self, msg: str, *args: Hashable, scope: LogScope = "process") -> None:
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        """
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        As [`info`][logging.Logger.info], but subsequent calls with
        the same message are silently dropped.
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        """
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        if not _should_log_with_scope(scope):
            return
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        _print_info_once(self, msg, *args)
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    def warning_once(
        self, msg: str, *args: Hashable, scope: LogScope = "process"
    ) -> None:
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        """
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        As [`warning`][logging.Logger.warning], but subsequent calls with
        the same message are silently dropped.
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        """
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        if not _should_log_with_scope(scope):
            return
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        _print_warning_once(self, msg, *args)
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# Pre-defined methods mapping to avoid repeated dictionary creation
_METHODS_TO_PATCH = {
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    "debug_once": _VllmLogger.debug_once,
    "info_once": _VllmLogger.info_once,
    "warning_once": _VllmLogger.warning_once,
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}


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def _configure_vllm_root_logger() -> None:
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    logging_config = dict[str, Any]()
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    if not envs.VLLM_CONFIGURE_LOGGING and envs.VLLM_LOGGING_CONFIG_PATH:
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        raise RuntimeError(
            "VLLM_CONFIGURE_LOGGING evaluated to false, but "
            "VLLM_LOGGING_CONFIG_PATH was given. VLLM_LOGGING_CONFIG_PATH "
            "implies VLLM_CONFIGURE_LOGGING. Please enable "
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            "VLLM_CONFIGURE_LOGGING or unset VLLM_LOGGING_CONFIG_PATH."
        )
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    if envs.VLLM_CONFIGURE_LOGGING:
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        logging_config = DEFAULT_LOGGING_CONFIG
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        vllm_handler = logging_config["handlers"]["vllm"]
        # Refresh these values in case env vars have changed.
        vllm_handler["level"] = envs.VLLM_LOGGING_LEVEL
        vllm_handler["stream"] = envs.VLLM_LOGGING_STREAM
        vllm_handler["formatter"] = "vllm_color" if _use_color() else "vllm"

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        vllm_loggers = logging_config["loggers"]["vllm"]
        vllm_loggers["level"] = envs.VLLM_LOGGING_LEVEL

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    if envs.VLLM_LOGGING_CONFIG_PATH:
        if not path.exists(envs.VLLM_LOGGING_CONFIG_PATH):
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            raise RuntimeError(
                "Could not load logging config. File does not exist: %s",
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                envs.VLLM_LOGGING_CONFIG_PATH,
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            )
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        with open(envs.VLLM_LOGGING_CONFIG_PATH, encoding="utf-8") as file:
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            custom_config = json.loads(file.read())
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        if not isinstance(custom_config, dict):
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            raise ValueError(
                "Invalid logging config. Expected dict, got %s.",
                type(custom_config).__name__,
            )
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        logging_config = custom_config
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    for formatter in logging_config.get("formatters", {}).values():
        # This provides backwards compatibility after #10134.
        if formatter.get("class") == "vllm.logging.NewLineFormatter":
            formatter["class"] = "vllm.logging_utils.NewLineFormatter"

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    if logging_config:
        dictConfig(logging_config)
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def init_logger(name: str) -> _VllmLogger:
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    """The main purpose of this function is to ensure that loggers are
    retrieved in such a way that we can be sure the root vllm logger has
    already been configured."""
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    logger = logging.getLogger(name)

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    for method_name, method in _METHODS_TO_PATCH.items():
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        setattr(logger, method_name, MethodType(method, logger))

    return cast(_VllmLogger, logger)
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@contextmanager
def suppress_logging(level: int = logging.INFO) -> Generator[None, Any, None]:
    current_level = logging.root.manager.disable
    logging.disable(level)
    yield
    logging.disable(current_level)


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# The root logger is initialized when the module is imported.
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# This is thread-safe as the module is only imported once,
# guaranteed by the Python GIL.
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_configure_vllm_root_logger()
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# Transformers uses httpx to access the Hugging Face Hub. httpx is quite verbose,
# so we set its logging level to WARNING when vLLM's logging level is INFO.
if envs.VLLM_LOGGING_LEVEL == "INFO":
    logging.getLogger("httpx").setLevel(logging.WARNING)

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logger = init_logger(__name__)


def _trace_calls(log_path, root_dir, frame, event, arg=None):
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    if event in ["call", "return"]:
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        # Extract the filename, line number, function name, and the code object
        filename = frame.f_code.co_filename
        lineno = frame.f_lineno
        func_name = frame.f_code.co_name
        if not filename.startswith(root_dir):
            # only log the functions in the vllm root_dir
            return
        # Log every function call or return
        try:
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            last_frame = frame.f_back
            if last_frame is not None:
                last_filename = last_frame.f_code.co_filename
                last_lineno = last_frame.f_lineno
                last_func_name = last_frame.f_code.co_name
            else:
                # initial frame
                last_filename = ""
                last_lineno = 0
                last_func_name = ""
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            with open(log_path, "a") as f:
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                ts = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S.%f")
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                if event == "call":
                    f.write(
                        f"{ts} Call to"
                        f" {func_name} in {filename}:{lineno}"
                        f" from {last_func_name} in {last_filename}:"
                        f"{last_lineno}\n"
                    )
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                else:
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                    f.write(
                        f"{ts} Return from"
                        f" {func_name} in {filename}:{lineno}"
                        f" to {last_func_name} in {last_filename}:"
                        f"{last_lineno}\n"
                    )
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        except NameError:
            # modules are deleted during shutdown
            pass
    return partial(_trace_calls, log_path, root_dir)


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def enable_trace_function_call(log_file_path: str, root_dir: str | None = None):
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    """
    Enable tracing of every function call in code under `root_dir`.
    This is useful for debugging hangs or crashes.
    `log_file_path` is the path to the log file.
    `root_dir` is the root directory of the code to trace. If None, it is the
    vllm root directory.

    Note that this call is thread-level, any threads calling this function
    will have the trace enabled. Other threads will not be affected.
    """
    logger.warning(
        "VLLM_TRACE_FUNCTION is enabled. It will record every"
        " function executed by Python. This will slow down the code. It "
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        "is suggested to be used for debugging hang or crashes only."
    )
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    logger.info("Trace frame log is saved to %s", log_file_path)
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    if root_dir is None:
        # by default, this is the vllm root directory
        root_dir = os.path.dirname(os.path.dirname(__file__))
    sys.settrace(partial(_trace_calls, log_file_path, root_dir))