peacock-data-public-datasets-idc-llm_eval
/
llmeval-env
/lib
/python3.10
/site-packages
/dill
/logger.py
#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
# | |
# Author: Leonardo Gama (@leogama) | |
# Copyright (c) 2022-2024 The Uncertainty Quantification Foundation. | |
# License: 3-clause BSD. The full license text is available at: | |
# - https://github.com/uqfoundation/dill/blob/master/LICENSE | |
""" | |
Logging utilities for dill. | |
The 'logger' object is dill's top-level logger. | |
The 'adapter' object wraps the logger and implements a 'trace()' method that | |
generates a detailed tree-style trace for the pickling call at log level INFO. | |
The 'trace()' function sets and resets dill's logger log level, enabling and | |
disabling the pickling trace. | |
The trace shows a tree structure depicting the depth of each object serialized | |
*with dill save functions*, but not the ones that use save functions from | |
'pickle._Pickler.dispatch'. If the information is available, it also displays | |
the size in bytes that the object contributed to the pickle stream (including | |
its child objects). Sample trace output: | |
>>> import dill, dill.tests | |
>>> dill.detect.trace(True) | |
>>> dill.dump_session(main=dill.tests) | |
β¬ M1: <module 'dill.tests' from '.../dill/tests/__init__.py'> | |
ββ¬ F2: <function _import_module at 0x7f0d2dce1b80> | |
ββ # F2 [32 B] | |
ββ¬ D2: <dict object at 0x7f0d2e98a540> | |
βββ¬ T4: <class '_frozen_importlib.ModuleSpec'> | |
βββ # T4 [35 B] | |
βββ¬ D2: <dict object at 0x7f0d2ef0e8c0> | |
ββββ¬ T4: <class '_frozen_importlib_external.SourceFileLoader'> | |
ββββ # T4 [50 B] | |
ββββ¬ D2: <dict object at 0x7f0d2e988a40> | |
ββββ # D2 [84 B] | |
βββ # D2 [413 B] | |
ββ # D2 [763 B] | |
β # M1 [813 B] | |
""" | |
__all__ = ['adapter', 'logger', 'trace'] | |
import codecs | |
import contextlib | |
import locale | |
import logging | |
import math | |
import os | |
from functools import partial | |
from typing import TextIO, Union | |
import dill | |
# Tree drawing characters: Unicode to ASCII map. | |
ASCII_MAP = str.maketrans({"β": "|", "β": "|", "β¬": "+", "β": "`"}) | |
## Notes about the design choices ## | |
# Here is some domumentation of the Standard Library's logging internals that | |
# can't be found completely in the official documentation. dill's logger is | |
# obtained by calling logging.getLogger('dill') and therefore is an instance of | |
# logging.getLoggerClass() at the call time. As this is controlled by the user, | |
# in order to add some functionality to it it's necessary to use a LoggerAdapter | |
# to wrap it, overriding some of the adapter's methods and creating new ones. | |
# | |
# Basic calling sequence | |
# ====================== | |
# | |
# Python's logging functionality can be conceptually divided into five steps: | |
# 0. Check logging level -> abort if call level is greater than logger level | |
# 1. Gather information -> construct a LogRecord from passed arguments and context | |
# 2. Filter (optional) -> discard message if the record matches a filter | |
# 3. Format -> format message with args, then format output string with message plus record | |
# 4. Handle -> write the formatted string to output as defined in the handler | |
# | |
# dill.logging.logger.log -> # or logger.info, etc. | |
# Logger.log -> \ | |
# Logger._log -> }- accept 'extra' parameter for custom record entries | |
# Logger.makeRecord -> / | |
# LogRecord.__init__ | |
# Logger.handle -> | |
# Logger.callHandlers -> | |
# Handler.handle -> | |
# Filterer.filter -> | |
# Filter.filter | |
# StreamHandler.emit -> | |
# Handler.format -> | |
# Formatter.format -> | |
# LogRecord.getMessage # does: record.message = msg % args | |
# Formatter.formatMessage -> | |
# PercentStyle.format # does: self._fmt % vars(record) | |
# | |
# NOTE: All methods from the second line on are from logging.__init__.py | |
class TraceAdapter(logging.LoggerAdapter): | |
""" | |
Tracks object tree depth and calculates pickled object size. | |
A single instance of this wraps the module's logger, as the logging API | |
doesn't allow setting it directly with a custom Logger subclass. The added | |
'trace()' method receives a pickle instance as the first argument and | |
creates extra values to be added in the LogRecord from it, then calls | |
'info()'. | |
Usage of logger with 'trace()' method: | |
>>> from dill.logger import adapter as logger #NOTE: not dill.logger.logger | |
>>> ... | |
>>> def save_atype(pickler, obj): | |
>>> logger.trace(pickler, "Message with %s and %r etc. placeholders", 'text', obj) | |
>>> ... | |
""" | |
def __init__(self, logger): | |
self.logger = logger | |
def addHandler(self, handler): | |
formatter = TraceFormatter("%(prefix)s%(message)s%(suffix)s", handler=handler) | |
handler.setFormatter(formatter) | |
self.logger.addHandler(handler) | |
def removeHandler(self, handler): | |
self.logger.removeHandler(handler) | |
def process(self, msg, kwargs): | |
# A no-op override, as we don't have self.extra. | |
return msg, kwargs | |
def trace_setup(self, pickler): | |
# Called by Pickler.dump(). | |
if not dill._dill.is_dill(pickler, child=False): | |
return | |
if self.isEnabledFor(logging.INFO): | |
pickler._trace_depth = 1 | |
pickler._size_stack = [] | |
else: | |
pickler._trace_depth = None | |
def trace(self, pickler, msg, *args, **kwargs): | |
if not hasattr(pickler, '_trace_depth'): | |
logger.info(msg, *args, **kwargs) | |
return | |
if pickler._trace_depth is None: | |
return | |
extra = kwargs.get('extra', {}) | |
pushed_obj = msg.startswith('#') | |
size = None | |
try: | |
# Streams are not required to be tellable. | |
size = pickler._file.tell() | |
frame = pickler.framer.current_frame | |
try: | |
size += frame.tell() | |
except AttributeError: | |
# PyPy may use a BytesBuilder as frame | |
size += len(frame) | |
except (AttributeError, TypeError): | |
pass | |
if size is not None: | |
if not pushed_obj: | |
pickler._size_stack.append(size) | |
else: | |
size -= pickler._size_stack.pop() | |
extra['size'] = size | |
if pushed_obj: | |
pickler._trace_depth -= 1 | |
extra['depth'] = pickler._trace_depth | |
kwargs['extra'] = extra | |
self.info(msg, *args, **kwargs) | |
if not pushed_obj: | |
pickler._trace_depth += 1 | |
class TraceFormatter(logging.Formatter): | |
""" | |
Generates message prefix and suffix from record. | |
This Formatter adds prefix and suffix strings to the log message in trace | |
mode (an also provides empty string defaults for normal logs). | |
""" | |
def __init__(self, *args, handler=None, **kwargs): | |
super().__init__(*args, **kwargs) | |
try: | |
encoding = handler.stream.encoding | |
if encoding is None: | |
raise AttributeError | |
except AttributeError: | |
encoding = locale.getpreferredencoding() | |
try: | |
encoding = codecs.lookup(encoding).name | |
except LookupError: | |
self.is_utf8 = False | |
else: | |
self.is_utf8 = (encoding == codecs.lookup('utf-8').name) | |
def format(self, record): | |
fields = {'prefix': "", 'suffix': ""} | |
if getattr(record, 'depth', 0) > 0: | |
if record.msg.startswith("#"): | |
prefix = (record.depth - 1)*"β" + "β" | |
elif record.depth == 1: | |
prefix = "β¬" | |
else: | |
prefix = (record.depth - 2)*"β" + "ββ¬" | |
if not self.is_utf8: | |
prefix = prefix.translate(ASCII_MAP) + "-" | |
fields['prefix'] = prefix + " " | |
if hasattr(record, 'size') and record.size is not None and record.size >= 1: | |
# Show object size in human-readable form. | |
power = int(math.log(record.size, 2)) // 10 | |
size = record.size >> power*10 | |
fields['suffix'] = " [%d %sB]" % (size, "KMGTP"[power] + "i" if power else "") | |
vars(record).update(fields) | |
return super().format(record) | |
logger = logging.getLogger('dill') | |
logger.propagate = False | |
adapter = TraceAdapter(logger) | |
stderr_handler = logging._StderrHandler() | |
adapter.addHandler(stderr_handler) | |
def trace(arg: Union[bool, TextIO, str, os.PathLike] = None, *, mode: str = 'a') -> None: | |
"""print a trace through the stack when pickling; useful for debugging | |
With a single boolean argument, enable or disable the tracing. | |
Example usage: | |
>>> import dill | |
>>> dill.detect.trace(True) | |
>>> dill.dump_session() | |
Alternatively, ``trace()`` can be used as a context manager. With no | |
arguments, it just takes care of restoring the tracing state on exit. | |
Either a file handle, or a file name and (optionally) a file mode may be | |
specitfied to redirect the tracing output in the ``with`` block context. A | |
log function is yielded by the manager so the user can write extra | |
information to the file. | |
Example usage: | |
>>> from dill import detect | |
>>> D = {'a': 42, 'b': {'x': None}} | |
>>> with detect.trace(): | |
>>> dumps(D) | |
β¬ D2: <dict object at 0x7f2721804800> | |
ββ¬ D2: <dict object at 0x7f27217f5c40> | |
ββ # D2 [8 B] | |
β # D2 [22 B] | |
>>> squared = lambda x: x**2 | |
>>> with detect.trace('output.txt', mode='w') as log: | |
>>> log("> D = %r", D) | |
>>> dumps(D) | |
>>> log("> squared = %r", squared) | |
>>> dumps(squared) | |
Arguments: | |
arg: a boolean value, or an optional file-like or path-like object for the context manager | |
mode: mode string for ``open()`` if a file name is passed as the first argument | |
""" | |
if not isinstance(arg, bool): | |
return TraceManager(file=arg, mode=mode) | |
logger.setLevel(logging.INFO if arg else logging.WARNING) | |
class TraceManager(contextlib.AbstractContextManager): | |
"""context manager version of trace(); can redirect the trace to a file""" | |
def __init__(self, file, mode): | |
self.file = file | |
self.mode = mode | |
self.redirect = file is not None | |
self.file_is_stream = hasattr(file, 'write') | |
def __enter__(self): | |
if self.redirect: | |
stderr_handler.flush() | |
if self.file_is_stream: | |
self.handler = logging.StreamHandler(self.file) | |
else: | |
self.handler = logging.FileHandler(self.file, self.mode) | |
adapter.removeHandler(stderr_handler) | |
adapter.addHandler(self.handler) | |
self.old_level = adapter.getEffectiveLevel() | |
adapter.setLevel(logging.INFO) | |
return adapter.info | |
def __exit__(self, *exc_info): | |
adapter.setLevel(self.old_level) | |
if self.redirect: | |
adapter.removeHandler(self.handler) | |
adapter.addHandler(stderr_handler) | |
if not self.file_is_stream: | |
self.handler.close() | |