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782 lines (601 loc) · 22.5 KB
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"""
Numba-specific errors and warnings.
"""
import abc
import contextlib
import os
import sys
import warnings
import numba.core.config
import numpy as np
from collections import defaultdict
from numba.core.utils import chain_exception
from functools import wraps
from abc import abstractmethod
# Filled at the end
__all__ = []
class NumbaWarning(Warning):
"""
Base category for all Numba compiler warnings.
"""
def __init__(self, msg, loc=None, highlighting=True, ):
self.msg = msg
self.loc = loc
if highlighting:
highlight = termcolor().errmsg
else:
def highlight(x):
return x
if loc:
super(NumbaWarning, self).__init__(
highlight("%s\n%s\n" % (msg, loc.strformat())))
else:
super(NumbaWarning, self).__init__(highlight("%s" % (msg,)))
class NumbaPerformanceWarning(NumbaWarning):
"""
Warning category for when an operation might not be
as fast as expected.
"""
class NumbaDeprecationWarning(NumbaWarning):
"""
Warning category for use of a deprecated feature.
"""
class NumbaPendingDeprecationWarning(NumbaWarning):
"""
Warning category for use of a feature that is pending deprecation.
"""
class NumbaParallelSafetyWarning(NumbaWarning):
"""
Warning category for when an operation in a prange
might not have parallel semantics.
"""
class NumbaTypeSafetyWarning(NumbaWarning):
"""
Warning category for unsafe casting operations.
"""
class NumbaExperimentalFeatureWarning(NumbaWarning):
"""
Warning category for using an experimental feature.
"""
class NumbaInvalidConfigWarning(NumbaWarning):
"""
Warning category for using an invalid configuration.
"""
class NumbaPedanticWarning(NumbaWarning):
"""
Warning category for reporting pedantic messages.
"""
class NumbaIRAssumptionWarning(NumbaPedanticWarning):
"""
Warning category for reporting an IR assumption violation.
"""
# These are needed in the color formatting of errors setup
class _ColorScheme(metaclass=abc.ABCMeta):
@abstractmethod
def code(self, msg):
pass
@abstractmethod
def errmsg(self, msg):
pass
@abstractmethod
def filename(self, msg):
pass
@abstractmethod
def indicate(self, msg):
pass
@abstractmethod
def highlight(self, msg):
pass
@abstractmethod
def reset(self, msg):
pass
class _DummyColorScheme(_ColorScheme):
def __init__(self, theme=None):
pass
def code(self, msg):
pass
def errmsg(self, msg):
pass
def filename(self, msg):
pass
def indicate(self, msg):
pass
def highlight(self, msg):
pass
def reset(self, msg):
pass
# holds reference to the instance of the terminal color scheme in use
_termcolor_inst = None
try:
import colorama
# If the colorama version is < 0.3.9 it can break stdout/stderr in some
# situations, as a result if this condition is met colorama is disabled and
# the user is warned. Note that early versions did not have a __version__.
colorama_version = getattr(colorama, '__version__', '0.0.0')
if tuple([int(x) for x in colorama_version.split('.')]) < (0, 3, 9):
msg = ("Insufficiently recent colorama version found. "
"Numba requires colorama >= 0.3.9")
# warn the user
warnings.warn(msg)
# trip the exception to disable color errors
raise ImportError
# If Numba is running in testsuite mode then do not use error message
# coloring so CI system output is consistently readable without having
# to read between shell escape characters.
if os.environ.get('NUMBA_DISABLE_ERROR_MESSAGE_HIGHLIGHTING', None):
raise ImportError # just to trigger the exception handler below
except ImportError:
class NOPColorScheme(_DummyColorScheme):
def __init__(self, theme=None):
if theme is not None:
raise ValueError("specifying a theme has no effect")
_DummyColorScheme.__init__(self, theme=theme)
def code(self, msg):
return msg
def errmsg(self, msg):
return msg
def filename(self, msg):
return msg
def indicate(self, msg):
return msg
def highlight(self, msg):
return msg
def reset(self, msg):
return msg
def termcolor():
global _termcolor_inst
if _termcolor_inst is None:
_termcolor_inst = NOPColorScheme()
return _termcolor_inst
else:
from colorama import init, reinit, deinit, Fore, Style
class ColorShell(object):
_has_initialized = False
def __init__(self):
init()
self._has_initialized = True
def __enter__(self):
if self._has_initialized:
reinit()
def __exit__(self, *exc_detail):
Style.RESET_ALL
deinit()
class reset_terminal(object):
def __init__(self):
self._buf = bytearray(b'')
def __enter__(self):
return self._buf
def __exit__(self, *exc_detail):
self._buf += bytearray(Style.RESET_ALL.encode('utf-8'))
# define some default themes, if more are added, update the envvars docs!
themes = {}
# No color added, just bold weighting
themes['no_color'] = {'code': None,
'errmsg': None,
'filename': None,
'indicate': None,
'highlight': None,
'reset': None, }
# suitable for terminals with a dark background
themes['dark_bg'] = {'code': Fore.BLUE,
'errmsg': Fore.YELLOW,
'filename': Fore.WHITE,
'indicate': Fore.GREEN,
'highlight': Fore.RED,
'reset': Style.RESET_ALL, }
# suitable for terminals with a light background
themes['light_bg'] = {'code': Fore.BLUE,
'errmsg': Fore.BLACK,
'filename': Fore.MAGENTA,
'indicate': Fore.BLACK,
'highlight': Fore.RED,
'reset': Style.RESET_ALL, }
# suitable for terminals with a blue background
themes['blue_bg'] = {'code': Fore.WHITE,
'errmsg': Fore.YELLOW,
'filename': Fore.MAGENTA,
'indicate': Fore.CYAN,
'highlight': Fore.RED,
'reset': Style.RESET_ALL, }
# suitable for use in jupyter notebooks
themes['jupyter_nb'] = {'code': Fore.BLACK,
'errmsg': Fore.BLACK,
'filename': Fore.GREEN,
'indicate': Fore.CYAN,
'highlight': Fore.RED,
'reset': Style.RESET_ALL, }
default_theme = themes['no_color']
class HighlightColorScheme(_DummyColorScheme):
def __init__(self, theme=default_theme):
self._code = theme['code']
self._errmsg = theme['errmsg']
self._filename = theme['filename']
self._indicate = theme['indicate']
self._highlight = theme['highlight']
self._reset = theme['reset']
_DummyColorScheme.__init__(self, theme=theme)
def _markup(self, msg, color=None, style=Style.BRIGHT):
features = ''
if color:
features += color
if style:
features += style
with ColorShell():
with reset_terminal() as mu:
mu += features.encode('utf-8')
mu += (msg).encode('utf-8')
return mu.decode('utf-8')
def code(self, msg):
return self._markup(msg, self._code)
def errmsg(self, msg):
return self._markup(msg, self._errmsg)
def filename(self, msg):
return self._markup(msg, self._filename)
def indicate(self, msg):
return self._markup(msg, self._indicate)
def highlight(self, msg):
return self._markup(msg, self._highlight)
def reset(self, msg):
return self._markup(msg, self._reset)
def termcolor():
global _termcolor_inst
if _termcolor_inst is None:
scheme = themes[numba.core.config.COLOR_SCHEME]
_termcolor_inst = HighlightColorScheme(scheme)
return _termcolor_inst
feedback_details = """
Please report the error message and traceback, along with a minimal reproducer
at: https://github.com/numba/numba/issues/new
If more help is needed please feel free to speak to the Numba core developers
directly at: https://gitter.im/numba/numba
Thanks in advance for your help in improving Numba!
"""
unsupported_error_info = """
Unsupported functionality was found in the code Numba was trying to compile.
If this functionality is important to you please file a feature request at:
https://github.com/numba/numba/issues/new
"""
interpreter_error_info = """
Unsupported Python functionality was found in the code Numba was trying to
compile. This error could be due to invalid code, does the code work
without Numba? (To temporarily disable Numba JIT, set the `NUMBA_DISABLE_JIT`
environment variable to non-zero, and then rerun the code).
If the code is valid and the unsupported functionality is important to you
please file a feature request at: https://github.com/numba/numba/issues/new
To see Python/NumPy features supported by the latest release of Numba visit:
https://numba.pydata.org/numba-doc/latest/reference/pysupported.html
and
https://numba.pydata.org/numba-doc/latest/reference/numpysupported.html
"""
constant_inference_info = """
Numba could not make a constant out of something that it decided should be
a constant. This could well be a current limitation in Numba's internals,
however please first check that your code is valid for compilation,
particularly with respect to string interpolation (not supported!) and
the requirement of compile time constants as arguments to exceptions:
https://numba.pydata.org/numba-doc/latest/reference/pysupported.html?highlight=exceptions#constructs
If the code is valid and the unsupported functionality is important to you
please file a feature request at: https://github.com/numba/numba/issues/new
If you think your code should work with Numba. %s
""" % feedback_details
typing_error_info = """
This is not usually a problem with Numba itself but instead often caused by
the use of unsupported features or an issue in resolving types.
To see Python/NumPy features supported by the latest release of Numba visit:
https://numba.pydata.org/numba-doc/latest/reference/pysupported.html
and
https://numba.pydata.org/numba-doc/latest/reference/numpysupported.html
For more information about typing errors and how to debug them visit:
https://numba.pydata.org/numba-doc/latest/user/troubleshoot.html#my-code-doesn-t-compile
If you think your code should work with Numba, please report the error message
and traceback, along with a minimal reproducer at:
https://github.com/numba/numba/issues/new
"""
reportable_issue_info = """
-------------------------------------------------------------------------------
This should not have happened, a problem has occurred in Numba's internals.
You are currently using Numba version %s.
%s
""" % (numba.__version__, feedback_details)
error_extras = dict()
error_extras['unsupported_error'] = unsupported_error_info
error_extras['typing'] = typing_error_info
error_extras['reportable'] = reportable_issue_info
error_extras['interpreter'] = interpreter_error_info
error_extras['constant_inference'] = constant_inference_info
def deprecated(arg):
"""Define a deprecation decorator.
An optional string should refer to the new API to be used instead.
Example:
@deprecated
def old_func(): ...
@deprecated('new_func')
def old_func(): ..."""
subst = arg if isinstance(arg, str) else None
def decorator(func):
def wrapper(*args, **kwargs):
msg = "Call to deprecated function \"{}\"."
if subst:
msg += "\n Use \"{}\" instead."
warnings.warn(msg.format(func.__name__, subst),
category=DeprecationWarning, stacklevel=2)
return func(*args, **kwargs)
return wraps(func)(wrapper)
if not subst:
return decorator(arg)
else:
return decorator
class WarningsFixer(object):
"""
An object "fixing" warnings of a given category caught during
certain phases. The warnings can have their filename and lineno fixed,
and they are deduplicated as well.
"""
def __init__(self, category):
self._category = category
# {(filename, lineno, category) -> messages}
self._warnings = defaultdict(set)
@contextlib.contextmanager
def catch_warnings(self, filename=None, lineno=None):
"""
Store warnings and optionally fix their filename and lineno.
"""
with warnings.catch_warnings(record=True) as wlist:
warnings.simplefilter('always', self._category)
yield
for w in wlist:
msg = str(w.message)
if issubclass(w.category, self._category):
# Store warnings of this category for deduplication
filename = filename or w.filename
lineno = lineno or w.lineno
self._warnings[filename, lineno, w.category].add(msg)
else:
# Simply emit other warnings again
warnings.warn_explicit(msg, w.category,
w.filename, w.lineno)
def flush(self):
"""
Emit all stored warnings.
"""
def key(arg):
# It is possible through codegen to create entirely identical
# warnings, this leads to comparing types when sorting which breaks
# on Python 3. Key as str() and if the worse happens then `id`
# creates some uniqueness
return str(arg) + str(id(arg))
for (filename, lineno, category), messages in sorted(
self._warnings.items(), key=key):
for msg in sorted(messages):
warnings.warn_explicit(msg, category, filename, lineno)
self._warnings.clear()
class NumbaError(Exception):
def __init__(self, msg, loc=None, highlighting=True):
self.msg = msg
self.loc = loc
if highlighting:
highlight = termcolor().errmsg
else:
def highlight(x):
return x
if loc:
new_msg = "%s\n%s\n" % (msg, loc.strformat())
else:
new_msg = "%s" % (msg,)
super(NumbaError, self).__init__(highlight(new_msg))
@property
def contexts(self):
try:
return self._contexts
except AttributeError:
self._contexts = lst = []
return lst
def add_context(self, msg):
"""
Add contextual info. The exception message is expanded with the new
contextual information.
"""
self.contexts.append(msg)
f = termcolor().errmsg('{0}\n') + termcolor().filename('During: {1}')
newmsg = f.format(self, msg)
self.args = (newmsg,)
return self
def patch_message(self, new_message):
"""
Change the error message to the given new message.
"""
self.args = (new_message,) + self.args[1:]
class UnsupportedError(NumbaError):
"""
Numba does not have an implementation for this functionality.
"""
pass
class UnsupportedRewriteError(UnsupportedError):
"""UnsupportedError from rewrite passes
"""
pass
class IRError(NumbaError):
"""
An error occurred during Numba IR generation.
"""
pass
class RedefinedError(IRError):
"""
An error occurred during interpretation of IR due to variable redefinition.
"""
pass
class NotDefinedError(IRError):
"""
An undefined variable is encountered during interpretation of IR.
"""
def __init__(self, name, loc=None):
self.name = name
msg = ("The compiler failed to analyze the bytecode. "
"Variable '%s' is not defined." % name)
super(NotDefinedError, self).__init__(msg, loc=loc)
class VerificationError(IRError):
"""
An error occurred during IR verification. Once Numba's internal
representation (IR) is constructed it is then verified to ensure that
terminators are both present and in the correct places within the IR. If
it is the case that this condition is not met, a VerificationError is
raised.
"""
pass
class DeprecationError(NumbaError):
"""
Functionality is deprecated.
"""
pass
class LoweringError(NumbaError):
"""
An error occurred during lowering.
"""
def __init__(self, msg, loc=None):
super(LoweringError, self).__init__(msg, loc=loc)
class UnsupportedParforsError(NumbaError):
"""
An error ocurred because parfors is not supported on the platform.
"""
pass
class ForbiddenConstruct(LoweringError):
"""
A forbidden Python construct was encountered (e.g. use of locals()).
"""
pass
class TypingError(NumbaError):
"""
A type inference failure.
"""
pass
class UntypedAttributeError(TypingError):
def __init__(self, value, attr, loc=None):
module = getattr(value, 'pymod', None)
if module is not None and module == np:
# unsupported numpy feature.
msg = ("Use of unsupported NumPy function 'numpy.%s' "
"or unsupported use of the function.") % attr
else:
msg = "Unknown attribute '{attr}' of type {type}"
msg = msg.format(type=value, attr=attr)
super(UntypedAttributeError, self).__init__(msg, loc=loc)
class ByteCodeSupportError(NumbaError):
"""
Failure to extract the bytecode of the user's function.
"""
def __init__(self, msg, loc=None):
super(ByteCodeSupportError, self).__init__(msg, loc=loc)
class CompilerError(NumbaError):
"""
Some high-level error in the compiler.
"""
pass
class ConstantInferenceError(NumbaError):
"""
Failure during constant inference.
"""
def __init__(self, value, loc=None):
super(ConstantInferenceError, self).__init__(value, loc=loc)
class InternalError(NumbaError):
"""
For wrapping internal error occured within the compiler
"""
def __init__(self, exception):
super(InternalError, self).__init__(str(exception))
self.old_exception = exception
class InternalTargetMismatchError(InternalError):
"""For signalling a target mismatch error occurred internally within the
compiler.
"""
def __init__(self, kind, target_hw, hw_clazz):
msg = (f"{kind.title()} being resolved on a target from which it does "
f"not inherit. Local target is {target_hw}, declared "
f"target class is {hw_clazz}.")
super().__init__(msg)
class RequireLiteralValue(TypingError):
"""
For signalling that a function's typing requires a constant value for
some of its arguments.
"""
pass
class ForceLiteralArg(NumbaError):
"""A Pseudo-exception to signal the dispatcher to type an argument literally
Attributes
----------
requested_args : frozenset[int]
requested positions of the arguments.
"""
def __init__(self, arg_indices, fold_arguments=None, loc=None):
"""
Parameters
----------
arg_indices : Sequence[int]
requested positions of the arguments.
fold_arguments: callable
A function ``(tuple, dict) -> tuple`` that binds and flattens
the ``args`` and ``kwargs``.
loc : numba.ir.Loc or None
"""
super(ForceLiteralArg, self).__init__(
"Pseudo-exception to force literal arguments in the dispatcher",
loc=loc,
)
self.requested_args = frozenset(arg_indices)
self.fold_arguments = fold_arguments
def bind_fold_arguments(self, fold_arguments):
"""Bind the fold_arguments function
"""
e = ForceLiteralArg(self.requested_args, fold_arguments,
loc=self.loc)
return chain_exception(e, self)
def combine(self, other):
"""Returns a new instance by or'ing the requested_args.
"""
if not isinstance(other, ForceLiteralArg):
m = '*other* must be a {} but got a {} instead'
raise TypeError(m.format(ForceLiteralArg, type(other)))
return ForceLiteralArg(self.requested_args | other.requested_args)
def __or__(self, other):
"""Same as self.combine(other)
"""
return self.combine(other)
class LiteralTypingError(TypingError):
"""
Failure in typing a Literal type
"""
pass
def _format_msg(fmt, args, kwargs):
return fmt.format(*args, **kwargs)
_numba_path = os.path.dirname(__file__)
loc_info = {}
@contextlib.contextmanager
def new_error_context(fmt_, *args, **kwargs):
"""
A contextmanager that prepend contextual information to any exception
raised within. If the exception type is not an instance of NumbaError,
it will be wrapped into a InternalError. The exception class can be
changed by providing a "errcls_" keyword argument with the exception
constructor.
The first argument is a message that describes the context. It can be a
format string. If there are additional arguments, it will be used as
``fmt_.format(*args, **kwargs)`` to produce the final message string.
"""
errcls = kwargs.pop('errcls_', InternalError)
loc = kwargs.get('loc', None)
if loc is not None and not loc.filename.startswith(_numba_path):
loc_info.update(kwargs)
try:
yield
except NumbaError as e:
e.add_context(_format_msg(fmt_, args, kwargs))
raise
except AssertionError:
# Let assertion error pass through for shorter traceback in debugging
raise
except Exception as e:
newerr = errcls(e).add_context(_format_msg(fmt_, args, kwargs))
tb = sys.exc_info()[2] if numba.core.config.FULL_TRACEBACKS else None
raise newerr.with_traceback(tb)
__all__ += [name for (name, value) in globals().items()
if not name.startswith('_') and isinstance(value, type)
and issubclass(value, (Exception, Warning))]