======== Overview ======== .. start-badges .. list-table:: :stub-columns: 1 * - docs - |docs| * - tests - | |github-actions| |requires| | |codecov| * - package - | |version| |wheel| |supported-versions| |supported-implementations| | |commits-since| .. |docs| image:: https://readthedocs.org/projects/python-tblib/badge/?style=flat :target: https://python-tblib.readthedocs.io/ :alt: Documentation Status .. |github-actions| image:: https://github.com/ionelmc/python-tblib/actions/workflows/github-actions.yml/badge.svg :alt: GitHub Actions Build Status :target: https://github.com/ionelmc/python-tblib/actions .. |codecov| image:: https://codecov.io/gh/ionelmc/python-tblib/branch/master/graphs/badge.svg?branch=master :alt: Coverage Status :target: https://app.codecov.io/github/ionelmc/python-tblib .. |version| image:: https://img.shields.io/pypi/v/tblib.svg :alt: PyPI Package latest release :target: https://pypi.org/project/tblib .. |wheel| image:: https://img.shields.io/pypi/wheel/tblib.svg :alt: PyPI Wheel :target: https://pypi.org/project/tblib .. |supported-versions| image:: https://img.shields.io/pypi/pyversions/tblib.svg :alt: Supported versions :target: https://pypi.org/project/tblib .. |supported-implementations| image:: https://img.shields.io/pypi/implementation/tblib.svg :alt: Supported implementations :target: https://pypi.org/project/tblib .. |commits-since| image:: https://img.shields.io/github/commits-since/ionelmc/python-tblib/v2.0.0.svg :alt: Commits since latest release :target: https://github.com/ionelmc/python-tblib/compare/v2.0.0...master .. end-badges Serialization library for Exceptions and Tracebacks. * Free software: BSD license It allows you to: * `Pickle `_ tracebacks and raise exceptions with pickled tracebacks in different processes. This allows better error handling when running code over multiple processes (imagine multiprocessing, billiard, futures, celery etc). * Create traceback objects from strings (the ``from_string`` method). *No pickling is used*. * Serialize tracebacks to/from plain dicts (the ``from_dict`` and ``to_dict`` methods). *No pickling is used*. * Raise the tracebacks created from the aforementioned sources. * Pickle an Exception together with its traceback and exception chain (``raise ... from ...``) *(Python 3 only)* **Again, note that using the pickle support is completely optional. You are solely responsible for security problems should you decide to use the pickle support.** Installation ============ :: pip install tblib Documentation ============= .. contents:: :local: Pickling tracebacks ~~~~~~~~~~~~~~~~~~~ **Note**: The traceback objects that come out are stripped of some attributes (like variables). But you'll be able to raise exceptions with those tracebacks or print them - that should cover 99% of the usecases. :: >>> from tblib import pickling_support >>> pickling_support.install() >>> import pickle, sys >>> def inner_0(): ... raise Exception('fail') ... >>> def inner_1(): ... inner_0() ... >>> def inner_2(): ... inner_1() ... >>> try: ... inner_2() ... except: ... s1 = pickle.dumps(sys.exc_info()) ... >>> len(s1) > 1 True >>> try: ... inner_2() ... except: ... s2 = pickle.dumps(sys.exc_info(), protocol=pickle.HIGHEST_PROTOCOL) ... >>> len(s2) > 1 True >>> try: ... import cPickle ... except ImportError: ... import pickle as cPickle >>> try: ... inner_2() ... except: ... s3 = cPickle.dumps(sys.exc_info(), protocol=pickle.HIGHEST_PROTOCOL) ... >>> len(s3) > 1 True Unpickling tracebacks ~~~~~~~~~~~~~~~~~~~~~ :: >>> pickle.loads(s1) (<...Exception'>, Exception('fail'...), ) >>> pickle.loads(s2) (<...Exception'>, Exception('fail'...), ) >>> pickle.loads(s3) (<...Exception'>, Exception('fail'...), ) Raising ~~~~~~~ :: >>> from six import reraise >>> reraise(*pickle.loads(s1)) Traceback (most recent call last): ... File "", line 1, in reraise(*pickle.loads(s2)) File "", line 2, in inner_2() File "", line 2, in inner_2 inner_1() File "", line 2, in inner_1 inner_0() File "", line 2, in inner_0 raise Exception('fail') Exception: fail >>> reraise(*pickle.loads(s2)) Traceback (most recent call last): ... File "", line 1, in reraise(*pickle.loads(s2)) File "", line 2, in inner_2() File "", line 2, in inner_2 inner_1() File "", line 2, in inner_1 inner_0() File "", line 2, in inner_0 raise Exception('fail') Exception: fail >>> reraise(*pickle.loads(s3)) Traceback (most recent call last): ... File "", line 1, in reraise(*pickle.loads(s2)) File "", line 2, in inner_2() File "", line 2, in inner_2 inner_1() File "", line 2, in inner_1 inner_0() File "", line 2, in inner_0 raise Exception('fail') Exception: fail Pickling Exceptions together with their traceback and chain (Python 3 only) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ :: >>> try: # doctest: +SKIP ... try: ... 1 / 0 ... except Exception as e: ... raise Exception("foo") from e ... except Exception as e: ... s = pickle.dumps(e) >>> raise pickle.loads(s) # doctest: +SKIP Traceback (most recent call last): File "", line 3, in 1 / 0 ZeroDivisionError: division by zero The above exception was the direct cause of the following exception: Traceback (most recent call last): File "", line 1, in raise pickle.loads(s) File "", line 5, in raise Exception("foo") from e Exception: foo BaseException subclasses defined after calling ``pickling_support.install()`` will **not** retain their traceback and exception chain pickling. To cover custom Exceptions, there are three options: 1. Use ``@pickling_support.install`` as a decorator for each custom Exception .. code-block:: python >>> from tblib import pickling_support >>> # Declare all imports of your package's dependencies >>> import numpy # doctest: +SKIP >>> pickling_support.install() # install for all modules imported so far >>> @pickling_support.install ... class CustomError(Exception): ... pass Eventual subclasses of ``CustomError`` will need to be decorated again. 2. Invoke ``pickling_support.install()`` after all modules have been imported and all Exception subclasses have been declared .. code-block:: python >>> # Declare all imports of your package's dependencies >>> import numpy # doctest: +SKIP >>> from tblib import pickling_support >>> # Declare your own custom Exceptions >>> class CustomError(Exception): ... pass >>> # Finally, install tblib >>> pickling_support.install() 3. Selectively install tblib for Exception instances just before they are pickled .. code-block:: python pickling_support.install(, [Exception instance], ...) The above will install tblib pickling for all listed exceptions as well as any other exceptions in their exception chains. For example, one could write a wrapper to be used with `ProcessPoolExecutor `_, `Dask.distributed `_, or similar libraries: :: >>> from tblib import pickling_support >>> def wrapper(func, *args, **kwargs): ... try: ... return func(*args, **kwargs) ... except Exception as e: ... pickling_support.install(e) ... raise What if we have a local stack, does it show correctly ? ------------------------------------------------------- Yes it does:: >>> exc_info = pickle.loads(s3) >>> def local_0(): ... reraise(*exc_info) ... >>> def local_1(): ... local_0() ... >>> def local_2(): ... local_1() ... >>> local_2() Traceback (most recent call last): File "...doctest.py", line ..., in __run compileflags, 1) in test.globs File "", line 1, in local_2() File "", line 2, in local_2 local_1() File "", line 2, in local_1 local_0() File "", line 2, in local_0 reraise(*exc_info) File "", line 2, in inner_2() File "", line 2, in inner_2 inner_1() File "", line 2, in inner_1 inner_0() File "", line 2, in inner_0 raise Exception('fail') Exception: fail It also supports more contrived scenarios ----------------------------------------- Like tracebacks with syntax errors:: >>> from tblib import Traceback >>> from examples import bad_syntax >>> try: ... bad_syntax() ... except: ... et, ev, tb = sys.exc_info() ... tb = Traceback(tb) ... >>> reraise(et, ev, tb.as_traceback()) Traceback (most recent call last): ... File "", line 1, in reraise(et, ev, tb.as_traceback()) File "", line 2, in bad_syntax() File "...tests...examples.py", line 18, in bad_syntax import badsyntax File "...tests...badsyntax.py", line 5 is very bad ^ SyntaxError: invalid syntax Or other import failures:: >>> from examples import bad_module >>> try: ... bad_module() ... except: ... et, ev, tb = sys.exc_info() ... tb = Traceback(tb) ... >>> reraise(et, ev, tb.as_traceback()) Traceback (most recent call last): ... File "", line 1, in reraise(et, ev, tb.as_traceback()) File "", line 2, in bad_module() File "...tests...examples.py", line 23, in bad_module import badmodule File "...tests...badmodule.py", line 3, in raise Exception("boom!") Exception: boom! Or a traceback that's caused by exceeding the recursion limit (here we're forcing the type and value to have consistency across platforms):: >>> def f(): f() >>> try: ... f() ... except RuntimeError: ... et, ev, tb = sys.exc_info() ... tb = Traceback(tb) ... >>> reraise(RuntimeError, RuntimeError("maximum recursion depth exceeded"), tb.as_traceback()) Traceback (most recent call last): ... File "", line 1, in f def f(): f() File "", line 1, in f def f(): f() File "", line 1, in f def f(): f() ... RuntimeError: maximum recursion depth exceeded Reference ~~~~~~~~~ tblib.Traceback --------------- It is used by the ``pickling_support``. You can use it too if you want more flexibility:: >>> from tblib import Traceback >>> try: ... inner_2() ... except: ... et, ev, tb = sys.exc_info() ... tb = Traceback(tb) ... >>> reraise(et, ev, tb.as_traceback()) Traceback (most recent call last): ... File "", line 6, in reraise(et, ev, tb.as_traceback()) File "", line 2, in inner_2() File "", line 2, in inner_2 inner_1() File "", line 2, in inner_1 inner_0() File "", line 2, in inner_0 raise Exception('fail') Exception: fail tblib.Traceback.to_dict ``````````````````````` You can use the ``to_dict`` method and the ``from_dict`` classmethod to convert a Traceback into and from a dictionary serializable by the stdlib json.JSONDecoder:: >>> import json >>> from pprint import pprint >>> try: ... inner_2() ... except: ... et, ev, tb = sys.exc_info() ... tb = Traceback(tb) ... tb_dict = tb.to_dict() ... pprint(tb_dict) {'tb_frame': {'f_code': {'co_filename': '', 'co_name': ''}, 'f_globals': {'__name__': '__main__'}, 'f_lineno': 5}, 'tb_lineno': 2, 'tb_next': {'tb_frame': {'f_code': {'co_filename': ..., 'co_name': 'inner_2'}, 'f_globals': {'__name__': '__main__'}, 'f_lineno': 2}, 'tb_lineno': 2, 'tb_next': {'tb_frame': {'f_code': {'co_filename': ..., 'co_name': 'inner_1'}, 'f_globals': {'__name__': '__main__'}, 'f_lineno': 2}, 'tb_lineno': 2, 'tb_next': {'tb_frame': {'f_code': {'co_filename': ..., 'co_name': 'inner_0'}, 'f_globals': {'__name__': '__main__'}, 'f_lineno': 2}, 'tb_lineno': 2, 'tb_next': None}}}} tblib.Traceback.from_dict ````````````````````````` Building on the previous example:: >>> tb_json = json.dumps(tb_dict) >>> tb = Traceback.from_dict(json.loads(tb_json)) >>> reraise(et, ev, tb.as_traceback()) Traceback (most recent call last): ... File "", line 6, in reraise(et, ev, tb.as_traceback()) File "", line 2, in inner_2() File "", line 2, in inner_2 inner_1() File "", line 2, in inner_1 inner_0() File "", line 2, in inner_0 raise Exception('fail') Exception: fail tblib.Traceback.from_string ``````````````````````````` :: >>> tb = Traceback.from_string(""" ... File "skipped.py", line 123, in func_123 ... Traceback (most recent call last): ... File "tests/examples.py", line 2, in func_a ... func_b() ... File "tests/examples.py", line 6, in func_b ... func_c() ... File "tests/examples.py", line 10, in func_c ... func_d() ... File "tests/examples.py", line 14, in func_d ... Doesn't: matter ... """) >>> reraise(et, ev, tb.as_traceback()) Traceback (most recent call last): ... File "", line 6, in reraise(et, ev, tb.as_traceback()) File "...examples.py", line 2, in func_a func_b() File "...examples.py", line 6, in func_b func_c() File "...examples.py", line 10, in func_c func_d() File "...examples.py", line 14, in func_d raise Exception("Guessing time !") Exception: fail If you use the ``strict=False`` option then parsing is a bit more lax:: >>> tb = Traceback.from_string(""" ... File "bogus.py", line 123, in bogus ... Traceback (most recent call last): ... File "tests/examples.py", line 2, in func_a ... func_b() ... File "tests/examples.py", line 6, in func_b ... func_c() ... File "tests/examples.py", line 10, in func_c ... func_d() ... File "tests/examples.py", line 14, in func_d ... Doesn't: matter ... """, strict=False) >>> reraise(et, ev, tb.as_traceback()) Traceback (most recent call last): ... File "", line 6, in reraise(et, ev, tb.as_traceback()) File "bogus.py", line 123, in bogus File "...examples.py", line 2, in func_a func_b() File "...examples.py", line 6, in func_b func_c() File "...examples.py", line 10, in func_c func_d() File "...examples.py", line 14, in func_d raise Exception("Guessing time !") Exception: fail tblib.decorators.return_error ----------------------------- :: >>> from tblib.decorators import return_error >>> inner_2r = return_error(inner_2) >>> e = inner_2r() >>> e >>> e.reraise() Traceback (most recent call last): ... File "", line 1, in e.reraise() File "...tblib...decorators.py", line 19, in reraise reraise(self.exc_type, self.exc_value, self.traceback) File "...tblib...decorators.py", line 25, in return_exceptions_wrapper return func(*args, **kwargs) File "", line 2, in inner_2 inner_1() File "", line 2, in inner_1 inner_0() File "", line 2, in inner_0 raise Exception('fail') Exception: fail How's this useful? Imagine you're using multiprocessing like this:: # Note that Python 3.4 and later will show the remote traceback (but as a string sadly) so we skip testing this. >>> import traceback >>> from multiprocessing import Pool >>> from examples import func_a >>> pool = Pool() # doctest: +SKIP >>> try: # doctest: +SKIP ... for i in pool.map(func_a, range(5)): ... print(i) ... except: ... print(traceback.format_exc()) ... Traceback (most recent call last): File "", line 2, in for i in pool.map(func_a, range(5)): File "...multiprocessing...pool.py", line ..., in map ... File "...multiprocessing...pool.py", line ..., in get ... Exception: Guessing time ! >>> pool.terminate() # doctest: +SKIP Not very useful is it? Let's sort this out:: >>> from tblib.decorators import apply_with_return_error, Error >>> from itertools import repeat >>> pool = Pool() >>> try: ... for i in pool.map(apply_with_return_error, zip(repeat(func_a), range(5))): ... if isinstance(i, Error): ... i.reraise() ... else: ... print(i) ... except: ... print(traceback.format_exc()) ... Traceback (most recent call last): File "", line 4, in i.reraise() File "...tblib...decorators.py", line ..., in reraise reraise(self.exc_type, self.exc_value, self.traceback) File "...tblib...decorators.py", line ..., in return_exceptions_wrapper return func(*args, **kwargs) File "...tblib...decorators.py", line ..., in apply_with_return_error return args[0](*args[1:]) File "...examples.py", line 2, in func_a func_b() File "...examples.py", line 6, in func_b func_c() File "...examples.py", line 10, in func_c func_d() File "...examples.py", line 14, in func_d raise Exception("Guessing time !") Exception: Guessing time ! >>> pool.terminate() Much better ! What if we have a local call stack ? ```````````````````````````````````` :: >>> def local_0(): ... pool = Pool() ... try: ... for i in pool.map(apply_with_return_error, zip(repeat(func_a), range(5))): ... if isinstance(i, Error): ... i.reraise() ... else: ... print(i) ... finally: ... pool.close() ... >>> def local_1(): ... local_0() ... >>> def local_2(): ... local_1() ... >>> try: ... local_2() ... except: ... print(traceback.format_exc()) Traceback (most recent call last): File "", line 2, in local_2() File "", line 2, in local_2 local_1() File "", line 2, in local_1 local_0() File "", line 6, in local_0 i.reraise() File "...tblib...decorators.py", line 20, in reraise reraise(self.exc_type, self.exc_value, self.traceback) File "...tblib...decorators.py", line 27, in return_exceptions_wrapper return func(*args, **kwargs) File "...tblib...decorators.py", line 47, in apply_with_return_error return args[0](*args[1:]) File "...tests...examples.py", line 2, in func_a func_b() File "...tests...examples.py", line 6, in func_b func_c() File "...tests...examples.py", line 10, in func_c func_d() File "...tests...examples.py", line 14, in func_d raise Exception("Guessing time !") Exception: Guessing time ! Other weird stuff ````````````````` Clearing traceback works (Python 3.4 and up):: >>> tb = Traceback.from_string(""" ... File "skipped.py", line 123, in func_123 ... Traceback (most recent call last): ... File "tests/examples.py", line 2, in func_a ... func_b() ... File "tests/examples.py", line 6, in func_b ... func_c() ... File "tests/examples.py", line 10, in func_c ... func_d() ... File "tests/examples.py", line 14, in func_d ... Doesn't: matter ... """) >>> import traceback, sys >>> if sys.version_info > (3, 4): ... traceback.clear_frames(tb) Credits ======= * `mitsuhiko/jinja2 `_ for figuring a way to create traceback objects.