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coverage 6.3 failed for parallel execution #1312

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MeWu-IDM opened this issue Jan 26, 2022 · 12 comments
Closed

coverage 6.3 failed for parallel execution #1312

MeWu-IDM opened this issue Jan 26, 2022 · 12 comments
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bug Something isn't working fixed

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@MeWu-IDM
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Describe the bug
A clear and concise description of the bug.

To Reproduce
How can we reproduce the problem? Please be specific. Don't link to a failing CI job. Answer the questions below:

  1. What version of Python are you using?
    3.8.12

  2. What version of coverage.py shows the problem? The output of coverage debug sys is helpful.
    6.3

  3. What versions of what packages do you have installed? The output of pip freeze is helpful.
    pytest =6.2.5
    coverage=6.3

  4. What code shows the problem? Give us a specific commit of a specific repo that we can check out. If you've already worked around the problem, please provide a commit before that fix.

  5. What commands did you run?
    pytest --cov-config=.coveragerc --cov=../our_code --workers auto --durations=0

Expected behavior
It should run tests in parallel and generate code coverage

Additional context
Getting error messages

_```
______________ ERROR at setup of TestTracing.test_trace_results _______________

self = <pytest_cov.plugin.CovPlugin object at 0x7fc911671040>
item =

def pytest_runtest_setup(self, item):
    if os.getpid() != self.pid:
        # test is run in another process than session, run
        # coverage manually
      embed.init()

/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages/pytest_cov/plugin.py:350:


/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages/pytest_cov/embed.py:74: in init
cov.start()
/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages/coverage/control.py:567: in start
self._init_for_start()
/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages/coverage/control.py:536: in _init_for_start
self._old_sigterm = signal.signal(signal.SIGTERM, self._on_sigterm)


signalnum = <Signals.SIGTERM: 15>
handler = <bound method Coverage._on_sigterm of <coverage.control.Coverage object at 0x7fc8ed755ee0>>

@_wraps(_signal.signal)
def signal(signalnum, handler):
  handler = _signal.signal(_enum_to_int(signalnum), _enum_to_int(handler))

E ValueError: signal only works in main thread

/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/signal.py:47: ValueError
_______________ ERROR at setup of TestDistributions.test_exp2inf _______________

self = <pytest_cov.plugin.CovPlugin object at 0x7fc911671040>
item =

def pytest_runtest_setup(self, item):
    if os.getpid() != self.pid:
        # test is run in another process than session, run
        # coverage manually
      embed.init()

/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages/pytest_cov/plugin.py:350:


/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages/pytest_cov/embed.py:74: in init
cov.start()
/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages/coverage/control.py:567: in start
self._init_for_start()
/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages/coverage/control.py:536: in _init_for_start
self._old_sigterm = signal.signal(signal.SIGTERM, self._on_sigterm)


signalnum = <Signals.SIGTERM: 15>
handler = <bound method Coverage._on_sigterm of <coverage.control.Coverage object at 0x7fc8ed7de5e0>>

@_wraps(_signal.signal)
def signal(signalnum, handler):
  handler = _signal.signal(_enum_to_int(signalnum), _enum_to_int(handler))

E ValueError: signal only works in main thread

/opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/signal.py:47: ValueError

@MeWu-IDM MeWu-IDM added bug Something isn't working needs triage labels Jan 26, 2022
@cliffckerr
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cliffckerr commented Jan 26, 2022

Possibly also relevant:

  • This is run with --workers auto as provided by pytest-parallel
  • It works on Windows, but fails on Ubuntu

Sounds like it could be related to #1310 -- also an issue with multiprocessing and coverage 6.3

@cliffckerr
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cliffckerr commented Jan 26, 2022

Here's a minimal reproducible example.

test_simple.py:

def test_simple():
    print('OK')

requirements.txt:

pytest
pytest-parallel
pytest-cov
coverage==6.3

Then run:

pip install -r requirements.txt
pytest --cov=. --workers auto

This works with coverage==6.2, but 6.3 gives

================================================ test session starts ================================================
platform linux -- Python 3.9.7, pytest-6.2.5, py-1.11.0, pluggy-1.0.0
rootdir: /temp/tmpcov
plugins: cov-3.0.0, forked-1.4.0, parallel-0.1.1
collected 1 item                                                                                                    
pytest-parallel: 12 workers (processes), 1 test per worker (thread)
EE
====================================================== ERRORS =======================================================
___________________________________________ ERROR at setup of test_simple ___________________________________________

self = <pytest_cov.plugin.CovPlugin object at 0x7f6305f37e80>, item = <Function test_simple>

    def pytest_runtest_setup(self, item):
        if os.getpid() != self.pid:
            # test is run in another process than session, run
            # coverage manually
>           embed.init()

/software/anaconda/envs/tmpcov2/lib/python3.9/site-packages/pytest_cov/plugin.py:350: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
/software/anaconda/envs/tmpcov2/lib/python3.9/site-packages/pytest_cov/embed.py:74: in init
    cov.start()
/software/anaconda/envs/tmpcov2/lib/python3.9/site-packages/coverage/control.py:567: in start
    self._init_for_start()
/software/anaconda/envs/tmpcov2/lib/python3.9/site-packages/coverage/control.py:536: in _init_for_start
    self._old_sigterm = signal.signal(signal.SIGTERM, self._on_sigterm)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

signalnum = <Signals.SIGTERM: 15>
handler = <bound method Coverage._on_sigterm of <coverage.control.Coverage object at 0x7f6305cf4df0>>

    @_wraps(_signal.signal)
    def signal(signalnum, handler):
>       handler = _signal.signal(_enum_to_int(signalnum), _enum_to_int(handler))
E       ValueError: signal only works in main thread of the main interpreter

/software/anaconda/envs/tmpcov2/lib/python3.9/signal.py:47: ValueError

----------- coverage: platform linux, python 3.9.7-final-0 -----------
Name             Stmts   Miss  Cover
------------------------------------
test_simple.py       2      1    50%
------------------------------------
TOTAL                2      1    50%

============================================== short test summary info ==============================================
ERROR test_simple.py::test_simple - ValueError: signal only works in main thread of the main interpreter
================================================= 1 error in 0.14s ==================================================

System info:

Linux 5.4.0-96-generic #109-Ubuntu SMP Wed Jan 12 16:49:16 UTC 2022 x86_64 x86_64 x86_64 GNU/Linux

Pip freeze:

attrs==21.4.0
certifi==2021.10.8
coverage==6.3
execnet==1.9.0
iniconfig==1.1.1
packaging==21.3
pluggy==1.0.0
py==1.11.0
pyparsing==3.0.7
pytest==6.2.5
pytest-cov==3.0.0
pytest-forked==1.4.0
pytest-parallel==0.1.1
tblib==1.7.0
toml==0.10.2
tomli==2.0.0

@cliffckerr
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cliffckerr commented Jan 26, 2022

I could be wrong, but I think this commit might be what introduced the bug: dd575ee

@nedbat
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nedbat commented Jan 26, 2022

Thanks, sorry about that. Can you try installing a branch of coverage to see if it fixes your full system?

pip install git+https://github.com/nedbat/coveragepy@nedbat/fix-1312

@MeWu-IDM
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thanks for the prompt response, I tested coverage-6.3.1a0 it seems to work!

@nedbat
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nedbat commented Jan 26, 2022

This is fixed in commit 00da68e

@nedbat nedbat closed this as completed Jan 26, 2022
@nedbat nedbat added fixed and removed needs triage labels Jan 26, 2022
@tunetheweb
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I just ran my tests against git+https://github.com/nedbat/coveragepy@master and still seeing the same issue unfortunately.

@nedbat
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nedbat commented Jan 26, 2022

@tunetheweb just to be clear, you are talking about the problem reported in #1310, right?

@tunetheweb
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Sorry yes. I presumed they were the same thing.

@MeWu-IDM
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btw, just tested again git+https://github.com/nedbat/coveragepy@master and it seems the run
pytest --cov-config=.coveragerc --cov=../our_code --workers auto --durations=0
takes much longer (we are using this in CI and it used to take less than 2 mins before 6.3 and now it hits 5 minute timeout), with the fix it does seem to be running some tests without the error described above but much much more slower.

@cliffckerr
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Interesting @MeWu-IDM, I'm not able to reproduce the performance issue. The Covasim tests take 10.8 s on coverage==6.2, and 10.9 s on current master. (This is on my Ubuntu laptop.)

anishathalye added a commit to anishathalye/cleanlab that referenced this issue Feb 1, 2022
Tests on some platforms and Python versions (Python 3.7, 3.8, and 3.9 on
Ubuntu and macOS) were hanging with coverage==6.3.

See nedbat/coveragepy#1310 and
nedbat/coveragepy#1312 for some discussion
about this issue. Some people have pinned coverage==6.2 as a temporary
workaround. As discussed in #1312, coverage fixes this issue in
00da68ef1a0b4d43c003babae0cb8f91beaf06d2 by only setting signal handlers
from the main thread; I confirmed that using the latest commit of
coverage (aad5ece47bf12bceff4296516f23171a06b34bb5) fixes the issue of
tests hanging without any modification to our code.

However, according to the pytest-cov documentation
(https://pytest-cov.readthedocs.io/en/latest/subprocess-support.html#if-you-use-multiprocessing-pool),
when using `multiprocessing.Pool`, we are supposed to ensure that
`join()` is called on the pool, rather than `terminate()`. Following
this requirement makes the tests work with coverage==6.3 as well.
anishathalye added a commit to anishathalye/cleanlab that referenced this issue Feb 2, 2022
See nedbat/coveragepy#1312. We can remove this
once a newer version of coverage is released that includes
nedbat/coveragepy@00da68e
@nedbat
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nedbat commented Feb 2, 2022

This is now released as part of coverage 6.3.1.

anishathalye added a commit to anishathalye/cleanlab that referenced this issue Feb 2, 2022
See nedbat/coveragepy#1312. We can revert this
commit once a newer version of coverage fixes this issue.

coverage==6.3.1
(nedbat/coveragepy#1310 (comment))
doesn' t fully fix the issue either; hangs become less frequent but are
not eliminated (see e.g. this run of our tests with coverage==6.3.1:
https://github.com/cleanlab/cleanlab/runs/5036277812?check_suite_focus=true).
netbsd-srcmastr pushed a commit to NetBSD/pkgsrc that referenced this issue Aug 24, 2022
Version 6.4.4 — 2022-08-16
--------------------------

- Wheels are now provided for Python 3.11.


.. _changes_6-4-3:

Version 6.4.3 — 2022-08-06
--------------------------

- Fix a failure when combining data files if the file names contained
  glob-like patterns (`pull 1405`_).  Thanks, Michael Krebs and Benjamin
  Schubert.

- Fix a messaging failure when combining Windows data files on a different
  drive than the current directory. (`pull 1430`_, fixing `issue 1428`_).
  Thanks, Lorenzo Micò.

- Fix path calculations when running in the root directory, as you might do in
  a Docker container: `pull 1403`_, thanks Arthur Rio.

- Filtering in the HTML report wouldn't work when reloading the index page.
  This is now fixed (`pull 1413`_).  Thanks, Marc Legendre.

- Fix a problem with Cython code measurement (`pull 1347`_, fixing `issue
  972`_).  Thanks, Matus Valo.

.. _issue 972: nedbat/coveragepy#972
.. _pull 1347: nedbat/coveragepy#1347
.. _pull 1403: nedbat/coveragepy#1403
.. _pull 1405: nedbat/coveragepy#1405
.. _pull 1413: nedbat/coveragepy#1413
.. _issue 1428: nedbat/coveragepy#1428
.. _pull 1430: nedbat/coveragepy#1430


.. _changes_6-4-2:

Version 6.4.2 — 2022-07-12
--------------------------

- Updated for a small change in Python 3.11.0 beta 4: modules now start with a
  line with line number 0, which is ignored.  This line cannnot be executed, so
  coverage totals were thrown off.  This line is now ignored by coverage.py,
  but this also means that truly empty modules (like ``__init__.py``) have no
  lines in them, rather than one phantom line.  Fixes `issue 1419`_.

- Internal debugging data added to sys.modules is now an actual module, to
  avoid confusing code that examines everything in sys.modules.  Thanks,
  Yilei Yang (`pull 1399`_).

.. _pull 1399: nedbat/coveragepy#1399
.. _issue 1419: nedbat/coveragepy#1419


.. _changes_6-4-1:

Version 6.4.1 — 2022-06-02
--------------------------

- Greatly improved performance on PyPy, and other environments that need the
  pure Python trace function.  Thanks, Carl Friedrich Bolz-Tereick (`pull
  1381`_ and `pull 1388`_).  Slightly improved performance when using the C
  trace function, as most environments do.  Closes `issue 1339`_.

- The conditions for using tomllib from the standard library have been made
  more precise, so that 3.11 alphas will continue to work. Closes `issue
  1390`_.

.. _issue 1339: nedbat/coveragepy#1339
.. _pull 1381: nedbat/coveragepy#1381
.. _pull 1388: nedbat/coveragepy#1388
.. _issue 1390: nedbat/coveragepy#1390


.. _changes_64:

Version 6.4 — 2022-05-22
------------------------

- A new setting, :ref:`config_run_sigterm`, controls whether a SIGTERM signal
  handler is used.  In 6.3, the signal handler was always installed, to capture
  data at unusual process ends.  Unfortunately, this introduced other problems
  (see `issue 1310`_).  Now the signal handler is only used if you opt-in by
  setting ``[run] sigterm = true``.

- Small changes to the HTML report:

  - Added links to next and previous file, and more keyboard shortcuts: ``[``
    and ``]`` for next file and previous file; ``u`` for up to the index; and
    ``?`` to open/close the help panel.  Thanks, `J. M. F. Tsang
    <pull 1364_>`_.

  - The timestamp and version are displayed at the top of the report.  Thanks,
    `Ammar Askar <pull 1354_>`_. Closes `issue 1351`_.

- A new debug option ``debug=sqldata`` adds more detail to ``debug=sql``,
  logging all the data being written to the database.

- Previously, running ``coverage report`` (or any of the reporting commands) in
  an empty directory would create a .coverage data file.  Now they do not,
  fixing `issue 1328`_.

- On Python 3.11, the ``[toml]`` extra no longer installs tomli, instead using
  tomllib from the standard library.  Thanks `Shantanu <pull 1359_>`_.

- In-memory CoverageData objects now properly update(), closing `issue 1323`_.

.. _issue 1310: nedbat/coveragepy#1310
.. _issue 1323: nedbat/coveragepy#1323
.. _issue 1328: nedbat/coveragepy#1328
.. _issue 1351: nedbat/coveragepy#1351
.. _pull 1354: nedbat/coveragepy#1354
.. _pull 1359: nedbat/coveragepy#1359
.. _pull 1364: nedbat/coveragepy#1364


.. _changes_633:

Version 6.3.3 — 2022-05-12
--------------------------

- Fix: Coverage.py now builds successfully on CPython 3.11 (3.11.0b1) again.
  Closes `issue 1367`_.  Some results for generators may have changed.

.. _issue 1367: nedbat/coveragepy#1367


.. _changes_632:

Version 6.3.2 — 2022-02-20
--------------------------

- Fix: adapt to pypy3.9's decorator tracing behavior.  It now traces function
  decorators like CPython 3.8: both the @-line and the def-line are traced.
  Fixes `issue 1326`_.

- Debug: added ``pybehave`` to the list of :ref:`coverage debug <cmd_debug>`
  and :ref:`cmd_run_debug` options.

- Fix: show an intelligible error message if ``--concurrency=multiprocessing``
  is used without a configuration file.  Closes `issue 1320`_.

.. _issue 1320: nedbat/coveragepy#1320
.. _issue 1326: nedbat/coveragepy#1326


.. _changes_631:

Version 6.3.1 — 2022-02-01
--------------------------

- Fix: deadlocks could occur when terminating processes.  Some of these
  deadlocks (described in `issue 1310`_) are now fixed.

- Fix: a signal handler was being set from multiple threads, causing an error:
  "ValueError: signal only works in main thread".  This is now fixed, closing
  `issue 1312`_.

- Fix: ``--precision`` on the command-line was being ignored while considering
  ``--fail-under``.  This is now fixed, thanks to
  `Marcelo Trylesinski <pull 1317_>`_.

- Fix: releases no longer provide 3.11.0-alpha wheels. Coverage.py uses CPython
  internal fields which are moving during the alpha phase. Fixes `issue 1316`_.

.. _issue 1310: nedbat/coveragepy#1310
.. _issue 1312: nedbat/coveragepy#1312
.. _issue 1316: nedbat/coveragepy#1316
.. _pull 1317: nedbat/coveragepy#1317


.. _changes_63:

Version 6.3 — 2022-01-25
------------------------

- Feature: Added the ``lcov`` command to generate reports in LCOV format.
  Thanks, `Bradley Burns <pull 1289_>`_. Closes issues `587 <issue 587_>`_
  and `626 <issue 626_>`_.

- Feature: the coverage data file can now be specified on the command line with
  the ``--data-file`` option in any command that reads or writes data.  This is
  in addition to the existing ``COVERAGE_FILE`` environment variable.  Closes
  `issue 624`_. Thanks, `Nikita Bloshchanevich <pull 1304_>`_.

- Feature: coverage measurement data will now be written when a SIGTERM signal
  is received by the process.  This includes
  :meth:`Process.terminate <python:multiprocessing.Process.terminate>`,
  and other ways to terminate a process.  Currently this is only on Linux and
  Mac; Windows is not supported.  Fixes `issue 1307`_.

- Dropped support for Python 3.6, which reached end-of-life on 2021-12-23.

- Updated Python 3.11 support to 3.11.0a4, fixing `issue 1294`_.

- Fix: the coverage data file is now created in a more robust way, to avoid
  problems when multiple processes are trying to write data at once. Fixes
  issues `1303 <issue 1303_>`_ and `883 <issue 883_>`_.

- Fix: a .gitignore file will only be written into the HTML report output
  directory if the directory is empty.  This should prevent certain unfortunate
  accidents of writing the file where it is not wanted.

- Releases now have MacOS arm64 wheels for Apple Silicon, fixing `issue 1288`_.

.. _issue 587: nedbat/coveragepy#587
.. _issue 624: nedbat/coveragepy#624
.. _issue 626: nedbat/coveragepy#626
.. _issue 883: nedbat/coveragepy#883
.. _issue 1288: nedbat/coveragepy#1288
.. _issue 1294: nedbat/coveragepy#1294
.. _issue 1303: nedbat/coveragepy#1303
.. _issue 1307: nedbat/coveragepy#1307
.. _pull 1289: nedbat/coveragepy#1289
.. _pull 1304: nedbat/coveragepy#1304


.. _changes_62:

Version 6.2 — 2021-11-26
------------------------

- Feature: Now the ``--concurrency`` setting can now have a list of values, so
  that threads and another lightweight threading package can be measured
  together, such as ``--concurrency=gevent,thread``.  Closes `issue 1012`_ and
  `issue 1082`_.

- Fix: A module specified as the ``source`` setting is imported during startup,
  before the user program imports it.  This could cause problems if the rest of
  the program isn't ready yet.  For example, `issue 1203`_ describes a Django
  setting that is accessed before settings have been configured.  Now the early
  import is wrapped in a try/except so errors then don't stop execution.

- Fix: A colon in a decorator expression would cause an exclusion to end too
  early, preventing the exclusion of the decorated function. This is now fixed.

- Fix: The HTML report now will not overwrite a .gitignore file that already
  exists in the HTML output directory (follow-on for `issue 1244`_).

- API: The exceptions raised by Coverage.py have been specialized, to provide
  finer-grained catching of exceptions by third-party code.

- API: Using ``suffix=False`` when constructing a Coverage object with
  multiprocessing wouldn't suppress the data file suffix (`issue 989`_).  This
  is now fixed.

- Debug: The ``coverage debug data`` command will now sniff out combinable data
  files, and report on all of them.

- Debug: The ``coverage debug`` command used to accept a number of topics at a
  time, and show all of them, though this was never documented.  This no longer
  works, to allow for command-line options in the future.

.. _issue 989: nedbat/coveragepy#989
.. _issue 1012: nedbat/coveragepy#1012
.. _issue 1082: nedbat/coveragepy#1082
.. _issue 1203: nedbat/coveragepy#1203


.. _changes_612:

Version 6.1.2 — 2021-11-10
--------------------------

- Python 3.11 is supported (tested with 3.11.0a2).  One still-open issue has to
  do with `exits through with-statements <issue 1270_>`_.

- Fix: When remapping file paths through the ``[paths]`` setting while
  combining, the ``[run] relative_files`` setting was ignored, resulting in
  absolute paths for remapped file names (`issue 1147`_).  This is now fixed.

- Fix: Complex conditionals over excluded lines could have incorrectly reported
  a missing branch (`issue 1271`_). This is now fixed.

- Fix: More exceptions are now handled when trying to parse source files for
  reporting.  Problems that used to terminate coverage.py can now be handled
  with ``[report] ignore_errors``.  This helps with plugins failing to read
  files (`django_coverage_plugin issue 78`_).

- Fix: Removed another vestige of jQuery from the source tarball
  (`issue 840`_).

- Fix: Added a default value for a new-to-6.x argument of an internal class.
  This unsupported class is being used by coveralls (`issue 1273`_). Although
  I'd rather not "fix" unsupported interfaces, it's actually nicer with a
  default value.

.. _django_coverage_plugin issue 78: nedbat/django_coverage_plugin#78
.. _issue 1147: nedbat/coveragepy#1147
.. _issue 1270: nedbat/coveragepy#1270
.. _issue 1271: nedbat/coveragepy#1271
.. _issue 1273: nedbat/coveragepy#1273


.. _changes_611:

Version 6.1.1 — 2021-10-31
--------------------------

- Fix: The sticky header on the HTML report didn't work unless you had branch
  coverage enabled. This is now fixed: the sticky header works for everyone.
  (Do people still use coverage without branch measurement!? j/k)

- Fix: When using explicitly declared namespace packages, the "already imported
  a file that will be measured" warning would be issued (`issue 888`_).  This
  is now fixed.

.. _issue 888: nedbat/coveragepy#888


.. _changes_61:

Version 6.1 — 2021-10-30
------------------------

- Deprecated: The ``annotate`` command and the ``Coverage.annotate`` function
  will be removed in a future version, unless people let me know that they are
  using it.  Instead, the ``html`` command gives better-looking (and more
  accurate) output, and the ``report -m`` command will tell you line numbers of
  missing lines.  Please get in touch if you have a reason to use ``annotate``
  over those better options: ned@nedbatchelder.com.

- Feature: Coverage now sets an environment variable, ``COVERAGE_RUN`` when
  running your code with the ``coverage run`` command.  The value is not
  important, and may change in the future.  Closes `issue 553`_.

- Feature: The HTML report pages for Python source files now have a sticky
  header so the file name and controls are always visible.

- Feature: The ``xml`` and ``json`` commands now describe what they wrote
  where.

- Feature: The ``html``, ``combine``, ``xml``, and ``json`` commands all accept
  a ``-q/--quiet`` option to suppress the messages they write to stdout about
  what they are doing (`issue 1254`_).

- Feature: The ``html`` command writes a ``.gitignore`` file into the HTML
  output directory, to prevent the report from being committed to git.  If you
  want to commit it, you will need to delete that file.  Closes `issue 1244`_.

- Feature: Added support for PyPy 3.8.

- Fix: More generated code is now excluded from measurement.  Code such as
  `attrs`_ boilerplate, or doctest code, was being measured though the
  synthetic line numbers meant they were never reported.  Once Cython was
  involved though, the generated .so files were parsed as Python, raising
  syntax errors, as reported in `issue 1160`_.  This is now fixed.

- Fix: When sorting human-readable names, numeric components are sorted
  correctly: file10.py will appear after file9.py.  This applies to file names,
  module names, environment variables, and test contexts.

- Performance: Branch coverage measurement is faster, though you might only
  notice on code that is executed many times, such as long-running loops.

- Build: jQuery is no longer used or vendored (`issue 840`_ and `issue 1118`_).
  Huge thanks to Nils Kattenbeck (septatrix) for the conversion to vanilla
  JavaScript in `pull request 1248`_.

.. _issue 553: nedbat/coveragepy#553
.. _issue 840: nedbat/coveragepy#840
.. _issue 1118: nedbat/coveragepy#1118
.. _issue 1160: nedbat/coveragepy#1160
.. _issue 1244: nedbat/coveragepy#1244
.. _pull request 1248: nedbat/coveragepy#1248
.. _issue 1254: nedbat/coveragepy#1254
.. _attrs: https://www.attrs.org/


.. _changes_602:

Version 6.0.2 — 2021-10-11
--------------------------

- Namespace packages being measured weren't properly handled by the new code
  that ignores third-party packages. If the namespace package was installed, it
  was ignored as a third-party package.  That problem (`issue 1231`_) is now
  fixed.

- Packages named as "source packages" (with ``source``, or ``source_pkgs``, or
  pytest-cov's ``--cov``) might have been only partially measured.  Their
  top-level statements could be marked as unexecuted, because they were
  imported by coverage.py before measurement began (`issue 1232`_).  This is
  now fixed, but the package will be imported twice, once by coverage.py, then
  again by your test suite.  This could cause problems if importing the package
  has side effects.

- The :meth:`.CoverageData.contexts_by_lineno` method was documented to return
  a dict, but was returning a defaultdict.  Now it returns a plain dict.  It
  also no longer returns negative numbered keys.

.. _issue 1231: nedbat/coveragepy#1231
.. _issue 1232: nedbat/coveragepy#1232


.. _changes_601:

Version 6.0.1 — 2021-10-06
--------------------------

- In 6.0, the coverage.py exceptions moved from coverage.misc to
  coverage.exceptions. These exceptions are not part of the public supported
  API, CoverageException is. But a number of other third-party packages were
  importing the exceptions from coverage.misc, so they are now available from
  there again (`issue 1226`_).

- Changed an internal detail of how tomli is imported, so that tomli can use
  coverage.py for their own test suite (`issue 1228`_).

- Defend against an obscure possibility under code obfuscation, where a
  function can have an argument called "self", but no local named "self"
  (`pull request 1210`_).  Thanks, Ben Carlsson.

.. _pull request 1210: nedbat/coveragepy#1210
.. _issue 1226: nedbat/coveragepy#1226
.. _issue 1228: nedbat/coveragepy#1228


.. _changes_60:

Version 6.0 — 2021-10-03
------------------------

- The ``coverage html`` command now prints a message indicating where the HTML
  report was written.  Fixes `issue 1195`_.

- The ``coverage combine`` command now prints messages indicating each data
  file being combined.  Fixes `issue 1105`_.

- The HTML report now includes a sentence about skipped files due to
  ``skip_covered`` or ``skip_empty`` settings.  Fixes `issue 1163`_.

- Unrecognized options in the configuration file are no longer errors. They are
  now warnings, to ease the use of coverage across versions.  Fixes `issue
  1035`_.

- Fix handling of exceptions through context managers in Python 3.10. A missing
  exception is no longer considered a missing branch from the with statement.
  Fixes `issue 1205`_.

- Fix another rarer instance of "Error binding parameter 0 - probably
  unsupported type." (`issue 1010`_).

- Creating a directory for the coverage data file now is safer against
  conflicts when two coverage runs happen simultaneously (`pull 1220`_).
  Thanks, Clément Pit-Claudel.

.. _issue 1035: nedbat/coveragepy#1035
.. _issue 1105: nedbat/coveragepy#1105
.. _issue 1163: nedbat/coveragepy#1163
.. _issue 1195: nedbat/coveragepy#1195
.. _issue 1205: nedbat/coveragepy#1205
.. _pull 1220: nedbat/coveragepy#1220


.. _changes_60b1:

Version 6.0b1 — 2021-07-18
--------------------------

- Dropped support for Python 2.7, PyPy 2, and Python 3.5.

- Added support for the Python 3.10 ``match/case`` syntax.

- Data collection is now thread-safe.  There may have been rare instances of
  exceptions raised in multi-threaded programs.

- Plugins (like the `Django coverage plugin`_) were generating "Already
  imported a file that will be measured" warnings about Django itself.  These
  have been fixed, closing `issue 1150`_.

- Warnings generated by coverage.py are now real Python warnings.

- Using ``--fail-under=100`` with coverage near 100% could result in the
  self-contradictory message :code:`total of 100 is less than fail-under=100`.
  This bug (`issue 1168`_) is now fixed.

- The ``COVERAGE_DEBUG_FILE`` environment variable now accepts ``stdout`` and
  ``stderr`` to write to those destinations.

- TOML parsing now uses the `tomli`_ library.

- Some minor changes to usually invisible details of the HTML report:

  - Use a modern hash algorithm when fingerprinting, for high-security
    environments (`issue 1189`_).  When generating the HTML report, we save the
    hash of the data, to avoid regenerating an unchanged HTML page. We used to
    use MD5 to generate the hash, and now use SHA-3-256.  This was never a
    security concern, but security scanners would notice the MD5 algorithm and
    raise a false alarm.

  - Change how report file names are generated, to avoid leading underscores
    (`issue 1167`_), to avoid rare file name collisions (`issue 584`_), and to
    avoid file names becoming too long (`issue 580`_).

.. _Django coverage plugin: https://pypi.org/project/django-coverage-plugin/
.. _issue 580: nedbat/coveragepy#580
.. _issue 584: nedbat/coveragepy#584
.. _issue 1150: nedbat/coveragepy#1150
.. _issue 1167: nedbat/coveragepy#1167
.. _issue 1168: nedbat/coveragepy#1168
.. _issue 1189: nedbat/coveragepy#1189
.. _tomli: https://pypi.org/project/tomli/


.. _changes_56b1:

Version 5.6b1 — 2021-04-13
--------------------------

Note: 5.6 final was never released. These changes are part of 6.0.

- Third-party packages are now ignored in coverage reporting.  This solves a
  few problems:

  - Coverage will no longer report about other people's code (`issue 876`_).
    This is true even when using ``--source=.`` with a venv in the current
    directory.

  - Coverage will no longer generate "Already imported a file that will be
    measured" warnings about coverage itself (`issue 905`_).

- The HTML report uses j/k to move up and down among the highlighted chunks of
  code.  They used to highlight the current chunk, but 5.0 broke that behavior.
  Now the highlighting is working again.

- The JSON report now includes ``percent_covered_display``, a string with the
  total percentage, rounded to the same number of decimal places as the other
  reports' totals.

.. _issue 876: nedbat/coveragepy#876
.. _issue 905: nedbat/coveragepy#905
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