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Fix and accelerate generated __hash__ methods #296

Merged
merged 6 commits into from
Nov 30, 2017
Merged

Fix and accelerate generated __hash__ methods #296

merged 6 commits into from
Nov 30, 2017

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hynek
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@hynek hynek commented Nov 18, 2017

We now create a method like we do for __init__ and hash also the class of the
instance.

Performance improvements on my notebook:

import attr


@attr.s(hash=True)
class C:
    x = attr.ib()
    y = attr.ib()
    z = attr.ib()


c = C(1, "2", 3.0)

attrs 16.3.:

➤ pyperf timeit --rigorous -s "from t import c" "hash(c)"
.........................................
Mean +- std dev: 1.81 us +- 0.06 us

attrs master:

➤ pyperf timeit --rigorous -s "from t import c" "hash(c)"
.........................................
Mean +- std dev: 474 ns +- 18 ns

This may also make @DRMacIver slightly happy.

Fixes #295
Ref #261

We now create a method like we do for __init__ and hash also the class of the
instance.
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codecov bot commented Nov 18, 2017

Codecov Report

Merging #296 into master will not change coverage.
The diff coverage is 100%.

Impacted file tree graph

@@          Coverage Diff          @@
##           master   #296   +/-   ##
=====================================
  Coverage     100%   100%           
=====================================
  Files           9      9           
  Lines         706    717   +11     
  Branches      150    151    +1     
=====================================
+ Hits          706    717   +11
Impacted Files Coverage Δ
src/attr/_make.py 100% <100%> (ø) ⬆️

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@python-attrs python-attrs deleted a comment from codecov bot Nov 18, 2017
@hynek hynek added this to the 17.4 milestone Nov 18, 2017
@Tinche Tinche self-requested a review November 18, 2017 19:42
lines = [
"def __hash__(self):",
" return hash((",
" self.__class__,",

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@hynek
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hynek commented Nov 26, 2017

Re the hashing of str/floats comment:

float:

.........................................
Mean +- std dev: 454 ns +- 19 ns

str:

.........................................
Mean +- std dev: 435 ns +- 19 ns

Also the performance of hashing strings seemed more stable over multiple runs.

Or rather it's hash, because hashing ints is very fast.
@Tinche Tinche merged commit defa6b6 into master Nov 30, 2017
@Tinche
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Tinche commented Nov 30, 2017

Great work @hynek !

@hynek hynek deleted the faster-hash branch December 3, 2017 16:23
bors-fusion bot referenced this pull request in fusionapp/documint Jan 1, 2018
124: Scheduled weekly dependency update for week 00 r=mithrandi a=pyup-bot




## Updates
Here's a list of all the updates bundled in this pull request. I've added some links to make it easier for you to find all the information you need.
<table align="center">

<tr>
<td><b>asn1crypto</b></td>
<td align="center">0.23.0</td>
<td align="center">&raquo;</td>
<td align="center">0.24.0</td>
<td>
     <a href="https://pypi.python.org/pypi/asn1crypto">PyPI</a> | <a href="https://pyup.io/changelogs/asn1crypto/">Changelog</a> | <a href="https://github.com/wbond/asn1crypto/issues">Repo</a> 

</td>

<tr>
<td><b>attrs</b></td>
<td align="center">17.3.0</td>
<td align="center">&raquo;</td>
<td align="center">17.4.0</td>
<td>
     <a href="https://pypi.python.org/pypi/attrs">PyPI</a> | <a href="https://pyup.io/changelogs/attrs/">Changelog</a> | <a href="http://www.attrs.org/">Homepage</a> 

</td>

<tr>
<td><b>ipaddress</b></td>
<td align="center">1.0.18</td>
<td align="center">&raquo;</td>
<td align="center">1.0.19</td>
<td>
     <a href="https://pypi.python.org/pypi/ipaddress">PyPI</a> | <a href="https://github.com/phihag/ipaddress">Repo</a> 

</td>

</tr>
</table>



## Changelogs


### asn1crypto 0.23.0 -> 0.24.0

>### 0.24.0


> - `x509.Certificate().self_signed` will no longer return `&quot;yes&quot;` under any
>   circumstances. This helps prevent confusion since the library does not
>   verify the signature. Instead a library like oscrypto should be used
>   to confirm if a certificate is self-signed.
> - Added various OIDs to `x509.KeyPurposeId()`
> - Added `x509.Certificate().private_key_usage_period_value`
> - Added structures for parsing common subject directory attributes for
>   X.509 certificates, including `x509.SubjectDirectoryAttribute()`
> - Added `algos.AnyAlgorithmIdentifier()` for situations where an
>   algorithm identifier may contain a digest, signed digest or encryption
>   algorithm OID
> - Fixed a bug with `x509.Certificate().subject_directory_attributes_value`
>   not returning the correct value
> - Fixed a bug where explicitly-tagged fields in a `core.Sequence()` would
>   not function properly when the field had a default value
> - Fixed a bug with type checking in `pem.armor()`







### attrs 17.3.0 -> 17.4.0

>### 17.4.0

>-------------------

>Backward-incompatible Changes
>^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

>- The traversal of MROs when using multiple inheritance was backward:
>  If you defined a class ``C`` that subclasses ``A`` and ``B`` like ``C(A, B)``, ``attrs`` would have collected the attributes from ``B`` *before* those of ``A``.

>  This is now fixed and means that in classes that employ multiple inheritance, the output of ``__repr__`` and the order of positional arguments in ``__init__`` changes.
>  Due to the nature of this bug, a proper deprecation cycle was unfortunately impossible.

>  Generally speaking, it&#39;s advisable to prefer ``kwargs``-based initialization anyways – *especially* if you employ multiple inheritance and diamond-shaped hierarchies.

>  `298 &lt;https://github.com/python-attrs/attrs/issues/298&gt;`_,
>  `299 &lt;https://github.com/python-attrs/attrs/issues/299&gt;`_,
>  `304 &lt;https://github.com/python-attrs/attrs/issues/304&gt;`_
>- The ``__repr__`` set by ``attrs``
>  no longer produces an ``AttributeError``
>  when the instance is missing some of the specified attributes
>  (either through deleting
>  or after using ``init=False`` on some attributes).

>  This can break code
>  that relied on ``repr(attr_cls_instance)`` raising ``AttributeError``
>  to check if any attr-specified members were unset.

>  If you were using this,
>  you can implement a custom method for checking this::

>      def has_unset_members(self):
>          for field in attr.fields(type(self)):
>              try:
>                  getattr(self, field.name)
>              except AttributeError:
>                  return True
>          return False

>  `308 &lt;https://github.com/python-attrs/attrs/issues/308&gt;`_


>Deprecations
>^^^^^^^^^^^^

>- The ``attr.ib(convert=callable)`` option is now deprecated in favor of ``attr.ib(converter=callable)``.

>  This is done to achieve consistency with other noun-based arguments like *validator*.

>  *convert* will keep working until at least January 2019 while raising a ``DeprecationWarning``.

>  `307 &lt;https://github.com/python-attrs/attrs/issues/307&gt;`_


>Changes
>^^^^^^^

>- Generated ``__hash__`` methods now hash the class type along with the attribute values.
>  Until now the hashes of two classes with the same values were identical which was a bug.

>  The generated method is also *much* faster now.

>  `261 &lt;https://github.com/python-attrs/attrs/issues/261&gt;`_,
>  `295 &lt;https://github.com/python-attrs/attrs/issues/295&gt;`_,
>  `296 &lt;https://github.com/python-attrs/attrs/issues/296&gt;`_
>- ``attr.ib``\ ’s ``metadata`` argument now defaults to a unique empty ``dict`` instance instead of sharing a common empty ``dict`` for all.
>  The singleton empty ``dict`` is still enforced.

>  `280 &lt;https://github.com/python-attrs/attrs/issues/280&gt;`_
>- ``ctypes`` is optional now however if it&#39;s missing, a bare ``super()`` will not work in slots classes.
>  This should only happen in special environments like Google App Engine.

>  `284 &lt;https://github.com/python-attrs/attrs/issues/284&gt;`_,
>  `286 &lt;https://github.com/python-attrs/attrs/issues/286&gt;`_
>- The attribute redefinition feature introduced in 17.3.0 now takes into account if an attribute is redefined via multiple inheritance.
>  In that case, the definition that is closer to the base of the class hierarchy wins.

>  `285 &lt;https://github.com/python-attrs/attrs/issues/285&gt;`_,
>  `287 &lt;https://github.com/python-attrs/attrs/issues/287&gt;`_
>- Subclasses of ``auto_attribs=True`` can be empty now.

>  `291 &lt;https://github.com/python-attrs/attrs/issues/291&gt;`_,
>  `292 &lt;https://github.com/python-attrs/attrs/issues/292&gt;`_
>- Equality tests are *much* faster now.

>  `306 &lt;https://github.com/python-attrs/attrs/issues/306&gt;`_
>- All generated methods now have correct ``__module__``, ``__name__``, and (on Python 3) ``__qualname__`` attributes.

>  `309 &lt;https://github.com/python-attrs/attrs/issues/309&gt;`_


>----











That's it for now!

Happy merging! 🤖
bors-fusion bot referenced this pull request in fusionapp/entropy Jan 1, 2018
167: Scheduled weekly dependency update for week 00 r=mithrandi a=pyup-bot




## Updates
Here's a list of all the updates bundled in this pull request. I've added some links to make it easier for you to find all the information you need.
<table align="center">

<tr>
<td><b>asn1crypto</b></td>
<td align="center">0.23.0</td>
<td align="center">&raquo;</td>
<td align="center">0.24.0</td>
<td>
     <a href="https://pypi.python.org/pypi/asn1crypto">PyPI</a> | <a href="https://pyup.io/changelogs/asn1crypto/">Changelog</a> | <a href="https://github.com/wbond/asn1crypto/issues">Repo</a> 

</td>

<tr>
<td><b>attrs</b></td>
<td align="center">17.3.0</td>
<td align="center">&raquo;</td>
<td align="center">17.4.0</td>
<td>
     <a href="https://pypi.python.org/pypi/attrs">PyPI</a> | <a href="https://pyup.io/changelogs/attrs/">Changelog</a> | <a href="http://www.attrs.org/">Homepage</a> 

</td>

<tr>
<td><b>ipaddress</b></td>
<td align="center">1.0.18</td>
<td align="center">&raquo;</td>
<td align="center">1.0.19</td>
<td>
     <a href="https://pypi.python.org/pypi/ipaddress">PyPI</a> | <a href="https://github.com/phihag/ipaddress">Repo</a> 

</td>

<tr>
<td><b>txaws</b></td>
<td align="center">0.4.0</td>
<td align="center">&raquo;</td>
<td align="center">0.5.0</td>
<td>
     <a href="https://pypi.python.org/pypi/txaws">PyPI</a> | <a href="https://pyup.io/changelogs/txaws/">Changelog</a> | <a href="https://github.com/twisted/txaws">Repo</a> 

</td>

</tr>
</table>



## Changelogs


### asn1crypto 0.23.0 -> 0.24.0

>### 0.24.0


> - `x509.Certificate().self_signed` will no longer return `&quot;yes&quot;` under any
>   circumstances. This helps prevent confusion since the library does not
>   verify the signature. Instead a library like oscrypto should be used
>   to confirm if a certificate is self-signed.
> - Added various OIDs to `x509.KeyPurposeId()`
> - Added `x509.Certificate().private_key_usage_period_value`
> - Added structures for parsing common subject directory attributes for
>   X.509 certificates, including `x509.SubjectDirectoryAttribute()`
> - Added `algos.AnyAlgorithmIdentifier()` for situations where an
>   algorithm identifier may contain a digest, signed digest or encryption
>   algorithm OID
> - Fixed a bug with `x509.Certificate().subject_directory_attributes_value`
>   not returning the correct value
> - Fixed a bug where explicitly-tagged fields in a `core.Sequence()` would
>   not function properly when the field had a default value
> - Fixed a bug with type checking in `pem.armor()`







### attrs 17.3.0 -> 17.4.0

>### 17.4.0

>-------------------

>Backward-incompatible Changes
>^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

>- The traversal of MROs when using multiple inheritance was backward:
>  If you defined a class ``C`` that subclasses ``A`` and ``B`` like ``C(A, B)``, ``attrs`` would have collected the attributes from ``B`` *before* those of ``A``.

>  This is now fixed and means that in classes that employ multiple inheritance, the output of ``__repr__`` and the order of positional arguments in ``__init__`` changes.
>  Due to the nature of this bug, a proper deprecation cycle was unfortunately impossible.

>  Generally speaking, it&#39;s advisable to prefer ``kwargs``-based initialization anyways – *especially* if you employ multiple inheritance and diamond-shaped hierarchies.

>  `298 &lt;https://github.com/python-attrs/attrs/issues/298&gt;`_,
>  `299 &lt;https://github.com/python-attrs/attrs/issues/299&gt;`_,
>  `304 &lt;https://github.com/python-attrs/attrs/issues/304&gt;`_
>- The ``__repr__`` set by ``attrs``
>  no longer produces an ``AttributeError``
>  when the instance is missing some of the specified attributes
>  (either through deleting
>  or after using ``init=False`` on some attributes).

>  This can break code
>  that relied on ``repr(attr_cls_instance)`` raising ``AttributeError``
>  to check if any attr-specified members were unset.

>  If you were using this,
>  you can implement a custom method for checking this::

>      def has_unset_members(self):
>          for field in attr.fields(type(self)):
>              try:
>                  getattr(self, field.name)
>              except AttributeError:
>                  return True
>          return False

>  `308 &lt;https://github.com/python-attrs/attrs/issues/308&gt;`_


>Deprecations
>^^^^^^^^^^^^

>- The ``attr.ib(convert=callable)`` option is now deprecated in favor of ``attr.ib(converter=callable)``.

>  This is done to achieve consistency with other noun-based arguments like *validator*.

>  *convert* will keep working until at least January 2019 while raising a ``DeprecationWarning``.

>  `307 &lt;https://github.com/python-attrs/attrs/issues/307&gt;`_


>Changes
>^^^^^^^

>- Generated ``__hash__`` methods now hash the class type along with the attribute values.
>  Until now the hashes of two classes with the same values were identical which was a bug.

>  The generated method is also *much* faster now.

>  `261 &lt;https://github.com/python-attrs/attrs/issues/261&gt;`_,
>  `295 &lt;https://github.com/python-attrs/attrs/issues/295&gt;`_,
>  `296 &lt;https://github.com/python-attrs/attrs/issues/296&gt;`_
>- ``attr.ib``\ ’s ``metadata`` argument now defaults to a unique empty ``dict`` instance instead of sharing a common empty ``dict`` for all.
>  The singleton empty ``dict`` is still enforced.

>  `280 &lt;https://github.com/python-attrs/attrs/issues/280&gt;`_
>- ``ctypes`` is optional now however if it&#39;s missing, a bare ``super()`` will not work in slots classes.
>  This should only happen in special environments like Google App Engine.

>  `284 &lt;https://github.com/python-attrs/attrs/issues/284&gt;`_,
>  `286 &lt;https://github.com/python-attrs/attrs/issues/286&gt;`_
>- The attribute redefinition feature introduced in 17.3.0 now takes into account if an attribute is redefined via multiple inheritance.
>  In that case, the definition that is closer to the base of the class hierarchy wins.

>  `285 &lt;https://github.com/python-attrs/attrs/issues/285&gt;`_,
>  `287 &lt;https://github.com/python-attrs/attrs/issues/287&gt;`_
>- Subclasses of ``auto_attribs=True`` can be empty now.

>  `291 &lt;https://github.com/python-attrs/attrs/issues/291&gt;`_,
>  `292 &lt;https://github.com/python-attrs/attrs/issues/292&gt;`_
>- Equality tests are *much* faster now.

>  `306 &lt;https://github.com/python-attrs/attrs/issues/306&gt;`_
>- All generated methods now have correct ``__module__``, ``__name__``, and (on Python 3) ``__qualname__`` attributes.

>  `309 &lt;https://github.com/python-attrs/attrs/issues/309&gt;`_


>----











That's it for now!

Happy merging! 🤖
bors-fusion bot referenced this pull request in fusionapp/fusion-index Jan 1, 2018
174: Scheduled weekly dependency update for week 00 r=mithrandi a=pyup-bot




## Updates
Here's a list of all the updates bundled in this pull request. I've added some links to make it easier for you to find all the information you need.
<table align="center">

<tr>
<td><b>asn1crypto</b></td>
<td align="center">0.23.0</td>
<td align="center">&raquo;</td>
<td align="center">0.24.0</td>
<td>
     <a href="https://pypi.python.org/pypi/asn1crypto">PyPI</a> | <a href="https://pyup.io/changelogs/asn1crypto/">Changelog</a> | <a href="https://github.com/wbond/asn1crypto/issues">Repo</a> 

</td>

<tr>
<td><b>attrs</b></td>
<td align="center">17.3.0</td>
<td align="center">&raquo;</td>
<td align="center">17.4.0</td>
<td>
     <a href="https://pypi.python.org/pypi/attrs">PyPI</a> | <a href="https://pyup.io/changelogs/attrs/">Changelog</a> | <a href="http://www.attrs.org/">Homepage</a> 

</td>

<tr>
<td><b>hypothesis</b></td>
<td align="center">3.40.1</td>
<td align="center">&raquo;</td>
<td align="center">3.44.4</td>
<td>
     <a href="https://pypi.python.org/pypi/hypothesis">PyPI</a> | <a href="https://pyup.io/changelogs/hypothesis/">Changelog</a> | <a href="https://github.com/HypothesisWorks/hypothesis/issues">Repo</a> 

</td>

<tr>
<td><b>ipaddress</b></td>
<td align="center">1.0.18</td>
<td align="center">&raquo;</td>
<td align="center">1.0.19</td>
<td>
     <a href="https://pypi.python.org/pypi/ipaddress">PyPI</a> | <a href="https://github.com/phihag/ipaddress">Repo</a> 

</td>

<tr>
<td><b>pyrsistent</b></td>
<td align="center">0.14.1</td>
<td align="center">&raquo;</td>
<td align="center">0.14.2</td>
<td>
     <a href="https://pypi.python.org/pypi/pyrsistent">PyPI</a> | <a href="https://pyup.io/changelogs/pyrsistent/">Changelog</a> | <a href="http://github.com/tobgu/pyrsistent/">Repo</a> 

</td>

<tr>
<td><b>toolz</b></td>
<td align="center">0.8.2</td>
<td align="center">&raquo;</td>
<td align="center">0.9.0</td>
<td>
     <a href="https://pypi.python.org/pypi/toolz">PyPI</a> | <a href="https://github.com/pytoolz/toolz">Repo</a> 

</td>

</tr>
</table>



## Changelogs


### asn1crypto 0.23.0 -> 0.24.0

>### 0.24.0


> - `x509.Certificate().self_signed` will no longer return `&quot;yes&quot;` under any
>   circumstances. This helps prevent confusion since the library does not
>   verify the signature. Instead a library like oscrypto should be used
>   to confirm if a certificate is self-signed.
> - Added various OIDs to `x509.KeyPurposeId()`
> - Added `x509.Certificate().private_key_usage_period_value`
> - Added structures for parsing common subject directory attributes for
>   X.509 certificates, including `x509.SubjectDirectoryAttribute()`
> - Added `algos.AnyAlgorithmIdentifier()` for situations where an
>   algorithm identifier may contain a digest, signed digest or encryption
>   algorithm OID
> - Fixed a bug with `x509.Certificate().subject_directory_attributes_value`
>   not returning the correct value
> - Fixed a bug where explicitly-tagged fields in a `core.Sequence()` would
>   not function properly when the field had a default value
> - Fixed a bug with type checking in `pem.armor()`







### attrs 17.3.0 -> 17.4.0

>### 17.4.0

>-------------------

>Backward-incompatible Changes
>^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

>- The traversal of MROs when using multiple inheritance was backward:
>  If you defined a class ``C`` that subclasses ``A`` and ``B`` like ``C(A, B)``, ``attrs`` would have collected the attributes from ``B`` *before* those of ``A``.

>  This is now fixed and means that in classes that employ multiple inheritance, the output of ``__repr__`` and the order of positional arguments in ``__init__`` changes.
>  Due to the nature of this bug, a proper deprecation cycle was unfortunately impossible.

>  Generally speaking, it&#39;s advisable to prefer ``kwargs``-based initialization anyways – *especially* if you employ multiple inheritance and diamond-shaped hierarchies.

>  `298 &lt;https://github.com/python-attrs/attrs/issues/298&gt;`_,
>  `299 &lt;https://github.com/python-attrs/attrs/issues/299&gt;`_,
>  `304 &lt;https://github.com/python-attrs/attrs/issues/304&gt;`_
>- The ``__repr__`` set by ``attrs``
>  no longer produces an ``AttributeError``
>  when the instance is missing some of the specified attributes
>  (either through deleting
>  or after using ``init=False`` on some attributes).

>  This can break code
>  that relied on ``repr(attr_cls_instance)`` raising ``AttributeError``
>  to check if any attr-specified members were unset.

>  If you were using this,
>  you can implement a custom method for checking this::

>      def has_unset_members(self):
>          for field in attr.fields(type(self)):
>              try:
>                  getattr(self, field.name)
>              except AttributeError:
>                  return True
>          return False

>  `308 &lt;https://github.com/python-attrs/attrs/issues/308&gt;`_


>Deprecations
>^^^^^^^^^^^^

>- The ``attr.ib(convert=callable)`` option is now deprecated in favor of ``attr.ib(converter=callable)``.

>  This is done to achieve consistency with other noun-based arguments like *validator*.

>  *convert* will keep working until at least January 2019 while raising a ``DeprecationWarning``.

>  `307 &lt;https://github.com/python-attrs/attrs/issues/307&gt;`_


>Changes
>^^^^^^^

>- Generated ``__hash__`` methods now hash the class type along with the attribute values.
>  Until now the hashes of two classes with the same values were identical which was a bug.

>  The generated method is also *much* faster now.

>  `261 &lt;https://github.com/python-attrs/attrs/issues/261&gt;`_,
>  `295 &lt;https://github.com/python-attrs/attrs/issues/295&gt;`_,
>  `296 &lt;https://github.com/python-attrs/attrs/issues/296&gt;`_
>- ``attr.ib``\ ’s ``metadata`` argument now defaults to a unique empty ``dict`` instance instead of sharing a common empty ``dict`` for all.
>  The singleton empty ``dict`` is still enforced.

>  `280 &lt;https://github.com/python-attrs/attrs/issues/280&gt;`_
>- ``ctypes`` is optional now however if it&#39;s missing, a bare ``super()`` will not work in slots classes.
>  This should only happen in special environments like Google App Engine.

>  `284 &lt;https://github.com/python-attrs/attrs/issues/284&gt;`_,
>  `286 &lt;https://github.com/python-attrs/attrs/issues/286&gt;`_
>- The attribute redefinition feature introduced in 17.3.0 now takes into account if an attribute is redefined via multiple inheritance.
>  In that case, the definition that is closer to the base of the class hierarchy wins.

>  `285 &lt;https://github.com/python-attrs/attrs/issues/285&gt;`_,
>  `287 &lt;https://github.com/python-attrs/attrs/issues/287&gt;`_
>- Subclasses of ``auto_attribs=True`` can be empty now.

>  `291 &lt;https://github.com/python-attrs/attrs/issues/291&gt;`_,
>  `292 &lt;https://github.com/python-attrs/attrs/issues/292&gt;`_
>- Equality tests are *much* faster now.

>  `306 &lt;https://github.com/python-attrs/attrs/issues/306&gt;`_
>- All generated methods now have correct ``__module__``, ``__name__``, and (on Python 3) ``__qualname__`` attributes.

>  `309 &lt;https://github.com/python-attrs/attrs/issues/309&gt;`_


>----








### hypothesis 3.40.1 -> 3.44.4

>### 3.44.4

>-------------------

>This release fixes :issue:`1044`, which slowed tests by up to 6%
>due to broken caching.

>-------------------


>### 3.44.3

>-------------------

>This release improves the shrinker in cases where examples drawn earlier can
>affect how much data is drawn later (e.g. when you draw a length parameter in
>a composite and then draw that many elements). Examples found in cases like
>this should now be much closer to minimal.

>-------------------


>### 3.44.2

>-------------------

>This is a pure refactoring release which changes how Hypothesis manages its
>set of examples internally. It should have no externally visible effects.

>-------------------


>### 3.44.1

>-------------------

>This release fixes :issue:`997`, in which under some circumstances the body of
>tests run under Hypothesis would not show up when run under coverage even
>though the tests were run and the code they called outside of the test file
>would show up normally.

>-------------------


>### 3.44.0

>-------------------

>This release adds a new feature: The :ref:`reproduce_failure &lt;reproduce_failure&gt;`,
>designed to make it easy to use Hypothesis&#39;s binary format for examples to
>reproduce a problem locally without having to share your example database
>between machines.

>This also changes when seeds are printed:

>* They will no longer be printed for
>  normal falsifying examples, as there are now adequate ways of reproducing those
>  for all cases, so it just contributes noise.
>* They will once again be printed when reusing examples from the database, as
>  health check failures should now be more reliable in this scenario so it will
>  almost always work in this case.

>This work was funded by `Smarkets &lt;https://smarkets.com/&gt;`_.

>-------------------


>### 3.43.1

>-------------------

>This release fixes a bug with Hypothesis&#39;s database management - examples that
>were found in the course of shrinking were saved in a way that indicated that
>they had distinct causes, and so they would all be retried on the start of the
>next test. The intended behaviour, which is now what is implemented, is that
>only a bounded subset of these examples would be retried.

>-------------------


>### 3.43.0

>-------------------

>:exc:`~hypothesis.errors.HypothesisDeprecationWarning` now inherits from
>:exc:`python:FutureWarning` instead of :exc:`python:DeprecationWarning`,
>as recommended by :pep:`565` for user-facing warnings (:issue:`618`).
>If you have not changed the default warnings settings, you will now see
>each distinct :exc:`~hypothesis.errors.HypothesisDeprecationWarning`
>instead of only the first.

>-------------------


>### 3.42.2

>-------------------

>This patch fixes :issue:`1017`, where instances of a list or tuple subtype
>used as an argument to a strategy would be coerced to tuple.

>-------------------


>### 3.42.1

>-------------------

>This release has some internal cleanup, which makes reading the code
>more pleasant and may shrink large examples slightly faster.

>-------------------


>### 3.42.0

>-------------------

>This release deprecates :ref:`faker-extra`, which was designed as a transition
>strategy but does not support example shrinking or coverage-guided discovery.

>-------------------


>### 3.41.0

>-------------------

>:func:`~hypothesis.strategies.sampled_from` can now sample from
>one-dimensional numpy ndarrays. Sampling from multi-dimensional
>ndarrays still results in a deprecation warning. Thanks to Charlie
>Tanksley for this patch.

>-------------------






### pyrsistent 0.14.1 -> 0.14.2

>### 0.14.2

> * Fix 121, regression in PClass.set() introduced in 0.14.1.










That's it for now!

Happy merging! 🤖
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