Hypothesis

Hypothesis is the property-based testing library for Python. With Hypothesis, you write tests which should pass for all inputs in whatever range you describe, and let Hypothesis randomly choose which of those inputs to check - including edge cases you might not have thought about. For example:

from hypothesis import given, strategies as st


@given(st.lists(st.integers()))
def test_matches_builtin(ls):
    assert sorted(ls) == my_sort(ls)

This randomized testing can catch bugs and edge cases that you didn't think of and wouldn't have found. In addition, when Hypothesis does find a bug, it doesn't just report any failing test case — it reports the simplest possible one. This makes property-based tests a powerful tool for debugging, as well as testing.

For instance,

def my_sort(ls):
    return sorted(set(ls))

fails with the simplest possible failing test case:

Failing test case: test_matches_builtin(ls=[0, 0])

Installation

To install Hypothesis:

pip install hypothesis

There are also optional extras available.

Project links

Data verified by PyPI on Aug 15, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Newer release available (6.165.10)

3 maintainers

PyPI data
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Avatar for DRMacIver from gravatar.com DRMacIver Avatar for tybug from gravatar.com tybug Avatar for Zac-HD from gravatar.com Zac-HD

Credits

Author: David R. MacIver and Zac Hatfield-Dodds

GitHub Statistics

Data verified by PyPI on Aug 15, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License expression

MPL-2.0
View SPDX License List

Requires

Python >=3.10

Provides Extra

all cli codemods crosshair dateutil django dpcontracts ghostwriter lark numpy pandas pytest pytz redis watchdog zoneinfo

Tags

python testing fuzzing property-based-testing

Classifiers

Report project as malware

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6.165.10

This release

6.165.9

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6.165.6

6.165.5

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6.165.0

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6.163.1

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6.161.8

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6.161.2

6.161.1

6.161.0

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6.158.1

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6.157.2

6.157.1

6.157.0

6.156.9

6.156.8

6.156.7

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6.156.3

6.156.2

6.156.1

6.155.7

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6.155.3

6.155.2

6.155.1

6.155.0

6.154.2

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6.154.0

6.153.6

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6.153.0

6.152.12

6.152.11

6.152.10

6.152.9

6.152.8

6.152.7

6.152.6

6.152.5

6.152.4

6.152.3

6.152.2

6.152.1

6.152.0

6.151.14

6.151.13

6.151.12

6.151.11

6.151.10

6.151.9

6.151.8

6.151.7

6.151.6

6.151.5

6.151.4

6.151.3

6.151.2

6.151.1

6.151.0

6.150.3

6.150.2

6.150.1

6.150.0

6.149.1

6.149.0

6.148.13

6.148.12

6.148.11

6.148.10

6.148.9

6.148.8

6.148.7

6.148.6

6.148.5

6.148.4

6.148.3

6.148.2

6.148.1

6.148.0

6.147.0

6.146.0

6.145.1

6.145.0

6.144.1

6.144.0

6.143.1

6.143.0

6.142.5

6.142.4

6.142.3

6.142.2

6.142.1

6.142.0

6.141.1

6.141.0

6.140.4

6.140.3

6.140.2

6.140.1

6.140.0

6.139.3

6.139.2

6.139.1

6.139.0

6.138.17

6.138.16

6.138.15

6.138.14

6.138.13

6.138.12

6.138.11

6.138.10

6.138.9

6.138.8

6.138.7

6.138.6

6.138.5

6.138.4

6.138.3

6.138.2

6.138.1

6.138.0

6.137.3

6.137.2

6.137.1

6.137.0

6.136.9

6.136.8

6.136.7

6.136.6

6.136.5

6.136.4

6.136.3

6.136.2

6.136.1

6.136.0

6.135.33

6.135.32

6.135.31

6.135.30

6.135.29

6.135.28

6.135.27

6.135.26

6.135.25

6.135.24

6.135.23

6.135.22

6.135.21

6.135.20

6.135.19

6.135.18

6.135.17

6.135.16

6.135.15

6.135.14

6.135.13

6.135.12

6.135.11

6.135.10

6.135.9

6.135.8

6.135.7

6.135.6

6.135.5

6.135.4

6.135.3

6.135.2

6.135.1

6.135.0

6.134.0

6.133.2

6.133.1

6.133.0

6.132.0

6.131.33

6.131.32

6.131.31

6.131.30

6.131.29

6.131.28

6.131.27

6.131.26

6.131.25

6.131.24

6.131.23

6.131.22

6.131.21

6.131.20

6.131.19

6.131.18

6.131.17

6.131.16

6.131.15

6.131.14

6.131.13

6.131.12

6.131.11

6.131.10

6.131.9

6.131.8

6.131.7

6.131.6

6.131.5

6.131.4

6.131.3

6.131.2

6.131.1

6.131.0

6.130.13

6.130.12

6.130.11

6.130.10

6.130.9

6.130.8

6.130.7

6.130.6

6.130.5

6.130.4

6.130.3

6.130.2

6.130.1

6.130.0

6.129.5

6.129.4

6.129.3

6.129.2

6.129.1

6.129.0

6.128.3

6.128.2

6.128.1

6.128.0

6.127.9

6.127.8

6.127.7

6.127.6

6.127.5

6.127.4

6.127.3

6.127.2

6.127.1

6.127.0

6.126.0

6.125.3

6.125.2

6.125.1

6.125.0

6.124.9

6.124.8

6.124.7

6.124.6

6.124.5

6.124.4

6.124.3

6.124.2

6.124.1

6.124.0

6.123.17

6.123.16

6.123.15

6.123.14

6.123.13

6.123.12

6.123.11

6.123.10

6.123.9

6.123.8

6.123.7

6.123.6

6.123.5

6.123.4

6.123.3

6.123.2

6.123.1

6.123.0

6.122.7

6.122.6

6.122.5

6.122.4

6.122.3

6.122.2

6.122.1

6.122.0

6.121.2

6.121.1

6.121.0

6.120.0

6.119.4

6.119.3

6.119.2

6.119.1

6.119.0

6.118.9

6.118.8

6.118.7

6.118.6

6.118.5

6.118.4

6.118.3

6.118.2

6.118.1

6.118.0

6.117.0

6.116.0

6.115.6

6.115.5

6.115.4

6.115.3

6.115.2

6.115.1

6.115.0

6.114.1

6.114.0

6.113.0

6.112.5

6.112.4

6.112.3

6.112.2

6.112.1

6.112.0

6.111.2

6.111.1

6.111.0

6.110.2

6.110.1

6.110.0

6.109.1

6.109.0

6.108.10

6.108.9

6.108.8

6.108.7

6.108.6

6.108.5

6.108.4

6.108.3

6.108.2

6.108.1

6.108.0

6.107.0

6.106.1

6.106.0

6.105.2

6.105.1

6.105.0

6.104.4

6.104.3

6.104.2

6.104.1

6.104.0

6.103.5

6.103.4

6.103.3

6.103.2

6.103.1

6.103.0

6.102.6

6.102.5

6.102.4

6.102.3

6.102.2

6.102.1

6.102.0

6.101.0

6.100.8

6.100.7

6.100.6

6.100.5

6.100.4

6.100.3

6.100.2

6.100.1

6.100.0

6.99.13

6.99.12

6.99.11

6.99.10

6.99.9

6.99.8

6.99.7

6.99.6

6.99.5

6.99.4

6.99.3

6.99.2

6.99.1

6.99.0

6.98.18

6.98.17

6.98.16

6.98.15

6.98.14

6.98.13

6.98.12

6.98.11

6.98.10

6.98.9

6.98.8

6.98.7

6.98.6

6.98.5

6.98.4

6.98.3

6.98.2

6.98.1

6.98.0

6.97.6

6.97.5

6.97.4

6.97.3

6.97.2

6.97.1

6.97.0

6.96.4

6.96.3

6.96.2

6.96.1

6.96.0

6.95.0

6.94.0

6.93.2

6.93.1

6.93.0

6.92.9

6.92.8

6.92.7

6.92.6

6.92.5

6.92.4

6.92.3

6.92.2

6.92.1

6.92.0

6.91.2

6.91.1

6.91.0

6.90.1

6.90.0

6.89.1

6.89.0

6.88.4

6.88.3

6.88.2

6.88.1

6.88.0

6.87.4

6.87.3

6.87.2

6.87.1

6.87.0

6.86.2

6.86.1

6.86.0

6.85.1

6.85.0

6.84.3

6.84.2

6.84.1

6.84.0

6.83.2

6.83.1

6.83.0

6.82.7

6.82.6

6.82.5

6.82.4

6.82.3

6.82.2

6.82.1

6.82.0

6.81.2

6.81.1

6.81.0

6.80.1

6.80.0

6.79.4

6.79.3

6.79.2

6.79.1

6.79.0

6.78.3

6.78.2

6.78.1

6.78.0

6.77.0

6.76.0

6.75.9

6.75.8

6.75.7

6.75.6

6.75.5

6.75.4

6.75.3

6.75.2

6.75.1

6.75.0

6.74.1

6.74.0

6.73.1

6.72.4

6.72.3

6.72.2

6.72.1

6.72.0

6.71.0

6.70.2

6.70.1

6.70.0

6.69.0

6.68.3

6.68.2

6.68.1

6.68.0

6.67.1

6.67.0

6.66.2

6.66.1

6.66.0

6.65.2

6.65.1

6.65.0

6.64.0

6.63.0

6.62.1

6.62.0

6.61.3

6.61.2

6.61.1

6.61.0

6.60.1

6.60.0

6.59.0

6.58.2

6.58.1

6.58.0

6.57.1

6.57.0

6.56.4

6.56.3

6.56.2

6.56.1

6.56.0

6.55.0

6.54.6

6.54.5

6.54.4

6.54.3

6.54.2

6.54.1

6.54.0

6.53.0

6.52.4

6.52.3

6.52.2

6.52.1

6.52.0

6.51.0

6.50.1

6.50.0

6.49.1

6.49.0

6.48.3

6.48.2

6.48.1

6.48.0

6.47.5

6.47.4

6.47.3

6.47.2

6.47.1

6.47.0

6.46.11

6.46.10

6.46.9

6.46.8

6.46.7

6.46.6

6.46.5

6.46.4

6.46.3

6.46.2

6.46.1

6.46.0

6.45.4

6.45.3

6.45.2

6.45.1

6.45.0

6.44.0

6.43.3

6.43.2

6.43.1

6.43.0

6.42.3

6.42.2

6.42.1

6.42.0

6.41.0

6.40.3

6.40.2

6.40.1

6.40.0

6.39.6

6.39.5

6.39.4

6.39.3

6.39.2

6.39.1

6.39.0

6.38.0

6.37.2

6.37.1

6.37.0

6.36.2

6.36.1

6.36.0

6.35.1

6.35.0

6.34.2

6.34.1

6.34.0

6.33.0

6.32.1

6.32.0

6.31.6

6.31.5

6.31.4

6.31.3

6.31.2

6.31.1

6.31.0

6.30.1

6.30.0

6.29.3

6.29.2

6.29.1

6.29.0

6.28.1

6.28.0

6.27.3

6.27.2

6.27.1

6.27.0

6.26.0

6.25.0

6.24.6

6.24.5

6.24.4

6.24.3

6.24.2

6.24.1

6.24.0

6.23.4

6.23.3

6.23.2

6.23.1

6.23.0

6.22.0

6.21.6

6.21.5

6.21.4

6.21.3

6.21.2

6.21.1

6.21.0

6.20.1

6.20.0

6.19.0

6.18.0

6.17.4

6.17.3

6.17.2

6.17.1

6.17.0

6.16.0

6.15.0

6.14.9

6.14.8

6.14.7

6.14.6

6.14.5

6.14.4

6.14.3

6.14.2

6.14.1

6.14.0

6.13.14

6.13.13

6.13.12

6.13.11

6.13.10

6.13.9

6.13.8

6.13.7

6.13.6

6.13.5

6.13.4

6.13.3

6.13.2

6.13.1

6.13.0

6.12.1

6.12.0

6.11.0

6.10.1

6.10.0

6.9.2

6.9.1

6.9.0

6.8.12

6.8.11

6.8.10

6.8.9

6.8.8

6.8.7

6.8.6

6.8.5

6.8.4

6.8.3

6.8.2

6.8.1

6.8.0

6.7.0

6.6.1

6.6.0

6.5.0

6.4.3

6.4.2

6.4.1

6.4.0

6.3.4

6.3.3

6.3.2

6.3.1

6.3.0

6.2.0

6.1.1

6.1.0

6.0.4

6.0.3

6.0.2

6.0.1

6.0.0

5.49.0

5.48.0

5.47.0

5.46.0

5.45.0

5.44.0

5.43.9

5.43.8

5.43.7

5.43.6

5.43.5

5.43.4

5.43.3

5.43.2

5.43.1

5.43.0

5.42.3

5.42.2

5.42.1

5.42.0

5.41.5

5.41.4

5.41.3

5.41.2

5.41.1

5.41.0

5.40.0

5.39.0

5.38.1

5.38.0

5.37.5

5.37.4

5.37.3

5.37.2

5.37.1

5.37.0

5.36.2

5.36.1

5.36.0

5.35.4

5.35.3

5.35.2

5.35.1

5.35.0

5.34.1

5.34.0

5.33.2

5.33.1

5.33.0

5.32.1

5.32.0

5.31.0

5.30.1

5.30.0

5.29.4

5.29.3

5.29.2

5.29.1

5.29.0

5.28.0

5.27.0

5.26.1

5.26.0

5.25.0

5.24.4

5.24.3

5.24.2

5.24.1

5.24.0

5.23.12

5.23.11

5.23.10

5.23.9

5.23.8

5.23.7

5.23.6

5.23.5

5.23.4

5.23.3

5.23.2

5.23.1

5.23.0

5.22.0

5.21.0

5.20.4

5.20.3

5.20.2

5.20.1

5.20.0

5.19.3

5.19.2

5.19.1

5.19.0

5.18.3

5.18.2

5.18.1

5.18.0

5.17.0

5.16.3

5.16.2

5.16.1

5.16.0

5.15.1

5.15.0

5.14.0

5.13.1

5.13.0

5.12.2

5.12.1

5.12.0

5.11.0

5.10.5

5.10.4

5.10.3

5.10.2

5.10.1

5.10.0

5.9.1

5.9.0

5.8.6

5.8.5

5.8.4

5.8.3

5.8.2

5.8.1

5.8.0

5.7.2

5.7.1

5.7.0

5.6.1

5.6.0

5.5.5

5.5.4

5.5.3

5.5.2

5.5.1

5.5.0

5.4.2

5.4.1

5.4.0

5.3.1

5.3.0

5.2.1

5.2.0

5.1.6

5.1.5

5.1.4

5.1.3

5.1.2

5.1.1

5.1.0

5.0.1

5.0.0

4.57.1

4.57.0

4.56.3

4.56.2

4.56.1

4.56.0

4.55.4

4.55.3

4.55.2

4.55.1

4.55.0

4.54.2

4.54.1

4.54.0

4.53.3

4.53.2

4.53.1

4.53.0

4.52.0

4.51.1

4.51.0

4.50.8

4.50.7

4.50.6

4.50.5

4.50.4

4.50.3

4.50.2

4.50.1

4.50.0

4.49.0

4.48.1

4.48.0

4.47.5

4.47.4

4.47.3

4.47.2

4.47.1

4.47.0

4.46.1

4.46.0

4.45.1

4.45.0

4.44.5

4.44.4

4.44.3

4.44.2

4.44.1

4.44.0

4.43.9

4.43.8

4.43.7

4.43.6

4.43.5

4.43.4

4.43.3

4.43.2

4.43.1

4.43.0

4.42.10

4.42.9

4.42.8

4.42.7

4.42.6

4.42.5

4.42.4

4.42.3

4.42.2

4.42.1

4.42.0

4.41.3

4.41.2

4.41.1

4.41.0

4.40.2

4.40.1

4.40.0

4.39.3

4.39.2

4.39.1

4.39.0

4.38.3

4.38.2

4.38.1

4.38.0

4.37.0

4.36.2

4.36.1

4.36.0

4.35.1

4.35.0

4.34.0

4.33.1

4.33.0

4.32.3

4.32.2

4.32.1

4.32.0

4.31.1

4.31.0

4.28.2

4.28.1

4.28.0

4.27.0

4.26.4

4.26.3

4.26.2

4.26.1

4.26.0

4.25.1

4.25.0

4.24.6

4.24.5

4.24.4

4.24.3

4.24.2

4.24.1

4.24.0

4.23.9

4.23.8

4.23.7

4.23.6

4.23.5

4.23.4

4.23.3

4.23.2

4.23.1

4.23.0

4.22.3

4.22.2

4.22.1

4.22.0

4.21.1

4.21.0

4.20.0

4.19.0

4.18.3

4.18.2

4.18.1

4.18.0

4.17.2

4.17.1

4.17.0

4.16.0

4.15.0

4.14.7

4.14.6

4.14.5

4.14.4

4.14.3

4.14.2

4.14.1

4.14.0

4.13.0

4.12.1

4.12.0

4.11.7

4.11.6

4.11.5

4.11.4

4.11.3

4.11.2

4.11.1

4.11.0

4.10.0

4.9.0

4.8.0

4.7.19

4.7.18

4.7.17

4.7.16

4.7.15

4.7.14

4.7.13

4.7.12

4.7.11

4.7.10

4.7.9

4.7.8

4.7.7

4.7.6

4.7.5

4.7.4

4.7.3

4.7.2

4.7.1

4.7.0

4.6.1

4.6.0

4.5.12

4.5.11

4.5.10

4.5.9

4.5.8

4.5.7

4.5.6

4.5.5

4.5.4

4.5.3

4.5.2

4.5.1

4.5.0

4.4.6

4.4.5

4.4.4

4.4.3

4.4.2

4.4.1

4.4.0

4.3.0

4.2.0

4.1.2

4.1.1

4.1.0

4.0.2

4.0.1

4.0.0

3.88.3

3.88.2

3.88.1

3.88.0

3.87.0

3.86.9

3.86.8

3.86.7

3.86.6

3.86.5

3.86.4

3.86.3

3.86.2

3.86.1

3.86.0

3.85.3

3.85.2

3.85.1

3.85.0

3.84.6

3.84.5

3.84.4

3.84.3

3.84.2

3.84.1

3.84.0

3.83.2

3.83.1

3.83.0

3.82.6

3.82.5

3.82.4

3.82.3

3.82.2

3.82.1

3.82.0

3.81.0

3.80.0

3.79.4

3.79.3

3.79.2

3.79.1

3.79.0

3.78.0

3.77.0

3.76.1

3.76.0

3.75.4

3.75.3

3.75.2

3.75.1

3.75.0

3.74.3

3.74.2

3.74.1

3.74.0

3.73.5

3.73.4

3.73.3

3.73.2

3.73.1

3.73.0

3.72.0

3.71.11

3.71.10

3.71.9

3.71.8

3.71.7

3.71.6

3.71.5

3.71.4

3.71.3

3.71.2

3.71.1

3.71.0

3.70.4

3.70.3

3.70.2

3.70.1

3.70.0

3.69.12

3.69.11

3.69.10

3.69.9

3.69.8

3.69.7

3.69.6

3.69.5

3.69.4

3.69.3

3.69.2

3.69.1

3.69.0

3.68.3

3.68.2

3.68.1

3.68.0

3.67.1

3.67.0

3.66.33

3.66.32

3.66.31

3.66.30

3.66.29

3.66.28

3.66.27

3.66.26

3.66.25

3.66.24

3.66.23

3.66.22

3.66.21

3.66.20

3.66.19

3.66.18

3.66.17

3.66.16

3.66.15

3.66.14

3.66.13

3.66.12

3.66.11

3.66.10

3.66.9

3.66.8

3.66.7

3.66.6

3.66.5

3.66.4

3.66.3

3.66.2

3.66.1

3.66.0

3.65.3

3.65.2

3.65.1

3.65.0

3.64.2

3.64.1

3.64.0

3.63.0

3.62.0

3.61.0

3.60.1

3.60.0

3.59.3

3.59.2

3.59.1

3.59.0

3.58.1

3.58.0

3.57.0

3.56.10

3.56.9

3.56.8

3.56.7

3.56.6

3.56.5

3.56.4

3.56.3

3.56.2

3.56.1

3.56.0

3.55.6

3.55.5

3.55.4

3.55.3

3.55.2

3.55.1

3.55.0

3.54.0

3.53.0

3.52.3

3.52.2

3.52.1

3.52.0

3.51.0

3.50.3

3.50.2

3.50.1

3.50.0

3.49.1

3.49.0

3.48.1

3.48.0

3.47.0

3.46.2

3.46.1

3.46.0

3.45.5

3.45.4

3.45.3

3.45.2

3.45.1

3.45.0

3.44.26

3.44.25

3.44.24

3.44.23

3.44.22

3.44.21

3.44.20

3.44.19

3.44.18

3.44.16

3.44.15

3.44.14

3.44.13

3.44.12

3.44.11

3.44.10

3.44.9

3.44.8

3.44.7

3.44.6

3.44.5

3.44.4

3.44.3

3.44.2

3.44.1

3.44.0

3.43.1

3.43.0

3.42.2

3.42.1

3.42.0

3.41.0

3.40.1

3.40.0

3.39.0

3.38.9

3.38.8

3.38.7

3.38.6

3.38.5

3.38.4

3.38.3

3.38.2

3.38.1

3.38.0

3.37.0

3.36.1

3.36.0

3.35.0

3.34.1

3.34.0

3.33.1

3.33.0

3.32.2

3.32.1

3.32.0

3.31.6

3.31.5

3.31.4

3.31.3

3.31.2

3.31.1

3.31.0

3.30.4

3.30.3

3.30.2

3.30.1

3.30.0

3.29.0

3.28.3

3.28.2

3.28.1

3.28.0

3.27.1

3.27.0

3.26.0

3.25.1

3.25.0

3.24.2

3.24.1

3.24.0

3.23.3

3.23.2

3.23.1

3.23.0

3.22.2

3.22.1

3.22.0

3.21.3

3.21.2

3.21.1

3.21.0

3.20.0

3.19.3

3.19.2

3.19.1

3.19.0

3.18.5

3.18.4

3.18.3

3.18.2

3.18.1

3.18.0

3.17.0

3.16.1

3.16.0

3.15.0

3.14.2

3.14.1

3.14.0

3.13.1

3.13.0

3.12.0

3.11.6

3.11.5

3.11.4

3.11.3

3.11.2

3.11.1

3.11.0

3.10.0

3.9.1

3.9.0

3.8.5

3.8.4

3.8.3

3.8.2

3.8.1

3.8.0

3.7.4

3.7.3

3.7.2

3.7.1

3.7.0

3.6.1

3.6.0

3.5.3

3.5.2

3.5.1

3.5.0

3.4.2

3.4.1

3.4.0

3.3.0

3.2.0

3.1.3

3.1.2

3.1.1

3.1.0

3.0.5

3.0.4

3.0.3

3.0.2

3.0.1

3.0.0

2.0.0

1.19.0

1.18.1

1.18.0

1.17.1

1.17.0

1.16.0

1.15.0

1.14.0

1.13.0

1.12.0

1.11.4

1.11.3

1.11.2

1.11.1

1.11.0

1.10.6

1.10.5

1.10.4

1.10.3

1.10.2

1.10.1

1.10.0

1.9.0

1.8.5

1.8.4

1.8.3

1.8.2

1.8.1

1.8.0

1.7.2

1.7.1

1.6.2

1.6.1

1.6.0

1.5.0

1.4.1

1.4.0

1.3.0

1.2.1

1.2

1.1.1

1.1.0

1.0.0

0.9.2

0.9.1

0.9.0

0.7.2

0.7.1

0.7.0

0.6.0

0.5.0

0.4.3

0.4.2

0.4.1

0.4.0

0.3.2

0.3.1

0.3.0

0.2.2

0.2.1

0.2.0

0.1.4

0.1.3

0.1.2

0.1.1

0.1.0

0.0.5

0.0.4

0.0.3

0.0.2

0.0.1

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