Pytest查找用例耗时最长的N个

redrose2100

2024-04-26 帮助1人

当存在大量测试脚本的时候，脚本的运行耗时就会变得很长，难免需要对脚本的运行时间进行分析，而要想提高自动化脚本的运行效率，最直接最有效的就是不断的去找出耗时最大的几个脚本，然后对其进行脚本性能优化提升，那么怎么找出耗时最大的N个脚本呢。

Pytest框架提供了这样的功能，即通过 –durations 参数即可对脚本的运行时间进行分析。编写如下10个测试脚本，每个测试脚本通过使用sleep模拟脚本耗时。

import time

def test_01():
    print("in test01...")
    time.sleep(1)
    assert 1==1

def test_02():
    print("in test02...")
    time.sleep(2)
    assert 1==1

def test_03():
    print("in test03...")
    time.sleep(3)
    assert 1==1

def test_04():
    print("in test04...")
    time.sleep(4)
    assert 1==1
    
def test_05():
    print("in test05...")
    time.sleep(5)
    assert 1==1

def test_06():
    print("in test06...")
    time.sleep(6)
    assert 1==1

def test_07():
    print("in test07...")
    time.sleep(7)
    assert 1==1

def test_08():
    print("in test08...")
    time.sleep(8)
    assert 1==1

def test_09():
    print("in test09...")
    time.sleep(9)
    assert 1==1

def test_10():
    print("in test10...")
    time.sleep(10)
    assert 1==1

当使用 pytest –durations=0 的时候，会将所有脚本的耗时打印出来，执行结果如下，在执行结果的slowest durations 部分显示了所有用例的执行耗时。

(demo--ip5ZZo0) D:\demo>pytest -s --durations=0
=================== test session starts ===================
platform win32 -- Python 3.7.9, pytest-7.1.3, pluggy-1.0.0
Test order randomisation NOT enabled. Enable with --random-order or --random-order-bucket=<bucket_type>
rootdir: D:\demo
plugins: forked-1.4.0, picked-0.4.6, random-order-1.0.4, repeat-0.9.1, xdist-2.5.0
collected 10 items

test_demo.py in test01...
.in test02...
.in test03...
.in test04...
.in test05...
.in test06...
.in test07...
.in test08...
.in test09...
.in test10...
.

==================== slowest durations ====================
10.01s call     test_demo.py::test_10
9.02s call     test_demo.py::test_09
8.01s call     test_demo.py::test_08
7.01s call     test_demo.py::test_07
6.02s call     test_demo.py::test_06
5.01s call     test_demo.py::test_05
4.01s call     test_demo.py::test_04
3.00s call     test_demo.py::test_03
2.00s call     test_demo.py::test_02
1.00s call     test_demo.py::test_01

(20 durations < 0.005s hidden.  Use -vv to show these durations.)
=================== 10 passed in 57.40s ===================

(demo--ip5ZZo0) D:\demo>

此时比如用例过多，我们只想找出耗时最大的五个脚本，此时只需要使用 pytest –durations=5 即可，执行结果如下，可以看出此时只显示了耗时最大的五个测试脚本的耗时，如果在实际开发应用中，则此时直接去分析这五个脚本的耗时原因，然后对其进行优化即可。

(demo--ip5ZZo0) D:\demo>pytest --durations=5
=================== test session starts ===================
platform win32 -- Python 3.7.9, pytest-7.1.3, pluggy-1.0.0
Test order randomisation NOT enabled. Enable with --random-order or --random-order-bucket=<bucket_type>
rootdir: D:\demo
plugins: forked-1.4.0, picked-0.4.6, random-order-1.0.4, repeat-0.9.1, xdist-2.5.0
collected 10 items

test_demo.py ..........                              [100%]

=================== slowest 5 durations ===================
10.01s call     test_demo.py::test_10
9.02s call     test_demo.py::test_09
8.00s call     test_demo.py::test_08
7.01s call     test_demo.py::test_07
6.01s call     test_demo.py::test_06
=================== 10 passed in 55.14s ===================

(demo--ip5ZZo0) D:\demo>

这里面有个注意点，就是当脚本耗时小于0.005秒时，在使用 –durations=0 的时候也是不会显示用例执行时间的，下面将脚本中的sleep语句全部删除，即如下：

def test_01():
    print("in test01...")
    assert 1==1

def test_02():
    print("in test02...")
    assert 1==1

def test_03():
    print("in test03...")
    assert 1==1

def test_04():
    print("in test04...")
    assert 1==1

def test_05():
    print("in test05...")
    assert 1==1

def test_06():
    print("in test06...")
    assert 1==1

def test_07():
    print("in test07...")
    assert 1==1

def test_08():
    print("in test08...")
    assert 1==1

def test_09():
    print("in test09...")
    assert 1==1

def test_10():
    print("in test10...")
    assert 1==1

这里使用 –durations 执行完成后，结果也不会显示用例的执行耗时。

(demo--ip5ZZo0) D:\demo>pytest --durations=0
=================== test session starts ===================
platform win32 -- Python 3.7.9, pytest-7.1.3, pluggy-1.0.0
Test order randomisation NOT enabled. Enable with --random-order or --random-order-bucket=<bucket_type>
rootdir: D:\demo
plugins: forked-1.4.0, picked-0.4.6, random-order-1.0.4, repeat-0.9.1, xdist-2.5.0
collected 10 items

test_demo.py ..........                              [100%]

==================== slowest durations ====================

(30 durations < 0.005s hidden.  Use -vv to show these durations.)
=================== 10 passed in 2.19s ====================

(demo--ip5ZZo0) D:\demo>

在执行的最后也提示了用例耗时小于0.005秒，那么如果说在这种情况下还是要显示用例的耗时时间，则可以继续加上 -vv 参数即可，执行结果如下所示：这里虽然显示了，但是都显示了0.00秒。因此在一般情况下，当耗时小于0.005秒时，基本就可以认为忽略不计了。

(demo--ip5ZZo0) D:\demo>pytest --durations=0 -vv
=================== test session starts ===================
platform win32 -- Python 3.7.9, pytest-7.1.3, pluggy-1.0.0 -- C:\Users\hitre\.virtualenvs\demo--ip5ZZo0\Scripts\python.exe
cachedir: .pytest_cache
Test order randomisation NOT enabled. Enable with --random-order or --random-order-bucket=<bucket_type>
rootdir: D:\demo
plugins: forked-1.4.0, picked-0.4.6, random-order-1.0.4, repeat-0.9.1, xdist-2.5.0
collected 10 items

test_demo.py::test_01 PASSED                         [ 10%]
test_demo.py::test_02 PASSED                         [ 20%]
test_demo.py::test_03 PASSED                         [ 30%]
test_demo.py::test_04 PASSED                         [ 40%]
test_demo.py::test_05 PASSED                         [ 50%]
test_demo.py::test_06 PASSED                         [ 60%]
test_demo.py::test_07 PASSED                         [ 70%]
test_demo.py::test_08 PASSED                         [ 80%]
test_demo.py::test_09 PASSED                         [ 90%]
test_demo.py::test_10 PASSED                         [100%]

==================== slowest durations ====================
0.00s call     test_demo.py::test_01
0.00s call     test_demo.py::test_04
0.00s call     test_demo.py::test_05
0.00s call     test_demo.py::test_02
0.00s call     test_demo.py::test_07
0.00s call     test_demo.py::test_06
0.00s call     test_demo.py::test_10
0.00s call     test_demo.py::test_08
0.00s call     test_demo.py::test_03
0.00s call     test_demo.py::test_09
0.00s teardown test_demo.py::test_01
0.00s setup    test_demo.py::test_01
0.00s teardown test_demo.py::test_05
0.00s setup    test_demo.py::test_04
0.00s setup    test_demo.py::test_02
0.00s setup    test_demo.py::test_05
0.00s setup    test_demo.py::test_07
0.00s teardown test_demo.py::test_04
0.00s teardown test_demo.py::test_08
0.00s teardown test_demo.py::test_02
0.00s teardown test_demo.py::test_03
0.00s setup    test_demo.py::test_06
0.00s setup    test_demo.py::test_09
0.00s teardown test_demo.py::test_09
0.00s setup    test_demo.py::test_08
0.00s teardown test_demo.py::test_10
0.00s setup    test_demo.py::test_03
0.00s teardown test_demo.py::test_07
0.00s teardown test_demo.py::test_06
0.00s setup    test_demo.py::test_10
=================== 10 passed in 0.05s ====================

(demo--ip5ZZo0) D:\demo>

此外，还可以同时指定 –durations=0 和 –durations-min=6 显示运行时间超过6秒的脚本。

(demo--ip5ZZo0) D:\demo>pytest --durations=0 --durations-min=6
=================== test session starts ===================
platform win32 -- Python 3.7.9, pytest-7.1.3, pluggy-1.0.0
Test order randomisation NOT enabled. Enable with --random-order or --random-order-bucket=<bucket_type>
rootdir: D:\demo
plugins: forked-1.4.0, picked-0.4.6, random-order-1.0.4, repeat-0.9.1, xdist-2.5.0
collected 10 items

test_demo.py ..........                              [100%]

==================== slowest durations ====================
10.01s call     test_demo.py::test_10
9.02s call     test_demo.py::test_09
8.00s call     test_demo.py::test_08
7.01s call     test_demo.py::test_07
6.00s call     test_demo.py::test_06

(25 durations < 6s hidden.  Use -vv to show these durations.)
=================== 10 passed in 55.15s ===================

(demo--ip5ZZo0) D:\demo>

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