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@roesslerj
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Applying AI to Testing
Dr. Jeremias Rößler
Kyiv 2017
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Oracle
Problem
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How do you bring AIinto testing?
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AI in Testing?
– so far I do not see anyone doing it
in a useful way.
Antony Edwards,
CTO of TestPlant
“
@roesslerj
“
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AI in Testautomation is a hype.
Wolfgang Platz,
Founder & CPO of Tricentis
@roesslerj
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I think there is a world market
for maybe five computers.“
Thomas J. Watson
CEO of IBM
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Goal of Testing?
@roesslerj
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When is a bug a bug?
When it’s not a feature!
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1.if (name[0] == '.') continue;
Is it a bug?
.
..
text.c
other.files
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Is it a bug?
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Is it a bug?
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Without specification,
there are no bugs
— only surprises.
Brian Kernighan
“
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Why do we test?
After
implementation?
1 + 1 = 3
2 + 2 = 4
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Why do we test?
After
implementation?
1 + 1 = 3
2 + 2 = 4
After
change?
1 + 1 = 3
1 + 1 = 5
@roesslerj
regression-test
≠
test
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@roesslerj
regression-test
=
version control
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How do you bring AIinto testing?
@roesslerj
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Infinite-Monkey-Theorem:
A monkey hitting keys at random on a typewriter
for a long enough time
will type the complete works of William Shakespeare.
@roesslerj
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We replace the typewriter with a computer…
@roesslerj
Infinite Monkey
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public static void main(String... args) throws Exception {
Robot robot = new Robot();
while (true) {
robot.mouseMove(random.nextInt(maxX), random.nextInt(maxY));
robot.mousePress(InputEvent.BUTTON1_DOWN_MASK);
robot.mouseRelease(InputEvent.BUTTON1_DOWN_MASK);
robot.delay(200);
for (char inputChar : randomString().toCharArray()) {
robot.keyPress((int) inputChar);
robot.keyRelease((int) inputChar);
robot.delay(10);
}
robot.keyPress(KeyEvent.VK_ENTER);
robot.keyRelease(KeyEvent.VK_ENTER);
}
}
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DEMO
Infinite Monkey
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@roesslerj
Smart Monkey
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public static void main(String... args) throws Exception {
WebDriver driver = new FirefoxDriver();
driver.get("http://www.retest.de");
while (true) {
List<WebElement> links = driver.findElements(By.tagName("a"));
links.get(random.nextInt(links.size())).click();
Thread.sleep(500);
List<WebElement> fields =
driver.findElements(By.xpath("//input[@type='text']"));
WebElement field = fields.get(random.nextInt(fields.size()));
field.sendKeys(randomString());
Thread.sleep(500);
}
}
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Smart Monkey
DEMO
@roesslerj
Smart Monkey
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- gremlins.js
- NetFlix Chaos Monkey
- UI/Application Exerciser Monkey
Open Source Products
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Afraid of AI?
@roesslerj
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How many blondes does it need
to screw in a light bulb?
http://www.smbc-comics.com/comic/humor
None, because automation has
eliminated the need for humans.
@roesslerj
“
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AI is perfectly suited to replace testing.
Jason Arbon,
Founder & CPO of AppDiff
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Not so fast…
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@roesslerj
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Be afraid if:
- test automation engineer
- manual automate
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@roesslerj
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Intelligenter Affe
Summary
Monkey-Testing:
cheaper
faster
better
multiplies manual tests
Difference Testing
little maintenance
no wasteful testing
yet more complete
@roesslerj
60
November 2017
@roesslerj
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@Test
public void test_login() throws Exception {
final WebDriver driver = new FirefoxDriver();
driver.get( "http://www.retest.de" );
recheck.check( driver );
driver.findElement( By.id( "username" ) ).sendKeys( username );
driver.findElement( By.id( "pwd" ) ).sendKeys( password );
driver.findElement( By.className( "button" ) ).submit();
recheck.check( driver );
}
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PDF
Excel
XML
HTML
Proprietary
@roesslerj
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http://retest.rocks
@ReTest_en
@roesslerj
Questions?
https://www.facebook.com/retest.de
http://retest.rocksroessler@retest.de
The largest software testing conference in Ukraine

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