Property based testing en java
· 32 min read
Le "property based testing" est un type de tests souvent utilisé en programmation fonctionnelle pour valider des lois.
Il y a quelques années, j'avais testé jqwik, une librairie de property based testing en java, pour valider des lois sur une lib d'optics en java (ouais je sais, ça à l'air de ne rien vouloir dire cette phrase). Je n'étais pas allé plus loins que ça.
Cette année à Devoxx France 2025, j'ai assisté à un talk de Pierre Zemb "Et si on faisait du simulation-driven development ?" dans lequel il évoquait le property based testing pour tester du code métier.
Voyons ce que ça peut donner en java pour tester une application spring.
L'instant musical
C'est quoi, le property based testing ?
En programmation fonctionnelle, certains concepts sont validés par des lois.
On va prendre l'exemple d'une Monoid, un mot barbare ,pour parler, en gros de concaténation (c'est aussi la base du "map reduce"). Une Monoid peut se définir ainsi :
interface Monoid<T> {
T empty();
T combine(T a, T b);
}
On peut ensuite créer des instances :
Monoid<String> stringMonoid = new Monoid<String>() {
String empty() {
return "";
}
String combine(String a, String b) {
return a + b;
}
};
Ou encore
<T> Monoid<List<T>> listMonoid() {
return new Monoid<List<T>>() {
List<T> empty() {
return List.of();
}
List<T> combine(List<T> a, List<T> b) {
return a.appencAll(b);
}
};
}
On pourra, ensuite utiliser ça dans un reduce (ou foldLeft) :
var text = list.foldLeft(stringMonoid.empty(), stringMonoid::combine);
Mais ça n'est pas suffisant ! Il y a des lois à respecter !
Pour que mon instance soit vraiment une Monoid, il faut que :
combine(a, empty()) == combine(empty(), a) == a: vérifier l'élément neutrecombine(combine(a, b), c) == combine(a, combine(b, c)): avec ça on peut paralléliser (si si je vous jure)
Le problème, c'est que jouer un seul test pour vérifier ça, n'est pas très probant, c'est ici, qu'entre en scène, le property based testing !
Avec jqwik, on peut écrire ça :
void neutralLaw(@ForAll String aString) {
assertThat(stringMonoid.combine(aString, empty()))
.isEqualTo(stringMonoid.combine(empty(), aString))
.isEqualTo(aString);
}
void associativityLaw(@ForAll String a, @ForAll String b, @ForAll String c) {
assertThat(stringMonoid.combine(a, stringMonoid.combine(b, c)))
.isEqualTo(stringMonoid.combine(stringMonoid.combine(a, b), c));
}
Jqwik va alors, exécuter ces tests avec des données random un certain nombre de fois. On va alors valider que statistiquement la loi est juste.
Bon, j'arrête avec mes lubies de prog fonctionnelle, si on passait à du code métier et à du spring, du vrai !
Tester du code métier
Pour tester du code métier il va falloir trouver comment gérer les assertions. Il va falloir trouver une sorte de loi pour valider notre métier.
Per exemple, si je veux tester la création d'une personne dans mon API, ce que je veux, c'est que :
- la réponse ait un status http ok
- si je relis la personne, on doit avoir les mêmes données que ce qui a été envoyé
Ainsi, on va valider que la création fonctionne quelles que soient les données envoyées (dans le bon format) et, en relisant la donnée, on va vérifier, qu'il n'y a pas de perte en route.
La mise en œuvre
Pour faire nos tests, on va utiliser jqwik. Jqwik a son propre runner, il est parfait pour des tests unitaires, mais moins adéquat pour les tests d'intégration avec spring.
A priori il existe un module spring mais il n'a pas l'air de bien fonctionner avec le mode @SpringBootTest. On va donc mixer jqwik et jupiter.
Dans Jupiter, il existe le @ParameterizedTest qui permet d'exécuter un jeu de test paramétré. On peut utiliser ce concept pour injecter des données générées à part de jqwik.
On va avoir un test comme ça :
@SpringBootTest(webEnvironment = SpringBootTest.WebEnvironment.RANDOM_PORT, classes = Application.class)
@Testcontainers
public class PersonTest {
@LocalServerPort
protected Integer port;
@Autowired
protected WebClient.Builder webClientBuilder;
@Container
private static final PostgreSQLContainer<?> postgreSQLContainer = new PostgreSQLContainer<>(DockerImageName.parse("postgres:16"));
@ParameterizedTest
@MethodSource("providePerson")
public void createPersons(Person.PersonBuilder personBuilder) {
// TODO
}
public static Stream<Person.PersonBuilder> providePerson() {
// Ici on prend un échantillon de 50 personnes, générées par jqwik pour le test
return personProperties().sampleStream().limit(50);
}
static Arbitrary<Person.PersonBuilder> personProperties() {
//TODO : le code généré avec jqwik
}
}
Générer des cas de test
Dans notre cas, on veut générer des personnes, qui ont le format suivant :
@Builder
record Person(UUID id, Option<String> lastName, Option<String> firstName, Option<Gender> gender, List<Contact> contacts) {
public Person {
lastName = Objects.requireNonNullElse(lastName, Option.<String>none()).map(n -> StringUtils.upperCase(n));
firstName = Objects.requireNonNullElse(firstName, Option.<String>none()).map(n -> WordUtils.capitalizeFully(n, '-', ' '));
gender = Objects.requireNonNullElse(gender, Option.none());
contacts = Objects.requireNonNullElse(contacts, List.of());
}
}
enum Gender {
MALE, FEMALE, ...;
}
sealed interface Contact {
record EmailContact(@NotNull @Email String email) implements Contact {}
record PhoneNumberContact(@NotNull @PhoneNumber String phoneNumber) implements Contact {}
record AddressContact(@NotNull String streetAddress, @NotNull @ZipCode String zipCode, @NotNull String city) implements Contact {}
}
Aller, c'est parti, on va commencer à générer de la donnée ! Jqwik a un certain nombre d'utilitaires pour générer des valeurs de tout type.
Pour le nom et le prénom, on va envoyer des lettres majuscules, minuscule, le tiret et l'espace
static Arbitrary<String> lastName() {
return Arbitraries.strings()
.withCharRange('a', 'z')
.withCharRange('A', 'Z')
.withChars('-', ' ')
//On limite la taille
.ofMinLength(1)
.ofMaxLength(100)
//On injecte 50% de valeurs nulles
.injectNull(0.5);
}
Pour le genre, c'est facile, c'est une liste finie :
static Arbitrary<Gender> gender() {
return Arbitraries.of(Gender.values());
}
Pour les contacts, ça va être un peu plus compliqué !
On commence par l'email, il existe un module pour ça :
static Arbitrary<Contact> emailContact() {
return Web.emails().map(EmailContact::new);
}
Pour le téléphone, on peut choisir une autre approche afin d'avoir des téléphones plus proches de la réalité : datafaker
static Faker faker = new Faker(Locale.of("fr"));
static Arbitrary<Contact> phoneNumberContact() {
return Arbitraries
.create(() -> faker.phoneNumber().phoneNumber())
.map(PhoneNumberContact::new);
}
Pour l'adresse, on a aussi besoin de données cohérentes, on va utiliser datafaker
static Arbitrary<Contact> addressContact() {
return Arbitraries.create(() -> {
Address address = faker.address();
return AddressContact.builder()
.city(address.city())
.streetAddress(Option.of(address.streetAddress()))
.zipCode(address.zipCode())
.build();
});
}
Un contact est un type union, c'est soit une adresse, soit un email, soit un téléphone. En plus de ça, il faut générer une liste, voici la méthode :
static Arbitrary<List<Contact>> contacts() {
return Arbitraries
.oneOf(
emailContact(),
phoneNumberContact(),
addressContact()
)
.list();
}
Tout est presque prêt, on va maintenant créer une personne :
static Arbitrary<Person.PersonBuilder> personProperties() {
return Combinators.combine(
lastName(),
firstName(),
gender(),
contacts()
).as((lastName, firstName, gender, contacts) ->
Person.builder()
.lastName(Option.of(lastName))
.firstName(Option.of(firstName))
.gender(Option.of(gender))
.contacts(contacts)
);
}
Il reste à écrire le test lui-même :
@ParameterizedTest
@MethodSource("providePerson")
public void createPersons(Person.PersonBuilder personBuilder) {
WebClient webClient = this.webClientBuilder.build();
UUID personId = UUID.randomUUID();
var personToCreate = personBuilder.id(personId.toString()).build();
var created = webClient.post()
.uri(url("/api/persons"))
.bodyValue(Json.toJson(personToCreate, PersonJsonFormat.personWrite()))
.retrieve()
.toEntity(Person.class)
.map(r -> r.getBody())
.block();
var get = webClient.get()
.uri(url("/api/persons"))
.retrieve()
.toEntity(Person.class)
.map(r -> r.getBody())
.block();
assertThat(personToCreate).isEqualTo(created);
assertThat(personToCreate).isEqualTo(get);
}
Ce test va être exécuté avec 50 personnes, générées aléatoirement.
Voici un exemple de données générées :
Person[id=null, lastName=None, firstName=None, gender=Some(FEMALE), contacts=[AddressContact[streetAddress=7142 Rue de Caumartin, zipCode=89730, city=Caen], AddressContact[streetAddress=1 Passage de la Bûcherie, zipCode=21023, city=Fort-de-France], AddressContact[streetAddress=224 Avenue de la Ferronnerie, zipCode=62800, city=Nîmes], AddressContact[streetAddress=73 Boulevard de Nesle, zipCode=84258, city=La Seyne-sur-Mer], AddressContact[streetAddress=3930 Quai de Montmorency, zipCode=18452, city=Villeneuve-d'Ascq], EmailContact[email=91+@B7p43KkDRtxPYuo2Cf6d5Idc76RbVmPjjBhPgB.NUIELox7jXc8l2kD.mDeUiXRVpMQnPL2ru.uphdf49QrRA5XKX1Qp8hTPaRUK9SWQ1o48NUjDSCT0974oK7PLQGbL.fJMJ-jZ6Z3q4avah.bJA.OHoUorA], AddressContact[streetAddress=2 Boulevard La Boétie, zipCode=68621, city=Saint-Étienne], PhoneNumberContact[phoneNumber=02 69 74 25 10], AddressContact[streetAddress=724 Quai de Tilsitt, zipCode=52357, city=Nancy], EmailContact[email=0HC9@t-1weJfIVDVBXxOetjL-aAysUZj.EdIX7WV50], PhoneNumberContact[phoneNumber=04 50 50 21 29], PhoneNumberContact[phoneNumber=03 18 08 16 16], EmailContact[email=oL-Bt'`/}KvFA||gV~z'W+/h@Ds.64HF3osE4o0a.ML], EmailContact[email=0@a.aa]]]
Person[id=null, lastName=Some(ZHZJXVQYL-BNFZVELACJJ), firstName=Some(Xzzfkktorhyzrezfmqakc), gender=Some(MALE), contacts=[PhoneNumberContact[phoneNumber=02 02 40 69 97], PhoneNumberContact[phoneNumber=05 92 43 72 73], EmailContact[email=czF@Nbq4XGYdwacV7On4M9yt.WkBqDc.8nvj.P.wZ79.FsYduQ.sBxF5Y0g0RHoEQ6m.Slj7], EmailContact[email=uKCrXYJd9S|1@rYjCNvK4AL-gJNHNM632S1wrqh32l3.Xg], EmailContact[email=a@0.aa], EmailContact[email=W2nR2HVzxW1QiTgdgFx$h{@xPZ5N-V1Bhv.H3W4xzI.DCNHtjJ5GsMKNpGCFzPWql6RT8.cQCxvo5UKYdPf4Wafbfs.f.k1f5lCF]]]
Person[id=null, lastName=None, firstName=Some(Z), gender=Some(MALE), contacts=[EmailContact[email=A@0.aa]]]
Person[id=null, lastName=None, firstName=None, gender=Some(FEMALE), contacts=[PhoneNumberContact[phoneNumber=04 16 86 20 79], EmailContact[email=t|H}n`CXsPv?SrPyk3+9I#M8DP{@9iGFdFjCt7xy3KUwRIkR65qXMvum61.A.tfRpkmfgztzQinyHon9xXNIFQa992kUkm.6MU.jRMsvM2], PhoneNumberContact[phoneNumber=02 57 28 81 29], PhoneNumberContact[phoneNumber=02 63 23 48 00], PhoneNumberContact[phoneNumber=02 04 07 98 23], EmailContact[email=9&AD026xu2!LXgC2lEv9@1IM4FVBnSTu-CY.FaIci1gcUawtWHfALyWIJ.W9LeORJjPXQhDc7laXGogby4Dhf-CheMkYBL0ulKqmwXU1KD7x17bJKHU3LG.mCS62hktrSDJ8lkBs.UY5.oQy-3fiuFTzYGWUQaL-1pW1iUid6.Iq], PhoneNumberContact[phoneNumber=01 09 92 62 55], AddressContact[streetAddress=4 Place d'Assas, zipCode=68503, city=Reims], EmailContact[email=1}XXZ{Y8rcHAE.dPLJU-yPCG$%ezE@aF84hwDPSvKbVfqWY65-IZTjAReU7nCHo.pLW0.1GruL1f95aOneW9EB3n3CL3511ATT0pkgm8pXiKj.5Onlvwf5ut4YF29NFNKz9Nt.S2yuYNwoNmmZsCqgTus.nsp-KHZzVq4jxao178vOW5rbhM.ol8rY3zYgAY4YZHrriije.rA06xG], PhoneNumberContact[phoneNumber=03 10 90 71 53], PhoneNumberContact[phoneNumber=03 16 50 07 15], AddressContact[streetAddress=7358 Impasse de l'Odéon, zipCode=49369, city=Rennes], PhoneNumberContact[phoneNumber=02 64 28 33 69], EmailContact[email=A@0.aa], PhoneNumberContact[phoneNumber=04 87 76 66 62], EmailContact[email=a@a.aa], EmailContact[email=Mrlt-&|nbxYKo@Li.Z.GJffEkSYwTcHTnfYDc.CfQdqAKdEs.mEhnqpjRhA.CjTfP54EFwCGnaoVpkIHIEXIj.3PEzVe5VI2ZMhTJM13YBUZjOjHu.TsB481], AddressContact[streetAddress=70 Place du Dahomey, zipCode=62003, city=Sarcelles], PhoneNumberContact[phoneNumber=03 43 80 60 50], PhoneNumberContact[phoneNumber=02 60 01 55 06], EmailContact[email=prNJbf*VqHe2Pb.KZ/9c~7@tFcOW2Uc7cw.JVDo7GSVpYs5Lwr4vymY7DtGM6PrI394H.BcN5UieBb0Mn8eeMcvtcLqamiCCWEn.0.I3YGylWVgGF549yHu2XMrxuUE.Z7UwQuDA4Woq27xsNG1XwSOEJvia0.VdQgMfGJFZwecqnZGJs.Ub7iS7B9NsFjwEnt.EIlWmr6.t0M9JP.YOS], AddressContact[streetAddress=99 Allée, Voie Pastourelle, zipCode=59958, city=Niort], PhoneNumberContact[phoneNumber=02 61 77 74 59], AddressContact[streetAddress=8 Rue des Grands Augustins, zipCode=95050, city=Pessac], PhoneNumberContact[phoneNumber=05 99 46 48 89], AddressContact[streetAddress=7 Rue du Dahomey, zipCode=34876, city=Metz], AddressContact[streetAddress=4 Avenue des Francs-Bourgeois, zipCode=82468, city=Créteil], EmailContact[email=FtH=v*cyxe-n{N^#lBBr%6&B7+Xa0BEvYq1R41dJ@3.EYHJ3d9Lmhs0eU2iG0ScZ0Dab8HPpGQzH7K1CdGxV9A5v9.aPMHd9HQJOylP3Mut2JxVroJa9oGRQZ.GbcHqYsTo4mvK7Q9sQPSWEEWxaDm6F.kUA3cCktV8mwEuyjacE.179Z3eezLxeTv4VasS8pohYvIIQZbBtBAzoIOcVJ-PY4K0Itp.UtLF5P7fNApCkzRN8PabqEW.ObGWnzrvmqB-eV.JuluRJzvPfej5cW.2ZtQ6g8cAMH.aL], AddressContact[streetAddress=834 Place des Grands Augustins, zipCode=99371, city=La Seyne-sur-Mer], EmailContact[email=x14yMPa/Pn^!@gf0TfwKD3AQYHTvWFYwxA.THeGLrb3GjndA4YXwYvqVmZc-tIyti3.g23b9KXpuiM6os1.dgUCj], AddressContact[streetAddress=3587 Avenue de Caumartin, zipCode=99650, city=Saint-Maur-des-Fossés], PhoneNumberContact[phoneNumber=04 99 81 14 18], AddressContact[streetAddress=45 Place Du Sommerard, zipCode=75730, city=Bourges], AddressContact[streetAddress=7 Avenue de la Chaussée-d'Antin, zipCode=26523, city=Marseille], AddressContact[streetAddress=58 Boulevard d'Alésia, zipCode=42074, city=Besançon], PhoneNumberContact[phoneNumber=05 25 68 48 88], AddressContact[streetAddress=470 Rue de Solférino, zipCode=63523, city=Montpellier]]]
Person[id=null, lastName=Some(AWIAIRLMBSXJCQYJUX), firstName=Some(Kbiqv), gender=Some(MALE), contacts=[PhoneNumberContact[phoneNumber=01 16 51 44 45], PhoneNumberContact[phoneNumber=04 21 29 03 53], AddressContact[streetAddress=8440 Boulevard Du Sommerard, zipCode=15369, city=Roubaix], PhoneNumberContact[phoneNumber=05 92 29 27 08], EmailContact[email=-Ys6wgo7$pv*`7&@NX9M6hutKHg1YqmhcrNPSLlilgu6iBXBkh39qA2cSNsJf3ojctEz5cTUF4kStzk.BqBScVW86X], AddressContact[streetAddress=142 Boulevard d'Assas, zipCode=78001, city=Neuilly-sur-Seine], EmailContact[email=M*LoJM6J7y2x-'V9IPQjs&-W#Ff@Ww43bz53J.l62MHxoBr3Z0wKvwBcjWbdez5.p9QVeeGqYXxPlgjtYTMN1uVbbAyMR8GkC.1SiGJBqRedOHnRZUFXVKPJMWHHueEj.YTAWIc23mmrs.mB3KOIjLtONmEFzvBRT6eRUZ7c.Yd1BUWpSGwltyG59Qm95ZRXJv8.YE475n8v-HyNZu2pXsMP7MQpK.j8N7WBeabTHEYarX0i3jPf1FKTcvbY3.iIbHjfMjTIjFHFj.GwHKicCbQT], AddressContact[streetAddress=2481 Allée, Voie Dauphine, zipCode=28949, city=Caen]]]
Person[id=null, lastName=Some(NKMOSYAGWWCXBD), firstName=None, gender=Some(MALE), contacts=[PhoneNumberContact[phoneNumber=02 90 80 97 79], PhoneNumberContact[phoneNumber=02 61 19 01 30], PhoneNumberContact[phoneNumber=02 64 72 85 39], AddressContact[streetAddress=11 Passage Bonaparte, zipCode=06918, city=Saint-Quentin], PhoneNumberContact[phoneNumber=02 76 26 19 56], PhoneNumberContact[phoneNumber=02 21 13 93 73], EmailContact[email=#O|ahX5PT2+FwaQxGto@i.wtCKugoypT-eeEeqtW7l.ohbXH9MZy.s2wJuhB6], EmailContact[email=31n6|j+$rO|spjUy&UhBZyWxY0i5@nJZ9yASOkvNrVKIf71SK33w06.1wyDy2mqde-JGSP4gMTl5M.J5Nig]]]
Person[id=null, lastName=None, firstName=None, gender=Some(MALE), contacts=[PhoneNumberContact[phoneNumber=02 66 44 86 75], AddressContact[streetAddress=01 Passage Molière, zipCode=77926, city=Hyères], AddressContact[streetAddress=0 Quai Saint-Jacques, zipCode=62944, city=Poitiers], PhoneNumberContact[phoneNumber=05 95 12 65 95], EmailContact[email=*-8Jz0mxmRna-~Rg9{=+GrgMM&^7V_ffoRN7X+wISx~W1#BCc#%mW@mleMZKiBtiL.WJxALcAzYVgd5UJRmvn.KQ.IYBpbTlqsuTNaQ5.rxWYMKSVjdQrL4GGKhAY.8R7IVoJTOa8dB1.rvI3wiLlDS1HhIIXz.jG.WRnBClxfgcwOyZSByVJtrkWktiCbIZqEw.ersaB3Sb], PhoneNumberContact[phoneNumber=05 96 05 16 59], EmailContact[email=ta|P@nW5gsYGnzwzDMQSbSlxUB.HdHJyQKLK0EZAFgdvEwb.E9qqvxniZuzyYj9UwqDD659lj.XfCT8-t6O6CStv6tEAsp.WK7svKdSgc7tDa2RiblGZd9QnC-Nca.PRqRVPXxTs6vnyNM-kWyyxfTubhms.DAj3z.RcIq], EmailContact[email=Uw5|e-b&VW_S@k.mUHA], EmailContact[email=3J~i%KlEtmiDGVXB6?hGbk^#@ksVYhYoTSTJJIyL9YnboHxZpsKstsF4gPM5fmEd311Uk2BXBVEe.Ff5KXxvR88JSuGB0XMA.FEfiPGvsnp8VAh.qfv0tLC5IucfuxigdfoNQHzhaaLOJ3R6zAo.9BSi2p9-Uhf7J8t42.XVcPllh.fX5i441], AddressContact[streetAddress=510 Allée, Voie Saint-Bernard, zipCode=16009, city=Le Havre], PhoneNumberContact[phoneNumber=04 37 38 77 24], PhoneNumberContact[phoneNumber=02 64 30 07 36], EmailContact[email=kQ~-77IWEr.Sr{9rLn~@pIrie0KIbUKJxwqfNb.2jJej.w-ipfwK.hFa5ifD-ld8N.5-8JsypmGsnjxyFrXS8jd.0.xmkTck5E], EmailContact[email=qKXV$Hn|JNWk3Qo&EXVDR0A0T9B#?A@anT0Dasc2enEz4hiyKFpkGbVDzvxKR.iIy], EmailContact[email=UXi9@ceZ2GQ2cGnqfGaT4IDXar45v2.JaQDnNa0NqpAESWN5WJedWcHl7dDDw.XRTa6B3EjIqhQwmk76dhIyirlyhGGsk.NjKYpd8NRa-42I21uEHS4ukPhV8MQ.EwODIPtM6U.avzU4Wtm], PhoneNumberContact[phoneNumber=05 38 29 39 12], PhoneNumberContact[phoneNumber=02 60 97 25 08], AddressContact[streetAddress=1355 Boulevard d'Argenteuil, zipCode=10971, city=Perpignan], AddressContact[streetAddress=5 Place La Boétie, zipCode=46340, city=Le Havre], PhoneNumberContact[phoneNumber=02 01 08 03 22], AddressContact[streetAddress=0760 Impasse d'Abbeville, zipCode=43080, city=Saint-Étienne], PhoneNumberContact[phoneNumber=03 39 19 41 37], AddressContact[streetAddress=29 Passage de Caumartin, zipCode=07609, city=Bourges], PhoneNumberContact[phoneNumber=03 53 36 60 98], PhoneNumberContact[phoneNumber=05 97 79 34 57]]]
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En conclusion
Pour le moment, je n'ai pas encore de recul sur cette pratique, mais je la trouve intéressante. Une des difficultés semble être, de formuler les bonnes assertions.
Un autre point important, il faut pouvoir traquer la cause des tests qui échouent. En effet, comme les problèmes risquent d'arriver, de temps en temps, sur des corner cases, il faut absolument avoir la trace du cas de test qui provoque l'erreur afin de corriger.
Voici quelques liens utils :
- le site de jqwik : https://jqwik.net/
- un cheatsheet : https://jqwik.net/cheatsheet
- la doc de junit jupiter sur les parameterized test : https://junit.org/junit5/docs/current/user-guide/#writing-tests-parameterized-tests
Des remarques, des questions ? C'est ici que ça se passe