use of io.hops.hopsworks.persistence.entity.featurestore.featuregroup.datavalidation.Rule in project hopsworks by logicalclocks.
the class FeatureGroupValidationsController method createOrUpdateExpectation.
public FeatureStoreExpectation createOrUpdateExpectation(Featurestore featurestore, Expectation expectation) throws FeaturestoreException {
// Some expectation sanity checks
Set<ValidationRule> validationRules = new HashSet<>();
for (Rule rule : expectation.getRules()) {
Optional<ValidationRule> validationRule = validationRuleFacade.findByName(rule.getName());
if (!validationRule.isPresent()) {
throw new FeaturestoreException(RESTCodes.FeaturestoreErrorCode.FEATURE_STORE_RULE_NOT_FOUND, FINE, "Rule: " + rule.getName());
}
// Check that the rule's predicate is set
if (validationRule.get().getPredicate() == Predicate.FEATURE && Strings.isNullOrEmpty(rule.getFeature()) || validationRule.get().getPredicate() == Predicate.ACCEPTED_TYPE && rule.getAcceptedType() == null || validationRule.get().getPredicate() == Predicate.LEGAL_VALUES && (rule.getLegalValues() == null || rule.getLegalValues().isEmpty()) || validationRule.get().getPredicate() == Predicate.PATTERN && Strings.isNullOrEmpty(rule.getPattern())) {
throw new FeaturestoreException(RESTCodes.FeaturestoreErrorCode.VALIDATION_RULE_INCOMPLETE, FINE, "Rule: " + rule.getName() + " should set " + validationRule.get().getPredicate());
}
if (!rule.getName().isAppliedToFeaturePairs() && rule.getMin() == null && rule.getMax() == null) {
throw new FeaturestoreException(RESTCodes.FeaturestoreErrorCode.VALIDATION_RULE_INCOMPLETE, FINE, "At least one of min/max need to be provided for rule: " + rule.getName());
} else // Min/max is set to 1 by default for compliance rules
if (rule.getName().isAppliedToFeaturePairs() && rule.getMin() == null && rule.getMax() == null) {
rule.setMin(1.0);
rule.setMax(1.0);
}
validationRules.add(validationRule.get());
}
// Persist expectation
FeatureStoreExpectation featureStoreExpectation;
Optional<FeatureStoreExpectation> e = featureStoreExpectationFacade.findByFeaturestoreAndName(featurestore, expectation.getName());
featureStoreExpectation = e.orElseGet(FeatureStoreExpectation::new);
featureStoreExpectation.setValidationRules(validationRules);
featureStoreExpectation.setFeatureStore(featurestore);
featureStoreExpectation.setName(expectation.getName());
featureStoreExpectation.setDescription(expectation.getDescription());
featureStoreExpectation.setExpectation(expectation);
return featureStoreExpectationFacade.merge(featureStoreExpectation);
}
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