org.sonar.python.checks.SklearnPipelineSpecifyMemoryArgumentCheck Maven / Gradle / Ivy
/*
* SonarQube Python Plugin
* Copyright (C) 2011-2024 SonarSource SA
* mailto:info AT sonarsource DOT com
*
* This program is free software; you can redistribute it and/or
* modify it under the terms of the Sonar Source-Available License Version 1, as published by SonarSource SA.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
* See the Sonar Source-Available License for more details.
*
* You should have received a copy of the Sonar Source-Available License
* along with this program; if not, see https://sonarsource.com/license/ssal/
*/
package org.sonar.python.checks;
import java.util.Optional;
import org.sonar.check.Rule;
import org.sonar.plugins.python.api.PythonSubscriptionCheck;
import org.sonar.plugins.python.api.SubscriptionContext;
import org.sonar.plugins.python.api.quickfix.PythonQuickFix;
import org.sonar.plugins.python.api.symbols.Symbol;
import org.sonar.plugins.python.api.tree.CallExpression;
import org.sonar.plugins.python.api.tree.Name;
import org.sonar.plugins.python.api.tree.Tree;
import org.sonar.python.quickfix.TextEditUtils;
import org.sonar.python.tree.TreeUtils;
import static org.sonar.python.checks.utils.Expressions.getAssignedName;
@Rule(key = "S6969")
public class SklearnPipelineSpecifyMemoryArgumentCheck extends PythonSubscriptionCheck {
public static final String MESSAGE = "Specify a memory argument for the pipeline.";
public static final String MESSAGE_QUICKFIX = "Add the memory argument";
@Override
public void initialize(Context context) {
context.registerSyntaxNodeConsumer(Tree.Kind.CALL_EXPR, SklearnPipelineSpecifyMemoryArgumentCheck::checkCallExpression);
}
private static void checkCallExpression(SubscriptionContext subscriptionContext) {
Optional.of(subscriptionContext.syntaxNode())
.map(CallExpression.class::cast)
.filter(SklearnPipelineSpecifyMemoryArgumentCheck::isPipelineCreation)
.ifPresent(
callExpression -> {
var memoryArgument = TreeUtils.argumentByKeyword("memory", callExpression.arguments());
if (memoryArgument != null) {
return;
}
boolean isUsedInAnotherPipeline = getAssignedName(callExpression)
.map(SklearnPipelineSpecifyMemoryArgumentCheck::isUsedInAnotherPipeline)
.orElse(false);
if (isUsedInAnotherPipeline) {
return;
}
createIssue(subscriptionContext, callExpression);
});
}
private static void createIssue(SubscriptionContext subscriptionContext, CallExpression callExpression) {
var issue = subscriptionContext.addIssue(callExpression.callee(), MESSAGE);
var quickFix = PythonQuickFix.newQuickFix(MESSAGE_QUICKFIX)
.addTextEdit(TextEditUtils.insertBefore(callExpression.rightPar(), ", memory=None"))
.build();
issue.addQuickFix(quickFix);
}
private static boolean isUsedInAnotherPipeline(Name name) {
Symbol symbol = name.symbol();
return symbol != null && symbol.usages().stream().filter(usage -> !usage.isBindingUsage()).anyMatch(u -> {
Tree tree = u.tree();
CallExpression callExpression = (CallExpression) TreeUtils.firstAncestorOfKind(tree, Tree.Kind.CALL_EXPR);
while (callExpression != null) {
if (isUsedBySklearnComposeEstimatorOrPipelineCreation(callExpression)) {
return true;
}
callExpression = (CallExpression) TreeUtils.firstAncestorOfKind(callExpression, Tree.Kind.CALL_EXPR);
}
return false;
});
}
private static boolean isPipelineCreation(CallExpression callExpression) {
return Optional.ofNullable(callExpression.calleeSymbol())
.map(Symbol::fullyQualifiedName)
.map(SklearnPipelineSpecifyMemoryArgumentCheck::isFullyQualifiedNameAPipelineCreation)
.orElse(false);
}
private static boolean isUsedBySklearnComposeEstimatorOrPipelineCreation(CallExpression callExpression) {
Symbol calleeSymbol = callExpression.calleeSymbol();
if(calleeSymbol == null) return false;
String fqn = calleeSymbol.fullyQualifiedName();
if(fqn == null) return false;
return isFullyQualifiedNameAPipelineCreation(fqn) || isFullyQualifiedNameASklearnComposeEstimator(fqn);
}
private static boolean isFullyQualifiedNameAPipelineCreation(String fqn) {
return "sklearn.pipeline.Pipeline".equals(fqn) || "sklearn.pipeline.make_pipeline".equals(fqn);
}
private static boolean isFullyQualifiedNameASklearnComposeEstimator(String fqn) {
return fqn.startsWith("sklearn.compose.");
}
}
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