1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

15.7K

Stars

Java

Language

4.0M

Lines of Code

15.5K

Files

1.9K

Pattern Hits

2026-10-31

Scan Date

0.03

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1383 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.3/100 · LOW

Are imports declared and package/API names verified? 507 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 95 finding(s).

PR Review Velocity Impact 7.6/100 · LOW

Which changes need focused human review? 1940 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 478HIGH 4MEDIUM 73LOW 1385

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1940 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hallucination Indicators478 hits · 5258 pts

Severity	File	Line	Snippet	Context
CRITICAL	…n/applications/distributedshell/ApplicationMaster.java	1779	new org.apache.hadoop.yarn.api.records.timelineservice.TimelineEvent();	CODE
CRITICAL	…n/applications/distributedshell/ApplicationMaster.java	1865	new org.apache.hadoop.yarn.api.records.timelineservice.TimelineEvent();	CODE
CRITICAL	…n/applications/distributedshell/ApplicationMaster.java	1903	new org.apache.hadoop.yarn.api.records.timelineservice.TimelineEvent();	CODE
CRITICAL	…vice/timelineservice/TestServiceTimelinePublisher.java	226	new org.apache.hadoop.yarn.service.api.records.Configuration());	CODE
CRITICAL	…vice/timelineservice/TestServiceTimelinePublisher.java	246	new org.apache.hadoop.yarn.service.api.records.Configuration());	CODE
CRITICAL	…apache/hadoop/yarn/service/provider/ProviderUtils.java	469	org.apache.commons.io.IOUtils.write(content, output, StandardCharsets.UTF_8);	CODE
CRITICAL	…rg/apache/hadoop/yarn/service/component/Component.java	760	org.apache.hadoop.yarn.api.records.ResourceInformation.newInstance(	CODE
CRITICAL	…yarn/service/component/instance/ComponentInstance.java	217	new org.apache.hadoop.yarn.service.api.records.Container();	CODE
CRITICAL	…org/apache/hadoop/yarn/service/utils/ServiceUtils.java	518	org.apache.commons.io.IOUtils.copy(in, taos);	CODE
CRITICAL	…ineservice/collector/NodeTimelineCollectorManager.java	234	return org.apache.hadoop.yarn.api.records.Token.newInstance(	CODE
CRITICAL	…he/hadoop/yarn/server/resourcemanager/Application.java	292	org.apache.hadoop.yarn.server.utils.BuilderUtils.newResourceRequest(	CODE
CRITICAL	…p/yarn/server/resourcemanager/TestResourceManager.java	97	new org.apache.hadoop.yarn.server.resourcemanager.NodeManager(	CODE
CRITICAL	…he/hadoop/yarn/server/resourcemanager/NodeManager.java	160	org.apache.hadoop.yarn.server.resourcemanager.NodeManager.createNodeStatus(	CODE
CRITICAL	…e/hadoop/yarn/server/resourcemanager/AdminService.java	275	org.apache.hadoop.ipc.Server.getRemoteAddress() +	CODE
CRITICAL	…e/hadoop/yarn/server/resourcemanager/AdminService.java	284	org.apache.hadoop.ipc.Server.getRemoteAddress() + " denied " +	CODE
CRITICAL	…adoop/yarn/server/resourcemanager/ClientRMService.java	769	if (!org.apache.commons.lang3.StringUtils.isAsciiPrintable(tag)) {	CODE
CRITICAL	…n/server/resourcemanager/webapp/RMAppAttemptBlock.java	489	org.apache.hadoop.util.StringUtils.formatTime(Times.elapsed(	CODE
CRITICAL	…resourcemanager/placement/QueuePlacementRuleUtils.java	127	if (!org.apache.commons.lang3.StringUtils.isEmpty(mapping.getParentQueue())) {	CODE
CRITICAL	…a/org/apache/hadoop/yarn/TestYarnServerApiClasses.java	428	org.apache.hadoop.yarn.api.records.Token.newInstance(new byte[0],	CODE
CRITICAL	…oop/yarn/server/util/timeline/TimelineServerUtils.java	72	org.apache.commons.lang3.StringUtils.join(target, ",");	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1572	org.apache.commons.lang3.StringUtils.repeat("A", 1024)));	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1574	org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1578	org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1587	org.apache.commons.lang3.StringUtils.repeat("A", 1024),	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1588	org.apache.commons.lang3.StringUtils.repeat("A", 1024),	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1589	org.apache.commons.lang3.StringUtils.repeat("A", 1024)));	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1593	org.apache.commons.lang3.StringUtils.repeat("E", 4095),	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1594	org.apache.commons.lang3.StringUtils.repeat("E", 2047),	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1595	org.apache.commons.lang3.StringUtils.repeat("E", 2047 - callCmd.length())));	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1599	org.apache.commons.lang3.StringUtils.repeat("X", 4095),	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1600	org.apache.commons.lang3.StringUtils.repeat("X", 2047),	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1601	org.apache.commons.lang3.StringUtils.repeat("X", 2048 - callCmd.length())));	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1620	builder.env("somekey", org.apache.commons.lang3.StringUtils.repeat("A", 1024));	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1621	builder.env("somekey", org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1624	builder.env("somekey", org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1646	builder.mkdir(new Path(org.apache.commons.lang3.StringUtils.repeat("A", 1024)));	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1647	builder.mkdir(new Path(org.apache.commons.lang3.StringUtils.repeat("E",	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1650	builder.mkdir(new Path(org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1671	builder.link(new Path(org.apache.commons.lang3.StringUtils.repeat("A", 1024)),	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1672	new Path(org.apache.commons.lang3.StringUtils.repeat("B", 1024)));	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1674	new Path(org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1676	new Path(org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1680	new Path(org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL⚡	…ger/containermanager/launcher/TestContainerLaunch.java	1682	new Path(org.apache.commons.lang3.StringUtils.repeat(	CODE
CRITICAL	…server/nodemanager/WindowsSecureContainerExecutor.java	337	org.apache.hadoop.util.StringUtils.stringifyException(e)));	CODE
CRITICAL	…server/nodemanager/WindowsSecureContainerExecutor.java	713	org.apache.hadoop.util.StringUtils.stringifyException(e)));	CODE
CRITICAL	…nodemanager/containermanager/ContainerManagerImpl.java	1417	org.apache.hadoop.yarn.api.records.Container.newInstance(	CODE
CRITICAL	…in/resources/webapps/static/jquery/jquery-3.6.0.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	…s/webapps/static/jquery/jquery-ui-1.13.2.custom.min.js	6	!function(t){"use strict";"function"==typeof define&&define.amd?define(["jquery"],t):t(jQuery)}(function(V){"use strict"	CODE
CRITICAL	…rg/apache/hadoop/yarn/util/ProcfsBasedProcessTree.java	812	org.apache.hadoop.io.IOUtils.closeStream(in);	CODE
CRITICAL	…hadoop/yarn/util/Log4jWarningErrorMetricsAppender.java	156	org.apache.commons.lang3.StringUtils.left(message, MAX_MESSAGE_SIZE);	CODE
CRITICAL	…/yarn/security/client/RMDelegationTokenIdentifier.java	168	return org.apache.hadoop.yarn.api.records.Token.newInstance(	CODE
CRITICAL	…rg/apache/hadoop/yarn/logaggregation/LogToolUtils.java	101	org.apache.hadoop.io.IOUtils.skipFully(fis, toSkip);	CODE
CRITICAL	…rg/apache/hadoop/yarn/logaggregation/LogToolUtils.java	129	org.apache.hadoop.io.IOUtils.skipFully(fis, skipAfterRead);	CODE
CRITICAL	…he/hadoop/yarn/logaggregation/AggregatedLogFormat.java	842	org.apache.hadoop.io.IOUtils.skipFully(	CODE
CRITICAL	…he/hadoop/yarn/logaggregation/AggregatedLogFormat.java	865	org.apache.hadoop.io.IOUtils.skipFully(	CODE
CRITICAL	…he/hadoop/yarn/logaggregation/AggregatedLogFormat.java	973	org.apache.hadoop.io.IOUtils.skipFully(	CODE
CRITICAL	…he/hadoop/yarn/logaggregation/AggregatedLogFormat.java	994	org.apache.hadoop.io.IOUtils.skipFully(	CODE
CRITICAL	…in/java/org/apache/hadoop/yarn/client/cli/NodeCLI.java	131	org.apache.hadoop.util.StringUtils.toUpperCase(	CODE
CRITICAL	…apache/hadoop/yarn/client/api/impl/AMRMClientImpl.java	149	new org.apache.hadoop.yarn.api.records.ResourceRequest.ResourceRequestComparator());	CODE
418 more matches not shown…

Over-Commented Block1193 hits · 1072 pts

Severity	File	Line	Snippet	Context
LOW	.asf.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	start-build-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…applications-distributedshell/src/test/resources/b.txt	1	# Licensed under the Apache License, Version 2.0 (the "License");	COMMENT
LOW	…applications-distributedshell/src/test/resources/a.txt	1	# Licensed under the Apache License, Version 2.0 (the "License");	COMMENT
LOW	…/yarn/applications/distributedshell/PlacementSpec.java	61	*/	COMMENT
LOW	…apache/hadoop/yarn/service/TestYarnNativeServices.java	721	}	COMMENT
LOW	…inition/YARN-Simplified-V1-API-Layer-For-Services.yaml	1	# Hadoop YARN REST APIs for services v1 spec in YAML	COMMENT
LOW	…cations-catalog-docker/src/main/scripts/setup-image.sh	1	#!/bin/bash	COMMENT
LOW	…ications-catalog-docker/src/main/scripts/entrypoint.sh	1	#!/bin/bash -x	COMMENT
LOW	…ources/configsets/exampleCollection/conf/protwords.txt	1	# The ASF licenses this file to You under the Apache License, Version 2.0	COMMENT
LOW	…sources/configsets/exampleCollection/conf/synonyms.txt	1	# The ASF licenses this file to You under the Apache License, Version 2.0	COMMENT
LOW	…ources/configsets/exampleCollection/conf/stopwords.txt	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	…onfigsets/exampleCollection/conf/lang/stopwords_en.txt	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	hadoop-yarn-project/hadoop-yarn/bin/yarn-daemon.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hadoop-yarn-project/hadoop-yarn/bin/yarn-daemons.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hadoop-yarn-project/hadoop-yarn/bin/start-yarn.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hadoop-yarn-project/hadoop-yarn/bin/stop-yarn.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hadoop-yarn-project/hadoop-yarn/bin/yarn-config.sh	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	…arn/server/resourcemanager/TestApplicationCleanup.java	441		COMMENT
LOW	…emanager/scheduler/capacity/TestApplicationLimits.java	961	// can be used for AMs is 30%. So, 30% of <memory: 100GB, vCores: 1000> is	COMMENT
LOW	…/resourcemanager/scheduler/capacity/TestLeafQueue.java	3921		COMMENT
LOW	…/resourcemanager/scheduler/capacity/TestLeafQueue.java	3961	// ANY: < 1, 1GB, 1, false >	COMMENT
LOW	…/resourcemanager/scheduler/capacity/TestLeafQueue.java	3981	Collections.singletonList(rack_1), Collections.singletonList(host_1_1));	COMMENT
LOW	…/resourcemanager/scheduler/capacity/TestLeafQueue.java	4041	app_0_requests_0.add(	COMMENT
LOW	…ager/scheduler/capacity/TestCapacitySchedulerPerf.java	101	return retVal;	COMMENT
LOW	…ySchedulerNewQueueAutoCreationWithCapacityVectors.java	121		COMMENT
LOW	…esourcemanager/nodelabels/TestRMNodeLabelsManager.java	201	isEqualTo(Resources.multiply(SMALL_RESOURCE, 1));	COMMENT
LOW	…ourcemanager/nodelabels/TestNodeAttributesManager.java	181	// A2=host1_v1_2	COMMENT
LOW	…oop/yarn/server/resourcemanager/rmnode/RMNodeImpl.java	1381	rmNode, statusEvent);	COMMENT
LOW	…r/monitor/capacity/FifoIntraQueuePreemptionPlugin.java	521		COMMENT
LOW	…r/resourcemanager/scheduler/capacity/UsersManager.java	781	// - maxUserLimit = total-partition-resource (IGNORE_PARTITION_EXCLUSIVITY)	COMMENT
LOW	…esourcemanager/scheduler/capacity/AbstractCSQueue.java	801	readLock.lock();	COMMENT
LOW	…uler/capacity/allocator/RegularContainerAllocator.java	601	// some containers to meet this queue, its parents', or the users'	COMMENT
LOW	…n/server/resourcemanager/reservation/InMemoryPlan.java	641	long periodicSearchEnd = (endTime - shift) % period;	COMMENT
LOW	…erver/resourcemanager/rmcontainer/RMContainerImpl.java	641	Resource rmContainerResource = container.getAllocatedResource();	COMMENT
LOW	…erver/resourcemanager/rmcontainer/RMContainerImpl.java	661	// 4. When NM reports 5G to RM, RM now sees its own allocation as 4G	COMMENT
LOW	…ver/federation/store/impl/SQLFederationStateStore.java	1301	try {	COMMENT
LOW	…ver/federation/store/impl/SQLFederationStateStore.java	1581		COMMENT
LOW	…rver/hadoop-yarn-server-nodemanager/src/CMakeLists.txt	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…n/server/nodemanager/TestDefaultContainerExecutor.java	661		COMMENT
LOW	…n/server/nodemanager/TestDefaultContainerExecutor.java	681	// }	COMMENT
LOW	…n/server/nodemanager/TestDefaultContainerExecutor.java	701	// r.setSeed(jobSeed);	COMMENT
LOW	…n/server/nodemanager/TestDefaultContainerExecutor.java	721	// DefaultContainerExecutor dce = new DefaultContainerExecutor(lfs);	COMMENT
LOW	…n/server/nodemanager/TestDefaultContainerExecutor.java	741	// verify(spylfs).mkdir(jobdir,	COMMENT
LOW	…in/native/container-executor/impl/container-executor.c	21	#include "utils/docker-util.h"	COMMENT
LOW	…in/native/container-executor/impl/container-executor.c	41	#include <stdio.h>	COMMENT
LOW	…in/native/container-executor/impl/container-executor.c	61	#ifndef HAVE_FDOPENDIR	COMMENT
LOW	…rc/main/native/container-executor/impl/configuration.h	21		COMMENT
LOW	…in/native/container-executor/impl/container-executor.h	61	#define USER_DIR_PATTERN "%s/usercache/%s"	COMMENT
LOW	…manager/src/main/native/container-executor/impl/main.c	21	#include "container-executor.h"	COMMENT
LOW	…rc/main/native/container-executor/impl/configuration.c	21		COMMENT
LOW	…ain/native/container-executor/impl/utils/docker-util.c	21	#include <sys/wait.h>	COMMENT
LOW	…main/native/container-executor/impl/utils/file-utils.c	21	#include <sys/types.h>	COMMENT
LOW	…ain/native/container-executor/impl/utils/docker-util.h	21		COMMENT
LOW	…ain/native/container-executor/impl/utils/cJSON/cJSON.h	61	#endif	COMMENT
LOW	…ain/native/container-executor/impl/utils/cJSON/cJSON.h	81	/* project version */	COMMENT
LOW	…ain/native/container-executor/impl/utils/cJSON/cJSON.c	21	*/	COMMENT
LOW	…ain/native/container-executor/impl/utils/cJSON/cJSON.c	41	#include <stdio.h>	COMMENT
LOW	…main/native/container-executor/impl/runc/runc_config.h	21	// Section for all runC config keys	COMMENT
LOW	…er/src/main/native/container-executor/impl/runc/runc.c	21	#include <sys/stat.h>	COMMENT
1133 more matches not shown…

Decorative Section Separators50 hits · 159 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ources/configsets/exampleCollection/conf/protwords.txt	13	#-----------------------------------------------------------------------	COMMENT
MEDIUM	…sources/configsets/exampleCollection/conf/synonyms.txt	13	#-----------------------------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	986	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	988	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1016	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1018	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1082	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1084	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1100	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1105	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1217	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1219	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1246	# ---------------------------------------------------	COMMENT
MEDIUM	…site/markdown/tools/hadoop-aws/qualifying_a_new_sdk.md	1250	# ---------------------------------------------------	COMMENT
MEDIUM⚡	…oop/fs/s3a/statistics/impl/AwsStatisticsCollector.java	71	// ┌─────────────────────────────────────────┐	COMMENT
MEDIUM⚡	…oop/fs/s3a/statistics/impl/AwsStatisticsCollector.java	79	// └─────────────────────────────────────────┘	COMMENT
MEDIUM⚡	…oop/fs/s3a/statistics/impl/AwsStatisticsCollector.java	81	// ┌─────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	…oop/fs/s3a/statistics/impl/AwsStatisticsCollector.java	88	// └─────────────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	…oop/fs/s3a/statistics/impl/AwsStatisticsCollector.java	90	// ┌─────────────────────────────────┐	COMMENT
MEDIUM⚡	…oop/fs/s3a/statistics/impl/AwsStatisticsCollector.java	97	// └─────────────────────────────────┘	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	23	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	25	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	54	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	56	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	105	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	107	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	139	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	141	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	198	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…oop-azure/dev-support/testrun-scripts/configsupport.sh	200	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…ject/hadoop-hdfs/src/test/resources/hadoop-dfs-dir.txt	23	# ---------------------	COMMENT
MEDIUM	…ject/hadoop-hdfs/src/test/resources/hadoop-dfs-dir.txt	35	# ---------------------------------------	COMMENT
MEDIUM	…project/hadoop-hdfs/src/main/bin/distribute-exclude.sh	19	# ------------------------------------------------------------------	COMMENT
MEDIUM	…doop-hdfs-project/hadoop-hdfs/src/main/bin/stop-dfs.sh	51	#---------------------------------------------------------	COMMENT
MEDIUM	…doop-hdfs-project/hadoop-hdfs/src/main/bin/stop-dfs.sh	69	#---------------------------------------------------------	COMMENT
MEDIUM	…doop-hdfs-project/hadoop-hdfs/src/main/bin/stop-dfs.sh	80	#---------------------------------------------------------	COMMENT
MEDIUM	…doop-hdfs-project/hadoop-hdfs/src/main/bin/stop-dfs.sh	100	#---------------------------------------------------------	COMMENT
MEDIUM	…doop-hdfs-project/hadoop-hdfs/src/main/bin/stop-dfs.sh	116	#---------------------------------------------------------	COMMENT
MEDIUM	…oop-hdfs-project/hadoop-hdfs/src/main/bin/start-dfs.sh	84	#---------------------------------------------------------	COMMENT
MEDIUM	…oop-hdfs-project/hadoop-hdfs/src/main/bin/start-dfs.sh	103	#---------------------------------------------------------	COMMENT
MEDIUM	…oop-hdfs-project/hadoop-hdfs/src/main/bin/start-dfs.sh	114	#---------------------------------------------------------	COMMENT
MEDIUM	…oop-hdfs-project/hadoop-hdfs/src/main/bin/start-dfs.sh	144	#---------------------------------------------------------	COMMENT
MEDIUM	…oop-hdfs-project/hadoop-hdfs/src/main/bin/start-dfs.sh	161	#---------------------------------------------------------	COMMENT
MEDIUM	…-project/hadoop-hdfs/src/main/bin/refresh-namenodes.sh	19	# ------------------------------------------------------------------	COMMENT
MEDIUM	dev-support/docker/hadoop_env_checks.sh	21	# -------------------------------------------------------	COMMENT
MEDIUM	dev-support/docker/hadoop_env_checks.sh	41	# -------------------------------------------------------	COMMENT
MEDIUM	dev-support/docker/hadoop_env_checks.sh	58	# -------------------------------------------------------	COMMENT
MEDIUM	dev-support/docker/hadoop_env_checks.sh	83	# -------------------------------------------------------	COMMENT
MEDIUM	dev-support/docker/hadoop_env_checks.sh	110	# -------------------------------------------------------	COMMENT
MEDIUM	dev-support/docker/hadoop_env_checks.sh	116	# -------------------------------------------------------	COMMENT

Structural Annotation Overuse58 hits · 104 pts

Severity	File	Line	Snippet	Context
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3298	// Step 1: Create a Configuration object to hold the settings.	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3301	// Step 2: Setup the host files.	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3313	// Step 3: Create a MockRM (ResourceManager) instance to simulate RM behavior	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3319	// Step 4: Register and simulate node activity for "test_host1"	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3325	// Step 5: Validate that test_host3 is marked as a LOST node	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3332	// Step 6: Validate node metrics for lost, active, and decommissioned nodes	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3341	// Step 7: Register and simulate node activity for "test_host3"	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3346	// Step 8: Validate updated node metrics after registering test_host3	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	138	// Step 1: Launch an App in Default Queue which utilizes the entire cluster	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	150	// Step 2: Wait till the nodes utilization are full	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	161	// Step 3: Launch another App in Queue A which will be Reserved	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	186	// Step 4: Wait for Preemption to happen. It will preempt Node1 (1GB)	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	203	// Step 5: Don't release the container from NodeManager so that Reservation	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	241	// Step 6: Okay, now preempted node is Node1 and reserved node is Node3	COMMENT
LOW⚡	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	260	// Step 7: Wait for app-2 to get ALLOCATED	COMMENT
LOW⚡	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	265	// Step 8: Validate if app-2 has got 1 live container and	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	183	// Step 1: Start a MiniDFSCluster for Log Aggregation Path	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	195	// Step 2: Prepare a Mock FileSystem which returns Delegation Token	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	216	// Step 3: Prepare a Mock YarnClientImpl	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	245	// Step 4: Prepare a ApplicationSubmissionContext and submit the app	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	262	// Step 5: Verify automatic addition of HDFS DT for log aggregation path	COMMENT
LOW⚡	…curity/authentication/util/TestSubjectPropagation.java	98	// Step 1: create the worker INSIDE the callAs scope so it inherits the Subject's ThreadLocal.	COMMENT
LOW⚡	…curity/authentication/util/TestSubjectPropagation.java	103	// Step 2: callAs has exited. Submit a task that itself spawns a grandchild Thread,	COMMENT
LOW	…e-project/hadoop-bos/src/test/resources/README-TEST.md	44	### Step 1: Create Test Configuration File	COMMENT
LOW	…e-project/hadoop-bos/src/test/resources/README-TEST.md	53	### Step 2: Configure BOS Credentials	COMMENT
LOW	…e-project/hadoop-bos/src/test/resources/README-TEST.md	69	### Step 3: Set Authentication	COMMENT
LOW	…hadoop-aws/src/site/markdown/tools/hadoop-aws/index.md	271	### Step 1: Create a credential file	COMMENT
LOW	…hadoop-aws/src/site/markdown/tools/hadoop-aws/index.md	298	### Step 2: Configure the `hadoop.security.credential.provider.path` property	COMMENT
LOW	…hadoop-sls/src/site/markdown/SchedulerLoadSimulator.md	111	### Step 1: Configure Hadoop and the simulator	COMMENT
LOW	…hadoop-sls/src/site/markdown/SchedulerLoadSimulator.md	178	### Step 2: Run the simulator	COMMENT
LOW	…hadoop/fs/azurebfs/services/ITestAbfsOutputStream.java	411	// Step 2: Mock the clientHandler to return the blobClient when getBlobClient is called	COMMENT
LOW	…a/org/apache/hadoop/fs/azurebfs/AbfsConfiguration.java	1028	for (T enumConstant : defaultValue.getDeclaringClass().getEnumConstants()) { // Step 3: Iterate over enum constant	CODE
LOW	…sourceestimator/src/site/markdown/ResourceEstimator.md	71	### Step 1: Start the estimator	COMMENT
LOW	…sourceestimator/src/site/markdown/ResourceEstimator.md	82	### Step 2: Run the estimator	COMMENT
LOW	…sourceestimator/src/site/markdown/ResourceEstimator.md	106	### Step 3: Run the estimator	COMMENT
LOW	…ls/hadoop-dynamometer/src/site/markdown/Dynamometer.md	71	### Step 1: Preparing Requisite Files	COMMENT
LOW	…ls/hadoop-dynamometer/src/site/markdown/Dynamometer.md	75	### Step 2: Prepare FsImage Files	COMMENT
LOW	…ls/hadoop-dynamometer/src/site/markdown/Dynamometer.md	96	### Step 3: Prepare a Hadoop Binary	COMMENT
LOW	…ls/hadoop-dynamometer/src/site/markdown/Dynamometer.md	113	### Step 4: Prepare Configurations	COMMENT
LOW	…ls/hadoop-dynamometer/src/site/markdown/Dynamometer.md	122	### Step 5: Execute the Block Generation Job	COMMENT
LOW	…ls/hadoop-dynamometer/src/site/markdown/Dynamometer.md	137	### Step 6: Prepare Audit Traces (Optional)	COMMENT
LOW	…src/main/java/org/apache/hadoop/hdfs/StripeReader.java	439	// Step 1: prepare indices and output buffers for missing data units	COMMENT
LOW⚡	…src/main/java/org/apache/hadoop/hdfs/StripeReader.java	450	// Step 2: decode into prepared output buffers	COMMENT
LOW⚡	…src/main/java/org/apache/hadoop/hdfs/StripeReader.java	453	// Step 3: fill original application buffer with decoded data	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	349	// Step 1: map the byte range to StripingCells	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	353	// Step 2: get the unmerged ranges on each internal block	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	357	// Step 3: merge into stripes	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	361	// Step 4: calculate each chunk's position in destination buffer. Since the	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	408	// Step 0: analyze range and calculate basic parameters	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	411	// Step 1: map the byte range to StripingCells	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	415	// Step 2: get the unmerged ranges on each internal block	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	419	// Step 3: merge into at most 5 stripes	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	423	// Step 4: calculate each chunk's position in destination buffer	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	426	// Step 5: prepare ALLZERO blocks	COMMENT
LOW	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	384	// Step 5: prepare ALLZERO blocks	COMMENT
LOW	…e/hadoop/hdfs/server/blockmanagement/BlockManager.java	2150	// Step 1: categorize at-risk blocks into replication and EC tasks	COMMENT
LOW	…e/hadoop/hdfs/server/blockmanagement/BlockManager.java	2171	// Step 2: choose target nodes for each reconstruction task	COMMENT
LOW	…e/hadoop/hdfs/server/blockmanagement/BlockManager.java	2192	// Step 3: add tasks to the DN	COMMENT

Verbosity Indicators51 hits · 93 pts

Severity	File	Line	Snippet	Context
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3298	// Step 1: Create a Configuration object to hold the settings.	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3301	// Step 2: Setup the host files.	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3313	// Step 3: Create a MockRM (ResourceManager) instance to simulate RM behavior	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3319	// Step 4: Register and simulate node activity for "test_host1"	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3325	// Step 5: Validate that test_host3 is marked as a LOST node	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3332	// Step 6: Validate node metrics for lost, active, and decommissioned nodes	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3341	// Step 7: Register and simulate node activity for "test_host3"	COMMENT
LOW⚡	…server/resourcemanager/TestResourceTrackerService.java	3346	// Step 8: Validate updated node metrics after registering test_host3	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	138	// Step 1: Launch an App in Default Queue which utilizes the entire cluster	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	150	// Step 2: Wait till the nodes utilization are full	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	161	// Step 3: Launch another App in Queue A which will be Reserved	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	186	// Step 4: Wait for Preemption to happen. It will preempt Node1 (1GB)	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	203	// Step 5: Don't release the container from NodeManager so that Reservation	COMMENT
LOW	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	241	// Step 6: Okay, now preempted node is Node1 and reserved node is Node3	COMMENT
LOW⚡	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	260	// Step 7: Wait for app-2 to get ALLOCATED	COMMENT
LOW⚡	…ity/TestCapacitySchedulerMultiNodesWithPreemption.java	265	// Step 8: Validate if app-2 has got 1 live container and	COMMENT
LOW	…rcemanager/scheduler/capacity/AbstractParentQueue.java	439	// We need to check if the parent of the child queue is exactly this	COMMENT
LOW	…/src/main/resources/webapps/static/jt/jquery.jstree.js	1413	// this variable stores the path to the themes folder - if left as false - it will be autodetected	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	183	// Step 1: Start a MiniDFSCluster for Log Aggregation Path	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	195	// Step 2: Prepare a Mock FileSystem which returns Delegation Token	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	216	// Step 3: Prepare a Mock YarnClientImpl	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	245	// Step 4: Prepare a ApplicationSubmissionContext and submit the app	COMMENT
LOW	…he/hadoop/yarn/client/api/impl/TestYarnClientImpl.java	262	// Step 5: Verify automatic addition of HDFS DT for log aggregation path	COMMENT
LOW⚡	…curity/authentication/util/TestSubjectPropagation.java	98	// Step 1: create the worker INSIDE the callAs scope so it inherits the Subject's ThreadLocal.	COMMENT
LOW⚡	…curity/authentication/util/TestSubjectPropagation.java	103	// Step 2: callAs has exited. Submit a task that itself spawns a grandchild Thread,	COMMENT
LOW	…pache/hadoop/io/compress/bzip2/CBZip2OutputStream.java	1827	// Step 1:	COMMENT
LOW	…pache/hadoop/io/compress/bzip2/CBZip2OutputStream.java	1851	// Step 2:	COMMENT
LOW	…pache/hadoop/io/compress/bzip2/CBZip2OutputStream.java	1871	// Step 3:	COMMENT
LOW	…/apache/hadoop/fs/gs/GoogleCloudStorageFileSystem.java	119	// we need to check if there are no conflicting items in the directory tree:	COMMENT
LOW	…/apache/hadoop/fs/gs/GoogleCloudStorageFileSystem.java	220	// Before creating a leaf directory we need to check if there are no conflicting files	COMMENT
LOW	…hadoop/fs/azurebfs/services/ITestAbfsOutputStream.java	411	// Step 2: Mock the clientHandler to return the blobClient when getBlobClient is called	COMMENT
LOW	…a/org/apache/hadoop/fs/azurebfs/AbfsConfiguration.java	1028	for (T enumConstant : defaultValue.getDeclaringClass().getEnumConstants()) { // Step 3: Iterate over enum constant	CODE
LOW	…che/hadoop/fs/azurebfs/services/AbfsRestOperation.java	130	* This variable stores the tracing context used for last Rest Operation.	COMMENT
LOW	…apache/hadoop/fs/azurebfs/services/AbfsBlobClient.java	500	// If the list operation returns no paths, we need to check if the path is a file.	COMMENT
LOW	…src/main/java/org/apache/hadoop/hdfs/StripeReader.java	439	// Step 1: prepare indices and output buffers for missing data units	COMMENT
LOW⚡	…src/main/java/org/apache/hadoop/hdfs/StripeReader.java	450	// Step 2: decode into prepared output buffers	COMMENT
LOW⚡	…src/main/java/org/apache/hadoop/hdfs/StripeReader.java	453	// Step 3: fill original application buffer with decoded data	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	349	// Step 1: map the byte range to StripingCells	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	353	// Step 2: get the unmerged ranges on each internal block	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	357	// Step 3: merge into stripes	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	361	// Step 4: calculate each chunk's position in destination buffer. Since the	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	408	// Step 0: analyze range and calculate basic parameters	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	411	// Step 1: map the byte range to StripingCells	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	415	// Step 2: get the unmerged ranges on each internal block	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	419	// Step 3: merge into at most 5 stripes	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	423	// Step 4: calculate each chunk's position in destination buffer	COMMENT
LOW⚡	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	426	// Step 5: prepare ALLZERO blocks	COMMENT
LOW	…java/org/apache/hadoop/hdfs/util/StripedBlockUtil.java	384	// Step 5: prepare ALLZERO blocks	COMMENT
LOW	…e/hadoop/hdfs/server/blockmanagement/BlockManager.java	2150	// Step 1: categorize at-risk blocks into replication and EC tasks	COMMENT
LOW	…e/hadoop/hdfs/server/blockmanagement/BlockManager.java	2171	// Step 2: choose target nodes for each reconstruction task	COMMENT
LOW	…e/hadoop/hdfs/server/blockmanagement/BlockManager.java	2192	// Step 3: add tasks to the DN	COMMENT

AI Slop Vocabulary16 hits · 47 pts

Severity	File	Line	Snippet	Context
MEDIUM	…eservice/storage/common/HBaseTimelineStorageUtils.java	95	// Essentially we are treating it like an 'unsigned very very long' and	COMMENT
MEDIUM	…org/apache/hadoop/registry/server/dns/RegistryDNS.java	221	// registryDNS can utilize local DNS server as upstream lookup.	COMMENT
MEDIUM	…oop-common/src/main/native/gtest/include/gtest/gtest.h	9436	// This implementation is not meant to be as highly tuned or robust	COMMENT
MEDIUM	…oop-common/src/main/native/gtest/include/gtest/gtest.h	9508	// In practice, this can be used to test functions that utilize the	COMMENT
MEDIUM	…main/java/org/apache/hadoop/util/DirectBufferPool.java	48	// Essentially implement a multimap with weak values.	COMMENT
MEDIUM	…g/apache/hadoop/fs/statistics/IOStatisticsLogging.java	232	// robust extract and convert to string	COMMENT
MEDIUM	…mmon-project/hadoop-common/src/main/conf/hadoop-env.sh	127	# Similarly, end users should utilize ${HOME}/.hadooprc .	COMMENT
MEDIUM	…/main/java/org/apache/hadoop/fs/s3a/S3AFileSystem.java	4451	// Essentially: no DTs, no canonical service name.	COMMENT
MEDIUM	…tools/hadoop-sls/src/main/html/js/thirdparty/jquery.js	10821	// understands anonymous AMD modules. A named AMD is safest and most robust	COMMENT
MEDIUM	…azurebfs/services/AbfsManagedApacheHttpConnection.java	119	return true; // Definitely stale	CODE
MEDIUM	…n/java/org/apache/hadoop/tools/dynamometer/Client.java	501	// Store a temporary config to leverage Configuration's time duration	COMMENT
MEDIUM	…s/src/test/java/org/apache/hadoop/hdfs/TestHFlush.java	309	// Make sure we work with DFS in order to utilize all its functionality	COMMENT
MEDIUM	…c/test/java/org/apache/hadoop/hdfs/TestDFSUpgrade.java	64	// TODO: Avoid hard-coding expected_txid. The test should be more robust.	COMMENT
MEDIUM	…e/hadoop/hdfs/server/namenode/TestCacheDirectives.java	965	// the NameNode be robust against this.	COMMENT
MEDIUM	…s/server/datanode/erasurecode/ErasureCodingWorker.java	78	// Essentially, this is a cachedThreadPool.	COMMENT
MEDIUM	…rg/apache/hadoop/hdfs/server/namenode/FSEditLogOp.java	5076	// robust.	COMMENT

Hyper-Verbose Identifiers45 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	…ain/webapp/docs/development/adding-validation-rules.md	243	export function getAffectedQueuesForValidation(	CODE
LOW	…ain/webapp/docs/development/adding-validation-rules.md	355	function evaluateWithStagedChanges(context: ValidationContext): ValidationIssue[] {	CODE
LOW	…ain/webapp/docs/development/adding-validation-rules.md	445	function evaluateDefaultLifetimeConstraint(context: ValidationContext): ValidationIssue[] {	CODE
LOW	…acity-scheduler-ui/src/main/webapp/src/types/guards.ts	35	export function getQueueNameValidationError(name: string): string \| null {	CODE
LOW	…uler-ui/src/main/webapp/src/config/validation-rules.ts	102	function evaluateCapacityTypeConsistency(context: ValidationContext): ValidationIssue[] {	CODE
LOW	…uler-ui/src/main/webapp/src/config/validation-rules.ts	237	function evaluateMaxCapacityRelationship(context: ValidationContext): ValidationIssue[] {	CODE
LOW	…uler-ui/src/main/webapp/src/config/validation-rules.ts	331	function evaluateParentChildCapacityConstraints(context: ValidationContext): ValidationIssue[] {	CODE
LOW	…uler-ui/src/main/webapp/src/config/validation-rules.ts	397	function evaluateParentChildCapacityMode(context: ValidationContext): ValidationIssue[] {	CODE
LOW	…uler-ui/src/main/webapp/src/config/validation-rules.ts	476	function evaluateWeightModeTransitionFlexibleAQC(context: ValidationContext): ValidationIssue[] {	CODE
LOW	…er-ui/src/main/webapp/src/config/properties/helpers.ts	27	export function getTemplatePropertyDefinitions(): PropertyDescriptor[] {	CODE
LOW	…er-ui/src/main/webapp/src/config/properties/helpers.ts	31	export function getTemplatePropertiesByCategory(category: PropertyCategory): PropertyDescriptor[] {	CODE
LOW	…rc/features/property-editor/hooks/usePropertyEditor.ts	36	function mergeFormAndValidationErrors(	CODE
LOW	…gement/components/QueueVisualizationContainer.test.tsx	109	function createSchedulerStoreState() {	CODE
LOW	…gement/components/QueueVisualizationContainer.test.tsx	176	function defaultSchedulerStoreImpl(	CODE
LOW	…rc/features/queue-management/hooks/useQueueTreeData.ts	618	function augmentQueueTreeWithStagedQueues(	CODE
LOW	…ebapp/src/features/template-config/utils/scopeUtils.ts	136	function stagedTemplatePathsForSuffix(	CODE
LOW	…src/features/staged-changes/utils/queueStateManager.ts	18	export function getParentQueuesForAdditions(	CODE
LOW	…src/features/staged-changes/utils/queueStateManager.ts	66	export function getQueuesForAutoCreationEnable(changes: StagedChange[]): string[] {	CODE
LOW	…src/features/staged-changes/utils/queueStateManager.ts	105	export function prepareMutationRequestForSubmission(request: SchedConfUpdateInfo): {	CODE
LOW	…src/features/staged-changes/utils/queueStateManager.ts	140	export function prepareMutationRequestWithVersion(	CODE
LOW	…/features/placement-rules/utils/placementRulesUtils.ts	42	export function extractPlacementRulesFromConfig(	CODE
LOW	…acement-rules/components/CustomPlacementHelpDialog.tsx	39	export function CustomPlacementHelpDialog({	CODE
LOW	…s/global-settings/hooks/useGlobalPropertyValidation.ts	24	export function useGlobalPropertyValidation() {	CODE
LOW	…webapp/src/features/validation/utils/affectedQueues.ts	25	export function getAffectedQueuesForValidation(	CODE
LOW	…-scheduler-ui/src/main/webapp/src/utils/configUtils.ts	60	export function getEffectivePropertyValue(	CODE
LOW	…-scheduler-ui/src/main/webapp/src/utils/configUtils.ts	96	export function buildEffectivePropertyKey(queuePath: string, propertyName: string): string {	CODE
LOW	…cheduler-ui/src/main/webapp/src/utils/propertyUtils.ts	65	export function buildNodeLabelPropertyKey(	CODE
LOW	…ler-ui/src/main/webapp/src/lib/errors/readOnlyGuard.ts	15	export function createReadOnlyBlockedError(operation: string): {	CODE
LOW	…duler-ui/src/main/webapp/src/lib/errors/error-utils.ts	68	export function createDetailedErrorMessage(	CODE
LOW	…n/server/resourcemanager/webapp/RMAppAttemptBlock.java	77	.append("function getTableDataFromObjectArray(objectArray, fields) {")	CODE
LOW	…n/server/resourcemanager/webapp/RMAppAttemptBlock.java	242	.append("function handleRefreshSchedulerActDone(data){")	CODE
LOW	…n/server/resourcemanager/webapp/RMAppAttemptBlock.java	249	.append("function handleQuerySchedulerActDone(data){")	CODE
LOW	…n/server/resourcemanager/webapp/RMAppAttemptBlock.java	279	.append("function refreshSchedulerDiagnostics() {")	CODE
LOW	…n/server/resourcemanager/webapp/RMAppAttemptBlock.java	284	.append("function querySchedulerDiagnostics() {")	CODE
LOW	…ache/hadoop/yarn/server/AMHeartbeatRequestHandler.java	43	public class AMHeartbeatRequestHandler extends Thread {	CODE
LOW	…doop/yarn/server/timeline/TestTimelineDataManager.java	43	public class TestTimelineDataManager extends TimelineStoreTestUtils {	CODE
LOW	…e/hadoop/yarn/server/timeline/TimelineDataManager.java	55	public class TimelineDataManager extends AbstractService {	CODE
LOW	…adoop-yarn-ui/src/main/webapp/app/adapters/yarn-log.js	21	function createEmptyContainerLogInfo(location) {	CODE
LOW	…rn-ui/src/main/webapp/app/components/sunburst-chart.js	195	function initializeBreadcrumbTrail() {	CODE
LOW	…n-ui/src/main/webapp/app/helpers/log-adapter-helper.js	19	export function createEmptyContainerLogInfo(location) {	CODE
LOW	…oop-yarn-ui/src/main/webapp/app/initializers/loader.js	61	function getYarnHttpProtocolScheme(rmhost, application) {	CODE
LOW	…main/java/org/apache/hadoop/mcp/McpRequestHandler.java	44	public final class McpRequestHandler {	CODE
LOW	…tools/hadoop-sls/src/main/html/js/thirdparty/jquery.js	9039	function addToPrefiltersOrTransports( structure ) {	CODE
LOW	…tools/hadoop-sls/src/main/html/js/thirdparty/jquery.js	9073	function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {	CODE
LOW	…oject/hadoop-hdfs/src/main/webapps/static/rest-csrf.js	39	function getTrimmedStringArrayValue(element) {	CODE

Fake / Example Data29 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	…applications-catalog-webapp/src/main/webapp/theme.html	631	<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Maecenas sed diam eget risus varius blandit sit amet non	CODE
LOW⚡	…applications-catalog-webapp/src/main/webapp/theme.html	631	<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Maecenas sed diam eget risus varius blandit sit amet non	CODE
LOW⚡	…applications-catalog-webapp/src/main/webapp/theme.html	632	magna. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Praesent commodo cursus magna, vel scelerisque	CODE
LOW⚡	…applications-catalog-webapp/src/main/webapp/theme.html	632	magna. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Praesent commodo cursus magna, vel scelerisque	CODE
LOW	…/placement-rules/components/PlacementRuleForm.test.tsx	467	'placeholder',	CODE
LOW	…duler/fair/converter/FSConfigConverterTestCommons.java	161	out.println("dummy_key=dummy_value");	CODE
LOW	…nager/placement/csmappingrule/TestVariableContext.java	188	.put("%userPhone", "555-3221")	CODE
LOW	…nager/placement/csmappingrule/TestVariableContext.java	202	testCases.put("%userPhone", "555-3221");	CODE
LOW	…s/webapps/static/jquery/jquery-ui-1.13.2.custom.min.js	6	!function(t){"use strict";"function"==typeof define&&define.amd?define(["jquery"],t):t(jQuery)}(function(V){"use strict"	CODE
LOW	…s/webapps/static/dt-1.11.5/js/jquery.dataTables.min.js	55	null!==a.searchDelay?a.searchDelay:"ssp"===Q(a)?400:0;var m=l("input",b).val(e.sSearch).attr("placeholder",d.sSearchPlac	CODE
LOW	…va/org/apache/hadoop/yarn/webapp/view/LipsumBlock.java	30	__("Lorem ipsum dolor sit amet, consectetur adipiscing elit.",	CODE
LOW	…va/org/apache/hadoop/yarn/webapp/view/LipsumBlock.java	30	__("Lorem ipsum dolor sit amet, consectetur adipiscing elit.",	CODE
LOW	…/org/apache/hadoop/yarn/client/ProtocolHATestBase.java	801	ByteBuffer key = ByteBuffer.wrap("fake_key".getBytes());	CODE
LOW	…adoop/fs/tosfs/object/tos/TestChainTOSInputStream.java	183	String key = "dummy-key";	CODE
LOW	…ava/org/apache/hadoop/mapreduce/TestTypeConverter.java	119	when(mockReport.getUser()).thenReturn("dummy-user");	CODE
LOW	…ava/org/apache/hadoop/mapreduce/TestTypeConverter.java	146	assertEquals("dummy-user", status.getUsername(), "user set incorrectly");	CODE
LOW	…va/org/apache/hadoop/mapreduce/v2/util/TestMRApps.java	203	String jobFile = MRApps.getJobFile(conf, "dummy-user",	CODE
LOW	…va/org/apache/hadoop/mapreduce/v2/util/TestMRApps.java	206	assertEquals("/my/path/to/staging/dummy-user/.staging/job_dummy-job_12345/job.xml", jobFile,	CODE
LOW	…doop/mapreduce/v2/app/rm/TestRMContainerAllocator.java	3634	ByteBuffer.wrap("fake_key".getBytes()),	CODE
LOW	…ache/hadoop/fs/s3a/ITestS3AAWSCredentialsProvider.java	93	return AwsBasicCredentials.create("dummy_key", "dummy_secret");	CODE
LOW	…ache/hadoop/fs/azurebfs/ITestAbfsMsiTokenProvider.java	137	token.setAccessToken("fake-token");	CODE
LOW	…ache/hadoop/fs/azurebfs/ITestAbfsMsiTokenProvider.java	150	assertThat(token.getAccessToken()).isEqualTo("fake-token");	CODE
LOW	…azurebfs/oauth2/TestWorkloadIdentityTokenProvider.java	45	private static final String TOKEN = "dummy-token";	CODE
LOW	…-hdfs/src/main/webapps/static/jquery.dataTables.min.js	4	*/ var $jscomp=$jscomp\|\|{};$jscomp.scope={},$jscomp.findInternal=function(t,e,n){t instanceof String&&(t=String(t));for(	COMMENT
LOW⚡	…ps/static/bootstrap-3.4.1/js/bootstrap-editable.min.js	5	!function(a){"use strict";var b=function(b,c){this.options=a.extend({},a.fn.editableform.defaults,c),this.$div=a(b),this	CODE
LOW⚡	…ps/static/bootstrap-3.4.1/js/bootstrap-editable.min.js	7	return a==b}),n=a.inArray(o[0],k[f].months)+1;break;case"M":o=a(k[f].monthsShort).filter(function(){var a=this.slice(0,j	CODE
LOW	…adoop/hdfs/server/federation/router/TestRouterRpc.java	252	conf.set(DFSConfigKeys.DFS_NAMENODE_IP_PROXY_USERS, "placeholder");	CODE
LOW	…t/java/org/apache/hadoop/example/ITUseMiniCluster.java	65	private static final String TEXT = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	…t/java/org/apache/hadoop/example/ITUseMiniCluster.java	65	private static final String TEXT = "Lorem ipsum dolor sit amet, consectetur "	CODE

Synthetic Comment Markers4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	…/hadoop/fs/gs/GoogleCloudStorageClientReadChannel.java	521	// close existing contentChannel as requested bytes can't be served from current	COMMENT
HIGH	…doop/fs/azurebfs/services/ITestAbfsPositionedRead.java	160	// disabled, it will only read the exact bytes as requested and no data	COMMENT
HIGH	…e/hadoop/hdfs/server/namenode/TestCacheDirectives.java	1097	// only 3 because the file only has 3 replicas, not 4 as requested.	COMMENT
HIGH	…p/hdfs/server/blockmanagement/LowRedundancyBlocks.java	257	//there is less than a third as many blocks as requested;	COMMENT

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ge-project/hadoop-bos/src/test/resources/core-site.xml	48	# Create a file auth-keys.xml - DO NOT ADD TO REVISION CONTROL	COMMENT
MEDIUM	…ge-project/hadoop-gcp/src/test/resources/core-site.xml	40	# Create a file auth-keys.xml - DO NOT ADD TO REVISION CONTROL	COMMENT
MEDIUM	…ct/hadoop-huaweicloud/src/test/resources/core-site.xml	128	# Create a file auth-keys.xml - DO NOT ADD TO REVISION CONTROL	COMMENT
MEDIUM	…doop-tools/hadoop-aws/src/test/resources/core-site.xml	225	# Create a file auth-keys.xml - DO NOT ADD TO REVISION CONTROL	COMMENT
MEDIUM	…p-tools/hadoop-aliyun/src/test/resources/core-site.xml	38	# Create a file auth-keys.xml - DO NOT ADD TO REVISION CONTROL	COMMENT
MEDIUM	…ools/hadoop-azure-datalake/src/test/resources/adls.xml	17	# Create a file auth-keys.xml - DO NOT ADD TO REVISION CONTROL	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…p/yarn/server/resourcemanager/TestAMAuthorization.java	397	// TODO: Add validation of invalid authorization when there's more data in	COMMENT
LOW	…e-client/src/main/native/fuse-dfs/test/fuse_workload.c	55	// TODO: implement/test access, mknod, symlink	COMMENT
LOW	…op/hdfs/TestDFSStripedOutputStreamWithFailureBase.java	330	//TODO: implement hflush/hsync and verify gs strict greater than oldGS	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/timelineservice/reader/filter/TimelineFilterList.java	31	* operator {@link Operator#AND} or {@link Operator#OR}. Since you can use	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…project/hadoop-common/src/main/bin/hadoop-functions.sh	1948	# Check if jsvc -help has entry for option -cwd	COMMENT
LOW	dev-support/jenkins.sh	246	# Check if the CI needs to be run, if so, do so :)	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…heduler-ui/src/main/webapp/public/mockServiceWorker.js	122	async function handleRequest(event, requestId) {	CODE
LOW	…tools/hadoop-sls/src/main/html/js/thirdparty/jquery.js	4401	function getData( data ) {	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	dev-support/docker/pkg-resolver/resolve.py	29		CODE
LOW	dev-support/docker/pkg-resolver/resolve.py	42		CODE

apache/hadoop

Open-Source Code Quality, Security and Technical Debt Review