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[JMX Insight] Hadoop jmx metics semconv alignment #14411
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# Hadoop Metrics | ||
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Here is the list of metrics based on MBeans exposed by Hadoop. | ||
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| Metric Name | Type | Attributes | Description | | ||
|---------------------------------|---------------|-------------------------------------|--------------------------------------------------------| | ||
| hadoop.dfs.capacity | UpDownCounter | hadoop.node.name | Current raw capacity of data nodes. | | ||
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| hadoop.dfs.capacity.used | UpDownCounter | hadoop.node.name | Current used capacity across all data nodes. | | ||
| hadoop.dfs.block.count | UpDownCounter | hadoop.node.name | Current number of allocated blocks in the system. | | ||
| hadoop.dfs.block.missing | UpDownCounter | hadoop.node.name | Current number of missing blocks. | | ||
| hadoop.dfs.block.corrupt | UpDownCounter | hadoop.node.name | Current number of blocks with corrupt replicas. | | ||
| hadoop.dfs.volume.failure.count | Counter | hadoop.node.name | Total number of volume failures across all data nodes. | | ||
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| hadoop.dfs.file.count | UpDownCounter | hadoop.node.name | Current number of files and directories. | | ||
| hadoop.dfs.connection.count | UpDownCounter | hadoop.node.name | Current number of connection. | | ||
| hadoop.dfs.data_node.count | UpDownCounter | hadoop.node.name, hadoop.node.state | The number of data nodes. | |
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--- | ||
rules: | ||
- bean: Hadoop:service=NameNode,name=FSNamesystem | ||
prefix: hadoop.dfs. | ||
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metricAttribute: | ||
hadoop.node.name: beanattr(tag\.Hostname) | ||
mapping: | ||
# hadoop.dfs.capacity | ||
CapacityTotal: | ||
metric: capacity | ||
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type: updowncounter | ||
unit: By | ||
desc: Current raw capacity of DataNodes. | ||
# hadoop.dfs.capacity.used | ||
CapacityUsed: | ||
metric: capacity.used | ||
type: updowncounter | ||
unit: By | ||
desc: Current used capacity across all DataNodes. | ||
# hadoop.dfs.block.count | ||
BlocksTotal: | ||
metric: block.count | ||
type: updowncounter | ||
unit: "{block}" | ||
desc: Current number of allocated blocks in the system. | ||
# hadoop.dfs.block.missing | ||
MissingBlocks: | ||
metric: block.missing | ||
type: updowncounter | ||
unit: "{block}" | ||
desc: Current number of missing blocks. | ||
# hadoop.dfs.block.corrupt | ||
CorruptBlocks: | ||
metric: block.corrupt | ||
type: updowncounter | ||
unit: "{block}" | ||
desc: Current number of blocks with corrupt replicas. | ||
# hadoop.dfs.volume.failure.count | ||
VolumeFailuresTotal: | ||
metric: volume.failure.count | ||
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type: counter | ||
unit: "{failure}" | ||
desc: Total number of volume failures across all DataNodes. | ||
# hadoop.dfs.file.count | ||
FilesTotal: | ||
metric: file.count | ||
type: updowncounter | ||
unit: "{file}" | ||
desc: Current number of files and directories. | ||
# hadoop.dfs.connection.count | ||
TotalLoad: | ||
metric: connection.count | ||
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type: updowncounter | ||
unit: "{connection}" | ||
desc: Current number of connections. | ||
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# hadoop.dfs.data_node.count | ||
NumLiveDataNodes: | ||
metric: &metric data_node.count | ||
type: &type updowncounter | ||
unit: &unit "{node}" | ||
desc: &desc The number of DataNodes. | ||
metricAttribute: | ||
hadoop.node.state: const(live) | ||
NumDeadDataNodes: | ||
metric: *metric | ||
type: *type | ||
unit: *unit | ||
desc: *desc | ||
metricAttribute: | ||
hadoop.node.state: const(dead) | ||
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/* | ||
* Copyright The OpenTelemetry Authors | ||
* SPDX-License-Identifier: Apache-2.0 | ||
*/ | ||
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package io.opentelemetry.instrumentation.jmx.rules; | ||
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import static io.opentelemetry.instrumentation.jmx.rules.assertions.DataPointAttributes.attribute; | ||
import static io.opentelemetry.instrumentation.jmx.rules.assertions.DataPointAttributes.attributeGroup; | ||
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import io.opentelemetry.instrumentation.jmx.rules.assertions.AttributeMatcher; | ||
import java.time.Duration; | ||
import java.util.Collections; | ||
import java.util.List; | ||
import org.junit.jupiter.api.Test; | ||
import org.testcontainers.containers.GenericContainer; | ||
import org.testcontainers.containers.wait.strategy.Wait; | ||
import org.testcontainers.utility.MountableFile; | ||
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class HadoopTest extends TargetSystemTest { | ||
@Test | ||
void testMetrics_Hadoop2x() { | ||
List<String> yamlFiles = Collections.singletonList("hadoop.yaml"); | ||
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yamlFiles.forEach(this::validateYamlSyntax); | ||
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// Hadoop startup script does not propagate env vars to launched hadoop daemons, | ||
// so all the env vars needs to be embedded inside the hadoop-env.sh file | ||
GenericContainer<?> target = | ||
new GenericContainer<>("bmedora/hadoop:2.9-base") | ||
.withCopyFileToContainer( | ||
MountableFile.forClasspathResource("hadoop2-env.sh", 0400), | ||
"/hadoop/etc/hadoop/hadoop-env.sh") | ||
.withCreateContainerCmdModifier(cmd -> cmd.withHostName("test-host")) | ||
.withStartupTimeout(Duration.ofMinutes(3)) | ||
.withExposedPorts(50070) | ||
.waitingFor(Wait.forListeningPorts(50070)); | ||
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copyAgentToTarget(target); | ||
copyYamlFilesToTarget(target, yamlFiles); | ||
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startTarget(target); | ||
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verifyMetrics(createMetricsVerifier()); | ||
} | ||
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@Test | ||
void testMetrics_Hadoop3x() { | ||
List<String> yamlFiles = Collections.singletonList("hadoop.yaml"); | ||
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yamlFiles.forEach(this::validateYamlSyntax); | ||
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// Hadoop startup script does not propagate env vars to launched hadoop daemons, | ||
// so all the env vars needs to be embedded inside the hadoop-env.sh file | ||
GenericContainer<?> target = | ||
new GenericContainer<>("loum/hadoop-pseudo:3.3.6") | ||
.withExposedPorts(9870, 9000) | ||
.withCopyFileToContainer( | ||
MountableFile.forClasspathResource("hadoop3-env.sh", 0644), | ||
"/opt/hadoop/etc/hadoop/hadoop-env.sh") | ||
.withCreateContainerCmdModifier(cmd -> cmd.withHostName("test-host")) | ||
.waitingFor( | ||
Wait.forListeningPorts(9870, 9000).withStartupTimeout(Duration.ofMinutes(3))); | ||
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copyAgentToTarget(target); | ||
copyYamlFilesToTarget(target, yamlFiles); | ||
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startTarget(target); | ||
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verifyMetrics(createMetricsVerifier()); | ||
} | ||
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private static MetricsVerifier createMetricsVerifier() { | ||
AttributeMatcher nodeNameAttribute = attribute("hadoop.node.name", "test-host"); | ||
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return MetricsVerifier.create() | ||
.disableStrictMode() | ||
.add( | ||
"hadoop.dfs.capacity", | ||
metric -> | ||
metric | ||
.hasDescription("Current raw capacity of DataNodes.") | ||
.hasUnit("By") | ||
.isUpDownCounter() | ||
.hasDataPointsWithOneAttribute(nodeNameAttribute)) | ||
.add( | ||
"hadoop.dfs.capacity.used", | ||
metric -> | ||
metric | ||
.hasDescription("Current used capacity across all DataNodes.") | ||
.hasUnit("By") | ||
.isUpDownCounter() | ||
.hasDataPointsWithOneAttribute(nodeNameAttribute)) | ||
.add( | ||
"hadoop.dfs.block.count", | ||
metric -> | ||
metric | ||
.hasDescription("Current number of allocated blocks in the system.") | ||
.hasUnit("{block}") | ||
.isUpDownCounter() | ||
.hasDataPointsWithOneAttribute(nodeNameAttribute)) | ||
.add( | ||
"hadoop.dfs.block.missing", | ||
metric -> | ||
metric | ||
.hasDescription("Current number of missing blocks.") | ||
.hasUnit("{block}") | ||
.isUpDownCounter() | ||
.hasDataPointsWithOneAttribute(nodeNameAttribute)) | ||
.add( | ||
"hadoop.dfs.block.corrupt", | ||
metric -> | ||
metric | ||
.hasDescription("Current number of blocks with corrupt replicas.") | ||
.hasUnit("{block}") | ||
.isUpDownCounter() | ||
.hasDataPointsWithOneAttribute(nodeNameAttribute)) | ||
.add( | ||
"hadoop.dfs.volume.failure.count", | ||
metric -> | ||
metric | ||
.hasDescription("Total number of volume failures across all DataNodes.") | ||
.hasUnit("{failure}") | ||
.isCounter() | ||
.hasDataPointsWithOneAttribute(nodeNameAttribute)) | ||
.add( | ||
"hadoop.dfs.file.count", | ||
metric -> | ||
metric | ||
.hasDescription("Current number of files and directories.") | ||
.hasUnit("{file}") | ||
.isUpDownCounter() | ||
.hasDataPointsWithOneAttribute(nodeNameAttribute)) | ||
.add( | ||
"hadoop.dfs.connection.count", | ||
metric -> | ||
metric | ||
.hasDescription("Current number of connections.") | ||
.hasUnit("{connection}") | ||
.isUpDownCounter() | ||
.hasDataPointsWithOneAttribute(nodeNameAttribute)) | ||
.add( | ||
"hadoop.dfs.data_node.count", | ||
metric -> | ||
metric | ||
.hasDescription("The number of DataNodes.") | ||
.hasUnit("{node}") | ||
.isUpDownCounter() | ||
.hasDataPointsWithAttributes( | ||
attributeGroup(attribute("hadoop.node.state", "live"), nodeNameAttribute), | ||
attributeGroup(attribute("hadoop.node.state", "dead"), nodeNameAttribute))); | ||
} | ||
} |
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[for reviewer] Naming prefix of metrics has been change to utilize a metric context (dfs).
Context is described in official docs: https://hadoop.apache.org/docs/stable/hadoop-project-dist/hadoop-common/Metrics.html