Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

[7.x] [ML] Adds ML modules for Metrics UI Integration (#76460) #77759

Merged
merged 1 commit into from
Sep 17, 2020
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
Original file line number Diff line number Diff line change
@@ -0,0 +1,3 @@
{
"icon": "metricsApp"
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
{
"id": "metrics_ui_hosts",
"title": "Metrics Hosts",
"description": "Detect anomalous memory and network behavior on hosts.",
"type": "Metricbeat Data",
"logoFile": "logo.json",
"jobs": [
{
"id": "hosts_memory_usage",
"file": "hosts_memory_usage.json"
},
{
"id": "hosts_network_in",
"file": "hosts_network_in.json"
},
{
"id": "hosts_network_out",
"file": "hosts_network_out.json"
}
],
"datafeeds": [
{
"id": "datafeed-hosts_memory_usage",
"file": "datafeed_hosts_memory_usage.json",
"job_id": "hosts_memory_usage"
},
{
"id": "datafeed-hosts_network_in",
"file": "datafeed_hosts_network_in.json",
"job_id": "hosts_network_in"
},
{
"id": "datafeed-hosts_network_out",
"file": "datafeed_hosts_network_out.json",
"job_id": "hosts_network_out"
}
]
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,16 @@
{
"job_id": "JOB_ID",
"indices": [
"INDEX_PATTERN_NAME"
],
"indices_options": {
"allow_no_indices": true
},
"query": {
"bool": {
"must": [
{"exists": {"field": "system.memory"}}
]
}
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,40 @@
{
"job_id": "JOB_ID",
"indices": [
"INDEX_PATTERN_NAME"
],
"indices_options": {
"allow_no_indices": true
},
"query": {
"bool": {
"must": [
{"exists": {"field": "system.network"}}
]
}
},
"chunking_config": {
"mode": "manual",
"time_span": "900s"
},
"aggregations": {
"host.name": {"terms": {"field": "host.name", "size": 100},
"aggregations": {
"buckets": {
"date_histogram": {"field": "@timestamp","fixed_interval": "5m"},
"aggregations": {
"@timestamp": {"max": {"field": "@timestamp"}},
"bytes_in_max": {"max": {"field": "system.network.in.bytes"}},
"bytes_in_derivative": {"derivative": {"buckets_path": "bytes_in_max"}},
"positive_only":{
"bucket_script": {
"buckets_path": {"in_derivative": "bytes_in_derivative.value"},
"script": "params.in_derivative > 0.0 ? params.in_derivative : 0.0"
}
}
}
}
}
}
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,40 @@
{
"job_id": "JOB_ID",
"indices": [
"INDEX_PATTERN_NAME"
],
"indices_options": {
"allow_no_indices": true
},
"query": {
"bool": {
"must": [
{"exists": {"field": "system.network"}}
]
}
},
"chunking_config": {
"mode": "manual",
"time_span": "900s"
},
"aggregations": {
"host.name": {"terms": {"field": "host.name", "size": 100},
"aggregations": {
"buckets": {
"date_histogram": {"field": "@timestamp","fixed_interval": "5m"},
"aggregations": {
"@timestamp": {"max": {"field": "@timestamp"}},
"bytes_out_max": {"max": {"field": "system.network.out.bytes"}},
"bytes_out_derivative": {"derivative": {"buckets_path": "bytes_out_max"}},
"positive_only":{
"bucket_script": {
"buckets_path": {"out_derivative": "bytes_out_derivative.value"},
"script": "params.out_derivative > 0.0 ? params.out_derivative : 0.0"
}
}
}
}
}
}
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,50 @@
{
"job_type": "anomaly_detector",
"groups": [
"hosts",
"metrics"
],
"description": "Metrics: Hosts - Identify unusual spikes in memory usage across hosts.",
"analysis_config": {
"bucket_span": "15m",
"detectors": [
{
"detector_description": "max('system.memory.actual.used.pct')",
"function": "max",
"field_name": "system.memory.actual.used.pct",
"custom_rules": [
{
"actions": [
"skip_result"
],
"conditions": [
{
"applies_to": "actual",
"operator": "lt",
"value": 0.1
}
]
}
]
}
],
"influencers": [
"host.name"
]
},
"data_description": {
"time_field": "@timestamp"
},
"analysis_limits": {
"model_memory_limit": "64mb"
},
"custom_settings": {
"created_by": "ml-module-metrics-ui-hosts",
"custom_urls": [
{
"url_name": "Host Metrics",
"url_value": "metrics/detail/host/$host.name$?metricTime=(autoReload:!f,refreshInterval:5000,time:(from:%27$earliest$%27,interval:%3E%3D1m,to:%27$latest$%27))"
}
]
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,37 @@
{
"job_type": "anomaly_detector",
"description": "Metrics: Hosts - Identify unusual spikes in inbound traffic across hosts.",
"groups": [
"hosts",
"metrics"
],
"analysis_config": {
"bucket_span": "15m",
"detectors": [
{
"detector_description": "max(bytes_in_derivative)",
"function": "max",
"field_name": "bytes_in_derivative"
}
],
"influencers": [
"host.name"
],
"summary_count_field_name": "doc_count"
},
"data_description": {
"time_field": "@timestamp"
},
"analysis_limits": {
"model_memory_limit": "32mb"
},
"custom_settings": {
"created_by": "ml-module-metrics-ui-hosts",
"custom_urls": [
{
"url_name": "Host Metrics",
"url_value": "metrics/detail/host/$host.name$?metricTime=(autoReload:!f,refreshInterval:5000,time:(from:%27$earliest$%27,interval:%3E%3D1m,to:%27$latest$%27))"
}
]
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,37 @@
{
"job_type": "anomaly_detector",
"description": "Metrics: Hosts - Identify unusual spikes in outbound traffic across hosts.",
"groups": [
"hosts",
"metrics"
],
"analysis_config": {
"bucket_span": "15m",
"detectors": [
{
"detector_description": "max(bytes_out_derivative)",
"function": "max",
"field_name": "bytes_out_derivative"
}
],
"influencers": [
"host.name"
],
"summary_count_field_name": "doc_count"
},
"data_description": {
"time_field": "@timestamp"
},
"analysis_limits": {
"model_memory_limit": "32mb"
},
"custom_settings": {
"created_by": "ml-module-metrics-ui-hosts",
"custom_urls": [
{
"url_name": "Host Metrics",
"url_value": "metrics/detail/host/$host.name$?metricTime=(autoReload:!f,refreshInterval:5000,time:(from:%27$earliest$%27,interval:%3E%3D1m,to:%27$latest$%27))"
}
]
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,3 @@
{
"icon": "metricsApp"
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
{
"id": "metrics_ui_k8s",
"title": "Metrics Kubernetes",
"description": "Detect anomalous memory and network behavior on Kubernetes pods.",
"type": "Metricbeat Data",
"logoFile": "logo.json",
"jobs": [
{
"id": "k8s_memory_usage",
"file": "k8s_memory_usage.json"
},
{
"id": "k8s_network_in",
"file": "k8s_network_in.json"
},
{
"id": "k8s_network_out",
"file": "k8s_network_out.json"
}
],
"datafeeds": [
{
"id": "datafeed-k8s_memory_usage",
"file": "datafeed_k8s_memory_usage.json",
"job_id": "k8s_memory_usage"
},
{
"id": "datafeed-k8s_network_in",
"file": "datafeed_k8s_network_in.json",
"job_id": "k8s_network_in"
},
{
"id": "datafeed-k8s_network_out",
"file": "datafeed_k8s_network_out.json",
"job_id": "k8s_network_out"
}
]
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,17 @@
{
"job_id": "JOB_ID",
"indices": [
"INDEX_PATTERN_NAME"
],
"indices_options": {
"allow_no_indices": true
},
"query": {
"bool": {
"must": [
{"exists": {"field": "kubernetes.pod.uid"}},
{"exists": {"field": "kubernetes.pod.memory"}}
]
}
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,44 @@
{
"job_id": "JOB_ID",
"indices": [
"INDEX_PATTERN_NAME"
],
"indices_options": {
"allow_no_indices": true
},
"query": {
"bool": {
"must": [
{"exists": {"field": "kubernetes.pod.network"}}
]
}
},
"chunking_config": {
"mode": "manual",
"time_span": "900s"
},
"aggregations": {
"kubernetes.namespace": {"terms": {"field": "kubernetes.namespace", "size": 25},
"aggregations": {
"kubernetes.pod.uid": {"terms": {"field": "kubernetes.pod.uid", "size": 100},
"aggregations": {
"buckets": {
"date_histogram": {"field": "@timestamp","fixed_interval": "5m"},
"aggregations": {
"@timestamp": {"max": {"field": "@timestamp"}},
"bytes_in_max": {"max": {"field": "kubernetes.pod.network.rx.bytes"}},
"bytes_in_derivative": {"derivative": {"buckets_path": "bytes_in_max"}},
"positive_only":{
"bucket_script": {
"buckets_path": {"in_derivative": "bytes_in_derivative.value"},
"script": "params.in_derivative > 0.0 ? params.in_derivative : 0.0"
}
}
}
}
}
}
}
}
}
}
Loading