From 8b66642f222832310a0b7aab7b19ea6467502caa Mon Sep 17 00:00:00 2001 From: Tudor Golubenco Date: Wed, 5 Jul 2017 14:03:20 +0200 Subject: [PATCH] New machine learning jobs (#4609) We now have 5 ML job configs for the access logs: * Detect unusual visitor rate * Detect unusual response_code rates * Detect low request rate * Detect unusual remote_ips - high distinct count of urls * Detect unusual remote_ips - high request rates This also comes with two new sample dashboards, to which the user can jump when reviewing the ML job results. --- CHANGELOG.asciidoc | 3 +- filebeat/docs/images/filebeat-nginx-ml.png | Bin 0 -> 396305 bytes ...Nginx-Access-Remote-IP-Count-Explorer.json | 13 ++ .../ML-Nginx-Remote-IP-URL-Explorer.json | 13 ++ .../5.x/search/ML-Filebeat-Nginx-Access.json | 16 +++ .../visualization/ML-Nginx-Access-Map.json | 11 ++ .../ML-Nginx-Access-Remote-IP-Timechart.json | 11 ++ ...-Nginx-Access-Response-Code-Timechart.json | 11 ++ .../ML-Nginx-Access-Top-Remote-IPs-Table.json | 11 ++ .../ML-Nginx-Access-Top-URLs-Table.json | 11 ++ ...inx-Access-Unique-Count-URL-Timechart.json | 11 ++ ...nginx-access-remote-ip-count-explorer.json | 124 ++++++++++++++++++ .../ml-nginx-remote-ip-url-explorer.json | 124 ++++++++++++++++++ .../datafeed_low_request_rate.json | 38 ++++++ .../datafeed_remote_ip_request_rate.json | 17 +++ .../datafeed_remote_ip_url_count.json | 17 +++ .../datafeed_response_code.json | 27 ---- .../datafeed_visitor_rate.json | 43 ++++++ .../machine_learning/low_request_rate.json | 30 +++++ .../remote_ip_request_rate.json | 33 +++++ .../machine_learning/remote_ip_url_count.json | 34 +++++ .../machine_learning/response_code.json | 30 +++-- .../access/machine_learning/visitor_rate.json | 30 +++++ filebeat/module/nginx/access/manifest.yml | 12 ++ .../docker/kibana/Dockerfile-snapshot | 2 +- testing/environments/snapshot.yml | 4 +- 26 files changed, 637 insertions(+), 39 deletions(-) create mode 100644 filebeat/docs/images/filebeat-nginx-ml.png create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/dashboard/ML-Nginx-Access-Remote-IP-Count-Explorer.json create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/dashboard/ML-Nginx-Remote-IP-URL-Explorer.json create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/search/ML-Filebeat-Nginx-Access.json create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/visualization/ML-Nginx-Access-Map.json create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/visualization/ML-Nginx-Access-Remote-IP-Timechart.json create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/visualization/ML-Nginx-Access-Response-Code-Timechart.json create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/visualization/ML-Nginx-Access-Top-Remote-IPs-Table.json create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/visualization/ML-Nginx-Access-Top-URLs-Table.json create mode 100644 filebeat/module/nginx/_meta/kibana/5.x/visualization/ML-Nginx-Access-Unique-Count-URL-Timechart.json create mode 100644 filebeat/module/nginx/_meta/kibana/default/dashboard/ml-nginx-access-remote-ip-count-explorer.json create mode 100644 filebeat/module/nginx/_meta/kibana/default/dashboard/ml-nginx-remote-ip-url-explorer.json create mode 100644 filebeat/module/nginx/access/machine_learning/datafeed_low_request_rate.json create mode 100644 filebeat/module/nginx/access/machine_learning/datafeed_remote_ip_request_rate.json create mode 100644 filebeat/module/nginx/access/machine_learning/datafeed_remote_ip_url_count.json create mode 100644 filebeat/module/nginx/access/machine_learning/datafeed_visitor_rate.json create mode 100644 filebeat/module/nginx/access/machine_learning/low_request_rate.json create mode 100644 filebeat/module/nginx/access/machine_learning/remote_ip_request_rate.json create mode 100644 filebeat/module/nginx/access/machine_learning/remote_ip_url_count.json create mode 100644 filebeat/module/nginx/access/machine_learning/visitor_rate.json diff --git a/CHANGELOG.asciidoc b/CHANGELOG.asciidoc index e6007695564..c619b5f4dd8 100644 --- a/CHANGELOG.asciidoc +++ b/CHANGELOG.asciidoc @@ -71,7 +71,8 @@ https://github.com/elastic/beats/compare/v6.0.0-alpha2...master[Check the HEAD d - Add experimental Redis module. {pull}4441[4441] - Nginx module: use the first not-private IP address as the remote_ip. {pull}4417[4417] - Load Ingest Node pipelines when the Elasticsearch connection is established, instead of only once at startup. {pull}4479[4479] -- Add support for loading Xpack Machine Learning configurations from the modules, and added sample configurations for the Nginx module. {pull}4506[4506] +- Add support for loading Xpack Machine Learning configurations from the modules, and added sample configurations for the Nginx module. {pull}4506[4506] {pull}4609[4609] + - Add udp prospector type. {pull}4452[4452] - Enabled Cgo which means libc is dynamically compiled. {pull}4546[4546] - Add Beta module config reloading mechanism {pull}4566[4566] diff --git 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new file mode 100644 index 00000000000..c8d3f09230c --- /dev/null +++ b/filebeat/module/nginx/access/machine_learning/datafeed_remote_ip_url_count.json @@ -0,0 +1,17 @@ +{ + "job_id": "JOB_ID", + "query_delay": "60s", + "frequency": "60s", + "indexes": [ + "filebeat-*" + ], + "types": [ + "_default_", + "log" + ], + "query": { + "match_all": { + "boost": 1 + } + } +} diff --git a/filebeat/module/nginx/access/machine_learning/datafeed_response_code.json b/filebeat/module/nginx/access/machine_learning/datafeed_response_code.json index 7231bd0b4fb..c8d3f09230c 100644 --- a/filebeat/module/nginx/access/machine_learning/datafeed_response_code.json +++ b/filebeat/module/nginx/access/machine_learning/datafeed_response_code.json @@ -13,32 +13,5 @@ "match_all": { "boost": 1 } - }, - "aggregations": { - "buckets": { - "date_histogram": { - "field": "@timestamp", - "interval": 3600000, - "offset": 0, - "order": { - "_key": "asc" - }, - "keyed": false, - "min_doc_count": 0 - }, - "aggregations": { - "@timestamp": { - "max": { - "field": "@timestamp" - } - }, - "nginx.access.response_code": { - "terms": { - "field": "nginx.access.response_code", - "size": 10000 - } - } - } - } } } diff --git a/filebeat/module/nginx/access/machine_learning/datafeed_visitor_rate.json b/filebeat/module/nginx/access/machine_learning/datafeed_visitor_rate.json new file mode 100644 index 00000000000..efe05f4d096 --- /dev/null +++ b/filebeat/module/nginx/access/machine_learning/datafeed_visitor_rate.json @@ -0,0 +1,43 @@ +{ + "job_id": "JOB_ID", + "query_delay": "60s", + "frequency": "60s", + "indexes": [ + "filebeat-*" + ], + "types": [ + "_default_", + "log" + ], + "query": { + "match_all": { + "boost": 1 + } + }, + "aggregations": { + "buckets": { + "date_histogram": { + "field": "@timestamp", + "interval": 900000, + "offset": 0, + "order": { + "_key": "asc" + }, + "keyed": false, + "min_doc_count": 0 + }, + "aggregations": { + "@timestamp": { + "max": { + "field": "@timestamp" + } + }, + "dc_remote_ips": { + "cardinality": { + "field": "nginx.access.remote_ip" + } + } + } + } + } +} diff --git a/filebeat/module/nginx/access/machine_learning/low_request_rate.json b/filebeat/module/nginx/access/machine_learning/low_request_rate.json new file mode 100644 index 00000000000..74fe31b2c66 --- /dev/null +++ b/filebeat/module/nginx/access/machine_learning/low_request_rate.json @@ -0,0 +1,30 @@ +{ + "description": "Nginx Access Logs: Detect low request rate", + "analysis_config" : { + "bucket_span": "15m", + "summary_count_field_name": "doc_count", + "detectors": [ + { + "detector_description": "nginx_access_low_request_rate", + "function": "low_count", + "detector_rules": [] + } + ], + "influencers": [] + }, + "data_description": { + "time_field": "@timestamp", + "time_format": "epoch_ms" + }, + "model_plot_config": { + "enabled": true + }, + "custom_settings": { + "custom_urls": [ + { + "url_name": "Raw Data", + "url_value": "kibana#/discover/ML-Filebeat-Nginx-Access?_g=(refreshInterval:(display:Off,pause:!f,value:0),time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!(),index:\u0027filebeat-*\u0027,interval:auto,query:(query_string:(analyze_wildcard:!t,query:\u0027*\u0027)),sort:!(\u0027@timestamp\u0027,desc))" + } + ] + } +} diff --git a/filebeat/module/nginx/access/machine_learning/remote_ip_request_rate.json b/filebeat/module/nginx/access/machine_learning/remote_ip_request_rate.json new file mode 100644 index 00000000000..53ea56c264e --- /dev/null +++ b/filebeat/module/nginx/access/machine_learning/remote_ip_request_rate.json @@ -0,0 +1,33 @@ +{ + "description": "Nginx Access Logs: Detect unusual remote_ips - high request rates", + "analysis_config" : { + "bucket_span": "1h", + "detectors": [ + { + "detector_description": "nginx_access_remote_ip_high_count", + "function": "high_count", + "over_field_name": "nginx.access.remote_ip", + "detector_rules": [] + } + ], + "influencers": [ + "nginx.access.remote_ip" + ] + }, + "data_description": { + "time_field": "@timestamp", + "time_format": "epoch_ms" + }, + "custom_settings": { + "custom_urls": [ + { + "url_name": "Count Explorer", + "url_value": 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+ }, + { + "url_name": "Raw Data", + "url_value": "kibana#/discover/ML-Filebeat-Nginx-Access?_g=(refreshInterval:(display:Off,pause:!f,value:0),time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027filebeat-*\u0027,key:nginx.access.remote_ip,negate:!f,type:phrase,value:\u0027$nginx.access.remote_ip$\u0027),query:(match:(nginx.access.remote_ip:(query:\u0027$nginx.access.remote_ip$\u0027,type:phrase))))),index:\u0027filebeat-*\u0027,interval:auto,query:(query_string:(analyze_wildcard:!t,query:\u0027*\u0027)),sort:!(\u0027@timestamp\u0027,desc))" + } + ] + } +} diff --git a/filebeat/module/nginx/access/machine_learning/remote_ip_url_count.json b/filebeat/module/nginx/access/machine_learning/remote_ip_url_count.json new file mode 100644 index 00000000000..28ccd5a1937 --- /dev/null +++ b/filebeat/module/nginx/access/machine_learning/remote_ip_url_count.json @@ -0,0 +1,34 @@ +{ + "description": "Nginx Access Logs: Detect unusual remote_ips - high distinct count of urls", + "analysis_config" : { + "bucket_span": "1h", + "detectors": [ + { + "detector_description": "nginx_access_remote_ip_high_dc_url", + "function": "high_distinct_count", + "field_name": "nginx.access.url", + "over_field_name": "nginx.access.remote_ip", + "detector_rules": [] + } + ], + "influencers": [ + "nginx.access.remote_ip" + ] + }, + "data_description": { + "time_field": "@timestamp", + "time_format": "epoch_ms" + }, + "custom_settings": { + "custom_urls": [ + { + "url_name": "URL Explorer", + "url_value": 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+ }, + { + "url_name": "Raw Data", + "url_value": "kibana#/discover/ML-Filebeat-Nginx-Access?_g=(refreshInterval:(display:Off,pause:!f,value:0),time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027filebeat-*\u0027,key:nginx.access.remote_ip,negate:!f,type:phrase,value:\u0027$nginx.access.remote_ip$\u0027),query:(match:(nginx.access.remote_ip:(query:\u0027$nginx.access.remote_ip$\u0027,type:phrase))))),index:\u0027filebeat-*\u0027,interval:auto,query:(query_string:(analyze_wildcard:!t,query:\u0027*\u0027)),sort:!(\u0027@timestamp\u0027,desc))" + } + ] + } +} diff --git a/filebeat/module/nginx/access/machine_learning/response_code.json b/filebeat/module/nginx/access/machine_learning/response_code.json index efb0b2274d1..ee4a71cddf1 100644 --- a/filebeat/module/nginx/access/machine_learning/response_code.json +++ b/filebeat/module/nginx/access/machine_learning/response_code.json @@ -1,17 +1,19 @@ { - "description" : "Anomaly detector for changes in event rates of nginx.access.response_code responses", + "description": "Nginx Access Logs: Detect unusual response_code rates", "analysis_config" : { - "bucket_span": "1h", - "summary_count_field_name": "doc_count", + "bucket_span": "15m", "detectors": [ - { - "detector_description": "Event rate for nginx.access.response_code", + { + "detector_description": "nginx_access_response_code_rate", "function": "count", - "detector_rules": [], - "partition_field_name": "nginx.access.response_code" + "partition_field_name": "nginx.access.response_code", + "detector_rules": [] } ], - "influencers": ["nginx.access.response_code"] + "influencers": [ + "nginx.access.response_code", + "nginx.access.remote_ip" + ] }, "data_description": { "time_field": "@timestamp", @@ -19,5 +21,17 @@ }, "model_plot_config": { "enabled": true + }, + "custom_settings": { + "custom_urls": [ + { + "url_name": "Count Explorer", + "url_value": "kibana#/dashboard/ML-Nginx-Access-Remote-IP-Count-Explorer?_g=(refreshInterval:(display:Off,pause:!f,value:0),time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(description:\u0027\u0027,filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027filebeat-*\u0027,key:nginx.access.response_code,negate:!f,type:phrase,value:\u0027$nginx.access.response_code$\u0027),query:(match:(nginx.access.response_code:(query:\u0027$nginx.access.response_code$\u0027,type:phrase))))),options:(darkTheme:!f),panels:!((col:1,id:ML-Nginx-Access-Remote-IP-Timechart,panelIndex:1,row:1,size_x:6,size_y:3,type:visualization),(col:7,id:ML-Nginx-Access-Response-Code-Timechart,panelIndex:2,row:1,size_x:6,size_y:3,type:visualization),(col:1,id:ML-Nginx-Access-Top-Remote-IPs-Table,panelIndex:3,row:4,size_x:6,size_y:3,type:visualization),(col:7,id:ML-Nginx-Access-Map,panelIndex:4,row:4,size_x:6,size_y:3,type:visualization),(col:1,id:ML-Nginx-Access-Top-URLs-Table,panelIndex:5,row:7,size_x:12,size_y:9,type:visualization)),query:(query_string:(analyze_wildcard:!t,query:\u0027*\u0027)),timeRestore:!f,title:\u0027ML%20Nginx%20Access%20Remote%20IP%20Count%20Explorer\u0027,uiState:(P-3:(vis:(params:(sort:(columnIndex:!n,direction:!n)))),P-5:(vis:(params:(sort:(columnIndex:!n,direction:!n))))),viewMode:view)" + }, + { + "url_name": "Raw Data", + "url_value": "kibana#/discover/ML-Filebeat-Nginx-Access?_g=(refreshInterval:(display:Off,pause:!f,value:0),time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!((\u0027$state\u0027:(store:appState),meta:(alias:!n,disabled:!f,index:\u0027filebeat-*\u0027,key:nginx.access.response_code,negate:!f,type:phrase,value:\u0027$nginx.access.response_code$\u0027),query:(match:(nginx.access.response_code:(query:\u0027$nginx.access.response_code$\u0027,type:phrase))))),index:\u0027filebeat-*\u0027,interval:auto,query:(query_string:(analyze_wildcard:!t,query:\u0027_exists_:nginx.access\u0027)),sort:!(\u0027@timestamp\u0027,desc))" + } + ] } } diff --git a/filebeat/module/nginx/access/machine_learning/visitor_rate.json b/filebeat/module/nginx/access/machine_learning/visitor_rate.json new file mode 100644 index 00000000000..bc5341e55b8 --- /dev/null +++ b/filebeat/module/nginx/access/machine_learning/visitor_rate.json @@ -0,0 +1,30 @@ +{ + "description": "Nginx Access Logs: Detect unusual visitor rate", + "analysis_config" : { + "bucket_span": "15m", + "summary_count_field_name": "dc_remote_ips", + "detectors": [ + { + "detector_description": "nginx_access_visitor_rate", + "function": "non_zero_count", + "detector_rules": [] + } + ], + "influencers": [] + }, + "data_description": { + "time_field": "@timestamp", + "time_format": "epoch_ms" + }, + "model_plot_config": { + "enabled": true + }, + "custom_settings": { + "custom_urls": [ + { + "url_name": "Raw Data", + "url_value": "kibana#/discover/ML-Filebeat-Nginx-Access?_g=(refreshInterval:(display:Off,pause:!f,value:0),time:(from:\u0027$earliest$\u0027,mode:absolute,to:\u0027$latest$\u0027))&_a=(columns:!(_source),filters:!(),index:\u0027filebeat-*\u0027,interval:auto,query:(query_string:(analyze_wildcard:!t,query:\u0027*\u0027)),sort:!(\u0027@timestamp\u0027,desc))" + } + ] + } +} diff --git a/filebeat/module/nginx/access/manifest.yml b/filebeat/module/nginx/access/manifest.yml index 69dc9aab323..c04eac7ddfc 100644 --- a/filebeat/module/nginx/access/manifest.yml +++ b/filebeat/module/nginx/access/manifest.yml @@ -16,6 +16,18 @@ machine_learning: - name: response_code job: machine_learning/response_code.json datafeed: machine_learning/datafeed_response_code.json +- name: low_request_rate + job: machine_learning/low_request_rate.json + datafeed: machine_learning/datafeed_low_request_rate.json +- name: remote_ip_url_count + job: machine_learning/remote_ip_url_count.json + datafeed: machine_learning/datafeed_remote_ip_url_count.json +- name: remote_ip_request_rate + job: machine_learning/remote_ip_request_rate.json + datafeed: machine_learning/datafeed_remote_ip_request_rate.json +- name: visitor_rate + job: machine_learning/visitor_rate.json + datafeed: machine_learning/datafeed_visitor_rate.json requires.processors: - name: user_agent diff --git a/testing/environments/docker/kibana/Dockerfile-snapshot b/testing/environments/docker/kibana/Dockerfile-snapshot index 8a01f46b23a..404cb2c3c81 100644 --- a/testing/environments/docker/kibana/Dockerfile-snapshot +++ b/testing/environments/docker/kibana/Dockerfile-snapshot @@ -14,7 +14,7 @@ RUN curl -Ls ${DOWNLOAD_URL}/kibana/kibana-${ELASTIC_VERSION}-linux-x86_64.tar.g ln -s /usr/share/kibana /opt/kibana # Install XPACK -RUN if [ ${XPACK} = 1]; then bin/kibana-plugin install ${DOWNLOAD_URL}/kibana-plugins/x-pack/x-pack-${ELASTIC_VERSION}.zip; fi +RUN if [ ${XPACK} = "1" ]; then bin/kibana-plugin install ${DOWNLOAD_URL}/kibana-plugins/x-pack/x-pack-${ELASTIC_VERSION}.zip; fi # Set some Kibana configuration defaults. ADD config/kibana.yml /usr/share/kibana/config/ diff --git a/testing/environments/snapshot.yml b/testing/environments/snapshot.yml index 9a87fbc0d6b..df9d5566c2a 100644 --- a/testing/environments/snapshot.yml +++ b/testing/environments/snapshot.yml @@ -25,8 +25,6 @@ services: build: context: ./docker/logstash dockerfile: Dockerfile - args: - XPACK: 1 environment: - ES_HOST=elasticsearch @@ -37,3 +35,5 @@ services: build: context: ./docker/kibana dockerfile: Dockerfile-snapshot + args: + XPACK: 1