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  • The Devo data analytics platform
    • How Devo indexes data
    • How Devo works
    • Key concepts
  • Getting started
    • Sign up and log in
    • Navigating the Devo app
    • User preferences
    • Devo video tutorials
      • Domain administration videos
      • Sending data to Devo videos
      • Searching data videos
      • Activeboards videos
      • Panels videos
      • Applications videos
  • Domain administration
    • Users and roles
      • Managing users
      • Monitoring user activity
      • Managing roles
        • Assign resources to a role
      • Role permissions
      • Role mapping
    • Security credentials
      • Access keys
      • X.509 certificates
      • Authentication tokens
    • Applications gallery
    • Domain preferences
    • User authentication
      • Password
      • SAML
        • Google as an identity provider
        • Okta as an identity provider
        • OneLogin as an identity provider
        • O365/Azure AD as an identity provider
      • OpenID
    • Data processes and feeds
      • Aggregation tasks
      • Injections
      • Permalinks
      • API & OData feeds
  • Sending data to Devo
    • The Devo In-House Relay
      • Installing the Devo Relay
        • Install the Relay on an Ubuntu box (v1.4.2)
        • Install the Relay on a Red Hat or CentOS box (v1.4.2)
        • Install with Docker
      • Configuring the In-House Relay
        • Relay rules
          • Defining a relay rule
          • The 4 predefined relay rules
          • 5 common relay rule scenarios
            • Scenario 1: Apply a fixed tag to all events
            • Scenario 2: Apply a Devo tag based on data found in the inbound event
            • Scenario 3: Filter out unwanted events
            • Scenario 4: Assign dynamic Devo tag using inbound source data
            • Scenario 5: Appending the inbound syslog tag to the outbound Devo tag
          • Using regex in relay rules
        • Customizing In-House Relay settings
        • Managing the relay on the command line
        • Setting up High-Availability with Keepalived (v1.4.2)
        • Relay buffers
      • Relay migration
      • Sending SSL/TLS encrypted events to the Devo relay
      • Relay troubleshooting tips (v1.4.2)
        • Relay troubleshooting tips (v1.4.0)
        • Relay troubleshooting tips (for versions prior to 1.4.0)
    • Event sources
      • Unix-like machines
        • Installing Devo packages for *nix
        • Third-party syslog tools configuration
          • rsyslog
            • Simple sending using rsyslog
            • Secure sending using rsyslog
            • Monitoring files using rsyslog
            • Obsolete legacy format
              • Simple sending using rsyslog (Obsolete legacy format)
              • Secure sending using rsyslog (Obsolete legacy format)
              • Monitoring files using rsyslog (Obsolete legacy format)
          • syslog-ng
            • Simple sending using syslog-ng
            • Secure sending using syslog-ng
            • Monitoring files using syslog-ng
          • syslog/syslogd
        • SELinux configuration conflicts
      • Windows
        • Devo Agent for Windows
        • Configuring WMI for Devo file monitoring
        • NXLog for Windows event collection
      • MacOS X
      • Cloud services
        • AWS S3 Buckets
      • Commercial products
      • Custom apps
        • Java apps
          • JDK java.util.logging
          • Scoja client library
          • Sample code
        • Node.js apps
        • Python apps
      • Universal Agent
        • Pre-integrated query packs
        • Data querying in Devo
        • Universal Agent Manager deployment
          • Universal Agent Manager - CentOS 7 Deployment
          • Universal Agent Manager - CentOS 8 Deployment
          • Universal Agent Manager - Debian 9 Deployment
          • Universal Agent Manager - Debian 10 Deployment
          • Universal Agent Manager - RHEL 7 Deployment
          • Universal Agent Manager - RHEL 8 Deployment
          • Universal Agent Manager - Ubuntu 18 Deployment
        • Universal Agent deployment
        • Performance considerations
    • Other data collection methods
      • HTTP endpoint
      • Logstash
      • Fluentd
      • NXLog
    • Uploading log files
    • Devo software
  • Parsers and collectors
    • About Devo tags
    • Special Devo tags and data tables
    • List of Devo parsers
      • Business & Consumer
      • Cloud technologies
        • cdn.akamai
        • cloud.aws.cloudtrail.events
          • Forwarding the events using Node.js
          • Forwarding the events using Python
        • cloud.aws.cloudwatch.events
        • cloud.office365.siem
      • Databases
        • db.mysql
      • Host and Operating Systems
        • box.unix
        • box.vmware
        • box.win
        • box.win_nxlog
        • box.win_snare
      • Network and application security
        • auth.secureauth
        • auth.securenvoy
        • av.mcafee
        • av.sophos
        • box.iptables
        • edr.cylance
        • edr.fireeye.alerts
        • edr.minervalabs.events
        • edr.paloalto
        • endpoint.symantec
        • firewall.checkpoint
        • firewall.cisco firepower and vpn.cisco
        • firewall.fortinet
        • firewall.huawei
        • firewall.juniper
        • firewall.paloalto
          • Sending Palo Alto events to Devo relay using SSL
        • firewall.pfsense
        • firewall.sonicwall
        • firewall.sophos
        • firewall.sophos.xgfirewall
        • firewall.stonegate
        • firewall.windows
        • ids.extrahop
        • mail.proofpoint
        • nac.aruba
        • network.meraki
        • network.versa
        • network.vmware
        • proxy.bluecoat
        • proxy.forcepoint
        • proxy.squid
        • uba.varonis
        • vuln.beyondtrust
        • vpn.pulsesecure.sa
      • Network connectivity
        • netstat.netflow
        • dns.bind
        • dns.windows
        • ftp.iis
      • Web servers
        • web.apache
        • web.apache.mod-security
        • web.iis
        • web.jboss
        • web.nginx
        • web.tomcat
      • Technologies supported in CEF syslog format
    • Collectors
      • AWS collector
      • Google Cloud Platform collector
      • G Suite collectors
        • G Suite Alerts collector
        • G Suite Reports collector
      • Microsoft Azure collector
      • Microsoft Graph collector
      • Okta collectors
        • Okta collector
        • Okta Advanced Server Access collector
      • OneLogin collector
      • Rapid7 InsightVM collector
      • Salesforce collector
      • Sophos Central collector
  • Searching data
    • Accessing data tables
      • Run a search using a finder
        • Use a custom finder
          • Create a custom finder
          • Assign a custom finder to a role
          • Edit a custom finder
        • Use the aliased finder
          • Add a query to your aliased finder
      • Run a global search
      • Run a LINQ free text query
      • Run a search with selected columns only
        • Selecting specific columns with the Finder
        • Selecting specific columns in LINQ
        • Selecting unrevealed columns
    • Building a query
      • Data types in Devo
      • Build a query in the search window
        • Filter data
        • Filter column data using the OR selector
        • Create columns
        • Group data
        • Aggregate data
      • Build a query using LINQ
        • LINQ query examples
      • Working with JSON objects in data tables
      • Subqueries
      • Operations reference
        • Aggregation operations
          • Average (avg)
          • Count (count)
          • First (first)
          • First not null (nnfirst)
          • HyperLogLog++ (hllpp)
          • HyperLogLog++ Count Estimation (hllppcount)
          • Last (last)
          • Last not null (nnlast)
          • Maximum (max)
          • Median / 2nd quartile / Percentile 50 (median)
          • Minimum (min)
          • Non-null average (nnavg)
          • Non-null standard deviation (biased) (nnstddev)
          • Non-null standard deviation (unbiased) (nnustddev)
          • Non-null variance (biased) (nnvar)
          • Non-null variance (unbiased) (nnuvar)
          • Percentile 10 (percentile10)
          • Percentile 25 / 1st quartile (percentile25)
          • Percentile 5 (percentile5)
          • Percentile 75 / 3rd quartile (percentile75)
          • Percentile 90 (percentile90)
          • Percentile 95 (percentile95)
          • Standard deviation (biased) (stddev)
          • Standard deviation (unbiased) (ustddev)
          • Sum (sum)
          • Sum Square (sum2)
          • Variance (biased) (var)
          • Variance (unbiased) (uvar)
        • Arithmetic group
          • Absolute value (abs)
          • Addition, sum, plus / Concatenation (add, +)
          • Ceiling (ceil)
          • Cube root (cbrt)
          • Division (div, \)
          • Division remainder (rem, %)
          • Floor (floor)
          • Modulo (mod, %%)
          • Multiplication, product (mul, *)
          • Power (pow)
          • Real division (rdiv, /)
          • Rounding (round)
          • Sign (signum)
          • Square root (sqrt)
          • Subtraction, minus / Additive inverse (sub, -)
        • Conversion group
          • Duration (duration)
          • Format date (formatdate)
          • From base16, b16, hex (from16)
          • From base64, b64 (from64)
          • From UTF8 (fromutf8)
          • From Z85, base85 (fromz85)
          • Human size (humanSize)
          • Make byte array (mkboxar)
          • Parse date (parsedate)
          • Regular expression, regexp (re)
          • Template (template)
          • Timestamp (timestamp)
          • To base16, b16, hex (to16)
          • To base64, b64, hex (to64)
          • To BigInt (bigint)
          • To boolean (bool)
          • To Float (float)
          • To image (image)
          • To Int (int)
          • To IPv4 (ip4)
          • To IPv4 net (net4)
          • To IPv6 (ip6)
          • To IPv6 compatible (compatible)
          • To IPv6 mapped (mapped)
          • To IPv6 net (net6)
          • To IPv6 translated (translated)
          • To MAC address (mac)
          • To string (str)
          • To string (stringify)
          • To UTF8 (toutf8)
          • To Z85, base85 (toz85)
        • Cryptography group
          • MD5 hash function (md5)
          • SHA1 hash function (sha1)
          • SHA256 hash function (sha256)
          • SHA512 hash function (sha512)
        • Date group
          • Day / Day of the month (day)
          • Day of the week (dayofweek)
          • Day of the year (dayofyear)
          • Epoch milliseconds (epoch)
          • Hour (hour)
          • Millisecond (millisecond)
          • Minute (minute)
          • Month (month)
          • Period (period)
          • Second (second)
          • Today (today)
          • Tomorrow (tomorrow)
          • Year (year)
          • Yesterday (yesterday)
        • Flow group
          • Conditional (ifthenelse)
          • Decode, switch (decode)
          • Null value locator (nvl)
        • General group
          • Is not null (isnotnull)
          • Is null (isnull)
        • Geolocation group
          • Coordinates distance (distance)
          • Geocoord (geocoord)
          • Geographic coordinate system (coordsystem)
          • Geohash (geohash)
          • Geohash string (geohashstr)
          • Geolocated Accuracy Radius with MaxMind GeoIP2 (mm2accuracyradius)
          • Geolocated ASN (mmasn)
          • Geolocated ASN with MaxMind GeoIP2 (mm2asn)
          • Geolocated AS Organization Name with MaxMind GeoIP2 (mm2asorg)
          • Geolocated AS owner (mmasowner)
          • Geolocated City (mmcity)
          • Geolocated City with MaxMind GeoIP2 (mm2city)
          • Geolocated Connection Speed (mmspeed)
          • Geolocated connection type with MaxMind GeoIP2 (mm2con)
          • Geolocated Coordinates (mmcoordinates)
          • Geolocated coordinates with MaxMind GeoIP2 (mm2coordinates)
          • Geolocated Country (mmcountry)
          • Geolocated Country with MaxMind GeoIP2 (mm2country)
          • Geolocated ISP (mmisp)
          • Geolocated ISP name with MaxMind GeoIP2 (mm2isp)
          • Geolocated Latitude (mmlatitude)
          • Geolocated Latitude with MaxMind GeoIP2 (mm2latitude)
          • Geolocated Level 1 Subdivision with MaxMind GeoIP2 (mm2subdivision1)
          • Geolocated Level 2 Subdivision with MaxMind GeoIP2 (mm2subdivision2)
          • Geolocated Longitude (mmlongitude)
          • Geolocated Longitude with MaxMind GeoIP2 (mm2longitude)
          • Geolocated Organization (mmorg)
          • Geolocated organization name with MaxMind GeoIP2 (mm2org)
          • Geolocated Postal Code (mmpostalcode)
          • Geolocated Postal Code with MaxMind GeoIP2 (mm2postalcode)
          • Geolocated Region (mmregion)
          • Geolocated Region Name (mmregionname)
          • ISO-3166-1 Continent Alpha-2 Code (continentalpha2)
          • ISO-3166-1 Continent Name (continentname)
          • ISO-3166-1 Country Alpha-2 Code (countryalpha2)
          • ISO-3166-1 Country Alpha-2 Continent (countrycontinent)
          • ISO-3166-1 Country Alpha-3 Code (countryalpha3)
          • ISO-3166-1 Country Latitude (countrylatitude)
          • ISO-3166-1 Country Longitude (countrylongitude)
          • ISO-3166-1 Country Name (countryname)
          • Latitude (latitude)
          • Latitude and longitude coordinates (latlon)
          • Longitude (longitude)
          • Parse geocoord format (parsegeo)
          • Represent geocoord format (reprgeo)
          • Round coordinates (gridlatlon)
        • JSON group
          • Jq evaluation (jqeval)
          • Jq filter compilation (jqcompile)
          • Json value type (label)
          • To json (jsonparse)
        • Logic group
          • And (and)
          • Not (not)
          • Or (or)
        • Mathematical group
          • Arc cosine (acos)
          • Arc sine (asin)
          • Arc tangent (atan)
          • Bitwise AND (band, &)
          • Bitwise left shift (lshift, <<)
          • Bitwise NOT (bnot, ~)
          • Bitwise OR (bor, |)
          • Bitwise right shift (rshift, >>)
          • Bitwise unsigned right shift (urshift, >>>)
          • Bitwise XOR (bxor, ^)
          • Cosine (cos)
          • e (mathematical constant) (e)
          • Exponential: base e (exp)
          • Hyperbolic cosine (cosh)
          • Hyperbolic sine (sinh)
          • Hyperbolic tangent (tanh)
          • Logarithm: base 2 (log2)
          • Logarithm: base 10 (log10)
          • Logarithm: natural / arbitrary base (log)
          • Pi (mathematical constant) (pi)
          • Sine (sin)
          • Tangent (tan)
        • Meta Analysis group
          • Pragma value (pragmavalue)
          • Table name (tablename)
        • Name group
          • Any name matches (anymatches)
          • Glob pattern on names (nameglob)
        • Network group
          • HTTP Status Description (httpstatusdescription)
          • HTTP Status Type (httpstatustype)
          • IP Protocol (ipprotocol)
          • IP Reputation Score (reputationscore)
          • IP Reputation Tags (reputation)
          • IPv4 legal use (purpose)
          • IPv6 host number (host)
          • IPv6 routing number (routing)
          • Is IPv4 (ipip4)
          • Is Private IPv4 (isprivate)
          • Is Public IPv4 (ispublic)
          • Squid Black Lists Flags (sbl)
        • Order group
          • Equal (eq, =)
          • Equal - case insensitive (eqic)
          • Greater or equal (ge, >=)
          • Greater than (gt, >)
          • Less or equal (le, <=)
          • Less than (lt, <)
          • Not equal (ne, /=)
        • Packet group
          • Ethernet destination MAC address (etherdst)
          • Ethernet payload (etherpayload)
          • Ethernet source MAC address (ethersrc)
          • Ethernet status (etherstatus)
          • Ethernet tag (ethertag)
          • EtherType (ethertype)
          • Has Ethernet frame (hasether)
          • Has IPv4 datagram (hasip4)
          • Has TCP segment (hastcp)
          • Has UDP datagram (hasudp)
          • IPv4 destination address (ip4dst)
          • IPv4 differentiated services (ip4ds)
          • IPv4 explicit congestion notification (ip4ecn)
          • IPv4 flags (ip4flags)
          • IPv4 fragment offset (ip4fragment)
          • IPv4 header checksum (ip4cs)
          • IPv4 header length (ip4hl)
          • IPv4 identification (ip4ident)
          • IPv4 payload (ip4payload)
          • IPv4 protocol (ip4proto)
          • IPv4 source address (ip4src)
          • IPv4 status (ip4status)
          • IPv4 time to live (ip4ttl)
          • IPv4 total length (ip4len)
          • IPv4 type of service (ip4tos)
          • TCP ACK (tcpack)
          • TCP checksum (tcpcs)
          • TCP destination port (tcpdst)
          • TCP flags (tcpflags)
          • TCP header length (tcphl)
          • TCP payload (tcppayload)
          • TCP sequence number (tcpseq)
          • TCP source port (tcpsrc)
          • TCP status (tcpstatus)
          • TCP urgent pointer (tcpurg)
          • TCP window size (tcpwin)
          • UDP checksum (udpcs)
          • UDP destination port (udpdst)
          • UDP length (udplen)
          • UDP payload (udppayload)
          • UDP source port (udpsrc)
          • UDP status (udpstatus)
        • Statistical group
          • Approximated estimation (estimation)
          • HyperLogLog++ pack (pack)
          • HyperLogLog++ unpack (unpackhllpp)
        • String group
          • Contains (has, ->)
          • Contains - case insensitive (weakhas)
          • Contains tokens (toktains)
          • Contains tokens - case insensitive (weaktoktains)
          • Edit distance: Damerau (damerau)
          • Edit distance: Hamming (hamming)
          • Edit distance: Levenshtein (levenshtein)
          • Edit distance: OSA (osa)
          • Ends with (endswith)
          • Format number (formatnumber)
          • Hostname public suffix (publicsuffix)
          • Hostname root domain (rootdomain)
          • Hostname root prefix (rootprefix)
          • Hostname root suffix (rootsuffix)
          • Hostname subdomains (subdomain)
          • Hostname top level domain (topleveldomain)
          • Is empty (isempty)
          • Is in (`in`, <-)
          • Is in - case insensitive (weakin)
          • Length (length)
          • Locate (locate)
          • Lower case (lower)
          • Matches (matches, ~)
          • Peek (peek)
          • Replace all (replaceall)
          • Replace first (replace)
          • Shannon entropy (shannonentropy)
          • Split (split)
          • Split regexp (splitre)
          • Starts with (startswith)
          • Substitute (subs)
          • Substitute all (subsall)
          • Substring (substring)
          • Trim both sides (trim)
          • Trim the left side (ltrim)
          • Trim the right side (rtrim)
          • Upper case (upper)
        • Web group
          • Absolute URI (absoluteuri)
          • Opaque URI (opaqueuri)
          • URI authority (uriauthority)
          • URI fragment (urifragment)
          • URI host (urihost)
          • URI path (uripath)
          • URI port (uriport)
          • URI query (uriquery)
          • URI scheme (urischeme)
          • URI ssp (urissp)
          • URI user (uriuser)
          • URL decode (urldecode)
          • User Agent Company (uacompany)
          • User Agent Company URL (uacompanyurl)
          • User Agent Device Icon (uadeviceicon)
          • User Agent Device Information URL (uadeviceinfourl)
          • User Agent Device Type (uadevicetype)
          • User Agent Family (uafamily)
          • User Agent Icon (uaicon)
          • User Agent Information URL (uainfourl)
          • User Agent is Robot (uaisrobot)
          • User Agent Name (uaname)
          • User Agent OS Company (uaoscompany)
          • User Agent OS Company URL (uaoscompanyurl)
          • User Agent OS Family (uaosfamily)
          • User Agent OS Icon (uaosicon)
          • User Agent OS Name (uaosname)
          • User Agent OS URL (uaosurl)
          • User Agent Type (uatype)
          • User Agent URL (uaurl)
          • User Agent Version (uaversion)
    • Working in the search window
      • Generate charts
        • Affinity chord diagram
        • Availability timeline
        • Bipartite chord diagram
        • Bubble chart
        • Chart aggregation
        • Custom date chart aggregation
        • Flame graph
        • Flat world map by coordinates
        • Flat world map by country
        • Google animated heat map
        • Google area map
        • Google heat map
        • Graph diagram
          • Creating a graph diagram
          • Working in the graph diagram
          • Monitor intranet traffic to dangerous websites
        • Histogram
        • Pew Pew map
        • Pie chart
        • Pie layered chart
        • Punch card
        • Robust Random Cut Forest chart
        • Sankey diagram
        • Scatter plot
        • Time heatmap
        • Triple exponential chart
        • Voronoi treemap
      • Data enrichment
        • Upload a lookup table
        • Create a lookup table from a query
        • Add lookup values to your query
        • Manage and edit lookup tables
        • Threat lookups
      • Setting up a data table
        • Modifying the column layout
          • Arrange and resize columns
          • Hide and show columns
          • Change the position of column headers
          • Sort data
          • Setting a default table layout
        • Add a description to a data table
        • Autoparser
          • Autoparse a JSON object
      • Advanced data operations
        • Graphical correlation
          • Cross-Search Graph Diagram
          • Cross-Search Table Join
          • Cross-Search Sankey Diagram
          • Cross-Search Line Chart
        • Custom and union tables
          • Create a custom table
          • Create a union table
          • Manage custom and union tables
        • Set up a data source
        • Inject data to a new table
        • Drill downs
        • Manipulate your data using CyberChef
        • Time series report
      • Use case: eCommerce behavior analysis
        • Step 1. Error analysis using status codes
          • Specific analysis for 404 codes
          • Custom alerts for 404 errors
        • Step 2. Operating system ranking
          • Get the usage share of operating systems
          • Visualize the usage share of operating systems
        • Step 3. Country distribution
          • Build a histogram displaying country distribution
          • Geolocate IP addresses
    • Managing your queries
      • Rename a query
      • Favorite queries
      • Query history
      • Check currently running queries
      • Add a description to your query
      • Block a query
      • Share a query
      • Download query data
      • Close a query
      • Load query data into Excel using the Devo Connector add-in
      • Query priority
    • Best practices for data search
    • Monitoring tables
      • Web application monitoring
      • Alerts monitoring
  • Activeboards
    • Creating an Activeboard
    • Working with Activeboard widgets
      • Area chart widgets
      • Column chart widgets
      • Donut chart widgets
      • Heatmap widgets
      • Line chart widgets
      • Pie chart widgets
      • Simple value widgets
      • Table widgets
      • Voronoi diagram widgets
    • Working with Activeboard inputs
    • LINQ syntax differences between Activeboards and the search window
    • Setting a time range in Activeboards
    • Working with Activeboards
      • Active Refresh
    • Sharing Activeboards
  • Dashboards
    • Create a new dashboard
    • Working with dashboard widgets
      • Availability timeline widget
      • Chord diagram widget
      • Circle world map widget
      • Color key value widget
      • Color world map widget
      • Column chart widget
      • Comparative chart widget
      • Funnel widget
      • Gauge meter widget
      • Google heatmap widget
      • Heat calendar widget
      • Line chart widget
        • Customize your Line chart
      • Monitoring widget
      • Pie chart widget
      • Punch card widget
      • Sectored pie chart widget
      • Table widget
      • Time heatmap widget
      • Tree diagram widget
      • Voronoi tree widget
    • Configuring and sharing dashboards
  • Alerts and notifications
    • Creating new alerts
      • Alert trigger methods
        • Each alert type
        • Several alert type
        • Low alert type
          • Inactivity alert
        • Rolling alert type
        • Deviation alert type
        • Gradient alert type
      • Create an alert based on triggered alerts
    • Configuring alerts
      • Manage defined alerts
      • Manage sending policies
      • Manage delivery methods
        • Email delivery methods
        • HTTP-JSON delivery methods
        • Service Desk delivery methods
        • Jira delivery methods
        • Pushover delivery methods
        • PagerDuty delivery methods
        • Slack delivery methods
      • Manage anti-flooding policies
      • Make an alert available for panels
      • Pre-installed alert reference
    • Managing triggered alerts
      • Add a comment to a triggered alert
      • Apply a filter for post-processing
  • Panels
    • Create and customize a panel
    • Adding an alert to a panel
    • Adding a query to a panel
    • Using panels
  • Applications
    • Devo Security Operations
      • Overview Dashboard
      • Triage
        • Triaging alerts
        • Triaging investigations
      • Investigations
      • Threat Hunting
      • Use cases
        • Phishing attack
        • Command & Control
        • Alerting system status
    • Devo Stats
      • Working in the Devo Stats application
      • Application tabs and widgets
        • User tab
        • Volume tab
        • Query tab
          • User Query Info
          • CPU Query Info
          • CPU Query Info Multidomain
        • Status tab
    • Security Insights
      • Installing Security Insights
        • Security Insights lookups
      • Configuring Security Insights
      • Navigating Security Insights
        • Overview tab
        • Threats tab
        • Network tab
        • DNS tab
        • Firewall tab
        • Proxy tab
        • Access tab
        • Web tab
        • IDS tab
    • Service operations
      • Basic concepts
      • Installation
      • Global models
      • Technologies configuration
      • Models configuration
      • Service overview
      • Incidents viewer
      • Monitors
      • User experience management
      • Use case for service operations
        • Initial analysis
        • Model configuration
        • Running the model
        • Incidents
    • Systems Monitoring
      • Basic monitoring
      • Advanced monitoring
  • Tools
    • Data Explorer
    • Query App
    • Time Series Analytics
  • Flow
    • Creating a Flow
    • Working with your Flow
      • Basic operations
      • Working with units
      • Working with links
      • Events window
      • Modify your Flow layout
    • Unit types
      • Control
        • Batch Detector
        • Delayer
        • Gate Delayer
      • Core
        • Filter
        • Join
        • Map
        • Reducer
        • Switch
      • Data
        • Lookup
        • Memory
      • DB
        • Neo4j Source
        • Neo4j Sink
        • OrientDB Sink
      • Devo
        • Devo Full Query
        • Devo Managed Query
        • Devo Sink
        • Devo Source
      • Event
        • Detacher
        • Generator
        • Repeater
        • Tick
      • HTTP
        • HTTP call
      • Log
        • Syslog Sender
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Flow / Unit types / Data / Memory

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Memory

Description

This unit is a Processor unit type.

This unit can be used to store key(s)/value(s) in its memory. You can use several input fields as a multi key, and one input field as a value. This is a very flexible unit that can be used for many different purposes. You can configure an unlimited number of input/output ports with as many functionalities as required. 

Data is stored in a multivalued table,  'mapping' each key-values list pair. Each mapping has a timestamp of the moment it was last used. The same applies for each individual value.

The unit is triggered upon receiving input events, or when a bound is fulfilled.

Input event handling starts with an action execution phase:

An input event comes through one of the configured input ports. Depending on the settings for that port, input events need to contain key(s) and value, just key(s), or nothing.

A sequence of actions is executed. Actions will either be successfully completed (e.g. delete existing key(s)) or will fail (e.g. attempt to delete key(s) that do not exist). Even when an action fails, the following actions are still executed, as actions are considered individually.

Actions to be performed on an input event are deconstructed into 'segments', each with a success/failure branch. This recursive structure defines a tree. With any input event, a path on this tree is traversed until a leave node is reached, executing actions it comes across along the way. For more information, see Decision Tree Learning.

Successful actions will be sent to the 'Success' branch.

Failed actions take the 'Failure' branch.

Then, successful events are generated. The path is traversed from end to beginning and, at each segment, output events for each action are sent to the specified out port.

Failed events are generated in the same way, this time with a 'reason' event sent to the specified destinations. A reason event is the input event enriched to indicate the first failed action on the segment.
Finally, the bounds are processed. Fulfilling a bound will trigger specified actions, and events are sent to given destinations.

The process is the same when triggered by a timeout bound.

Configuration

After dragging this unit into the Flow canvas, double-click it to access its configuration options. The following table describes the configuration options of this unit:

TabFieldDescription
GeneralNameEnter a name for the unit. It must start with a letter, and cannot contain spaces. Only letters, numbers, and underscores are allowed.
Key field(s)Enter the name of the input event fields containing key(s). The unit can be configured to either use a global port for all events or to create a new port for each key.
Value fieldEnter the name of the input event field containing the value.
The unit can be configured to either use a global port for all events or to create a new port for each value.
Allow duplicatesWhether to repeat the same (key(s), value) pair.
The functionality of some actions depend on this.
Allow empty collectionsWhether empty collections should emit a result or not (false by default). This only applies when a value is set in the 'Collect' setting of the output port.
Input portsInput portsClick the plus icon to add as many additional input ports as needed.

NameEnter a name for the input event port containing the key(s).
Key field(s)Enter the name of the input event field containing key(s). This overrides the unit-level Key fields setting for this particular input port.
Value fieldEnter the name of the input event field containing the value. This overrides the unit-level Value field setting for this particular input port.
Key index(es)Select the position of the key field(s) with respect to the full key used in the stored action. The numbering is zero-based (0 is the first position).
Actions

A list of actions to execute. Describe actions to be taken using clear, concise patterns to facilitate the creation of custom functionality.

For example, if you want to save an entry, you have to specify both 'store' and 'touch'.
Actions that require key(s) will fail if the key is not found.

Some functionality will depend on whether you have set Allow duplicates to on or off.

 Possible actions (click to expand):

Pass: Requires key(s) & value on input event. Passes content as output event.

Store: Requires key(s) & value on input event.

                       Associates value with key(s).
                       Saves creation timestamp.
                       Does not generate output event.
                       Fails if key(s) & value already exist.

StoreUnique: Requires key(s) & value on input event.
                      Associates value with key(s).
                      Saves creation timestamp.
                      Does not generate output event.
                      Fails if key(s) & value already exist.

RetrieveAll: Requires key(s) & value on input event.
                      Extracts all values associated to key(s).
                      Fails if no value exists.

Retrieve1: Requires key(s) & value on input event.
                      Extracts one value (undefined) associated to key(s).
                      Fails if no value exists.

RetrieveKey: Requires key(s) on input event.
                      Extracts all values associated to key(s).
                      Fails if no value exists.

RetrieveKeyIncomplete: Requires key(s) on input event and index(es).
                      Extracts all values associated to an incomplete key(s).
                      Fails if no value exists or indexes are wrong.

Dump: Requires nothing on input event.
                      Extracts all values.

History: Same as Dump, but values are sorted by arrival order.

Delete, Remove: Requires key(s) & value on input event.
                      Deletes (key(s), value) association.
                      Fails if association not found.

DeleteAll, RemoveAll: Requires key(s) & value on input event.
                      Deletes all associations.
                      Fails if no association is found.

Delete1, Remove1: Requires key(s) on input event.
                      Deletes a value (undefined) associated to key(s).
                      Fails if no value found.

DeleteKey, RemoveKey: Requires key(s) on input event.
                      Deletes all values associated to key(s).
                      Fails if no value found.

Clean, Clear: Requires nothing in input event.
                      Empties memory.

Touch: Requires key(s) & value on input event.
                      Updates association (not mapping) timestamp.
                      If several associations found, update only one (undefined).
                      Fails if association not found.

TouchAll: Requires key(s) & value on input event.
                      Updates association (not mapping) timestamp.
                      If several associations found, updates all.
                      Fails if association not found.

Touch1: Requires key(s) on input event.
                      Searches for an association with that key(s).
                      Updates association (not mapping) timestamp.
                      If several associations found, update only one (undefined).
                      Fails if association not found.

TouchKeyValues: Requires key(s) on input event.
                      Searches for associations with that key(s).
                      Updates associations' (not mapping) timestamp.
                      If several associations found, update all.
                      Fails if association not found.

TouchKey: Requires key(s) on input event.
                      Searches for mapping with that key(s).
                      Updates mapping (not associations) timestamp.
                      Fails if mapping not found.

DestinationsSelect the output port to which events will be sent.
SuccessThe branch to be taken when all actions in this segment are successful. You can add as many success branches and actions as needed.
FailureBranch to be taken when an action in this segment fails.
All actions in the segment are executed, even if some of them fail. You can add as many failure branches and actions as needed.
Output portsOutput portsClick the plus icon to add a list of output ports.

NameEnter a name for the output port.
Collect

Type of grouping applied to output events coming through this port.

 Possible types (click to expand):

Nothing: Individual events for each association are generated.
                      Counter is always one.
                      Date is the arrival date.

Samekeyvalue: One event for each different association is generated.
                      Counter is the number of equal associations.
                      Date is the oldest date found.

Samekey: One event for each key(s) is generated.

All: One event with all (key(s), value) pairs, grouped.

Collect as firstWhether the collection type is Collection (true) or Array (false).
Key(s) fieldEnter a name for the output event field containing key(s).
Value(s) fieldEnter a name for the output event field containing value(s).
Count(s) fieldEnter a name for the output event field containing counter(s).
This is 1 when there's no grouping, and the number of grouped items otherwise.
Percent(s) fieldEnter a name for the output event field containing percent(s).
The percent is the value of the counter with respect to the total elements in memory (a number between 0 and 1).
Report field

The name of the output event field containing the report.

The report is a map of two values:

  1. Absolute:
    1. the total size of the memory.
    2. the number of different values for each key field.
    3. the size of the result set of the query.
  2. perKey: An array with detailed information for each key present in the result set.
 Each element of the array contains the following information (click to expand):

valueCount = number of entries in the result set (fixing all levels in key).

keyXValueCount = number of entries fixing current level and previous ones.

keyXTotalValueCount = number of entries fixing only the current level. For the first key, equal to keyXValueCount.

keyXDistinctKeyCount = number of options at position X fixing previous levels.

keyXDistinctKeyValueCount = number of entries fixing previous levels.

keyXValuePercent = percentage of entries, fixing current and previous levels, relative to those fixing only previous levels. This is, keyXValueCount/key(X-1)ValueCount. For the first level, relative to full memory.

keyXTotalValuePercent = percentage of entries, fixing only current level, relative to full memory. This is, keyXTotalValueCount/size. For the first level, equal to keyXValuePercent.

Time fieldEnter a name for the output event field containing the timestamp.
When groupings are present, the timestamp will be the oldest found.
Error fieldEnter a name for the output event field containing the error.
Error is the name of the first action that failed in a segment, with this port configured as one of the destinations of its 'reason'.
BoundsBounds

Bounds are a way of establishing limits that, when reached, will generate some reaction.

 Currently, you can set size (max number of items) and time (ttl, timeout) limits.

Click the plus icon to add bounds.


Actions

A list of actions to execute.
For time bounds, the possible actions are renew (default) or remove. 

This setting does not apply for size bounds, as the only possible action is remove.

DestinationsSelect the output port to which events will be sent.
SecondsAmount of time to wait (in seconds) before purging events from the memory.
SizeThe maximum number of elements to store in the memory.
Purge sizeThe number of elements to purge from the memory when it is full (1 by default). This only applies when byValue is on.
Bound per KeyWhether previous bound settings refer to individual keys or whole memory. This setting only applies to size bounds.
By valueWhether previous bound settings refer to individual values or whole mappings.

Input ports

Add as many input ports as you need. Names must be unique within the unit.

Output ports

Add as many input ports as you need. Names must be unique within the unit.

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