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title	Sample PM event - Input to ML MS

[
"{\"event\": {\"commonEventHeader\": {\"domain\": \"perf3gpp\",\"eventId\": \"2ff40cb0-377b-49f6-acea-5c7893e53f07\",\"sequence\": 0,\"eventName\": \"perf3gpp_AcmeNode-Acme_pmMeasResult\",\"sourceName\": \"oteNB5309\",\"reportingEntityName\": \"\",\"priority\": \"Normal\",\"startEpochMicrosec\": 1602686360469,\"lastEpochMicrosec\": 1602686360474,\"version\": \"4.0\",\"vesEventListenerVersion\": \"7.1\",\"timeZoneOffset\": \"UTC+05:00\"},\"perf3gppFields\": {\"perf3gppFieldsVersion\": \"1.0\",\"measDataCollection\": {\"granularityPeriod\": 1602686360473,\"measuredEntityUserName\": \"\",\"measuredEntityDn\": \"cucpserver1\",\"measuredEntitySoftwareVersion\": \"r0.1\",\"measInfoList\": [{\"measInfoId\": {\"sMeasInfoId\": \"measInfoIsVal\"},\"measTypes\": {\"sMeasTypesList\":[\"SM.PDUSessionSetupReq.0011-0010\",\"SM.PDUSessionSetupSucc.0011-0010\",\"SM.PDUSessionSetupFail.0\",\"SM.PDUSessionSetupReq.0010-1110\",\"SM.PDUSessionSetupSucc.0010-1110\"]},\"measValuesList\": [{\"measObjInstId\": \"113025289\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 4,\"sValue\": \"4364\"},{\"p\": 5,\"sValue\": \"2739\"},{\"p\": 3,\"sValue\": \"1517\"}]},{\"measObjInstId\": \"113025290\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 4,\"sValue\": \"4742\"},{\"p\": 5,\"sValue\": \"3184\"},{\"p\": 3,\"sValue\": \"1459\"}]},{\"measObjInstId\": \"113025296\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 4,\"sValue\": \"5264\"},{\"p\": 5,\"sValue\": \"3545\"},{\"p\": 3,\"sValue\": \"1629\"}]},{\"measObjInstId\": \"82268687\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 4,\"sValue\": \"6952\"},{\"p\": 5,\"sValue\": \"4337\"},{\"p\": 3,\"sValue\": \"2363\"}]},{\"measObjInstId\": \"82268689\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 4,\"sValue\": \"4229\"},{\"p\": 5,\"sValue\": \"3021\"},{\"p\": 3,\"sValue\": \"1135\"}]},{\"measObjInstId\": \"95697155\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 4,\"sValue\": \"4364\"},{\"p\": 5,\"sValue\": \"3201\"},{\"p\": 3,\"sValue\": \"1054\"}]},{\"measObjInstId\": \"95697174\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 4,\"sValue\": \"7041\"},{\"p\": 5,\"sValue\": \"4229\"},{\"p\": 3,\"sValue\": \"2599\"}]},{\"measObjInstId\": \"95697175\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 1,\"sValue\": \"3502\"},{\"p\": 2,\"sValue\": \"2598\"},{\"p\": 3,\"sValue\": \"851\"}]},{\"measObjInstId\": \"95697176\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 1,\"sValue\": \"4858\"},{\"p\": 2,\"sValue\": \"3430\"},{\"p\": 3,\"sValue\": \"1295\"}]},{\"measObjInstId\": \"103597825\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 1,\"sValue\": \"5134\"},{\"p\": 2,\"sValue\": \"3135\"},{\"p\": 3,\"sValue\": \"1847\"}]},{\"measObjInstId\": \"103597826\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 1,\"sValue\": \"4773\"},{\"p\": 2,\"sValue\": \"3007\"},{\"p\": 3,\"sValue\": \"1650\"}]},{\"measObjInstId\": \"84327425\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 1,\"sValue\": \"4573\"},{\"p\": 2,\"sValue\": \"3347\"},{\"p\": 3,\"sValue\": \"1111\"}]},{\"measObjInstId\": \"84327426\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 1,\"sValue\": \"4316\"},{\"p\": 2,\"sValue\": \"3126\"},{\"p\": 3,\"sValue\": \"1102\"}]},{\"measObjInstId\": \"103593999\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 1,\"sValue\": \"5314\"},{\"p\": 2,\"sValue\": \"3271\"},{\"p\": 3,\"sValue\": \"1860\"}]},{\"measObjInstId\": \"103594000\",\"suspectFlag\": \"false\",\"measResults\": [{\"p\": 1,\"sValue\": \"5037\"},{\"p\": 2,\"sValue\": \"3732\"},{\"p\": 3,\"sValue\": \"1193\"}]}]}]}}}}"
]

Step1: ML Offline Training

This step requires a huge amount of historical data for the analysis. Currently, RAN Simulator exposes an API to generate the PM data (xml file) and stored in SFTP. The ML training block can fetch the files from SFTP and use it for training.

Image Added

PM file format

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title	PM file format for Training

<?xml version="1.0" encoding="UTF-8"?>
<measCollecFile xmlns="http://www.3gpp.org/ftp/specs/archive/32_series/32.435#measCollec">
<fileHeader dnPrefix="Prefix" fileFormatVersion="32.435 V10.0" vendorName="Acme Ltd">
<fileSender localDn="cucpserver1"/>
<measCollec beginTime="2020-10-14T14:39:20.469"/>
</fileHeader>
<measData>
<managedElement localDn="cucpserver1" swVersion="r0.1"/>
<measInfo measInfoId="measInfoIsVal">
<job jobId="1118"/>
<granPeriod duration="PT900S" endTime="2020-10-14T14:39:20.473"/>
<repPeriod duration="PT900S"/>
<measType p="1">SM.PDUSessionSetupReq.0011-0010</measType>
<measType p="2">SM.PDUSessionSetupSucc.0011-0010</measType>
<measType p="3">SM.PDUSessionSetupFail.0</measType>
<measType p="4">SM.PDUSessionSetupReq.0010-1110</measType>
<measType p="5">SM.PDUSessionSetupSucc.0010-1110</measType>
<measValue measObjLdn="113025289">
<r p="4">4364.0</r>
<r p="5">2739.0</r>
<r p="3">1517.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="113025290">
<r p="4">4742.0</r>
<r p="5">3184.0</r>
<r p="3">1459.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="113025296">
<r p="4">5264.0</r>
<r p="5">3545.0</r>
<r p="3">1629.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="82268687">
<r p="4">6952.0</r>
<r p="5">4337.0</r>
<r p="3">2363</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="82268689">
<r p="4">4229.0</r>
<r p="5">3021.0</r>
<r p="3">1135.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="95697155">
<r p="4">4364.0</r>
<r p="5">3201.0</r>
<r p="3">1054.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="95697174">
<r p="4">7041.0</r>
<r p="5">4229.0</r>
<r p="3">2599.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="95697175">
<r p="1">3502.0</r>
<r p="2">2598.0</r>
<r p="3">851.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="95697176">
<r p="1">4858.0</r>
<r p="2">3430.0</r>
<r p="3">1295.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="103597825">
<r p="1">5134.0</r>
<r p="2">3135.0</r>
<r p="3">1847.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="103597826">
<r p="1">4773.0</r>
<r p="2">3007.0</r>
<r p="3">1650.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="84327425">
<r p="1">4573.0</r>
<r p="2">3347.0</r>
<r p="3">1111.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="84327426">
<r p="1">4316.0</r>
<r p="2">3126.0</r>
<r p="3">1102.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="103593999">
<r p="1">5314.0</r>
<r p="2">3271.0</r>
<r p="3">1860.0</r>
<suspect>false</suspect>
</measValue>
<measValue measObjLdn="103594000">
<r p="1">5037.0</r>
<r p="2">3732.0</r>
<r p="3">1193.0</r>
<suspect>false</suspect>
</measValue>
</measInfo>
</measData>
<fileFooter>
<measCollec endTime="2020-10-14T14:39:20.474"/>
</fileFooter>
</measCollecFile>

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Step1: ML Offline Training