[tssprojectcytv1-4c74] Details
Generated On: 2024-11-11 18:53:17 UTC
TML Solution DAG Parameters' Details: User Chosen Parametets
STEP 1: Get TML Core Params: tml_system_step_1_getparams_dag
User Parameter |
Chosen Value |
solutionname |
tssprojectcytv1-4c74 |
solutiontitle |
My Solution Title |
solutiondescription |
This is an awesome real-time solution built by TSS |
brokerhost |
127.0.0.1 |
brokerport |
9092 |
cloudusername |
None |
ingestdatamethod |
localfile |
STEP 2: Create Kafka Topics: tml_system_step_2_kafka_createtopic_dag
User Parameter |
Chosen Value |
companyname |
Otics |
myname |
Sebastian |
myemail |
Sebastian.Maurice |
mylocation |
Toronto |
replication |
1 |
numpartitions |
1 |
enabletls |
1 |
microserviceid |
|
raw_data_topic |
cisco-network-mainstream |
preprocess_data_topic |
cisco-network-preprocess |
ml_data_topic |
ml-data |
prediction_data_topic |
prediction-data |
STEP 3: Produce to Kafka Topics
User Parameter |
Chosen Value |
PRODUCETYPE |
MQTT |
TOPIC |
cisco-network-mainstream |
PORT |
36017 |
IDENTIFIER |
MQTT Subscription Topic: tml/cybersecurity |
HTTPADDR |
|
FROMHOST |
kali,127.0.1.1 |
TOHOST |
127.0.1.1 |
CLIENTPORT |
8883 |
TSS_CLIENTPORT |
8883 |
TML_CLIENTPORT |
8883 |
STEP 4: Preprocesing Data: tml-system-step-4-kafka-preprocess-dag
User Parameter |
Chosen Value |
raw_data_topic |
cisco-network-mainstream |
preprocess_data_topic |
cisco-network-preprocess |
preprocessconditions |
|
delay |
70 |
array |
0 |
saveasarray |
1 |
topicid |
-999 |
rawdataoutput |
1 |
asynctimeout |
120 |
timedelay |
0 |
preprocesstypes |
min,max,trend,anomprob,variance,avg |
pathtotmlattrs |
--pathtotmlattrs-- |
identifier |
TML solution |
jsoncriteria |
uid=hostName,filter:allrecords~subtopics=hostName,hostName,hostName~values=inboundpackets,outboundpackets,pingStatus~identifiers=inboundpackets,outboundpackets,pingStatus~datetime=lastUpdated~msgid=~latlong= |
STEP 4b: Preprocesing Data: tml-system-step-4b-kafka-preprocess-dag
User Parameter |
Chosen Value |
raw_data_topic |
--raw_data_topic2-- |
preprocess_data_topic |
--preprocess_data_topic2-- |
preprocessconditions |
--preprocessconditions2-- |
delay |
--delay2-- |
array |
--array2-- |
saveasarray |
--saveasarray2-- |
topicid |
--topicid2-- |
rawdataoutput |
--rawdataoutput2-- |
asynctimeout |
--asynctimeout2-- |
timedelay |
--timedelay2-- |
preprocesstypes |
--preprocesstypes2-- |
pathtotmlattrs |
--pathtotmlattrs2-- |
identifier |
--identifier2-- |
jsoncriteria |
--jsoncriteria2-- |
STEP 5: Entity Based Machine Learning : tml-system-step-5-kafka-machine-learning-dag
User Parameter |
Chosen Value |
preprocess_data_topic |
cisco-network-preprocess |
ml_data_topic |
ml-data |
modelruns |
--modelruns-- |
offset |
-1 |
islogistic |
--islogistic-- |
networktimeout |
--networktimeout-- |
modelsearchtuner |
--modelsearchtuner-- |
processlogic |
--processlogic-- |
dependentvariable |
--dependentvariable-- |
independentvariables |
--independentvariables-- |
rollbackoffsets |
--rollbackoffsets-- |
topicid |
-999 |
consumefrom |
--consumefrom-- |
fullpathtotrainingdata |
--fullpathtotrainingdata-- |
transformtype |
--transformtype-- |
sendcoefto |
--sendcoefto-- |
coeftoprocess |
--coeftoprocess-- |
coefsubtopicnames |
--coefsubtopicnames-- |
STEP 6: Entity Based Predictions: tml-system-step-6-kafka-predictions-dag
User Parameter |
Chosen Value |
preprocess_data_topic |
cisco-network-preprocess |
ml_prediction_topic |
--ml_prediction_topic-- |
streamstojoin |
--streamstojoin-- |
inputdata |
--inputdata-- |
consumefrom |
--consumefrom2-- |
offset |
-1 |
delay |
70 |
usedeploy |
--usedeploy-- |
networktimeout |
--networktimeout-- |
maxrows |
--maxrows-- |
topicid |
-999 |
pathtoalgos |
--pathtoalgos-- |
STEP 7: Real-Time Visualization: tml-system-step-7-kafka-visualization-dag
User Parameter |
Chosen Value |
vipervizport |
9005 |
topic |
cisco-network-preprocess,cisco-network-privategpt |
dashboardhtml |
tml-cisco-network-privategpt-monitor.html |
secure |
1 |
offset |
-1 |
append |
0 |
chip |
amd64 |
rollbackoffset |
500 |
STEP 8: tml_system_step_8_deploy_solution_to_docker_dag
User Parameter |
Chosen Value |
Docker Container |
saiyanshrestha/tssprojectcytv1-4c74-amd64 (https://hub.docker.com/r/saiyanshrestha/tssprojectcytv1-4c74-amd64) |
Docker Run Command |
docker run -d -p 57425:57425 -p 50027:50027 -p 46135:46135 -p 8883:8883 --env TSS=0 --env SOLUTIONNAME=tssprojectcytv1-4c74 --env SOLUTIONDAG=solution_preprocessing_ai_mqtt_dag-tssprojectcytv1-4c74 --env GITUSERNAME=saiyanshrestha --env GITPASSWORD=<Enter Github Password> --env GITREPOURL=https://github.com/SaiyanShrestha/rashpberrypi --env SOLUTIONEXTERNALPORT=57425 --env READTHEDOCS=<Enter Readthedocs token> --env CHIP=amd64 --env SOLUTIONAIRFLOWPORT=50027 --env SOLUTIONVIPERVIZPORT=46135 --env DOCKERUSERNAME=saiyanshrestha --env CLIENTPORT=8883 --env EXTERNALPORT=36017 --env KAFKACLOUDUSERNAME= --env KAFKACLOUDPASSWORD=<Enter API secret> --env VIPERVIZPORT=9005 --env MQTTUSERNAME='saiyanshrestha' --env MQTTPASSWORD='<Enter mqtt password>' --env AIRFLOWPORT=9000 saiyanshrestha/tssprojectcytv1-4c74-amd64 |
STEP 9: tml_system_step_9_privategpt_qdrant_dag
User Parameter |
Chosen Value |
PrivateGPT Container |
--pgptcontainername-- |
PrivateGPT Run Command |
docker run -d -p 8001:8001 --gpus all --net=host --env PORT=8001 --env GPU=1 --env WEB_CONCURRENCY=1 --env COLLECTION=tml-cisco --env CUDA_VISIBLE_DEVICES=0 maadsdocker/tml-privategpt-with-gpu-nvidia-amd64 |
Qdrant Container |
qdrant/qdrant |
Qdrant Run Command |
docker run -d -p 6333:6333 -v $(pwd)/qdrant_storage:/qdrant/storage:z qdrant/qdrant |
Consumefrom |
--consumefrom-- |
pgpt_data_topic |
--pgpt_data_topic-- |
offset |
-1 |
rollbackoffset |
500 |
topicid |
-999 |
enabletls |
1 |
partition |
--partition-- |
prompt |
--prompt-- |
context |
--context-- |
jsonkeytogather |
--jsonkeytogather-- |
keyattribute |
--keyattribute-- |
keyprocesstype |
--keyprocesstype-- |
vectordbcollectionname |
--vectordbcollectionname-- |
concurrency |
--concurrency-- |
CUDA_VISIBLE_DEVICES |
--cuda-- |
pgpthost |
--pgpthost-- |
pgptport |
--pgptport-- |
hyperbatch |
--hyperbatch-- |
STEP 10: tml_system_step_10_documentation_dag
User Parameter |
Chosen Value |
Solution Documentation URL |