[TMLCyber-f1fd] Details
Generated On: 2024-11-04 19:25:57 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 |
TMLCyber-f1fd |
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 |
MQTT |
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 |
39987 |
IDENTIFIER |
MQTT Subscription Topic: tml/cybersecurity |
HTTPADDR |
|
FROMHOST |
hammed-VMware-Virtual-Platform,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 |
anomprob,trend,avg |
pathtotmlattrs |
--pathtotmlattrs-- |
identifier |
IoT device performance and failures |
jsoncriteria |
uid=metadata.dsn,filter:allrecords~subtopics=metadata.property_name~values=datapoint.value~identifiers=metadata.display_name~datetime=datapoint.updated_at~msgid=datapoint.id~latlong=lat:long |
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 |
cisco-network-preprocess |
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 |
400 |
STEP 8: tml_system_step_8_deploy_solution_to_docker_dag
User Parameter |
Chosen Value |
Docker Container |
hooluwole/TMLCyber-f1fd-amd64 (https://hub.docker.com/r/hooluwole/TMLCyber-f1fd-amd64) |
Docker Run Command |
docker run -d -p 38407:38407 -p 46561:46561 -p 52953:52953 -p 8883:8883 --env TSS=0 --env SOLUTIONNAME=TMLCyber-f1fd --env SOLUTIONDAG=solution_preprocessing_ai_mqtt_dag-TMLCyber-f1fd --env GITUSERNAME=Dynamo7001 --env GITREPOURL=https://github.com/Dynamo7001/raspberrypi --env SOLUTIONEXTERNALPORT=38407 --env CHIP=amd64 --env SOLUTIONAIRFLOWPORT=46561 --env SOLUTIONVIPERVIZPORT=52953 --env DOCKERUSERNAME='hooluwole' --env CLIENTPORT=8883 --env EXTERNALPORT=39987 --env KAFKACLOUDUSERNAME='' --env VIPERVIZPORT=9005 --env MQTTUSERNAME='hammed' --env AIRFLOWPORT=9000 --env GITPASSWORD='<Enter Github Password>' --env KAFKACLOUDPASSWORD='<Enter API secret>' --env MQTTPASSWORD='<Enter mqtt password>' --env READTHEDOCS='<Enter Readthedocs token>' hooluwole/TMLCyber-f1fd-amd64 |
STEP 9: tml_system_step_9_privategpt_qdrant_dag
User Parameter |
Chosen Value |
PrivateGPT Container |
maadsdocker/tml-privategpt-with-gpu-nvidia-amd64 |
PrivateGPT Run Command |
docker run -d -p 8001:8001 --net=host --gpus all --env PORT=8001 --env GPU=1 --env COLLECTION=tml --env WEB_CONCURRENCY=1 --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 |
cisco-network-preprocess |
pgpt_data_topic |
cisco-network-privategpt |
offset |
-1 |
rollbackoffset |
400 |
topicid |
-999 |
enabletls |
1 |
partition |
-1 |
prompt |
Do any of the values of the inbound or outbound packets look abnormal? |
context |
These data are anomaly probabilities of suspicious data traffic.A high probability of over 0.80 is likely suspicious.’ |
jsonkeytogather |
hyperprediction |
keyattribute |
outboundpackets,inboundpackets |
keyprocesstype |
anomprob |
vectordbcollectionname |
tml |
concurrency |
1 |
CUDA_VISIBLE_DEVICES |
0 |
pgpthost |
|
pgptport |
8001 |
hyperbatch |
_0 |
STEP 10: tml_system_step_10_documentation_dag
User Parameter |
Chosen Value |
Solution Documentation URL |