[project2_ksa_tss-b4b4] Details
Generated On: 2024-10-22 02:42:48 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 |
project2_ksa_tss-b4b4 |
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 |
iot-raw-data |
preprocess_data_topic |
iot-preprocess,iot-preprocess2 |
ml_data_topic |
ml-data |
prediction_data_topic |
prediction-data |
STEP 3: Produce to Kafka Topics
User Parameter |
Chosen Value |
PRODUCETYPE |
LOCALFILE |
TOPIC |
iot-raw-data |
PORT |
41391 |
IDENTIFIER |
TML solution,/rawdata/IoTData.txt |
HTTPADDR |
|
FROMHOST |
('tml-kas', '127.0.1.1') |
TOHOST |
127.0.1.1 |
CLIENTPORT |
Not Applicable |
TSS_CLIENTPORT |
Not Applicable |
TML_CLIENTPORT |
Not Applicable |
STEP 4: Preprocesing Data: tml-system-step-4-kafka-preprocess-dag
User Parameter |
Chosen Value |
raw_data_topic |
iot-raw-data |
preprocess_data_topic |
iot-preprocess,iot-preprocess2 |
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 |
iot-preprocess,iot-preprocess2 |
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 |
iot-preprocess,iot-preprocess2 |
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 |
iot-preprocess,iot-preprocess2 |
dashboardhtml |
dashboard.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 |
kasunsam/project2_ksa_tss-b4b4-amd64 (https://hub.docker.com/r/kasunsam/project2_ksa_tss-b4b4-amd64) |
Docker Run Command |
docker run -d -p 47771:47771 -p 43491:43491 -p 37785:37785 --env TSS=0 --env SOLUTIONNAME=project2_ksa_tss-b4b4 --env SOLUTIONDAG=solution_preprocessing_dag-project2_ksa_tss-b4b4 --env GITUSERNAME=124457235-myseneca --env GITREPOURL=https://github.com/124457235-myseneca/raspberrypi.git --env SOLUTIONEXTERNALPORT=47771 --env CHIP=amd64 --env SOLUTIONAIRFLOWPORT=43491 --env SOLUTIONVIPERVIZPORT=37785 --env DOCKERUSERNAME='kasunsam' --env EXTERNALPORT=41391 --env KAFKACLOUDUSERNAME='' --env VIPERVIZPORT=9005 --env MQTTUSERNAME='ksathugoda.ca@gmail.com' --env AIRFLOWPORT=9000 --env MQTTPASSWORD='<Enter mqtt password>' --env KAFKACLOUDPASSWORD='<Enter API secret>' --env GITPASSWORD='<Enter Github Password>' --env READTHEDOCS='<Enter Readthedocs token>' kasunsam/project2_ksa_tss-b4b4-amd64 |
STEP 9: tml_system_step_9_privategpt_qdrant_dag
User Parameter |
Chosen Value |
PrivateGPT Container |
--pgptcontainername-- |
PrivateGPT Run Command |
--privategptrun-- |
Qdrant Container |
--qdrantcontainer-- |
Qdrant Run Command |
--qdrantrun-- |
Consumefrom |
--consumefrom-- |
pgpt_data_topic |
--pgpt_data_topic-- |
offset |
-1 |
rollbackoffset |
400 |
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 |