iot realized connected carfiles.meetup.com/10751222/pivotal connected car demo.pdf · spring xd...
TRANSCRIPT
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IoT REALIZED CONNECTED CAR Ian Huston Senior Data Scientist @ianhuston
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https://github.com/pivotal/IoT-ConnectedCar
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B A C K T O T H E BEGINNING
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REALLY COOL IoT PROJECT
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COVERED BY AN
NDA
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CONNECTED
CAR
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PIECES ARE THE
SAME
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P R E D I C T T H E DESTINATION
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PREDICT THE RANGE
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TCP SOCKET OVER
BLUETOOTH HTTP POST
OVER CELLULAR
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HOW DOES THIS
WORK?
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START IN THE
CAR
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ON BOARD DIAGNOSTICS
OBD II
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PHONE PROVIDES CONNECTIVITY
127.0.0.1:9000
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{ ! "vehicle_speed":103, ! "obd_standards":2, ! "intake_manifold_pressure":"", ! "accelerator_throttle_pos_e":14, ! "engine_load":89, ! "maf_airflow":33, ! "latitude":"32.897554", ! "vin":"1HGCM82633A004352", ! "bearing":"343.922580", ! "catalyst_temp":779, ! "relative_throttle_pos":12, ! "fuel_level_input":89, ! "fuel_system_status":[2,0], ! "accelerator_throttle_pos_d":29, ! "acceleration":"0.953", ! "throttle_position":21, ! "barometric_pressure":97, ! "control_module_voltage":13, ! "longitude":"-96.810236", ! "distance_with_mil_on":0, ! "coolant_temp":94, ! "intake_air_temp":34, ! "rpm":1593, ! "short_term_fuel":-2, ! "time_since_engine_start":4054, ! "absolute_throttle_pos_b":38, ! "long_term_fuel":3 !} !
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Pivotal λ-Architecture
Spring XD
Pivotal HD
Pivotal GemFire
Speed Layer Serving Layer
Batch Layer
Pivotal CF ®
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What is Cloud Foundry? http://cloudfoundry.org
Open Source
Multi-Cloud Platform
Simple App Deployment, Scaling & Availability
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Cloud Applications Haiku Here is my source code Run it on the cloud for me I do not care how.
- Onsi Fakhouri @onsijoe
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Same applications running across different cloud providers
Private Public Hosted
Multi-Cloud
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Pivotal Cloud Foundry for Open Cloud Computing
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$ cf push
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Pivotal λ-Architecture
Spring XD
Pivotal HD
Pivotal GemFire
Speed Layer Serving Layer
Batch Layer
Pivotal CF ®
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O N T H E SERVER
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SPRING XD EXTREME DATA
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Spring XD Unified, distributed, and extensible open-source system for data ingestion, real time analytics, batch processing, and data export. o Data Ingestion and Pipeline Processing
o Kafka, RabbitMQ, MQTT, JMS, HTTP, GPDB, HAWQ
o Partition, Filter, Transform, Split, Aggregate
o Real Time Analytics and Complex Event Processing o Spark Streaming, RxJava, JPMML Scoring
o Redis, GemFire, Cassandra, etc..
o Rapid Dashboarding
o Batch Workflow Orchestration + ETL o Map Reduce, HDFS, PIG, Hive, GPDB, HAWQ, Spark
o RDBMS, FILE, FTP, Log, Mongo, Splunk Spring XD
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SPRING
Ingestion
Orchestration
Extraction
Real-time Analytics
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D I S T R I B U T E D RUNTIME
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STREAMING BATCH &
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http | filter | acmeenrich | shell | hdfs!
// Ingestion Stream Definitions !
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IoT-HTTP.shell > typeconversiontransformer | !gemfire-server !
// Tap Definitions !
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job create pi --definition "sparkapp --name=PI \ ! --master=local[8] \ ! --appJar=path/lib/spark-examples-1.4.0-hadoop2.6.0.jar \ ! --mainClass=org.apache.spark.examples.SparkPi \ ! --programArgs=100" –deploy !!job launch pi !
// Spark Example Job !
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TCP SOCKET OVER
BLUETOOTH HTTP POST
OVER CELLULAR
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Spring XD
HTTP transformers hdfs
gemfire tap
python
hdfs
GemFire
REST API
PySpark
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Spring XD
HTTP transformers hdfs
gemfire tap
python
hdfs
GemFire
REST API
PySpark
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Pivotal λ-Architecture
Spring XD
Pivotal HD
Pivotal GemFire
Speed Layer Serving Layer
Batch Layer
Pivotal CF ®
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PivotalBig Data Suite
Advanced Analytics
Pivotal HAWQ
Pivotal Greenplum Database
Pivotal GemFire
RabbitMQ
Redis
Apps at ScaleData Processing
Big Data Suite Services on Pivotal Cloud Foundry
Spring XD
Spark
Pivotal HD
Pivotal Big Data Suite
Pivotal HAWQ RabbitMQRedisSpring XD Pivotal HD
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Pivotal HD
Spring XD
Realtime Evaluation Batch Training
Data Persistence
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REALTIME DATA SCIENCE
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1 PREDICT JOURNEY
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HOW DOES I T
WORK?
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STORE SENSOR
DATA
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R E C O R D E D
JOURNEYS
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OFFLINE BATCH TRAINING
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J O U R N E Y CLUSTERS
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INITIAL PREDICTION
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DRIVING HOME TO WORK
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DRIVING WORK TO HOME
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ONLINE PREDICTION
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2 PREDICT RANGE
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… !"Predictions": { ! "ClusterPredictions": { ! "0": { ! "EndLocation": [ ! 32.98525175453122, ! -96.70940837440399 ! ], ! "MPG_Journey": 25.60900810315203, ! "Probability": 0.63736 ! }, !… !
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HORIZONTAL SCALABILITY
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100,000’s OF CLIENTS
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MILLIONS OF MESSAGES
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PER MINUTE OVER
100 GB
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IoT
ISSUES
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COMPATIBILITY
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CONNECTIVITY
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SECURITY
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LOOKING INTO THE
FUTURE
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A D D I T I O N A L USE CASES
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F L E E T MANAGEMENT
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P R E D I C T I V E MAINTENANCE
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A C C I D E N T ASSISTANCE
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Ian Huston @ianhuston Michael Natusch @cumulyst