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Warp 10
Mathias Herberts - @herberts
@warp10io – @CityzenData
Introduction
Our singular history
First focus on Smart Fabric Then all verticals with sensors
Architecture
Security
Privacy / Integrity / Authorization
Ingesting Data
Warp 10 manages Geo Time Series®
+
1411725015746208/48:-4.558/23000 water.temp{sensorid=42,sensornet=X} 16.9
TIMESTAMP [LOCATION] [ELEVATION] CLASS LABELS VALUE
Timestamp confgurable from ms to ns precision
Location stored with 32 bits precision for latitude and longitude
Elevation is a 64 bits LONG, assumed to be expressed in mm
Class can be any valid UTF-8 sequence (URL % Encoded) – type of sensor
Labels are immutable K/V pairs of UTF-8 sequences (URL % encoded) – id in class
Attributes are mutable K/V pairs which can be associated with a Geo Time Series (GTS)
Values can be LONG, DOUBLE, BOOLEAN or UTF-8 STRING
Pushing data is a HTTP request away!
POST /api/v0/update HTTP/1.1
Host: warp.cityzendata.net
Transfer-Encoding: chunked
Content-Type: text/plain ← we also support application/gzip with a gzipped body
X-Warp10-Token: MySecretToken
X-Warp10-Now: 1442558287045000
Connection: close
1442558287045000// linux.proc.vmstat.pgmajfault{cell=prod,dc=rbx4,hname=prod-6,rack=55c14} 15429
1442558287045000// linux.proc.vmstat.pgrefill_dma{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 0
1442558287045000// linux.proc.vmstat.pgrefill_dma32{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 992
1442558287045000// linux.proc.vmstat.pgrefill_normal{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 1321759
1442558287045000// linux.proc.vmstat.pgrefill_movable{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 0
=1442558287046000// 0
=1442558287047000// 0
=1442558287048000// 0
// foo{label=value} 'String%20value'
=T+1000// bar{label=value} T
=T-1000// foobar{label=value} 1234.5
Or pushed on a WebSocket
UPDATE MySecretToken
1442558287045000// linux.proc.vmstat.pgrefill_dma{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 0
1442558287045000// linux.proc.vmstat.pgrefill_dma32{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 992
1442558287045000// linux.proc.vmstat.pgrefill_normal{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 1321759
1442558287045000// linux.proc.vmstat.pgrefill_movable{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 0
=1442558287046000// 0
=1442558287047000// 0
=1442558287048000// 0
// foo{label=value} 'String%20value'
=T+1000// bar{label=value} T
=T-1000// foobar{label=value} 1234.5
Performance is great!
Manipulating Data
A stack based language designed for working with Geo Time Series®
A feature rich language
600+functions
5high level frameworks
BUCKETIZE MAP REDUCE APPLY FILTER
Loops, Conditionals, Server Side Macros, Java UDFs
Support for alternate scripting languages
JSR 223
No SDK, simply use HTTP and JSON libs
POST /dist/api/v0/exec HTTP/1.1
Host: warp.cityzendata.net
Content-Length: 358
content-type: application/x-www-form-urlencoded; charset=UTF-8
Referer: https://api0.cityzendata.net/widgets/static/
'lMYI.....Kpnl9Lk' 'token' STORE
NOW 'now' STORE
'PT2h' DURATION 'duration' STORE
// Fetch raw data
[ $token '~.*ingress.*requests' { 'cell' 'prod' } $now $duration ] FETCH
// Compute QPS
[ SWAP mapper.rate 1 0 0 ] MAP
'Hello'
NOW
Build complex systems
WEBCALL allows to issue HTTP calls from within WarpScript
UPDATE enables storing new data from within WarpScript
META can set attributes for specifc Geo Time Series®
Runner can schedule WarpScript programs periodically
Right within Warp 10
Visualizing Data
Quantum, a WarpScript execution widget
Quantum-viz graphing widget
<!doctype html>
<html>
<head>
<meta name="viewport" content="width=device-width, minimum-scale=1.0, initial-scale=1.0, user-scalable=yes">
<script src="https://api0.cityzendata.net/widgets/quantumviz/webcomponentsjs/webcomponents.js"></script>
<link rel="import" href="https://api0.cityzendata.net/widgets/quantumviz/polymer/polymer.html">
<link rel="import" href="https://api0.cityzendata.net/widgets/quantumviz/warp10-quantumviz/warp10-quantumviz.html">
<body>
<warp10-quantumviz
width="500" height="400"
show-axis="true" tooltip="true" line-width="2" reload="0"
host="https://warp.cityzendata.net/dist" >
NEWGTS
1 720
<% DUP 'i' STORE 10000000 * NaN NaN NaN $i TORADIANS COS ADDVALUE %>
FOR
[ SWAP ] 'gts' STORE
[ { 'color' '#00d4ff' 'key' 'Sine' } ] 'params' STORE
{ 'interpolate' 'linear' } 'globalParams' STORE
{ 'gts' $gts 'params' $params 'globalParams' $globalParams }
</warp10-quantumviz>
</body>
</html>
Integration
WarpScript <3 Processing
800 'width' STORE 800 'height' STORE
$width $height '2D' PGraphics
400.0 'maxspeed' STORE 40000.0 'maxalt' STORE
3.0 2.0 2.0 @orbit/heatmap/kernel/triangular 'kernel' STORE
@orbit/heatmap/palette/classic 'palette' STORE
'MULTIPLY' PblendMode 'CENTER' PimageMode
'TOKEN''token' STORE
[ $token '~(ALT|CAS)' {} NOW -2000000 ] FETCH
DUP 0 GET LASTTICK 'now' STORE
[ SWAP bucketizer.last $now STU 0 ] BUCKETIZE
// Create heatmap
<%
7 GET
LIST-> DROP 'CAS' STORE 'ALT' STORE
<% $CAS ISNULL NOT $ALT ISNULL NOT && %>
<% $kernel $CAS $maxspeed / $width * $ALT $maxalt / 1.0 SWAP -
$height * Pimage %>
IFT
0 NaN NaN NaN NULL
%> MACROREDUCER 'GRAPHER' STORE
[ SWAP [] $GRAPHER ] REDUCE DROP
// Colorize
Ppixels
<% DROP Palpha $palette SWAP GET %> LMAP
PupdatePixels
Pencode Pdecode
$width $height '2D' PGraphics
// Do the grid
PnoFill 0 0 $width 1 - $height 1 - Prect
2.0 PstrokeWeight 200.0 Pcolor Pstroke
250.0 $maxspeed / $width * DUP 0 SWAP $height Pline
0 10000 $maxalt / 1.0 SWAP - $height * DUP $width SWAP Pline
SWAP 0 0 Pimage
Pencode
Quantum-image image display widget
<!doctype html>
<html>
<head>
<link rel="stylesheet" href="//maxcdn.bootstrapcdn.com/bootstrap/3.3.5/css/bootstrap.min.css">
<link rel="stylesheet" href="//maxcdn.bootstrapcdn.com/font-awesome/4.3.0/css/font-awesome.min.css">
<script src="//cdnjs.cloudflare.com/ajax/libs/jquery/1.11.3/jquery.min.js"></script>
<script src="//cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.5/js/bootstrap.min.js"></script>
<script src="https://api0.cityzendata.net/widgets/quantumviz/webcomponentsjs/webcomponents.js"></script>
<link rel="import" href="https://api0.cityzendata.net/widgets/quantumviz/polymer/polymer.html">
<link rel="import" href="https://api0.cityzendata.net/widgets/quantumviz/warp10-quantumviz/quantumviz-warpscript-image.html">
<body>
<warp10-img
width="300" height="300" reload="0"
host="https://warp.cityzendata.net/dist">
200 'width' CSTORE 200 'height' CSTORE
$width $height '2D' Pgraphics
Ppixels
<% DROP DROP RAND 0xFFFFFFFF * TOLONG %> LMAP
PupdatePixels Pencode
</warp10-img>
</body>
</html>
Use any JavaScript library
Real-Time and Batch
Plasma and Mobius
Stream raw data (Plasma) or WarpScript results (Mobius)
Use WarpScript from other tools
Use Cases
Provide, replace or complement these
Time series databases
Data historians
IoT analytics platforms
OpenTSDB / KairosDB / InfluxDB / Prometheus
OSISoft Pi / Proprietary solutions /
Sensor data processing solution
Monitoring / alerting platform
Time series manipulation library
www.warp10.io – github.com/cityzendata
contact @ cityzendata . com

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Warp 10 Platform Presentation - Criteo Beer & Tech 2016-02-03

  • 1. Warp 10 Mathias Herberts - @herberts @warp10io – @CityzenData
  • 3. Our singular history First focus on Smart Fabric Then all verticals with sensors
  • 5.
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  • 8.
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  • 10.
  • 11.
  • 12.
  • 13.
  • 15. Privacy / Integrity / Authorization
  • 17. Warp 10 manages Geo Time Series® +
  • 18. 1411725015746208/48:-4.558/23000 water.temp{sensorid=42,sensornet=X} 16.9 TIMESTAMP [LOCATION] [ELEVATION] CLASS LABELS VALUE Timestamp confgurable from ms to ns precision Location stored with 32 bits precision for latitude and longitude Elevation is a 64 bits LONG, assumed to be expressed in mm Class can be any valid UTF-8 sequence (URL % Encoded) – type of sensor Labels are immutable K/V pairs of UTF-8 sequences (URL % encoded) – id in class Attributes are mutable K/V pairs which can be associated with a Geo Time Series (GTS) Values can be LONG, DOUBLE, BOOLEAN or UTF-8 STRING
  • 19. Pushing data is a HTTP request away! POST /api/v0/update HTTP/1.1 Host: warp.cityzendata.net Transfer-Encoding: chunked Content-Type: text/plain ← we also support application/gzip with a gzipped body X-Warp10-Token: MySecretToken X-Warp10-Now: 1442558287045000 Connection: close 1442558287045000// linux.proc.vmstat.pgmajfault{cell=prod,dc=rbx4,hname=prod-6,rack=55c14} 15429 1442558287045000// linux.proc.vmstat.pgrefill_dma{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 0 1442558287045000// linux.proc.vmstat.pgrefill_dma32{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 992 1442558287045000// linux.proc.vmstat.pgrefill_normal{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 1321759 1442558287045000// linux.proc.vmstat.pgrefill_movable{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 0 =1442558287046000// 0 =1442558287047000// 0 =1442558287048000// 0 // foo{label=value} 'String%20value' =T+1000// bar{label=value} T =T-1000// foobar{label=value} 1234.5
  • 20. Or pushed on a WebSocket UPDATE MySecretToken 1442558287045000// linux.proc.vmstat.pgrefill_dma{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 0 1442558287045000// linux.proc.vmstat.pgrefill_dma32{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 992 1442558287045000// linux.proc.vmstat.pgrefill_normal{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 1321759 1442558287045000// linux.proc.vmstat.pgrefill_movable{cell=prod,dc=rbx4,hname=prod-2,rack=55c14} 0 =1442558287046000// 0 =1442558287047000// 0 =1442558287048000// 0 // foo{label=value} 'String%20value' =T+1000// bar{label=value} T =T-1000// foobar{label=value} 1234.5
  • 23. A stack based language designed for working with Geo Time Series®
  • 24. A feature rich language 600+functions 5high level frameworks BUCKETIZE MAP REDUCE APPLY FILTER Loops, Conditionals, Server Side Macros, Java UDFs
  • 25. Support for alternate scripting languages JSR 223
  • 26. No SDK, simply use HTTP and JSON libs POST /dist/api/v0/exec HTTP/1.1 Host: warp.cityzendata.net Content-Length: 358 content-type: application/x-www-form-urlencoded; charset=UTF-8 Referer: https://api0.cityzendata.net/widgets/static/ 'lMYI.....Kpnl9Lk' 'token' STORE NOW 'now' STORE 'PT2h' DURATION 'duration' STORE // Fetch raw data [ $token '~.*ingress.*requests' { 'cell' 'prod' } $now $duration ] FETCH // Compute QPS [ SWAP mapper.rate 1 0 0 ] MAP 'Hello' NOW
  • 27. Build complex systems WEBCALL allows to issue HTTP calls from within WarpScript UPDATE enables storing new data from within WarpScript META can set attributes for specifc Geo Time Series® Runner can schedule WarpScript programs periodically Right within Warp 10
  • 29. Quantum, a WarpScript execution widget
  • 30. Quantum-viz graphing widget <!doctype html> <html> <head> <meta name="viewport" content="width=device-width, minimum-scale=1.0, initial-scale=1.0, user-scalable=yes"> <script src="https://api0.cityzendata.net/widgets/quantumviz/webcomponentsjs/webcomponents.js"></script> <link rel="import" href="https://api0.cityzendata.net/widgets/quantumviz/polymer/polymer.html"> <link rel="import" href="https://api0.cityzendata.net/widgets/quantumviz/warp10-quantumviz/warp10-quantumviz.html"> <body> <warp10-quantumviz width="500" height="400" show-axis="true" tooltip="true" line-width="2" reload="0" host="https://warp.cityzendata.net/dist" > NEWGTS 1 720 <% DUP 'i' STORE 10000000 * NaN NaN NaN $i TORADIANS COS ADDVALUE %> FOR [ SWAP ] 'gts' STORE [ { 'color' '#00d4ff' 'key' 'Sine' } ] 'params' STORE { 'interpolate' 'linear' } 'globalParams' STORE { 'gts' $gts 'params' $params 'globalParams' $globalParams } </warp10-quantumviz> </body> </html>
  • 32. WarpScript <3 Processing 800 'width' STORE 800 'height' STORE $width $height '2D' PGraphics 400.0 'maxspeed' STORE 40000.0 'maxalt' STORE 3.0 2.0 2.0 @orbit/heatmap/kernel/triangular 'kernel' STORE @orbit/heatmap/palette/classic 'palette' STORE 'MULTIPLY' PblendMode 'CENTER' PimageMode 'TOKEN''token' STORE [ $token '~(ALT|CAS)' {} NOW -2000000 ] FETCH DUP 0 GET LASTTICK 'now' STORE [ SWAP bucketizer.last $now STU 0 ] BUCKETIZE // Create heatmap <% 7 GET LIST-> DROP 'CAS' STORE 'ALT' STORE <% $CAS ISNULL NOT $ALT ISNULL NOT && %> <% $kernel $CAS $maxspeed / $width * $ALT $maxalt / 1.0 SWAP - $height * Pimage %> IFT 0 NaN NaN NaN NULL %> MACROREDUCER 'GRAPHER' STORE [ SWAP [] $GRAPHER ] REDUCE DROP // Colorize Ppixels <% DROP Palpha $palette SWAP GET %> LMAP PupdatePixels Pencode Pdecode $width $height '2D' PGraphics // Do the grid PnoFill 0 0 $width 1 - $height 1 - Prect 2.0 PstrokeWeight 200.0 Pcolor Pstroke 250.0 $maxspeed / $width * DUP 0 SWAP $height Pline 0 10000 $maxalt / 1.0 SWAP - $height * DUP $width SWAP Pline SWAP 0 0 Pimage Pencode
  • 33. Quantum-image image display widget <!doctype html> <html> <head> <link rel="stylesheet" href="//maxcdn.bootstrapcdn.com/bootstrap/3.3.5/css/bootstrap.min.css"> <link rel="stylesheet" href="//maxcdn.bootstrapcdn.com/font-awesome/4.3.0/css/font-awesome.min.css"> <script src="//cdnjs.cloudflare.com/ajax/libs/jquery/1.11.3/jquery.min.js"></script> <script src="//cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.5/js/bootstrap.min.js"></script> <script src="https://api0.cityzendata.net/widgets/quantumviz/webcomponentsjs/webcomponents.js"></script> <link rel="import" href="https://api0.cityzendata.net/widgets/quantumviz/polymer/polymer.html"> <link rel="import" href="https://api0.cityzendata.net/widgets/quantumviz/warp10-quantumviz/quantumviz-warpscript-image.html"> <body> <warp10-img width="300" height="300" reload="0" host="https://warp.cityzendata.net/dist"> 200 'width' CSTORE 200 'height' CSTORE $width $height '2D' Pgraphics Ppixels <% DROP DROP RAND 0xFFFFFFFF * TOLONG %> LMAP PupdatePixels Pencode </warp10-img> </body> </html>
  • 36. Plasma and Mobius Stream raw data (Plasma) or WarpScript results (Mobius)
  • 37. Use WarpScript from other tools
  • 39. Provide, replace or complement these Time series databases Data historians IoT analytics platforms OpenTSDB / KairosDB / InfluxDB / Prometheus OSISoft Pi / Proprietary solutions / Sensor data processing solution Monitoring / alerting platform Time series manipulation library