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OCTOBER 11-14, 2016 • BOSTON, MA
Why is my Solr slow?
Mike Drob
Software Engineer, Cloudera
Who Am I?
●
Apache HTrace (Incubating) Committer
●
Software Engineer @ Cloudera
●
Middle School LEGO Robotics Mentor
Outline
●
The need for tracing
●
HTrace introduction
●
Examples with Solr
●
Finding the slow server!
Scenario
●
User complains that queries are “slow”
●
Caches?
●
Or faceting?
●
Or sorting?
●
Or...?
The State of the Art
Run a query with debug=timing:
"timing":{
"time":178.0,
"prepare":{"time":7.0,
"query":{"time":4.0}}
"process":{"time":160.0,
"query":{"time":118.0},
"facet":{"time":33.0}}
What is Apache HTrace
●
Distributed Tracing Library
●
Primitive Type is the “Span”
●
Unique ID
●
Source + Description
●
Start/Stop Time
●
Additional Metadata
●
See Also: Dapper, Zipkin, Wingtips
Reference Architecture
Application
Trace
Gen
Application
Trace
Gen
Application
Trace
Gen
Application
Trace
Gen
Collector
Example Architecture
Solr
trace
Solr
trace
Solr
trace
Solr
trace
htraced
How Do I Trace?
●
Can Trace Any “Unit Of Work”
●
Method Calls
●
Threads
●
RPCs doQuery();
try (TraceScope scope = tracer.newScope(“work”)) {
doQuery();
}
What Does It Look Like?
● Trace of q=*:* and resulting sub-queries
● Data modeled on debug=timing
Aside: Benefits over debug=timing
●
Separate time-lines for each server
●
Ability to mark annotations
●
Data stored for later analysis
●
Trace non-query requests
●
Trace calls to other systems
Something More Complex
techproducts/select?q=*:*&facet.field=popularity
And Other Commands
And Other Commands
Configuration
●
New section in solr.xml
<trace>
<str name="span.receiver.classes">org.apache.htrace.impl.HTracedSpanReceiver</str>
<str name="htraced.receiver.address">trace-server:9075</str>
<str name="sampler.classes">org.apache.htrace.core.ProbabilitySampler</str>
</trace>
●
Sampler Options
●
Advanced: Force Trace
… traceid=<64-bit> …
●
Advanced: Buffer Options
Performance
●
Each trace add ~25ns of overhead
●
Search handler can generate ~20 traces
●
Traces are buffered in memory
●
May consider multiple recievers
Future Work
●
Add tracing to clients (SolrJ)
●
Leverage MDC logging
●
Async Requests
Demo
Demo (Backup)
"responseHeader":{
"zkConnected":true,
"status":0,
"QTime":5251,
"params":{
"q":"*:*",
"indent":"on",
"wt":"json",
"_":"1476334957442"}},
Demo (Backup)
Demo (Backup)
Demo (Backup)
Demo (Backup)
Thank you
mdrob@apache.org
@mikhaildrob

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