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cs525-sp18-g07
spark
Commits
cc37601e
Commit
cc37601e
authored
12 years ago
by
Patrick Wendell
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Adding an example with an OLAP roll-up
parent
f6ec547e
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examples/src/main/scala/spark/examples/OLAPQuery.scala
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examples/src/main/scala/spark/examples/OLAPQuery.scala
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and
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examples/src/main/scala/spark/examples/OLAPQuery.scala
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cc37601e
package
spark.examples
import
spark.SparkContext
import
spark.SparkContext._
/**
* Executes a roll up-style query against Apache logs.
*/
object
OLAPQuery
{
val
exampleApacheLogs
=
List
(
"""10.10.10.10 - "FRED" [18/Jan/2013:17:56:07 +1100] "GET http://images.com/2013/Generic.jpg
| HTTP/1.1" 304 315 "http://referall.com/" "Mozilla/4.0 (compatible; MSIE 7.0; Windows NT 5.1;
| GTB7.4; .NET CLR 2.0.50727; .NET CLR 3.0.04506.30; .NET CLR 3.0.04506.648; .NET CLR
| 3.5.21022; .NET CLR 3.0.4506.2152; .NET CLR 1.0.3705; .NET CLR 1.1.4322; .NET CLR
| 3.5.30729; Release=ARP)" "UD-1" - "image/jpeg" "whatever" 0.350 "-" - "" 265 923 934 ""
| 62.24.11.25 images.com 1358492167 - Whatup"""
.
stripMargin
.
replace
(
"\n"
,
""
),
"""10.10.10.10 - "FRED" [18/Jan/2013:18:02:37 +1100] "GET http://images.com/2013/Generic.jpg
| HTTP/1.1" 304 306 "http:/referall.com" "Mozilla/4.0 (compatible; MSIE 7.0; Windows NT 5.1;
| GTB7.4; .NET CLR 2.0.50727; .NET CLR 3.0.04506.30; .NET CLR 3.0.04506.648; .NET CLR
| 3.5.21022; .NET CLR 3.0.4506.2152; .NET CLR 1.0.3705; .NET CLR 1.1.4322; .NET CLR
| 3.5.30729; Release=ARP)" "UD-1" - "image/jpeg" "whatever" 0.352 "-" - "" 256 977 988 ""
| 0 73.23.2.15 images.com 1358492557 - Whatup"""
.
stripMargin
.
replace
(
"\n"
,
""
)
)
def
main
(
args
:
Array
[
String
])
{
if
(
args
.
length
==
0
)
{
System
.
err
.
println
(
"Usage: OLAPQuery <master> [logFile]"
)
System
.
exit
(
1
)
}
val
sc
=
new
SparkContext
(
args
(
0
),
"OLAP Query"
)
val
dataSet
=
if
(
args
.
length
==
2
)
sc
.
textFile
(
args
(
1
))
else
sc
.
parallelize
(
exampleApacheLogs
)
val
apache_log_regex
=
"""^([\d.]+) (\S+) (\S+) \[([\w\d:/]+\s[+\-]\d{4})\] "(.+?)" (\d{3}) ([\d\-]+) "([^"]+)" "([^"]+)".*"""
.
r
/** Tracks the total query count and number of aggregate bytes for a particular group. */
class
Stats
(
val
count
:
Int
,
val
numBytes
:
Int
)
extends
Serializable
{
def
merge
(
other
:
Stats
)
=
new
Stats
(
count
+
other
.
count
,
numBytes
+
other
.
numBytes
)
override
def
toString
=
"bytes=%s\tn=%s"
.
format
(
numBytes
,
count
)
}
def
extractKey
(
line
:
String
)
:
(
String
,
String
,
String
)
=
{
apache_log_regex
findFirstIn
line
match
{
case
Some
(
apache_log_regex
(
ip
,
_
,
user
,
dateTime
,
query
,
status
,
bytes
,
referer
,
ua
))
=>
if
(
user
!=
"\"-\""
)
(
ip
,
user
,
query
)
else
(
null
,
null
,
null
)
case
_
=>
(
null
,
null
,
null
)
}
}
def
extractStats
(
line
:
String
)
:
Stats
=
{
apache_log_regex
findFirstIn
line
match
{
case
Some
(
apache_log_regex
(
ip
,
_
,
user
,
dateTime
,
query
,
status
,
bytes
,
referer
,
ua
))
=>
new
Stats
(
1
,
bytes
.
toInt
)
case
_
=>
new
Stats
(
1
,
0
)
}
}
dataSet
.
map
(
line
=>
(
extractKey
(
line
),
extractStats
(
line
)))
.
reduceByKey
((
a
,
b
)
=>
a
.
merge
(
b
))
.
collect
().
foreach
{
case
(
user
,
query
)
=>
println
(
"%s\t%s"
.
format
(
user
,
query
))}
}
}
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