Created
February 8, 2017 09:39
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Example to filter a WARC archive using Spark and storing the result back to a WARC archive
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package application | |
import java.io._ | |
import java.util | |
import org.apache.spark.rdd.RDD | |
import org.archive.format.warc.WARCConstants.WARCRecordType | |
import org.archive.io.warc.WARCRecordInfo | |
import org.warcbase.spark.archive.io.ArchiveRecord | |
import org.warcbase.spark.matchbox.RecordLoader | |
import java.util.concurrent.atomic.AtomicInteger | |
import org.apache.spark.SparkContext | |
import org.archive.io.warc.{WARCWriter, WARCWriterPoolSettings} | |
import org.archive.uid.UUIDGenerator | |
import org.archive.util.DateUtils | |
object FilterArchiveExample { | |
def main(args: Array[String]) { | |
val inputWarcFile = "/datasets/commoncrawl/crawl-data/CC-MAIN-2016-36/segments/*/warc/*.gz" | |
val outDir = "/tmp/commoncrawl_filtered" | |
def filter(r: ArchiveRecord): Boolean = r.getContentString.contains("hello world") | |
val sparkConf = new SparkConf().setAppName("filter") | |
val sc = new SparkContext(sparkConf) | |
run(inputWarcFile, outDir, filter, sc) | |
} | |
} | |
object FilterArchive { | |
def run(inputWarcFile: String, outDir: String, filter: ArchiveRecord => Boolean, sc: SparkContext) { | |
val outDir_ = new File(outDir) | |
outDir_.mkdirs() | |
val webPages: RDD[ArchiveRecord] = RecordLoader.loadArchives(inputWarcFile, sc) | |
webPages.foreachPartition(it => { | |
val file = java.io.File.createTempFile("files_", ".warc.gz", outDir_) | |
val (writer, uuidGenerator) = initWriter(file) | |
it.filter(filter).foreach { archiveRecord => | |
// println(s"$file\t${archiveRecord.getUrl}") | |
val warcResponse = buildWARCResponse(archiveRecord.getUrl, archiveRecord.getContentBytes, uuidGenerator) | |
writer.writeRecord(warcResponse) | |
} | |
writer.close() | |
}) | |
sc.stop() | |
println("END") | |
} | |
private def initWriter(file: File): (WARCWriter, UUIDGenerator) = { | |
val bos = new BufferedOutputStream(new FileOutputStream(file)) | |
val settings = getSettings(isCompressed = true, prefix = null, arcDirs = null, metadata = null) | |
val writer = new WARCWriter(new AtomicInteger(), bos, file, settings) | |
(writer, settings.getRecordIDGenerator) | |
} | |
def getSettings(isCompressed: Boolean, prefix: String, arcDirs: util.List[File], metadata: util.List[String]) = | |
new WARCWriterPoolSettings() { | |
def calcOutputDirs: util.List[File] = arcDirs | |
def getMetadata: util.List[String] = metadata | |
def getPrefix: String = prefix | |
def getCompress: Boolean = isCompressed | |
def getMaxFileSizeBytes = org.archive.format.arc.ARCConstants.DEFAULT_MAX_ARC_FILE_SIZE | |
def getTemplate = "${prefix}-${timestamp17}-${serialno}" | |
def getFrequentFlushes = false | |
def getWriteBufferSize = 4096 | |
def getRecordIDGenerator = new UUIDGenerator() | |
} | |
def buildWARCResponse(url: String, content: Array[Byte], uuidGenerator: UUIDGenerator): WARCRecordInfo = { | |
val r = new WARCRecordInfo() | |
r.setType(WARCRecordType.response) | |
r.setUrl(url) | |
r.setMimetype("application/http; msgtype=response") | |
r.setRecordId(uuidGenerator.getRecordID) | |
r.setContentStream(new ByteArrayInputStream(content)) | |
r.setContentLength(content.length) | |
// NB: extract data from ArchiveRecord if needed | |
r.setCreate14DigitDate(DateUtils.getLog14Date()) // NB: create14DigitDate must be in ISOZ format (name "14DigitDate" is confusing) | |
r | |
} | |
} |
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