dnet-hadoop/dhp-workflows/dhp-doiboost/src/main/java/eu/dnetlib/doiboost/orcid/SparkUpdateOrcidAuthors.java

179 lines
6.6 KiB
Java

package eu.dnetlib.doiboost.orcid;
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
import java.io.IOException;
import java.util.Objects;
import java.util.Optional;
import org.apache.commons.io.IOUtils;
import org.apache.commons.lang3.StringUtils;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.compress.GzipCodec;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.Function;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Encoders;
import org.apache.spark.util.LongAccumulator;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.fasterxml.jackson.annotation.JsonInclude;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.google.gson.JsonElement;
import com.google.gson.JsonParser;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.schema.orcid.AuthorSummary;
import eu.dnetlib.doiboost.orcid.xml.XMLRecordParser;
import scala.Tuple2;
public class SparkUpdateOrcidAuthors {
private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper()
.setSerializationInclusion(JsonInclude.Include.NON_NULL);
public static void main(String[] args) throws IOException, Exception {
Logger logger = LoggerFactory.getLogger(SparkUpdateOrcidDatasets.class);
final ArgumentApplicationParser parser = new ArgumentApplicationParser(
IOUtils
.toString(
SparkUpdateOrcidDatasets.class
.getResourceAsStream(
"/eu/dnetlib/dhp/doiboost/download_orcid_data.json")));
parser.parseArgument(args);
Boolean isSparkSessionManaged = Optional
.ofNullable(parser.get("isSparkSessionManaged"))
.map(Boolean::valueOf)
.orElse(Boolean.TRUE);
final String workingPath = parser.get("workingPath");
// final String outputPath = parser.get("outputPath");
SparkConf conf = new SparkConf();
runWithSparkSession(
conf,
isSparkSessionManaged,
spark -> {
JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext());
LongAccumulator oldAuthorsFoundAcc = spark
.sparkContext()
.longAccumulator("old_authors_found");
LongAccumulator updatedAuthorsFoundAcc = spark
.sparkContext()
.longAccumulator("updated_authors_found");
LongAccumulator newAuthorsFoundAcc = spark
.sparkContext()
.longAccumulator("new_authors_found");
LongAccumulator errorCodeAuthorsFoundAcc = spark
.sparkContext()
.longAccumulator("error_code_authors_found");
LongAccumulator errorLoadingAuthorsJsonFoundAcc = spark
.sparkContext()
.longAccumulator("error_loading_authors_json_found");
LongAccumulator errorParsingAuthorsXMLFoundAcc = spark
.sparkContext()
.longAccumulator("error_parsing_authors_xml_found");
Function<Tuple2<Text, Text>, AuthorSummary> retrieveAuthorSummaryFunction = data -> {
AuthorSummary authorSummary = new AuthorSummary();
String orcidId = data._1().toString();
String jsonData = data._2().toString();
JsonElement jElement = new JsonParser().parse(jsonData);
String statusCode = getJsonValue(jElement, "statusCode");
String downloadDate = getJsonValue(jElement, "lastModifiedDate");
if (statusCode.equals("200")) {
String compressedData = getJsonValue(jElement, "compressedData");
if (StringUtils.isEmpty(compressedData)) {
errorLoadingAuthorsJsonFoundAcc.add(1);
} else {
String xmlAuthor = ArgumentApplicationParser.decompressValue(compressedData);
try {
authorSummary = XMLRecordParser
.VTDParseAuthorSummary(xmlAuthor.getBytes());
authorSummary.setStatusCode(statusCode);
authorSummary.setDownloadDate("2020-11-18 00:00:05.644768");
authorSummary.setBase64CompressData(compressedData);
return authorSummary;
} catch (Exception e) {
logger.error("parsing xml " + orcidId + " [" + jsonData + "]", e);
errorParsingAuthorsXMLFoundAcc.add(1);
}
}
} else {
authorSummary.setStatusCode(statusCode);
authorSummary.setDownloadDate("2020-11-18 00:00:05.644768");
errorCodeAuthorsFoundAcc.add(1);
}
return authorSummary;
};
Dataset<AuthorSummary> downloadedAuthorSummaryDS = spark
.createDataset(
sc
.sequenceFile(workingPath + "downloads/updated_authors/*", Text.class, Text.class)
.map(retrieveAuthorSummaryFunction)
.rdd(),
Encoders.bean(AuthorSummary.class));
Dataset<AuthorSummary> currentAuthorSummaryDS = spark
.createDataset(
sc
.textFile(workingPath.concat("orcid_dataset/authors/*"))
.map(item -> OBJECT_MAPPER.readValue(item, AuthorSummary.class))
.rdd(),
Encoders.bean(AuthorSummary.class));
currentAuthorSummaryDS
.joinWith(
downloadedAuthorSummaryDS,
currentAuthorSummaryDS
.col("authorData.oid")
.equalTo(downloadedAuthorSummaryDS.col("authorData.oid")),
"full_outer")
.map(value -> {
Optional<AuthorSummary> opCurrent = Optional.ofNullable(value._1());
Optional<AuthorSummary> opDownloaded = Optional.ofNullable(value._2());
if (!opCurrent.isPresent()) {
newAuthorsFoundAcc.add(1);
return opDownloaded.get();
}
if (!opDownloaded.isPresent()) {
oldAuthorsFoundAcc.add(1);
return opCurrent.get();
}
if (opCurrent.isPresent() && opDownloaded.isPresent()) {
updatedAuthorsFoundAcc.add(1);
return opDownloaded.get();
}
return null;
},
Encoders.bean(AuthorSummary.class))
.filter(Objects::nonNull)
.toJavaRDD()
.map(authorSummary -> OBJECT_MAPPER.writeValueAsString(authorSummary))
.saveAsTextFile(workingPath.concat("orcid_dataset/new_authors"), GzipCodec.class);
logger.info("oldAuthorsFoundAcc: " + oldAuthorsFoundAcc.value().toString());
logger.info("newAuthorsFoundAcc: " + newAuthorsFoundAcc.value().toString());
logger.info("updatedAuthorsFoundAcc: " + updatedAuthorsFoundAcc.value().toString());
logger.info("errorCodeFoundAcc: " + errorCodeAuthorsFoundAcc.value().toString());
logger.info("errorLoadingJsonFoundAcc: " + errorLoadingAuthorsJsonFoundAcc.value().toString());
logger.info("errorParsingXMLFoundAcc: " + errorParsingAuthorsXMLFoundAcc.value().toString());
});
}
private static String getJsonValue(JsonElement jElement, String property) {
if (jElement.getAsJsonObject().has(property)) {
JsonElement name = null;
name = jElement.getAsJsonObject().get(property);
if (name != null && !name.isJsonNull()) {
return name.getAsString();
}
}
return "";
}
}