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spark job to download orcid record modified after a fixed date

This commit is contained in:
Enrico Ottonello 2020-05-15 19:49:26 +02:00
parent 12756f9d41
commit 0b29bb7e3b
8 changed files with 376 additions and 90 deletions

View File

@ -27,8 +27,8 @@ import eu.dnetlib.dhp.application.ArgumentApplicationParser;
public class OrcidDownloader extends OrcidDSManager {
static final int REQ_LIMIT = 24;
static final int REQ_MAX_TEST = 100;
static final int RECORD_PARSED_COUNTER_LOG_INTERVAL = 10;
// static final int REQ_MAX_TEST = 100;
static final int RECORD_PARSED_COUNTER_LOG_INTERVAL = 10000;
static final String DATE_FORMAT = "yyyy-MM-dd HH:mm:ss";
static final String lastUpdate = "2019-09-30 00:00:00";
private String lambdaFileName;
@ -136,9 +136,9 @@ public class OrcidDownloader extends OrcidDSManager {
}
}
if (parsedRecordsCounter > REQ_MAX_TEST) {
break;
}
// if (parsedRecordsCounter > REQ_MAX_TEST) {
// break;
// }
if ((parsedRecordsCounter % RECORD_PARSED_COUNTER_LOG_INTERVAL) == 0) {
Log
.info(
@ -148,9 +148,9 @@ public class OrcidDownloader extends OrcidDSManager {
+ downloadedRecordsCounter
+ " saved: "
+ savedRecordsCounter);
if (parsedRecordsCounter > REQ_MAX_TEST) {
break;
}
// if (parsedRecordsCounter > REQ_MAX_TEST) {
// break;
// }
}
}
long endDownload = System.currentTimeMillis();

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@ -3,23 +3,39 @@ package eu.dnetlib.doiboost.orcid;
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
import java.io.IOException;
import java.text.SimpleDateFormat;
import java.util.Date;
import java.util.Optional;
import org.apache.commons.io.IOUtils;
import org.apache.hadoop.io.Text;
import org.apache.http.client.methods.CloseableHttpResponse;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.impl.client.CloseableHttpClient;
import org.apache.http.impl.client.HttpClients;
import org.apache.spark.SparkConf;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Row;
import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.Function;
import org.apache.spark.sql.Encoders;
import org.apache.spark.sql.SaveMode;
import org.mortbay.log.Log;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.doiboost.orcid.model.DownloadedRecordData;
import scala.Tuple2;
public class SparkOrcidGenerateAuthors {
public static void main(String[] args) {
static final String DATE_FORMAT = "yyyy-MM-dd HH:mm:ss";
static final String lastUpdate = "2019-09-30 00:00:00";
public static void main(String[] args) throws IOException, Exception {
Logger logger = LoggerFactory.getLogger(SparkOrcidGenerateAuthors.class);
logger.info("[ SparkOrcidGenerateAuthors STARTED]");
try {
final ArgumentApplicationParser parser = new ArgumentApplicationParser(
IOUtils
@ -33,23 +49,82 @@ public class SparkOrcidGenerateAuthors {
.map(Boolean::valueOf)
.orElse(Boolean.TRUE);
logger.info("isSparkSessionManaged: {}", isSparkSessionManaged);
final String workingDirPath = parser.get("workingPath_orcid");
logger.info("workingDirPath: ", workingDirPath);
final String workingPath = parser.get("workingPath");
logger.info("workingPath: ", workingPath);
final String outputAuthorsPath = parser.get("outputAuthorsPath");
logger.info("outputAuthorsPath: ", outputAuthorsPath);
final String token = parser.get("token");
SparkConf conf = new SparkConf();
runWithSparkSession(
conf,
isSparkSessionManaged,
spark -> {
Dataset<Row> lambda = spark.read().load(workingDirPath + "last_modified.csv");
logger.info("lambda file loaded.");
JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext());
JavaRDD<String> lamdaFileRDD = sc.textFile(workingPath + "last_modified.csv");
Function<String, Boolean> isModifiedAfterFilter = line -> {
String[] values = line.split(",");
String orcidId = values[0];
if (isModified(orcidId, values[3])) {
return true;
}
return false;
};
Function<String, Tuple2<String, String>> downloadRecordFunction = line -> {
String[] values = line.split(",");
String orcidId = values[0];
return downloadRecord(orcidId, token);
};
lamdaFileRDD
.filter(isModifiedAfterFilter)
.map(downloadRecordFunction)
.rdd()
.saveAsTextFile(workingPath.concat(outputAuthorsPath));
});
}
private static boolean isModified(String orcidId, String modifiedDate) {
Date modifiedDateDt = null;
Date lastUpdateDt = null;
try {
if (modifiedDate.length() != 19) {
modifiedDate = modifiedDate.substring(0, 19);
}
modifiedDateDt = new SimpleDateFormat(DATE_FORMAT).parse(modifiedDate);
lastUpdateDt = new SimpleDateFormat(DATE_FORMAT).parse(lastUpdate);
} catch (Exception e) {
logger.info("****************************** " + e.getMessage());
Log.warn("[" + orcidId + "] Parsing date: ", e.getMessage());
return true;
}
return modifiedDateDt.after(lastUpdateDt);
}
private static Tuple2<String, String> downloadRecord(String orcidId, String token) {
final DownloadedRecordData data = new DownloadedRecordData();
data.setOrcidId(orcidId);
try (CloseableHttpClient client = HttpClients.createDefault()) {
HttpGet httpGet = new HttpGet("https://api.orcid.org/v3.0/" + orcidId + "/record");
httpGet.addHeader("Accept", "application/vnd.orcid+xml");
httpGet.addHeader("Authorization", String.format("Bearer %s", token));
CloseableHttpResponse response = client.execute(httpGet);
int statusCode = response.getStatusLine().getStatusCode();
data.setStatusCode(statusCode);
if (statusCode != 200) {
Log
.warn(
"Downloading " + orcidId + " status code: " + response.getStatusLine().getStatusCode());
return data.toTuple2();
}
data
.setCompressedData(
ArgumentApplicationParser.compressArgument(IOUtils.toString(response.getEntity().getContent())));
} catch (Throwable e) {
Log.warn("Downloading " + orcidId, e.getMessage());
data.setErrorMessage(e.getMessage());
return data.toTuple2();
}
return data.toTuple2();
}
}

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@ -0,0 +1,63 @@
package eu.dnetlib.doiboost.orcid.model;
import java.io.Serializable;
import org.apache.hadoop.io.Text;
import com.google.gson.JsonObject;
import scala.Tuple2;
public class DownloadedRecordData implements Serializable {
private String orcidId;
private String statusCode;
private String compressedData;
private String errorMessage;
public Tuple2<String, String> toTuple2() {
JsonObject data = new JsonObject();
data.addProperty("statusCode", getStatusCode());
if (getCompressedData() != null) {
data.addProperty("compressedData", getCompressedData());
}
if (getErrorMessage() != null) {
data.addProperty("errorMessage", getErrorMessage());
}
return new Tuple2<>(orcidId, data.toString());
}
public String getErrorMessage() {
return errorMessage;
}
public void setErrorMessage(String errorMessage) {
this.errorMessage = errorMessage;
}
public String getOrcidId() {
return orcidId;
}
public void setOrcidId(String orcidId) {
this.orcidId = orcidId;
}
public int getStatusCode() {
return Integer.parseInt(statusCode);
}
public void setStatusCode(int statusCode) {
this.statusCode = Integer.toString(statusCode);
}
public String getCompressedData() {
return compressedData;
}
public void setCompressedData(String compressedData) {
this.compressedData = compressedData;
}
}

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@ -1,4 +1,4 @@
[{"paramName": "mt","paramLongName": "master","paramDescription": "should be local or yarn","paramRequired": true},
{"paramName":"d", "paramLongName":"workingPath_orcid", "paramDescription": "the default work path", "paramRequired": true},
{"paramName":"o", "paramLongName":"outputAuthorsPath", "paramDescription": "the relative folder of the sequencial file to write", "paramRequired": true}
[{"paramName":"w", "paramLongName":"workingPath", "paramDescription": "the working path", "paramRequired": true},
{"paramName":"t", "paramLongName":"token", "paramDescription": "token to grant access", "paramRequired": true},
{"paramName":"o", "paramLongName":"outputAuthorsPath", "paramDescription": "the relative folder of the sequencial file to write the authors data", "paramRequired": true}
]

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@ -1,9 +1,13 @@
<workflow-app name="Gen Orcid Authors" xmlns="uri:oozie:workflow:0.5">
<parameters>
<property>
<name>workingPath_activities</name>
<name>workingPath</name>
<description>the working dir base path</description>
</property>
<property>
<name>token</name>
<description>access token</description>
</property>
<property>
<name>sparkDriverMemory</name>
<description>memory for driver process</description>
@ -28,7 +32,6 @@
<action name="ResetWorkingPath">
<fs>
<delete path='${workingPath_activities}/authors'/>
<mkdir path='${workingPath_activities}/authors'/>
</fs>
<ok to="Gen_Orcid_Authors"/>
<error to="Kill"/>
@ -43,10 +46,11 @@
<name>Gen_Orcid_Authors</name>
<class>eu.dnetlib.doiboost.orcid.SparkOrcidGenerateAuthors</class>
<jar>dhp-doiboost-1.2.1-SNAPSHOT.jar</jar>
<spark-opts>--num-executors 50 --conf spark.yarn.jars=&quot;hdfs://hadoop-rm1.garr-pa1.d4science.org:8020/user/oozie/share/lib/lib_20180405103059/spark2&quot; --executor-memory=${sparkExecutorMemory} --executor-cores=${sparkExecutorCores} --driver-memory=${sparkDriverMemory}
<spark-opts>--num-executors 24 --conf spark.yarn.jars=&quot;hdfs://hadoop-rm1.garr-pa1.d4science.org:8020/user/oozie/share/lib/lib_20180405103059/spark2&quot; --executor-memory=${sparkExecutorMemory} --executor-cores=${sparkExecutorCores} --driver-memory=${sparkDriverMemory}
</spark-opts>
<arg>-mt</arg> <arg>yarn</arg>
<arg>--workingPath_orcid</arg><arg>${workingPath_activities}/</arg>
<arg>-w</arg><arg>${workingPath}/</arg>
<arg>-o</arg><arg>authors/</arg>
<arg>-t</arg><arg>${token}</arg>
</spark>
<ok to="End"/>
<error to="Kill"/>

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@ -2,15 +2,6 @@
package eu.dnetlib.doiboost.orcid;
import java.io.IOException;
import org.apache.commons.io.IOUtils;
import org.apache.http.client.methods.CloseableHttpResponse;
import org.apache.http.client.methods.HttpPost;
import org.apache.http.entity.StringEntity;
import org.apache.http.impl.client.CloseableHttpClient;
import org.apache.http.impl.client.HttpClients;
import org.junit.jupiter.api.Test;
import java.net.ConnectException;
import java.util.Arrays;
import java.util.List;
@ -19,7 +10,15 @@ import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.concurrent.Future;
import org.apache.commons.io.IOUtils;
import org.apache.http.client.methods.CloseableHttpResponse;
import org.apache.http.client.methods.HttpPost;
import org.apache.http.entity.StringEntity;
import org.apache.http.impl.client.CloseableHttpClient;
import org.apache.http.impl.client.HttpClients;
import org.apache.http.impl.conn.PoolingHttpClientConnectionManager;
import org.junit.jupiter.api.Test;
import com.google.common.collect.Lists;
import com.google.common.collect.Maps;
@ -120,19 +119,24 @@ public class ElasticSearchTest {
String orcidId = String.format("%s", i);
String record = String.format(recordTemplate, orcidId);
countAll++;
if(partial == nTasks) {
System.out.println("Waiting for tasks to complete before resubmitting to executor (countAll = "+countAll+") . . . ");
if (partial == nTasks) {
System.out
.println(
"Waiting for tasks to complete before resubmitting to executor (countAll = " + countAll
+ ") . . . ");
System.out.println("Getting replies");
long startWait = System.currentTimeMillis();
for(Future<Integer> res : resList){
if(res.get() == 200) countOk++;
for (Future<Integer> res : resList) {
if (res.get() == 200)
countOk++;
}
resList.clear();
partial = 0;
System.out.println(". . . Ready to submit again after "+(System.currentTimeMillis() - startWait)+" ms" );
System.out
.println(". . . Ready to submit again after " + (System.currentTimeMillis() - startWait) + " ms");
}
partial++;
Future<Integer> res = executorService.submit( () -> {
Future<Integer> res = executorService.submit(() -> {
CloseableHttpResponse responsePPOST = null;
try {
@ -149,20 +153,22 @@ public class ElasticSearchTest {
case 201:
return statusCode;
default:
System.out.println(responsePPOST.getStatusLine().getStatusCode() + ": " + responsePPOST.getStatusLine().getReasonPhrase());
System.out
.println(
responsePPOST.getStatusLine().getStatusCode() + ": "
+ responsePPOST.getStatusLine().getReasonPhrase());
System.out.println("Source record causing error: " + record);
errors.merge(statusCode, 1, Integer::sum);
return statusCode;
}
} catch (ConnectException ce) {
throw ce;
}
catch (IOException e) {
} catch (IOException e) {
e.printStackTrace();
errors.merge(-1, 1, Integer::sum);
}
finally{
if(responsePPOST != null) responsePPOST.close();
} finally {
if (responsePPOST != null)
responsePPOST.close();
}
return -1;
});
@ -170,16 +176,17 @@ public class ElasticSearchTest {
}
executorService.shutdown();
//now let's wait for the results. We can block ourselves here: we have nothing else to do
// now let's wait for the results. We can block ourselves here: we have nothing else to do
System.out.println("Waiting for responses");
for(Future<Integer> res : resList){
if(res.get() == 200) countOk++;
for (Future<Integer> res : resList) {
if (res.get() == 200)
countOk++;
}
client.close();
cm.shutdown();
System.out.println("countOk: "+countOk);
System.out.println("countAll: "+countAll);
System.out.println("errors count: "+errors.size());
System.out.println("countOk: " + countOk);
System.out.println("countAll: " + countAll);
System.out.println("errors count: " + errors.size());
}
}

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@ -0,0 +1,136 @@
package eu.dnetlib.doiboost.orcid;
import static org.junit.jupiter.api.Assertions.assertTrue;
import java.io.BufferedReader;
import java.io.IOException;
import java.io.InputStreamReader;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Arrays;
import java.util.Date;
import java.util.List;
import org.apache.commons.io.IOUtils;
import org.apache.http.client.methods.CloseableHttpResponse;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.impl.client.CloseableHttpClient;
import org.apache.http.impl.client.HttpClients;
import org.junit.jupiter.api.Test;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
public class OrcidClientTest {
final String orcidId = "0000-0001-7291-3210";
final int REQ_LIMIT = 24;
final int REQ_MAX_TEST = 100;
final int RECORD_DOWNLOADED_COUNTER_LOG_INTERVAL = 10;
final String DATE_FORMAT = "yyyy-MM-dd HH:mm:ss";
final String toRetrieveDate = "2020-05-06 23:59:46.031145";
String toNotRetrieveDate = "2019-09-29 23:59:59.000000";
String lastUpdate = "2019-09-30 00:00:00";
String shortDate = "2020-05-06 16:06:11";
// curl -i -H "Accept: application/vnd.orcid+xml"
// -H 'Authorization: Bearer 78fdb232-7105-4086-8570-e153f4198e3d'
// 'https://api.orcid.org/v3.0/0000-0001-7291-3210/record'
public String testDownloadRecord(String orcidId) throws Exception {
try (CloseableHttpClient client = HttpClients.createDefault()) {
HttpGet httpGet = new HttpGet("https://api.orcid.org/v3.0/" + orcidId + "/record");
httpGet.addHeader("Accept", "application/vnd.orcid+xml");
httpGet.addHeader("Authorization", "Bearer 78fdb232-7105-4086-8570-e153f4198e3d");
CloseableHttpResponse response = client.execute(httpGet);
if (response.getStatusLine().getStatusCode() != 200) {
System.out
.println("Downloading " + orcidId + " status code: " + response.getStatusLine().getStatusCode());
}
return IOUtils.toString(response.getEntity().getContent());
} catch (Throwable e) {
e.printStackTrace();
}
return new String("");
}
// @Test
public void testLambdaFileParser() throws Exception {
try (BufferedReader br = new BufferedReader(
new InputStreamReader(this.getClass().getResourceAsStream("last_modified.csv")))) {
String line;
int counter = 0;
int nReqTmp = 0;
long startDownload = System.currentTimeMillis();
long startReqTmp = System.currentTimeMillis();
while ((line = br.readLine()) != null) {
counter++;
// skip headers line
if (counter == 1) {
continue;
}
String[] values = line.split(",");
List<String> recordInfo = Arrays.asList(values);
testDownloadRecord(recordInfo.get(0));
long endReq = System.currentTimeMillis();
nReqTmp++;
if (nReqTmp == REQ_LIMIT) {
long reqSessionDuration = endReq - startReqTmp;
if (reqSessionDuration <= 1000) {
System.out
.println(
"\nreqSessionDuration: " + reqSessionDuration + " nReqTmp: " + nReqTmp + " wait ....");
Thread.sleep(1000 - reqSessionDuration);
} else {
nReqTmp = 0;
startReqTmp = System.currentTimeMillis();
}
}
if (counter > REQ_MAX_TEST) {
break;
}
if ((counter % RECORD_DOWNLOADED_COUNTER_LOG_INTERVAL) == 0) {
System.out.println("Current record downloaded: " + counter);
}
}
long endDownload = System.currentTimeMillis();
long downloadTime = endDownload - startDownload;
System.out.println("Download time: " + ((downloadTime / 1000) / 60) + " minutes");
}
}
// @Test
public void getRecordDatestamp() throws ParseException {
Date toRetrieveDateDt = new SimpleDateFormat(DATE_FORMAT).parse(toRetrieveDate);
Date toNotRetrieveDateDt = new SimpleDateFormat(DATE_FORMAT).parse(toNotRetrieveDate);
Date lastUpdateDt = new SimpleDateFormat(DATE_FORMAT).parse(lastUpdate);
assertTrue(toRetrieveDateDt.after(lastUpdateDt));
assertTrue(!toNotRetrieveDateDt.after(lastUpdateDt));
}
public void testDate(String value) throws ParseException {
System.out.println(value.toString());
if (value.length() != 19) {
value = value.substring(0, 19);
}
Date valueDt = new SimpleDateFormat(DATE_FORMAT).parse(value);
System.out.println(valueDt.toString());
}
// @Test
public void testModifiedDate() throws ParseException {
testDate(toRetrieveDate);
testDate(toNotRetrieveDate);
testDate(shortDate);
}
// @Test
public void testReadBase64CompressedRecord() throws Exception {
final String base64CompressedRecord = IOUtils
.toString(getClass().getResourceAsStream("0000-0001-6645-509X.compressed.base64"));
final String recordFromSeqFile = ArgumentApplicationParser.decompressValue(base64CompressedRecord);
System.out.println(recordFromSeqFile);
final String downloadedRecord = testDownloadRecord("0000-0001-6645-509X");
assertTrue(recordFromSeqFile.equals(downloadedRecord));
}
}

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@ -0,0 +1 @@
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