Forbid expensive query parts in ranking evaluation (#30151)
Currently the ranking evaluation API accepts the full query syntax for the queries specified in the evaluation set and executes them via multi search. This potentially runs costly aggregations and suggestions too. This change adds checks that forbid using aggregations, suggesters, highlighters and the explain and profile options in the queries that are run as part of the ranking evaluation since they are irrelevent in the context of this API.
This commit is contained in:
parent
41148e4bb1
commit
cc93131318
|
@ -57,7 +57,7 @@ public class RankEvalSpec implements Writeable, ToXContentObject {
|
|||
/** Default max number of requests. */
|
||||
private static final int MAX_CONCURRENT_SEARCHES = 10;
|
||||
/** optional: Templates to base test requests on */
|
||||
private Map<String, Script> templates = new HashMap<>();
|
||||
private final Map<String, Script> templates = new HashMap<>();
|
||||
|
||||
public RankEvalSpec(List<RatedRequest> ratedRequests, EvaluationMetric metric, Collection<ScriptWithId> templates) {
|
||||
this.metric = Objects.requireNonNull(metric, "Cannot evaluate ranking if no evaluation metric is provided.");
|
||||
|
@ -68,8 +68,8 @@ public class RankEvalSpec implements Writeable, ToXContentObject {
|
|||
this.ratedRequests = ratedRequests;
|
||||
if (templates == null || templates.isEmpty()) {
|
||||
for (RatedRequest request : ratedRequests) {
|
||||
if (request.getTestRequest() == null) {
|
||||
throw new IllegalStateException("Cannot evaluate ranking if neither template nor test request is "
|
||||
if (request.getEvaluationRequest() == null) {
|
||||
throw new IllegalStateException("Cannot evaluate ranking if neither template nor evaluation request is "
|
||||
+ "provided. Seen for request id: " + request.getId());
|
||||
}
|
||||
}
|
||||
|
|
|
@ -75,9 +75,12 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
private final String id;
|
||||
private final List<String> summaryFields;
|
||||
private final List<RatedDocument> ratedDocs;
|
||||
// Search request to execute for this rated request. This can be null if template and corresponding parameters are supplied.
|
||||
/**
|
||||
* Search request to execute for this rated request. This can be null in
|
||||
* case the query is supplied as a template with corresponding parameters
|
||||
*/
|
||||
@Nullable
|
||||
private SearchSourceBuilder testRequest;
|
||||
private final SearchSourceBuilder evaluationRequest;
|
||||
/**
|
||||
* Map of parameters to use for filling a query template, can be used
|
||||
* instead of providing testRequest.
|
||||
|
@ -86,27 +89,49 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
@Nullable
|
||||
private String templateId;
|
||||
|
||||
private RatedRequest(String id, List<RatedDocument> ratedDocs, SearchSourceBuilder testRequest,
|
||||
/**
|
||||
* Create a rated request with template ids and parameters.
|
||||
*
|
||||
* @param id a unique name for this rated request
|
||||
* @param ratedDocs a list of document ratings
|
||||
* @param params template parameters
|
||||
* @param templateId a templare id
|
||||
*/
|
||||
public RatedRequest(String id, List<RatedDocument> ratedDocs, Map<String, Object> params,
|
||||
String templateId) {
|
||||
this(id, ratedDocs, null, params, templateId);
|
||||
}
|
||||
|
||||
/**
|
||||
* Create a rated request using a {@link SearchSourceBuilder} to define the
|
||||
* evaluated query.
|
||||
*
|
||||
* @param id a unique name for this rated request
|
||||
* @param ratedDocs a list of document ratings
|
||||
* @param evaluatedQuery the query that is evaluated
|
||||
*/
|
||||
public RatedRequest(String id, List<RatedDocument> ratedDocs, SearchSourceBuilder evaluatedQuery) {
|
||||
this(id, ratedDocs, evaluatedQuery, new HashMap<>(), null);
|
||||
}
|
||||
|
||||
private RatedRequest(String id, List<RatedDocument> ratedDocs, SearchSourceBuilder evaluatedQuery,
|
||||
Map<String, Object> params, String templateId) {
|
||||
if (params != null && (params.size() > 0 && testRequest != null)) {
|
||||
if (params != null && (params.size() > 0 && evaluatedQuery != null)) {
|
||||
throw new IllegalArgumentException(
|
||||
"Ambiguous rated request: Set both, verbatim test request and test request "
|
||||
+ "template parameters.");
|
||||
"Ambiguous rated request: Set both, verbatim test request and test request " + "template parameters.");
|
||||
}
|
||||
if (templateId != null && testRequest != null) {
|
||||
if (templateId != null && evaluatedQuery != null) {
|
||||
throw new IllegalArgumentException(
|
||||
"Ambiguous rated request: Set both, verbatim test request and test request "
|
||||
+ "template parameters.");
|
||||
"Ambiguous rated request: Set both, verbatim test request and test request " + "template parameters.");
|
||||
}
|
||||
if ((params == null || params.size() < 1) && testRequest == null) {
|
||||
throw new IllegalArgumentException(
|
||||
"Need to set at least test request or test request template parameters.");
|
||||
if ((params == null || params.size() < 1) && evaluatedQuery == null) {
|
||||
throw new IllegalArgumentException("Need to set at least test request or test request template parameters.");
|
||||
}
|
||||
if ((params != null && params.size() > 0) && templateId == null) {
|
||||
throw new IllegalArgumentException(
|
||||
"If template parameters are supplied need to set id of template to apply "
|
||||
+ "them to too.");
|
||||
throw new IllegalArgumentException("If template parameters are supplied need to set id of template to apply " + "them to too.");
|
||||
}
|
||||
validateEvaluatedQuery(evaluatedQuery);
|
||||
|
||||
// check that not two documents with same _index/id are specified
|
||||
Set<DocumentKey> docKeys = new HashSet<>();
|
||||
for (RatedDocument doc : ratedDocs) {
|
||||
|
@ -118,7 +143,7 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
}
|
||||
|
||||
this.id = id;
|
||||
this.testRequest = testRequest;
|
||||
this.evaluationRequest = evaluatedQuery;
|
||||
this.ratedDocs = new ArrayList<>(ratedDocs);
|
||||
if (params != null) {
|
||||
this.params = new HashMap<>(params);
|
||||
|
@ -129,18 +154,30 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
this.summaryFields = new ArrayList<>();
|
||||
}
|
||||
|
||||
public RatedRequest(String id, List<RatedDocument> ratedDocs, Map<String, Object> params,
|
||||
String templateId) {
|
||||
this(id, ratedDocs, null, params, templateId);
|
||||
static void validateEvaluatedQuery(SearchSourceBuilder evaluationRequest) {
|
||||
// ensure that testRequest, if set, does not contain aggregation, suggest or highlighting section
|
||||
if (evaluationRequest != null) {
|
||||
if (evaluationRequest.suggest() != null) {
|
||||
throw new IllegalArgumentException("Query in rated requests should not contain a suggest section.");
|
||||
}
|
||||
if (evaluationRequest.aggregations() != null) {
|
||||
throw new IllegalArgumentException("Query in rated requests should not contain aggregations.");
|
||||
}
|
||||
if (evaluationRequest.highlighter() != null) {
|
||||
throw new IllegalArgumentException("Query in rated requests should not contain a highlighter section.");
|
||||
}
|
||||
if (evaluationRequest.explain() != null && evaluationRequest.explain()) {
|
||||
throw new IllegalArgumentException("Query in rated requests should not use explain.");
|
||||
}
|
||||
if (evaluationRequest.profile()) {
|
||||
throw new IllegalArgumentException("Query in rated requests should not use profile.");
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
public RatedRequest(String id, List<RatedDocument> ratedDocs, SearchSourceBuilder testRequest) {
|
||||
this(id, ratedDocs, testRequest, new HashMap<>(), null);
|
||||
}
|
||||
|
||||
public RatedRequest(StreamInput in) throws IOException {
|
||||
RatedRequest(StreamInput in) throws IOException {
|
||||
this.id = in.readString();
|
||||
testRequest = in.readOptionalWriteable(SearchSourceBuilder::new);
|
||||
evaluationRequest = in.readOptionalWriteable(SearchSourceBuilder::new);
|
||||
|
||||
int intentSize = in.readInt();
|
||||
ratedDocs = new ArrayList<>(intentSize);
|
||||
|
@ -159,7 +196,7 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
@Override
|
||||
public void writeTo(StreamOutput out) throws IOException {
|
||||
out.writeString(id);
|
||||
out.writeOptionalWriteable(testRequest);
|
||||
out.writeOptionalWriteable(evaluationRequest);
|
||||
|
||||
out.writeInt(ratedDocs.size());
|
||||
for (RatedDocument ratedDoc : ratedDocs) {
|
||||
|
@ -173,8 +210,8 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
out.writeOptionalString(this.templateId);
|
||||
}
|
||||
|
||||
public SearchSourceBuilder getTestRequest() {
|
||||
return testRequest;
|
||||
public SearchSourceBuilder getEvaluationRequest() {
|
||||
return evaluationRequest;
|
||||
}
|
||||
|
||||
/** return the user supplied request id */
|
||||
|
@ -240,8 +277,8 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
public XContentBuilder toXContent(XContentBuilder builder, Params params) throws IOException {
|
||||
builder.startObject();
|
||||
builder.field(ID_FIELD.getPreferredName(), this.id);
|
||||
if (testRequest != null) {
|
||||
builder.field(REQUEST_FIELD.getPreferredName(), this.testRequest);
|
||||
if (evaluationRequest != null) {
|
||||
builder.field(REQUEST_FIELD.getPreferredName(), this.evaluationRequest);
|
||||
}
|
||||
builder.startArray(RATINGS_FIELD.getPreferredName());
|
||||
for (RatedDocument doc : this.ratedDocs) {
|
||||
|
@ -285,7 +322,7 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
|
||||
RatedRequest other = (RatedRequest) obj;
|
||||
|
||||
return Objects.equals(id, other.id) && Objects.equals(testRequest, other.testRequest)
|
||||
return Objects.equals(id, other.id) && Objects.equals(evaluationRequest, other.evaluationRequest)
|
||||
&& Objects.equals(summaryFields, other.summaryFields)
|
||||
&& Objects.equals(ratedDocs, other.ratedDocs)
|
||||
&& Objects.equals(params, other.params)
|
||||
|
@ -294,7 +331,7 @@ public class RatedRequest implements Writeable, ToXContentObject {
|
|||
|
||||
@Override
|
||||
public final int hashCode() {
|
||||
return Objects.hash(id, testRequest, summaryFields, ratedDocs, params,
|
||||
return Objects.hash(id, evaluationRequest, summaryFields, ratedDocs, params,
|
||||
templateId);
|
||||
}
|
||||
}
|
||||
|
|
|
@ -52,6 +52,7 @@ import java.util.Map.Entry;
|
|||
import java.util.concurrent.ConcurrentHashMap;
|
||||
|
||||
import static org.elasticsearch.common.xcontent.XContentHelper.createParser;
|
||||
import static org.elasticsearch.index.rankeval.RatedRequest.validateEvaluatedQuery;
|
||||
|
||||
/**
|
||||
* Instances of this class execute a collection of search intents (read: user
|
||||
|
@ -99,15 +100,17 @@ public class TransportRankEvalAction extends HandledTransportAction<RankEvalRequ
|
|||
msearchRequest.maxConcurrentSearchRequests(evaluationSpecification.getMaxConcurrentSearches());
|
||||
List<RatedRequest> ratedRequestsInSearch = new ArrayList<>();
|
||||
for (RatedRequest ratedRequest : ratedRequests) {
|
||||
SearchSourceBuilder ratedSearchSource = ratedRequest.getTestRequest();
|
||||
if (ratedSearchSource == null) {
|
||||
SearchSourceBuilder evaluationRequest = ratedRequest.getEvaluationRequest();
|
||||
if (evaluationRequest == null) {
|
||||
Map<String, Object> params = ratedRequest.getParams();
|
||||
String templateId = ratedRequest.getTemplateId();
|
||||
TemplateScript.Factory templateScript = scriptsWithoutParams.get(templateId);
|
||||
String resolvedRequest = templateScript.newInstance(params).execute();
|
||||
try (XContentParser subParser = createParser(namedXContentRegistry,
|
||||
LoggingDeprecationHandler.INSTANCE, new BytesArray(resolvedRequest), XContentType.JSON)) {
|
||||
ratedSearchSource = SearchSourceBuilder.fromXContent(subParser, false);
|
||||
evaluationRequest = SearchSourceBuilder.fromXContent(subParser, false);
|
||||
// check for parts that should not be part of a ranking evaluation request
|
||||
validateEvaluatedQuery(evaluationRequest);
|
||||
} catch (IOException e) {
|
||||
// if we fail parsing, put the exception into the errors map and continue
|
||||
errors.put(ratedRequest.getId(), e);
|
||||
|
@ -116,17 +119,17 @@ public class TransportRankEvalAction extends HandledTransportAction<RankEvalRequ
|
|||
}
|
||||
|
||||
if (metric.forcedSearchSize().isPresent()) {
|
||||
ratedSearchSource.size(metric.forcedSearchSize().get());
|
||||
evaluationRequest.size(metric.forcedSearchSize().get());
|
||||
}
|
||||
|
||||
ratedRequestsInSearch.add(ratedRequest);
|
||||
List<String> summaryFields = ratedRequest.getSummaryFields();
|
||||
if (summaryFields.isEmpty()) {
|
||||
ratedSearchSource.fetchSource(false);
|
||||
evaluationRequest.fetchSource(false);
|
||||
} else {
|
||||
ratedSearchSource.fetchSource(summaryFields.toArray(new String[summaryFields.size()]), new String[0]);
|
||||
evaluationRequest.fetchSource(summaryFields.toArray(new String[summaryFields.size()]), new String[0]);
|
||||
}
|
||||
SearchRequest searchRequest = new SearchRequest(request.indices(), ratedSearchSource);
|
||||
SearchRequest searchRequest = new SearchRequest(request.indices(), evaluationRequest);
|
||||
searchRequest.indicesOptions(request.indicesOptions());
|
||||
msearchRequest.add(searchRequest);
|
||||
}
|
||||
|
|
|
@ -33,7 +33,11 @@ import org.elasticsearch.common.xcontent.json.JsonXContent;
|
|||
import org.elasticsearch.index.query.MatchAllQueryBuilder;
|
||||
import org.elasticsearch.index.query.QueryBuilder;
|
||||
import org.elasticsearch.search.SearchModule;
|
||||
import org.elasticsearch.search.aggregations.AggregationBuilders;
|
||||
import org.elasticsearch.search.builder.SearchSourceBuilder;
|
||||
import org.elasticsearch.search.fetch.subphase.highlight.HighlightBuilder;
|
||||
import org.elasticsearch.search.suggest.SuggestBuilder;
|
||||
import org.elasticsearch.search.suggest.SuggestBuilders;
|
||||
import org.elasticsearch.test.ESTestCase;
|
||||
import org.junit.AfterClass;
|
||||
import org.junit.BeforeClass;
|
||||
|
@ -165,7 +169,7 @@ public class RatedRequestsTests extends ESTestCase {
|
|||
|
||||
private static RatedRequest mutateTestItem(RatedRequest original) {
|
||||
String id = original.getId();
|
||||
SearchSourceBuilder testRequest = original.getTestRequest();
|
||||
SearchSourceBuilder evaluationRequest = original.getEvaluationRequest();
|
||||
List<RatedDocument> ratedDocs = original.getRatedDocs();
|
||||
Map<String, Object> params = original.getParams();
|
||||
List<String> summaryFields = original.getSummaryFields();
|
||||
|
@ -177,11 +181,11 @@ public class RatedRequestsTests extends ESTestCase {
|
|||
id = randomValueOtherThan(id, () -> randomAlphaOfLength(10));
|
||||
break;
|
||||
case 1:
|
||||
if (testRequest != null) {
|
||||
int size = randomValueOtherThan(testRequest.size(), () -> randomInt(Integer.MAX_VALUE));
|
||||
testRequest = new SearchSourceBuilder();
|
||||
testRequest.size(size);
|
||||
testRequest.query(new MatchAllQueryBuilder());
|
||||
if (evaluationRequest != null) {
|
||||
int size = randomValueOtherThan(evaluationRequest.size(), () -> randomInt(Integer.MAX_VALUE));
|
||||
evaluationRequest = new SearchSourceBuilder();
|
||||
evaluationRequest.size(size);
|
||||
evaluationRequest.query(new MatchAllQueryBuilder());
|
||||
} else {
|
||||
if (randomBoolean()) {
|
||||
Map<String, Object> mutated = new HashMap<>();
|
||||
|
@ -204,10 +208,10 @@ public class RatedRequestsTests extends ESTestCase {
|
|||
}
|
||||
|
||||
RatedRequest ratedRequest;
|
||||
if (testRequest == null) {
|
||||
if (evaluationRequest == null) {
|
||||
ratedRequest = new RatedRequest(id, ratedDocs, params, templateId);
|
||||
} else {
|
||||
ratedRequest = new RatedRequest(id, ratedDocs, testRequest);
|
||||
ratedRequest = new RatedRequest(id, ratedDocs, evaluationRequest);
|
||||
}
|
||||
ratedRequest.addSummaryFields(summaryFields);
|
||||
|
||||
|
@ -258,6 +262,44 @@ public class RatedRequestsTests extends ESTestCase {
|
|||
expectThrows(IllegalArgumentException.class, () -> new RatedRequest("id", ratedDocs, null, "templateId"));
|
||||
}
|
||||
|
||||
public void testAggsNotAllowed() {
|
||||
List<RatedDocument> ratedDocs = Arrays.asList(new RatedDocument("index1", "id1", 1));
|
||||
SearchSourceBuilder query = new SearchSourceBuilder();
|
||||
query.aggregation(AggregationBuilders.terms("fieldName"));
|
||||
IllegalArgumentException e = expectThrows(IllegalArgumentException.class, () -> new RatedRequest("id", ratedDocs, query));
|
||||
assertEquals("Query in rated requests should not contain aggregations.", e.getMessage());
|
||||
}
|
||||
|
||||
public void testSuggestionsNotAllowed() {
|
||||
List<RatedDocument> ratedDocs = Arrays.asList(new RatedDocument("index1", "id1", 1));
|
||||
SearchSourceBuilder query = new SearchSourceBuilder();
|
||||
query.suggest(new SuggestBuilder().addSuggestion("id", SuggestBuilders.completionSuggestion("fieldname")));
|
||||
IllegalArgumentException e = expectThrows(IllegalArgumentException.class, () -> new RatedRequest("id", ratedDocs, query));
|
||||
assertEquals("Query in rated requests should not contain a suggest section.", e.getMessage());
|
||||
}
|
||||
|
||||
public void testHighlighterNotAllowed() {
|
||||
List<RatedDocument> ratedDocs = Arrays.asList(new RatedDocument("index1", "id1", 1));
|
||||
SearchSourceBuilder query = new SearchSourceBuilder();
|
||||
query.highlighter(new HighlightBuilder().field("field"));
|
||||
IllegalArgumentException e = expectThrows(IllegalArgumentException.class, () -> new RatedRequest("id", ratedDocs, query));
|
||||
assertEquals("Query in rated requests should not contain a highlighter section.", e.getMessage());
|
||||
}
|
||||
|
||||
public void testExplainNotAllowed() {
|
||||
List<RatedDocument> ratedDocs = Arrays.asList(new RatedDocument("index1", "id1", 1));
|
||||
IllegalArgumentException e = expectThrows(IllegalArgumentException.class,
|
||||
() -> new RatedRequest("id", ratedDocs, new SearchSourceBuilder().explain(true)));
|
||||
assertEquals("Query in rated requests should not use explain.", e.getMessage());
|
||||
}
|
||||
|
||||
public void testProfileNotAllowed() {
|
||||
List<RatedDocument> ratedDocs = Arrays.asList(new RatedDocument("index1", "id1", 1));
|
||||
IllegalArgumentException e = expectThrows(IllegalArgumentException.class,
|
||||
() -> new RatedRequest("id", ratedDocs, new SearchSourceBuilder().profile(true)));
|
||||
assertEquals("Query in rated requests should not use profile.", e.getMessage());
|
||||
}
|
||||
|
||||
/**
|
||||
* test that modifying the order of index/docId to make sure it doesn't
|
||||
* matter for parsing xContent
|
||||
|
@ -287,7 +329,7 @@ public class RatedRequestsTests extends ESTestCase {
|
|||
try (XContentParser parser = createParser(JsonXContent.jsonXContent, querySpecString)) {
|
||||
RatedRequest specification = RatedRequest.fromXContent(parser);
|
||||
assertEquals("my_qa_query", specification.getId());
|
||||
assertNotNull(specification.getTestRequest());
|
||||
assertNotNull(specification.getEvaluationRequest());
|
||||
List<RatedDocument> ratedDocs = specification.getRatedDocs();
|
||||
assertEquals(3, ratedDocs.size());
|
||||
for (int i = 0; i < 3; i++) {
|
||||
|
|
|
@ -30,6 +30,7 @@ import java.io.IOException;
|
|||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
import java.util.Collection;
|
||||
import java.util.Collections;
|
||||
import java.util.HashMap;
|
||||
import java.util.HashSet;
|
||||
import java.util.List;
|
||||
|
@ -106,6 +107,43 @@ public class SmokeMultipleTemplatesIT extends ESIntegTestCase {
|
|||
assertEquals(0.9, response.getEvaluationResult(), Double.MIN_VALUE);
|
||||
}
|
||||
|
||||
public void testTemplateWithAggsFails() {
|
||||
String template = "{ \"aggs\" : { \"avg_grade\" : { \"avg\" : { \"field\" : \"grade\" }}}}";
|
||||
assertTemplatedRequestFailures(template, "Query in rated requests should not contain aggregations.");
|
||||
}
|
||||
|
||||
public void testTemplateWithSuggestFails() {
|
||||
String template = "{\"suggest\" : {\"my-suggestion\" : {\"text\" : \"Elastic\",\"term\" : {\"field\" : \"message\"}}}}";
|
||||
assertTemplatedRequestFailures(template, "Query in rated requests should not contain a suggest section.");
|
||||
}
|
||||
|
||||
public void testTemplateWithHighlighterFails() {
|
||||
String template = "{\"highlight\" : { \"fields\" : {\"content\" : {}}}}";
|
||||
assertTemplatedRequestFailures(template, "Query in rated requests should not contain a highlighter section.");
|
||||
}
|
||||
|
||||
public void testTemplateWithProfileFails() {
|
||||
String template = "{\"profile\" : \"true\" }";
|
||||
assertTemplatedRequestFailures(template, "Query in rated requests should not use profile.");
|
||||
}
|
||||
|
||||
public void testTemplateWithExplainFails() {
|
||||
String template = "{\"explain\" : \"true\" }";
|
||||
assertTemplatedRequestFailures(template, "Query in rated requests should not use explain.");
|
||||
}
|
||||
|
||||
private static void assertTemplatedRequestFailures(String template, String expectedMessage) {
|
||||
List<RatedDocument> ratedDocs = Arrays.asList(new RatedDocument("index1", "id1", 1));
|
||||
RatedRequest ratedRequest = new RatedRequest("id", ratedDocs, Collections.singletonMap("param1", "value1"), "templateId");
|
||||
Collection<ScriptWithId> templates = Collections.singletonList(new ScriptWithId("templateId",
|
||||
new Script(ScriptType.INLINE, Script.DEFAULT_TEMPLATE_LANG, template, Collections.emptyMap())));
|
||||
RankEvalSpec rankEvalSpec = new RankEvalSpec(Collections.singletonList(ratedRequest), new PrecisionAtK(), templates);
|
||||
RankEvalRequest rankEvalRequest = new RankEvalRequest(rankEvalSpec, new String[] { "test" });
|
||||
IllegalArgumentException e = expectThrows(IllegalArgumentException.class,
|
||||
() -> client().execute(RankEvalAction.INSTANCE, rankEvalRequest).actionGet());
|
||||
assertEquals(expectedMessage, e.getMessage());
|
||||
}
|
||||
|
||||
private static List<RatedDocument> createRelevant(String... docs) {
|
||||
List<RatedDocument> relevant = new ArrayList<>();
|
||||
for (String doc : docs) {
|
||||
|
|
Loading…
Reference in New Issue