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Example 1 with MediaObjectMetadataDescriptor

use of org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor in project cineast by vitrivr.

the class CineastQueryService method getSimilar.

// TODO This has enormous code duplication with the TemporalQueryMessageHandler
@Override
public void getSimilar(CineastGrpc.TemporalQuery query, StreamObserver<CineastGrpc.QueryResult> responseObserver) {
    StopWatch watch = StopWatch.createStarted();
    MediaSegmentReader mediaSegmentReader = new MediaSegmentReader(Config.sharedConfig().getDatabase().getSelectorSupplier().get());
    MediaObjectReader mediaObjectReader = new MediaObjectReader(Config.sharedConfig().getDatabase().getSelectorSupplier().get());
    MediaSegmentMetadataReader segmentMetadataReader = new MediaSegmentMetadataReader(Config.sharedConfig().getDatabase().getSelectorSupplier().get());
    MediaObjectMetadataReader objectMetadataReader = new MediaObjectMetadataReader(Config.sharedConfig().getDatabase().getSelectorSupplier().get());
    Set<String> sentSegmentIds = new HashSet<>(), sentObjectIds = new HashSet<>();
    CineastGrpc.QueryConfig config = query.getQueryList().get(0).getConfig();
    ReadableQueryConfig rqconf = QueryContainerUtil.queryConfig(config);
    QueryConfig qconf = new QueryConfig(rqconf);
    /* Prepare QueryConfig (so as to obtain a QueryId). */
    final String uuid = qconf.getQueryId().toString();
    final int max = qconf.getMaxResults().orElse(Config.sharedConfig().getRetriever().getMaxResults());
    qconf.setMaxResults(max);
    final int resultsPerModule = qconf.getRawResultsPerModule() == -1 ? Config.sharedConfig().getRetriever().getMaxResultsPerModule() : qconf.getResultsPerModule();
    qconf.setResultsPerModule(resultsPerModule);
    List<Thread> metadataRetrievalThreads = new ArrayList<>();
    /* We iterate over all components independently, because they have a temporal context.*/
    for (int containerIdx = 0; containerIdx < query.getQueryCount(); containerIdx++) {
        List<QueryStage> stages = QueryContainerUtil.query(query.getQueryList().get(containerIdx));
        /* We make a new stagedQueryConfig per stage because the relevant segments will differ for each stage. This also resets the filter (relevant ids in the config)*/
        QueryConfig stageQConf = QueryConfig.clone(qconf);
        /* For the first stage, there will be no relevant segments when querying. This is ok because the retrieval engine handles this appropriately */
        HashSet<String> relevantSegments = new HashSet<>();
        /* Store for each queryterm per category all results to be sent at a later time */
        List<Map<String, List<StringDoublePair>>> cache = new ArrayList<>();
        /* For the terms of a stage, ordering matters. The assumption is that each term is used as a filter for its successor */
        for (int stageIndex = 0; stageIndex < stages.size(); stageIndex++) {
            /* Initalize stage with this hashmap */
            cache.add(stageIndex, new HashMap<>());
            QueryStage stage = stages.get(stageIndex);
            List<Thread> qtThreads = new ArrayList<>();
            /* We now iterate over all QueryTerms for this stage, simply adding their results to the list of relevant segments for the next querystage.
         * The list is only updated once we've iterated over all terms
         */
            for (int i = 0; i < stage.getQueryTerms().size(); i++) {
                QueryTerm qt = stage.getQueryTerms().get(i);
                final int finalContainerIdx = containerIdx;
                final int finalStageIndex = stageIndex;
                Thread qtRetrievalThread = new Thread(() -> {
                    /* Prepare QueryTerm and perform sanity-checks */
                    if (qt == null) {
                        /* In rare instances, it is possible to have null as query stage. If this happens to you, please report this to the developers so we can try to fix it. */
                        LOGGER.warn("QueryTerm was null for stage {}", stage);
                        return;
                    }
                    AbstractQueryTermContainer qc = qt.getContainer();
                    if (qc == null) {
                        LOGGER.warn("Likely an empty query, as it could not be converted to a query container. Ignoring it");
                        return;
                    }
                    List<Thread> categoryThreads = new ArrayList<>();
                    /* For each category of a specific queryterm, we actually go and retrieve. Be aware that we do not change the relevant ids after this call */
                    for (String category : qt.getCategories()) {
                        /* Merge partial results with score-map */
                        List<SegmentScoreElement> scores = continuousRetrievalLogic.retrieve(qc, category, stageQConf);
                        /* Transform raw results into list of StringDoublePairs (segmentId -> score) */
                        final List<StringDoublePair> results = scores.stream().map(elem -> new StringDoublePair(elem.getSegmentId(), elem.getScore())).filter(p -> p.value > 0d).sorted(StringDoublePair.COMPARATOR).limit(max).collect(Collectors.toList());
                        if (results.isEmpty()) {
                            LOGGER.warn("No results found for category {} and qt {} in stage with id {}. Full compoment: {}", category, qt, finalContainerIdx, stage);
                        }
                        if (cache.get(finalStageIndex).containsKey(category)) {
                            LOGGER.error("Category {} was used twice in stage {}. This erases the results of the previous category... ", category, finalStageIndex);
                        }
                        cache.get(finalStageIndex).put(category, results);
                        results.forEach(res -> relevantSegments.add(res.key));
                        LOGGER.trace("Category {} at stage {} executed @ {} ms", category, finalStageIndex, watch.getTime(TimeUnit.MILLISECONDS));
                        /* If this is the last stage, we can send relevant results per category back to the UI.
               * Otherwise, we cannot since we might send results to the UI which would be filtered at a later stage
               */
                        if (finalStageIndex == stages.size() - 1) {
                            /* Finalize and submit per-container results */
                            responseObserver.onNext(QueryContainerUtil.queryResult(QueryContainerUtil.similarityQueryResult(qt.getQueryConfig().getQueryId().toString(), category, results)));
                            List<String> segmentIds = results.stream().map(x -> x.key).filter(x -> !sentSegmentIds.contains(x)).collect(Collectors.toList());
                            if (segmentIds.isEmpty()) {
                                continue;
                            }
                            Map<String, MediaSegmentDescriptor> segments = mediaSegmentReader.lookUpSegments(segmentIds);
                            responseObserver.onNext(QueryContainerUtil.queryResult(CineastGrpc.MediaSegmentQueryResult.newBuilder().addAllSegments(segments.values().stream().map(MediaSegmentUtil::fromMediaSegmentDescriptor).collect(Collectors.toList())).build()));
                            List<MediaSegmentMetadataDescriptor> segmentMetaData = segmentMetadataReader.lookupMultimediaMetadata(segmentIds);
                            responseObserver.onNext(QueryContainerUtil.queryResult(CineastGrpc.MediaSegmentMetaDataQueryResult.newBuilder().addAllSegmentMetaData(segmentMetaData.stream().map(QueryContainerUtil::mediaSegmentMetaData).collect(Collectors.toList())).build()));
                            sentSegmentIds.addAll(segmentIds);
                            List<String> objectIds = segments.values().stream().map(MediaSegmentDescriptor::getObjectId).filter(x -> !sentObjectIds.contains(x)).collect(Collectors.toList());
                            if (objectIds.isEmpty()) {
                                continue;
                            }
                            Map<String, MediaObjectDescriptor> objects = mediaObjectReader.lookUpObjects(objectIds);
                            responseObserver.onNext(QueryContainerUtil.queryResult(CineastGrpc.MediaObjectQueryResult.newBuilder().addAllObjects(objects.values().stream().map(MediaObjectUtil::fromMediaObjectDescriptor).collect(Collectors.toList())).build()));
                            List<MediaObjectMetadataDescriptor> objectMetaData = objectMetadataReader.lookupMultimediaMetadata(objectIds);
                            responseObserver.onNext(QueryContainerUtil.queryResult(CineastGrpc.MediaObjectMetaDataQueryResult.newBuilder().addAllObjectMetaData(objectMetaData.stream().map(QueryContainerUtil::mediaObjectMetaData).collect(Collectors.toList())).build()));
                            sentObjectIds.addAll(objectIds);
                        }
                    }
                /* We're done for this querycontainer */
                });
                // TODO Better name
                qtRetrievalThread.setName("qt-stage" + stageIndex + "-" + qt.getCategories());
                qtThreads.add(qtRetrievalThread);
                qtRetrievalThread.start();
            }
            for (Thread thread : qtThreads) {
                try {
                    thread.join();
                } catch (InterruptedException e) {
                    e.printStackTrace();
                }
            }
            /* After we are done with a stage, we add all relevant segments to the config for the next stage. */
            if (relevantSegments.size() == 0) {
                LOGGER.warn("No relevant segments anymore, aborting staged querying");
                /* Clear relevant segments (there are none) */
                stageQConf.setRelevantSegmentIds(relevantSegments);
                break;
            }
            stageQConf.setRelevantSegmentIds(relevantSegments);
            relevantSegments.clear();
        }
        /* At this point, we have iterated over all stages. Now, we need to go back for all stages and send the results for the relevant ids. */
        for (int stageIndex = 0; stageIndex < stages.size() - 1; stageIndex++) {
            cache.get(stageIndex).forEach((category, results) -> {
                results.removeIf(pair -> !stageQConf.getRelevantSegmentIds().contains(pair.key));
                responseObserver.onNext(QueryContainerUtil.queryResult(QueryContainerUtil.similarityQueryResult(// TODO This assumes that all queries in a temporalquery have the same uuid
                uuid, category, results)));
            });
        }
    /* There should be no carry-over from this block since temporal queries are executed independently */
    }
    /* At this point, all StagedQueries have been executed for this TemporalQuery.
     * Since results have always been sent for the final stage or, when appropriate, in intermediate steps, there's nothing left to do.
     */
    responseObserver.onCompleted();
    mediaSegmentReader.close();
    mediaObjectReader.close();
    segmentMetadataReader.close();
    watch.stop();
    LOGGER.debug("Query executed in {} ms", watch.getTime(TimeUnit.MILLISECONDS));
}
Also used : MediaObjectUtil(org.vitrivr.cineast.api.grpc.util.MediaObjectUtil) AbstractQueryTermContainer(org.vitrivr.cineast.core.data.query.containers.AbstractQueryTermContainer) HashMap(java.util.HashMap) MediaSegmentUtil(org.vitrivr.cineast.api.grpc.util.MediaSegmentUtil) QueryStage(org.vitrivr.cineast.api.grpc.data.QueryStage) MediaObjectMetadataDescriptor(org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor) MediaObjectDescriptor(org.vitrivr.cineast.core.data.entities.MediaObjectDescriptor) ArrayList(java.util.ArrayList) HashSet(java.util.HashSet) StreamObserver(io.grpc.stub.StreamObserver) MediaObjectReader(org.vitrivr.cineast.core.db.dao.reader.MediaObjectReader) QueryContainerUtil(org.vitrivr.cineast.api.grpc.util.QueryContainerUtil) Map(java.util.Map) MediaSegmentDescriptor(org.vitrivr.cineast.core.data.entities.MediaSegmentDescriptor) ContinuousRetrievalLogic(org.vitrivr.cineast.standalone.util.ContinuousRetrievalLogic) MediaSegmentReader(org.vitrivr.cineast.core.db.dao.reader.MediaSegmentReader) MediaObjectMetadataReader(org.vitrivr.cineast.core.db.dao.reader.MediaObjectMetadataReader) QueryConfig(org.vitrivr.cineast.core.config.QueryConfig) Set(java.util.Set) StopWatch(org.apache.commons.lang3.time.StopWatch) ReadableQueryConfig(org.vitrivr.cineast.core.config.ReadableQueryConfig) StringDoublePair(org.vitrivr.cineast.core.data.StringDoublePair) Collectors(java.util.stream.Collectors) TimeUnit(java.util.concurrent.TimeUnit) QueryUtil(org.vitrivr.cineast.api.util.QueryUtil) List(java.util.List) Logger(org.apache.logging.log4j.Logger) SegmentScoreElement(org.vitrivr.cineast.core.data.score.SegmentScoreElement) MediaSegmentMetadataDescriptor(org.vitrivr.cineast.core.data.entities.MediaSegmentMetadataDescriptor) MediaSegmentMetadataReader(org.vitrivr.cineast.core.db.dao.reader.MediaSegmentMetadataReader) LogManager(org.apache.logging.log4j.LogManager) QueryTerm(org.vitrivr.cineast.api.grpc.data.QueryTerm) Config(org.vitrivr.cineast.standalone.config.Config) MediaObjectDescriptor(org.vitrivr.cineast.core.data.entities.MediaObjectDescriptor) AbstractQueryTermContainer(org.vitrivr.cineast.core.data.query.containers.AbstractQueryTermContainer) ArrayList(java.util.ArrayList) MediaObjectReader(org.vitrivr.cineast.core.db.dao.reader.MediaObjectReader) QueryTerm(org.vitrivr.cineast.api.grpc.data.QueryTerm) MediaObjectMetadataReader(org.vitrivr.cineast.core.db.dao.reader.MediaObjectMetadataReader) StringDoublePair(org.vitrivr.cineast.core.data.StringDoublePair) MediaSegmentMetadataDescriptor(org.vitrivr.cineast.core.data.entities.MediaSegmentMetadataDescriptor) QueryStage(org.vitrivr.cineast.api.grpc.data.QueryStage) MediaObjectMetadataDescriptor(org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor) HashSet(java.util.HashSet) MediaSegmentMetadataReader(org.vitrivr.cineast.core.db.dao.reader.MediaSegmentMetadataReader) QueryConfig(org.vitrivr.cineast.core.config.QueryConfig) ReadableQueryConfig(org.vitrivr.cineast.core.config.ReadableQueryConfig) StopWatch(org.apache.commons.lang3.time.StopWatch) ReadableQueryConfig(org.vitrivr.cineast.core.config.ReadableQueryConfig) MediaSegmentReader(org.vitrivr.cineast.core.db.dao.reader.MediaSegmentReader) SegmentScoreElement(org.vitrivr.cineast.core.data.score.SegmentScoreElement) MediaSegmentDescriptor(org.vitrivr.cineast.core.data.entities.MediaSegmentDescriptor) HashMap(java.util.HashMap) Map(java.util.Map)

Example 2 with MediaObjectMetadataDescriptor

use of org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor in project cineast by vitrivr.

the class MetadataLookupMessageHandler method handle.

/**
 * Invoked when a Message of type MetadataLookup arrives and requires handling. Looks up the MultimediaMetadataDescriptors of the requested objects, wraps them in a MediaObjectMetadataQueryResult object and writes them to the stream.
 *
 * @param session WebSocketSession for which the message arrived.
 * @param message Message of type a that needs to be handled.
 */
@Override
public void handle(Session session, MetadataLookup message) {
    Thread.currentThread().setName("metadata-lookup-handler");
    MediaObjectMetadataReader reader = new MediaObjectMetadataReader(Config.sharedConfig().getDatabase().getSelectorSupplier().get());
    List<MediaObjectMetadataDescriptor> descriptors = reader.lookupMultimediaMetadata(message.getIds());
    this.write(session, new MediaObjectMetadataQueryResult("", descriptors));
    reader.close();
}
Also used : MediaObjectMetadataDescriptor(org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor) MediaObjectMetadataReader(org.vitrivr.cineast.core.db.dao.reader.MediaObjectMetadataReader) MediaObjectMetadataQueryResult(org.vitrivr.cineast.api.messages.result.MediaObjectMetadataQueryResult)

Example 3 with MediaObjectMetadataDescriptor

use of org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor in project cineast by vitrivr.

the class EXIFMetadataExtractor method extract.

/**
 * Extracts the metadata from the specified path and returns a List of MediaObjectMetadataDescriptor objects (one for each metadata entry).
 *
 * @param objectId ID of the multimedia object for which metadata will be generated.
 * @param path     Path to the file for which metadata should be extracted.
 * @return List of MultimediaMetadataDescriptors. The list may be empty but must always be returned!
 */
@Override
public List<MediaObjectMetadataDescriptor> extract(String objectId, Path path) {
    ExifSubIFDDirectory md = MetadataUtil.getMetadataDirectoryOfType(path, ExifSubIFDDirectory.class);
    if (md == null) {
        return Collections.emptyList();
    }
    Set<Entry<String, Object>> set = Maps.transformValues(FIELDS, md::getObject).entrySet();
    return set.stream().filter(e -> e.getValue() != null).map(e -> MediaObjectMetadataDescriptor.of(objectId, this.domain(), e.getKey(), e.getValue())).filter(e -> !(e.getValueProvider() instanceof NothingProvider)).collect(Collectors.toList());
}
Also used : ExifDirectoryBase(com.drew.metadata.exif.ExifDirectoryBase) Set(java.util.Set) HashMap(java.util.HashMap) MediaObjectMetadataDescriptor(org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor) Maps(com.google.common.collect.Maps) Collectors(java.util.stream.Collectors) ExifSubIFDDirectory(com.drew.metadata.exif.ExifSubIFDDirectory) List(java.util.List) NothingProvider(org.vitrivr.cineast.core.data.providers.primitive.NothingProvider) MetadataUtil(org.vitrivr.cineast.core.util.MetadataUtil) Entry(java.util.Map.Entry) Path(java.nio.file.Path) Collections(java.util.Collections) ExifSubIFDDirectory(com.drew.metadata.exif.ExifSubIFDDirectory) Entry(java.util.Map.Entry) NothingProvider(org.vitrivr.cineast.core.data.providers.primitive.NothingProvider)

Example 4 with MediaObjectMetadataDescriptor

use of org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor in project cineast by vitrivr.

the class IIIFMetaDataExtractor method extract.

@Override
public List<MediaObjectMetadataDescriptor> extract(String objectId, Path path) {
    File file = path.toFile();
    File parent = file.getParentFile();
    File jsonFile = new File(parent, file.getName() + ".iiif");
    if (!jsonFile.exists()) {
        jsonFile = new File(parent, com.google.common.io.Files.getNameWithoutExtension(file.getName()) + ".iiif");
    }
    if (!jsonFile.exists()) {
        return new ArrayList<>(0);
    }
    @SuppressWarnings("unchecked") Map<String, Object> json = jsonProvider.toObject(jsonFile, Map.class);
    if (json == null || json.isEmpty()) {
        return new ArrayList<>(0);
    }
    ArrayList<MediaObjectMetadataDescriptor> _return = new ArrayList<>(json.size());
    Set<String> keys = json.keySet();
    for (String key : keys) {
        _return.add(MediaObjectMetadataDescriptor.of(objectId, domain(), key, json.get(key)));
    }
    return _return;
}
Also used : ArrayList(java.util.ArrayList) MediaObjectMetadataDescriptor(org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor) File(java.io.File)

Example 5 with MediaObjectMetadataDescriptor

use of org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor in project cineast by vitrivr.

the class TechnicalVideoMetadataExtractor method extract.

/**
 * Extracts the technical video metadata from the specified path and returns a List of {@link MediaObjectMetadataDescriptor} objects (one for each metadata entry).
 *
 * @param objectId ID of the multimedia object for which metadata will be generated.
 * @param path     Path to the file for which metadata should be extracted.
 * @return List of {@link MediaObjectMetadataDescriptor}s or an empty list, if extracting metadata fails.
 */
@Override
public List<MediaObjectMetadataDescriptor> extract(String objectId, Path path) {
    final ArrayList<MediaObjectMetadataDescriptor> metadata = new ArrayList<>();
    if (!Files.exists(path)) {
        LOGGER.warn("File does not exist, returning empty metadata");
        return metadata;
    }
    /* we assume that everythign which can be handled by the ffmpegvideodecoder can also be handled here. Without this safety-guard, extraction will crash with a core-dump */
    if (!FFMpegVideoDecoder.supportedFiles.contains(MimeTypeHelper.getContentType(path.toString()))) {
        LOGGER.warn("File is not a video, returning empty metadata");
        return metadata;
    }
    /* Initialize the AVFormatContext. */
    final AVFormatContext pFormatContext = avformat.avformat_alloc_context();
    /* */
    if (avformat.avformat_open_input(pFormatContext, path.toString(), null, null) != 0) {
        LOGGER.error("Error while accessing file {}. Failed to obtain technical video metadata.", path.toString());
        return metadata;
    }
    /* Retrieve stream information. */
    if (avformat.avformat_find_stream_info(pFormatContext, (PointerPointer<?>) null) < 0) {
        LOGGER.error("Error, Ccouldn't find stream information. Failed to obtain technical video metadata.");
        return metadata;
    }
    final AVCodec codec = avcodec.av_codec_iterate(new Pointer());
    final int videoStreamIdx = avformat.av_find_best_stream(pFormatContext, avutil.AVMEDIA_TYPE_VIDEO, -1, -1, codec, 0);
    final AVStream videoStream = pFormatContext.streams(videoStreamIdx);
    final AVRational timebase = videoStream.time_base();
    /* Allocate new codec-context for codec returned by av_find_best_stream(). */
    final AVCodecContext videoCodecContext = avcodec.avcodec_alloc_context3(codec);
    avcodec.avcodec_parameters_to_context(videoCodecContext, videoStream.codecpar());
    /* Open the code context. */
    if (avcodec.avcodec_open2(videoCodecContext, codec, (AVDictionary) null) < 0) {
        LOGGER.error("Error, Could not open video codec.  Failed to obtain technical video metadata.");
        return metadata;
    }
    /* Extract and add the video metadata to the list. */
    metadata.add(new MediaObjectMetadataDescriptor(objectId, this.domain(), KEY_VIDEO_FPS, ((float) videoStream.avg_frame_rate().num() / (float) videoStream.avg_frame_rate().den()), false));
    metadata.add(new MediaObjectMetadataDescriptor(objectId, this.domain(), KEY_VIDEO_DURATION, Math.floorDiv(videoStream.duration() * timebase.num() * 1000, timebase.den()), false));
    metadata.add(new MediaObjectMetadataDescriptor(objectId, this.domain(), KEY_VIDEO_WIDTH, videoCodecContext.width(), false));
    metadata.add(new MediaObjectMetadataDescriptor(objectId, this.domain(), KEY_VIDEO_HEIGHT, videoCodecContext.height(), false));
    /* Closes all the resources. */
    avcodec.avcodec_free_context(videoCodecContext);
    avformat.avformat_close_input(pFormatContext);
    /* Return list of results. */
    return metadata;
}
Also used : PointerPointer(org.bytedeco.javacpp.PointerPointer) AVFormatContext(org.bytedeco.ffmpeg.avformat.AVFormatContext) ArrayList(java.util.ArrayList) AVCodec(org.bytedeco.ffmpeg.avcodec.AVCodec) MediaObjectMetadataDescriptor(org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor) Pointer(org.bytedeco.javacpp.Pointer) PointerPointer(org.bytedeco.javacpp.PointerPointer) AVStream(org.bytedeco.ffmpeg.avformat.AVStream) AVDictionary(org.bytedeco.ffmpeg.avutil.AVDictionary) AVRational(org.bytedeco.ffmpeg.avutil.AVRational) AVCodecContext(org.bytedeco.ffmpeg.avcodec.AVCodecContext)

Aggregations

MediaObjectMetadataDescriptor (org.vitrivr.cineast.core.data.entities.MediaObjectMetadataDescriptor)11 ArrayList (java.util.ArrayList)7 HashMap (java.util.HashMap)3 List (java.util.List)3 Collectors (java.util.stream.Collectors)3 MediaObjectMetadataQueryResult (org.vitrivr.cineast.api.messages.result.MediaObjectMetadataQueryResult)3 MediaObjectMetadataReader (org.vitrivr.cineast.core.db.dao.reader.MediaObjectMetadataReader)3 File (java.io.File)2 Path (java.nio.file.Path)2 Map (java.util.Map)2 Set (java.util.Set)2 TimeUnit (java.util.concurrent.TimeUnit)2 LogManager (org.apache.logging.log4j.LogManager)2 Logger (org.apache.logging.log4j.Logger)2 MediaObjectDescriptor (org.vitrivr.cineast.core.data.entities.MediaObjectDescriptor)2 MediaObjectReader (org.vitrivr.cineast.core.db.dao.reader.MediaObjectReader)2 ExifDirectoryBase (com.drew.metadata.exif.ExifDirectoryBase)1 ExifSubIFDDirectory (com.drew.metadata.exif.ExifSubIFDDirectory)1 Maps (com.google.common.collect.Maps)1 StreamObserver (io.grpc.stub.StreamObserver)1