use of com.google.cloud.vision.v1p4beta1.Feature in project java-vision by googleapis.
the class DetectLandmarks method detectLandmarks.
// Detects landmarks in the specified local image.
public static void detectLandmarks(String filePath) throws IOException {
List<AnnotateImageRequest> requests = new ArrayList<>();
ByteString imgBytes = ByteString.readFrom(new FileInputStream(filePath));
Image img = Image.newBuilder().setContent(imgBytes).build();
Feature feat = Feature.newBuilder().setType(Feature.Type.LANDMARK_DETECTION).build();
AnnotateImageRequest request = AnnotateImageRequest.newBuilder().addFeatures(feat).setImage(img).build();
requests.add(request);
// the "close" method on the client to safely clean up any remaining background resources.
try (ImageAnnotatorClient client = ImageAnnotatorClient.create()) {
BatchAnnotateImagesResponse response = client.batchAnnotateImages(requests);
List<AnnotateImageResponse> responses = response.getResponsesList();
for (AnnotateImageResponse res : responses) {
if (res.hasError()) {
System.out.format("Error: %s%n", res.getError().getMessage());
return;
}
// For full list of available annotations, see http://g.co/cloud/vision/docs
for (EntityAnnotation annotation : res.getLandmarkAnnotationsList()) {
LocationInfo info = annotation.getLocationsList().listIterator().next();
System.out.format("Landmark: %s%n %s%n", annotation.getDescription(), info.getLatLng());
}
}
}
}
use of com.google.cloud.vision.v1p4beta1.Feature in project java-vision by googleapis.
the class DetectLandmarksUrl method detectLandmarksUrl.
// Detects landmarks in the specified URI.
public static void detectLandmarksUrl(String uri) throws IOException {
List<AnnotateImageRequest> requests = new ArrayList<>();
ImageSource imgSource = ImageSource.newBuilder().setImageUri(uri).build();
Image img = Image.newBuilder().setSource(imgSource).build();
Feature feat = Feature.newBuilder().setType(Feature.Type.LANDMARK_DETECTION).build();
AnnotateImageRequest request = AnnotateImageRequest.newBuilder().addFeatures(feat).setImage(img).build();
requests.add(request);
// the "close" method on the client to safely clean up any remaining background resources.
try (ImageAnnotatorClient client = ImageAnnotatorClient.create()) {
BatchAnnotateImagesResponse response = client.batchAnnotateImages(requests);
List<AnnotateImageResponse> responses = response.getResponsesList();
for (AnnotateImageResponse res : responses) {
if (res.hasError()) {
System.out.format("Error: %s%n", res.getError().getMessage());
return;
}
// For full list of available annotations, see http://g.co/cloud/vision/docs
for (EntityAnnotation annotation : res.getLandmarkAnnotationsList()) {
LocationInfo info = annotation.getLocationsList().listIterator().next();
System.out.format("Landmark: %s%n %s%n", annotation.getDescription(), info.getLatLng());
}
}
}
}
use of com.google.cloud.vision.v1p4beta1.Feature in project java-vision by googleapis.
the class DetectBeta method detectHandwrittenOcr.
// [END vision_localize_objects_gcs_beta]
// [START vision_handwritten_ocr_beta]
/**
* Performs handwritten text detection on a local image file.
*
* @param filePath The path to the local file to detect handwritten text on.
* @param out A {@link PrintStream} to write the results to.
* @throws Exception on errors while closing the client.
* @throws IOException on Input/Output errors.
*/
public static void detectHandwrittenOcr(String filePath, PrintStream out) throws Exception {
List<AnnotateImageRequest> requests = new ArrayList<>();
ByteString imgBytes = ByteString.readFrom(new FileInputStream(filePath));
Image img = Image.newBuilder().setContent(imgBytes).build();
Feature feat = Feature.newBuilder().setType(Type.DOCUMENT_TEXT_DETECTION).build();
// Set the Language Hint codes for handwritten OCR
ImageContext imageContext = ImageContext.newBuilder().addLanguageHints("en-t-i0-handwrit").build();
AnnotateImageRequest request = AnnotateImageRequest.newBuilder().addFeatures(feat).setImage(img).setImageContext(imageContext).build();
requests.add(request);
try (ImageAnnotatorClient client = ImageAnnotatorClient.create()) {
BatchAnnotateImagesResponse response = client.batchAnnotateImages(requests);
List<AnnotateImageResponse> responses = response.getResponsesList();
client.close();
for (AnnotateImageResponse res : responses) {
if (res.hasError()) {
out.printf("Error: %s\n", res.getError().getMessage());
return;
}
// For full list of available annotations, see http://g.co/cloud/vision/docs
TextAnnotation annotation = res.getFullTextAnnotation();
for (Page page : annotation.getPagesList()) {
String pageText = "";
for (Block block : page.getBlocksList()) {
String blockText = "";
for (Paragraph para : block.getParagraphsList()) {
String paraText = "";
for (Word word : para.getWordsList()) {
String wordText = "";
for (Symbol symbol : word.getSymbolsList()) {
wordText = wordText + symbol.getText();
out.format("Symbol text: %s (confidence: %f)\n", symbol.getText(), symbol.getConfidence());
}
out.format("Word text: %s (confidence: %f)\n\n", wordText, word.getConfidence());
paraText = String.format("%s %s", paraText, wordText);
}
// Output Example using Paragraph:
out.println("\nParagraph: \n" + paraText);
out.format("Paragraph Confidence: %f\n", para.getConfidence());
blockText = blockText + paraText;
}
pageText = pageText + blockText;
}
}
out.println("\nComplete annotation:");
out.println(annotation.getText());
}
}
}
use of com.google.cloud.vision.v1p4beta1.Feature in project java-vision by googleapis.
the class ProductSearch method getSimilarProductsGcs.
// [END vision_product_search_get_similar_products]
// [START vision_product_search_get_similar_products_gcs]
/**
* Search similar products to image in Google Cloud Storage.
*
* @param projectId - Id of the project.
* @param computeRegion - Region name.
* @param productSetId - Id of the product set.
* @param productCategory - Category of the product.
* @param gcsUri - GCS file path of the image to be searched
* @param filter - Condition to be applied on the labels. Example for filter: (color = red OR
* color = blue) AND style = kids It will search on all products with the following labels:
* color:red AND style:kids color:blue AND style:kids
* @throws Exception - on errors.
*/
public static void getSimilarProductsGcs(String projectId, String computeRegion, String productSetId, String productCategory, String gcsUri, String filter) throws Exception {
try (ImageAnnotatorClient queryImageClient = ImageAnnotatorClient.create()) {
// Get the full path of the product set.
String productSetPath = ProductSetName.of(projectId, computeRegion, productSetId).toString();
// Get the image from Google Cloud Storage
ImageSource source = ImageSource.newBuilder().setGcsImageUri(gcsUri).build();
// Create annotate image request along with product search feature.
Feature featuresElement = Feature.newBuilder().setType(Type.PRODUCT_SEARCH).build();
Image image = Image.newBuilder().setSource(source).build();
ImageContext imageContext = ImageContext.newBuilder().setProductSearchParams(ProductSearchParams.newBuilder().setProductSet(productSetPath).addProductCategories(productCategory).setFilter(filter)).build();
AnnotateImageRequest annotateImageRequest = AnnotateImageRequest.newBuilder().addFeatures(featuresElement).setImage(image).setImageContext(imageContext).build();
List<AnnotateImageRequest> requests = Arrays.asList(annotateImageRequest);
// Search products similar to the image.
BatchAnnotateImagesResponse response = queryImageClient.batchAnnotateImages(requests);
List<Result> similarProducts = response.getResponses(0).getProductSearchResults().getResultsList();
System.out.println("Similar Products: ");
for (Result product : similarProducts) {
System.out.println(String.format("\nProduct name: %s", product.getProduct().getName()));
System.out.println(String.format("Product display name: %s", product.getProduct().getDisplayName()));
System.out.println(String.format("Product description: %s", product.getProduct().getDescription()));
System.out.println(String.format("Score(Confidence): %s", product.getScore()));
System.out.println(String.format("Image name: %s", product.getImage()));
}
}
}
use of com.google.cloud.vision.v1p4beta1.Feature in project osate2 by osate.
the class Binpack method binPackSystem.
protected AssignmentResult binPackSystem(final SystemInstance root, Expansor expansor, LowLevelBinPacker packer, final AnalysisErrorReporterManager errManager, final SystemOperationMode som) {
existsProcessorWithMIPS = false;
existsProcessorWithoutMIPS = false;
existsThreadWithReferenceProcessor = false;
existsThreadWithoutReferenceProcessor = false;
/*
* Map from AADL ComponentInstances representing threads to
* the bin packing SoftwareNode that models the thread.
*/
final Map<ComponentInstance, AADLThread> threadToSoftwareNode = new HashMap<>();
/*
* Set of thread components. This is is the keySet of
* threadToSoftwareNode.
*/
final Set<ComponentInstance> threads = threadToSoftwareNode.keySet();
/*
* Map from AADL ComponentInstances representing threads to
* the set of AADL ComponentInstances that cannot be collocated
* with it.
*/
final Map<ComponentInstance, Set<ComponentInstance>> notCollocated = new HashMap<>();
/*
* Map from AADL ComponentInstance representing processors to
* the bin packing Processor that models them.
*/
final Map<ComponentInstance, AADLProcessor> procToHardware = new HashMap<>();
/*
* Map from AADL BusInstance representing Buses to
* The bin packing Link that models them.
*/
final Map<ComponentInstance, AADLBus> busToHardware = new HashMap<>();
/*
* One site to rule them all! We don't care about the site
* architecture, so just create one site to hold everything.
* We aren't worried about power or space issues either, so
* we just set them to 100.0 because those are nice values.
* The site accepts AADL processors.
*/
final SiteArchitecture siteArchitecture = new SiteArchitecture();
AADLProcessor ap = AADLProcessor.PROTOTYPE;
final Site theSite = new Site(100.0, 100.0, new SiteGuest[] { ap });
siteArchitecture.addSite(theSite);
/*
* The hardware is fixed based on the AADL specification, so we
* use the NoExpansionExpansor to keep the hardware from being
* generated for us.
*/
expansor.setSiteArchitecture(siteArchitecture);
/*
* Populate the problem space based on the AADL specification. First
* we walk the instance model and add all the processors. Then we
* walk the instance model again to add all the threads.
*/
OutDegreeAssignmentProblem problem1 = new OutDegreeAssignmentProblem(new OutDegreeComparator(), new BandwidthComparator(), new CapacityComparator());
problem1.setErrorReporter(new BinPackErrorReporter());
final OutDegreeAssignmentProblem problem = problem1;
// Add procs
final ForAllElement addProcessors = new ForAllElement(errManager) {
@Override
public void process(Element obj) {
ComponentInstance ci = (ComponentInstance) obj;
// the createInstance method already assigns a default MIPS if none exists
double mips = GetProperties.getProcessorMIPS(ci);
// checking consistency;
existsProcessorWithMIPS |= (mips != 0);
existsProcessorWithoutMIPS |= (mips == 0);
final AADLProcessor proc = AADLProcessor.createInstance(ci);
if (proc != null) {
System.out.println("Processor cycles Per sec:" + proc.getCyclesPerSecond());
siteArchitecture.addSiteGuest(proc, theSite);
problem.getHardwareGraph().add(proc);
// add reverse mapping
procToHardware.put(ci, proc);
}
}
};
addProcessors.processPreOrderComponentInstance(root, ComponentCategory.PROCESSOR);
/*
* Get all the links
*/
final ForAllElement addBuses = new ForAllElement(errManager) {
@Override
public void process(Element obj) {
ComponentInstance bi = (ComponentInstance) obj;
final AADLBus bus = AADLBus.createInstance(bi);
busToHardware.put(bi, bus);
}
};
addBuses.processPreOrderComponentInstance(root, ComponentCategory.BUS);
/*
* create the links between processors and busses
* (i.e., process connections)
*/
for (final Iterator<ConnectionInstance> i = root.getAllConnectionInstances().iterator(); i.hasNext(); ) {
final ConnectionInstance connInst = i.next();
if (connInst.getKind() == ConnectionKind.ACCESS_CONNECTION) {
InstanceObject src = connInst.getSource();
InstanceObject dst = connInst.getDestination();
AADLBus bus = null;
AADLProcessor processor = null;
// swap if i got them in the opposite order
if (src instanceof FeatureInstance) {
InstanceObject tmp = dst;
dst = src;
src = tmp;
}
bus = busToHardware.get(src);
FeatureInstance fi = (FeatureInstance) dst;
processor = procToHardware.get(fi.getContainingComponentInstance());
if (bus != null && processor != null) {
bus.add(processor);
processor.attachToLink(bus);
}
}
}
for (Iterator<AADLBus> iBus = busToHardware.values().iterator(); iBus.hasNext(); ) {
AADLBus bus = iBus.next();
problem.addLink(bus);
siteArchitecture.addSiteGuest(bus, theSite);
}
// Add threads
final ForAllElement addThreads = new ForAllElement(errManager) {
@Override
public void process(Element obj) {
final ComponentInstance ci = (ComponentInstance) obj;
/**
* JD - check the modes according to what was
* suggested by Dave.
*/
boolean selected = true;
if (som.getCurrentModes().size() > 0) {
selected = false;
for (ModeInstance mi : ci.getInModes()) {
if (mi == som.getCurrentModes().get(0)) {
selected = true;
}
}
}
if (!selected) {
return;
}
final AADLThread thread = AADLThread.createInstance(ci);
double refmips = GetProperties.getReferenceMIPS(ci);
// validate consistency
existsThreadWithReferenceProcessor |= (refmips != 0);
existsThreadWithoutReferenceProcessor |= (refmips == 0);
problem.getSoftwareGraph().add(thread);
// logInfo(thread.getReport());
// add reverse mapping
threadToSoftwareNode.put(ci, thread);
// Process NOT_COLLOCATED property.
RecordValue disjunctFrom = GetProperties.getNotCollocated(ci);
if (disjunctFrom == null) {
return;
}
final Set<ComponentInstance> disjunctSet = new HashSet<>();
ListValue tvl = (ListValue) PropertyUtils.getRecordFieldValue(disjunctFrom, "Targets");
for (PropertyExpression ref : tvl.getOwnedListElements()) {
/*
* Add all the instances rooted at the named instance.
* For example, the thread may be declared to be disjunct
* from another process, so we really want to be disjunct
* from the other threads contained in that process.
*/
final InstanceReferenceValue rv = (InstanceReferenceValue) ref;
final ComponentInstance refCI = (ComponentInstance) rv.getReferencedInstanceObject();
disjunctSet.addAll(refCI.getAllComponentInstances());
}
if (!disjunctSet.isEmpty()) {
notCollocated.put(ci, disjunctSet);
}
}
};
addThreads.processPreOrderComponentInstance(root, ComponentCategory.THREAD);
// only some processors have mips
if (existsProcessorWithMIPS && existsProcessorWithoutMIPS) {
errManager.error(root, "Not all processors have MIPSCapacity");
return null;
}
// only some threads with reference processor
if (existsThreadWithReferenceProcessor && existsThreadWithoutReferenceProcessor) {
errManager.error(root, "Not all threads have execution time reference processor");
return null;
}
// threads and processors mips spec not consistent
if (existsProcessorWithMIPS && existsThreadWithoutReferenceProcessor) {
errManager.error(root, "There are some processors with MIPSCapacity but some threads without execution time reference processors");
return null;
}
if (existsProcessorWithoutMIPS && existsThreadWithReferenceProcessor) {
errManager.error(root, "There are some threads with execution time reference processors but not all processors have MIPSCapacity");
return null;
}
// Add thread connections (Messages)
for (final Iterator<ConnectionInstance> i = root.getAllConnectionInstances().iterator(); i.hasNext(); ) {
final ConnectionInstance connInst = i.next();
if (connInst.getKind() == ConnectionKind.PORT_CONNECTION) {
if (!(connInst.getSource() instanceof FeatureInstance && connInst.getDestination() instanceof FeatureInstance)) {
continue;
}
final FeatureInstance src = (FeatureInstance) connInst.getSource();
final FeatureInstance dst = (FeatureInstance) connInst.getDestination();
final ComponentInstance ci = src.getContainingComponentInstance();
AADLThread t1 = threadToSoftwareNode.get(ci);
AADLThread t2 = threadToSoftwareNode.get(dst.getContainingComponentInstance());
if (t1 != null && t2 != null) {
Feature srcAP = src.getFeature();
// TODO: get the property directly
Classifier cl = srcAP.getClassifier();
if (cl instanceof DataClassifier) {
DataClassifier srcDC = (DataClassifier) cl;
double dataSize = 0.0;
double threadPeriod = 0.0;
try {
dataSize = AadlContribUtils.getDataSize(srcDC, SizeUnits.BYTES);
} catch (Exception e) {
errManager.warning(connInst, "No Data Size for connection");
}
try {
threadPeriod = GetProperties.getPeriodinNS(ci);
} catch (Exception e) {
errManager.warning(connInst, "No Period for connection");
}
// Now I can create the Message
Message msg = new Message((long) dataSize, (long) threadPeriod, (long) threadPeriod, t1, t2);
System.out.println(">>>>>>>>>> Adding message (" + Long.toString((long) dataSize) + "/" + Long.toString((long) threadPeriod) + ") between " + t1.getName() + " and " + t2.getName() + " based on connection " + connInst.getName());
problem.addMessage(msg);
} else {
errManager.warning(connInst, "No Data Classifier for connection");
}
}
}
}
// Add collocation constraints
for (final Iterator<ComponentInstance> constrained = notCollocated.keySet().iterator(); constrained.hasNext(); ) {
final ComponentInstance ci = constrained.next();
final SoftwareNode sn = threadToSoftwareNode.get(ci);
final Set<ComponentInstance> disjunctFrom = notCollocated.get(ci);
for (final Iterator<ComponentInstance> dfIter = disjunctFrom.iterator(); dfIter.hasNext(); ) {
/*
* Items in the disjunctFrom set do not have to be thread
* instances because of the way we add items to it (see above).
* We are only interested in the thread instances here, in
* particular because we only create SoftwareNodes for the
* thread instances, and we don't want to get null return
* values from the threadToSoftwareNode map.
*/
final ComponentInstance ci2 = dfIter.next();
if (ci2.getCategory() == ComponentCategory.THREAD) {
final SoftwareNode sn2 = threadToSoftwareNode.get(ci2);
final SoftwareNode[] disjunction = new SoftwareNode[] { sn, sn2 };
problem.addConstraint(new Disjoint(disjunction));
}
}
}
/*
* Add Allowed_Processor_Binding and
* Allowed_Processor_Binding_Class constraints
*/
for (final Iterator<ComponentInstance> i = threads.iterator(); i.hasNext(); ) {
final ComponentInstance thr = i.next();
final SoftwareNode thrSN = threadToSoftwareNode.get(thr);
Collection<ComponentInstance> allowed = getActualProcessorBindings(thr);
if (allowed.size() == 0) {
allowed = getAllowedProcessorBindings(thr);
}
if (allowed.size() > 0) {
final Object[] allowedProcs = new Object[allowed.size()];
int idx = 0;
for (Iterator<ComponentInstance> j = allowed.iterator(); j.hasNext(); idx++) {
final ComponentInstance proc = j.next();
allowedProcs[idx] = procToHardware.get(proc);
}
problem.addConstraint(new SetConstraint(new SoftwareNode[] { thrSN }, allowedProcs));
}
}
// Try to bin pack
final NFCHoBinPacker highPacker = new NFCHoBinPacker(packer);
final boolean res = highPacker.solve(problem);
return new AssignmentResult(problem, res);
}
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