Combine or Negate
Group or separate items in your dataset.
You can also combine searches. Unlike our legacy search, in annotation search, Filter
and Rank
is a list of Annotation
objects. Filtered annotations will be ANDed. When you combine both Filter
and Rank
, filter will be applied before ranking annotations. This is important because limiting the result set on large applications can speedup the overall query drastically when doing a ranking.
import com.clarifai.grpc.api.*;
import com.clarifai.grpc.api.status.*;
// Insert here the initialization code as outlined on this page:
// https://docs.clarifai.com/api-guide/api-overview/api-clients#client-installation-instructions
// Here we search for images which we labeled with "cat" and for which the General prediction model does not find
// a "dog" concept.
MultiSearchResponse postAnnotationsSearchesResponse = stub.postAnnotationsSearches(
PostAnnotationsSearchesRequest.newBuilder().addSearches(
Search.newBuilder().setQuery(
Query.newBuilder()
.addFilters(
Filter.newBuilder().setAnnotation(
Annotation.newBuilder().setData(
Data.newBuilder().addConcepts( // You can search by multiple concepts.
Concept.newBuilder()
.setId("cat") // You could search by concept Name as well.
.setValue(1f) // Value of 0 will search for images that don't have the concept.
)
)
)
)
.addRanks(
Rank.newBuilder().setAnnotation(
Annotation.newBuilder().setData(
Data.newBuilder().addConcepts( // You can search by multiple concepts.
Concept.newBuilder()
.setId("dog") // You could search by concept Name as well.
.setValue(1f) // Value of 0 will search for images that don't have the concept.
)
)
)
)
)
)
.build()
);
if (postAnnotationsSearchesResponse.getStatus().getCode() != StatusCode.SUCCESS) {
throw new RuntimeException("Post annotations searches failed, status: " + postAnnotationsSearchesResponse.getStatus());
}
System.out.println("Found inputs " + postAnnotationsSearchesResponse.getHitsCount() + ":");
for (Hit hit : postAnnotationsSearchesResponse.getHitsList()) {
System.out.printf("\tScore %.2f for annotation % of input %s\n", hit.getScore(), hit.getAnnotation().getId(), hit.getInput().getId())
}
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