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NIFI-10953: Implement GCP Vision AI processors #6762

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22 changes: 22 additions & 0 deletions nifi-nar-bundles/nifi-gcp-bundle/nifi-gcp-processors/pom.xml
Original file line number Diff line number Diff line change
Expand Up @@ -187,6 +187,28 @@
<artifactId>jackson-core</artifactId>
<scope>test</scope>
</dependency>
<dependency>
<groupId>com.fasterxml.jackson.core</groupId>
<artifactId>jackson-databind</artifactId>
</dependency>
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>google-cloud-vision</artifactId>
<exclusions>
<exclusion>
<groupId>commons-logging</groupId>
<artifactId>commons-logging</artifactId>
</exclusion>
<exclusion>
<groupId>org.bouncycastle</groupId>
<artifactId>bcprov-jdk15on</artifactId>
</exclusion>
<exclusion>
<groupId>org.bouncycastle</groupId>
<artifactId>bcpkix-jdk15on</artifactId>
</exclusion>
</exclusions>
</dependency>
</dependencies>

<build>
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@@ -0,0 +1,85 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/

package org.apache.nifi.processors.gcp.vision;

import static org.apache.nifi.processors.gcp.util.GoogleUtils.GCP_CREDENTIALS_PROVIDER_SERVICE;

import com.google.api.gax.core.FixedCredentialsProvider;
import com.google.auth.oauth2.GoogleCredentials;
import com.google.cloud.vision.v1.ImageAnnotatorClient;
import com.google.cloud.vision.v1.ImageAnnotatorSettings;
import java.util.Arrays;
import java.util.Collections;
import java.util.HashSet;
import java.util.List;
import java.util.Set;
import org.apache.nifi.annotation.lifecycle.OnScheduled;
import org.apache.nifi.components.PropertyDescriptor;
import org.apache.nifi.gcp.credentials.service.GCPCredentialsService;
import org.apache.nifi.processor.AbstractProcessor;
import org.apache.nifi.processor.ProcessContext;
import org.apache.nifi.processor.Relationship;
import org.apache.nifi.processor.exception.ProcessException;

public abstract class AbstractGcpVisionProcessor extends AbstractProcessor {
public static final String GCP_OPERATION_KEY = "operationKey";

public static final Relationship REL_SUCCESS = new Relationship.Builder().name("success")
.description("FlowFiles are routed to success relationship").build();
public static final Relationship REL_FAILURE = new Relationship.Builder().name("failure")
.description("FlowFiles are routed to failure relationship").build();

protected static final Set<Relationship> relationships = Collections.unmodifiableSet(new HashSet<>(Arrays.asList(
REL_SUCCESS,
REL_FAILURE
)));
protected static final List<PropertyDescriptor> properties = Collections.unmodifiableList(Arrays.asList(
GCP_CREDENTIALS_PROVIDER_SERVICE)
);

private ImageAnnotatorClient vision;
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vision should be closed in an @OnStopped method.

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Thank you, fixed.


@Override
public List<PropertyDescriptor> getSupportedPropertyDescriptors() {
return properties;
}

@Override
public Set<Relationship> getRelationships() {
return relationships;
}

@OnScheduled
public void onScheduled(ProcessContext context) {
final GCPCredentialsService gcpCredentialsService =
context.getProperty(GCP_CREDENTIALS_PROVIDER_SERVICE).asControllerService(GCPCredentialsService.class);
try {
GoogleCredentials credentials = gcpCredentialsService.getGoogleCredentials();
FixedCredentialsProvider credentialsProvider = FixedCredentialsProvider.create(credentials);
ImageAnnotatorSettings.Builder builder = ImageAnnotatorSettings.newBuilder().setCredentialsProvider(credentialsProvider);
vision = ImageAnnotatorClient.create(builder.build());
} catch (Exception e) {
getLogger().error("Failed to create vision client.", e);
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The framework should know that the processor is incapable of doing it's job when this happens.
We should throw a ProcessException.

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Thx, fixed.

throw new ProcessException("Failed to create vision client.", e);
}
}

protected ImageAnnotatorClient getVisionClient() {
return this.vision;
}
}
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@@ -0,0 +1,114 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/

package org.apache.nifi.processors.gcp.vision;

import static org.apache.nifi.expression.ExpressionLanguageScope.FLOWFILE_ATTRIBUTES;

import com.google.longrunning.Operation;
import com.google.protobuf.ByteString;
import com.google.protobuf.GeneratedMessageV3;
import com.google.protobuf.InvalidProtocolBufferException;
import com.google.protobuf.util.JsonFormat;
import com.google.rpc.Status;
import java.nio.charset.StandardCharsets;
import java.util.Arrays;
import java.util.Collections;
import java.util.HashSet;
import java.util.List;
import java.util.Set;
import java.util.stream.Collectors;
import java.util.stream.Stream;
import org.apache.nifi.components.PropertyDescriptor;
import org.apache.nifi.flowfile.FlowFile;
import org.apache.nifi.flowfile.attributes.CoreAttributes;
import org.apache.nifi.processor.ProcessContext;
import org.apache.nifi.processor.ProcessSession;
import org.apache.nifi.processor.Relationship;
import org.apache.nifi.processor.exception.ProcessException;
import org.apache.nifi.processor.util.StandardValidators;

abstract public class AbstractGetGcpVisionAnnotateOperationStatus extends AbstractGcpVisionProcessor {
public static final PropertyDescriptor OPERATION_KEY = new PropertyDescriptor.Builder()
.name("operationKey")
.displayName("GCP Operation Key")
.description("The unique identifier of the Vision operation.")
.defaultValue("${operationKey}")
.required(true)
.addValidator(StandardValidators.NON_EMPTY_VALIDATOR)
.expressionLanguageSupported(FLOWFILE_ATTRIBUTES)
.build();
public static final Relationship REL_RUNNING = new Relationship.Builder()
.name("running")
.description("The job is currently still being processed")
.build();
public static final Relationship REL_ORIGINAL = new Relationship.Builder()
.name("original")
.description("Upon successful completion, the original FlowFile will be routed to this relationship.")
.autoTerminateDefault(true)
.build();
private static final List<PropertyDescriptor> PROPERTIES =
Collections.unmodifiableList(Stream.concat(properties.stream(), Stream.of(OPERATION_KEY)).collect(Collectors.toList()));
private static final Set<Relationship> relationships = Collections.unmodifiableSet(new HashSet<>(Arrays.asList(
REL_ORIGINAL,
REL_SUCCESS,
REL_FAILURE,
REL_RUNNING
)));

@Override
public List<PropertyDescriptor> getSupportedPropertyDescriptors() {
return PROPERTIES;
}

@Override
public Set<Relationship> getRelationships() {
return relationships;
}

@Override
public void onTrigger(ProcessContext context, ProcessSession session) throws ProcessException {
FlowFile flowFile = session.get();
if (flowFile == null) {
return;
}
try {
String operationKey = context.getProperty(OPERATION_KEY).evaluateAttributeExpressions(flowFile).getValue();;
Operation operation = getVisionClient().getOperationsClient().getOperation(operationKey);
getLogger().info(operation.toString());
if (operation.getDone() && !operation.hasError()) {
GeneratedMessageV3 response = deserializeResponse(operation.getResponse().getValue());
FlowFile childFlowFile = session.create(flowFile);
session.write(childFlowFile, out -> out.write(JsonFormat.printer().print(response).getBytes(StandardCharsets.UTF_8)));
session.putAttribute(childFlowFile, CoreAttributes.MIME_TYPE.key(), "application/json");
session.transfer(flowFile, REL_ORIGINAL);
session.transfer(childFlowFile, REL_SUCCESS);
} else if (!operation.getDone()) {
session.transfer(flowFile, REL_RUNNING);
} else {
Status error = operation.getError();
getLogger().error("Failed to execute vision operation. Error code: {}, Error message: {}", error.getCode(), error.getMessage());
session.transfer(flowFile, REL_FAILURE);
}
} catch (Exception e) {
getLogger().error("Fail to get GCP Vision operation's status", e);
session.transfer(flowFile, REL_FAILURE);
}
}

abstract protected GeneratedMessageV3 deserializeResponse(ByteString responseValue) throws InvalidProtocolBufferException;
}
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@@ -0,0 +1,81 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/

package org.apache.nifi.processors.gcp.vision;

import com.google.api.gax.longrunning.OperationFuture;
import com.google.protobuf.util.JsonFormat;
import java.io.ByteArrayInputStream;
import java.io.IOException;
import java.io.InputStream;
import java.io.InputStreamReader;
import java.nio.charset.StandardCharsets;
import org.apache.nifi.annotation.lifecycle.OnStopped;
import org.apache.nifi.components.PropertyDescriptor;
import org.apache.nifi.flowfile.FlowFile;
import org.apache.nifi.processor.ProcessContext;
import org.apache.nifi.processor.ProcessSession;
import org.apache.nifi.processor.exception.ProcessException;

public abstract class AbstractStartGcpVisionOperation<B extends com.google.protobuf.GeneratedMessageV3.Builder<B>> extends AbstractGcpVisionProcessor {

@Override
public void onTrigger(ProcessContext context, ProcessSession session) throws ProcessException {
FlowFile flowFile = session.get();
if (flowFile == null && !context.getProperty(getJsonPayloadPropertyDescriptor()).isSet()) {
return;
} else if (flowFile == null) {
flowFile = session.create();
}
try {
OperationFuture<?, ?> asyncResponse = startOperation(session, context, flowFile);
String operationName = asyncResponse.getName();
session.putAttribute(flowFile, GCP_OPERATION_KEY, operationName);
session.transfer(flowFile, REL_SUCCESS);
} catch (Exception e) {
getLogger().error("Fail to start GCP Vision operation", e);
session.transfer(flowFile, REL_FAILURE);
}
}

@OnStopped
public void onStopped() throws IOException {
getVisionClient().close();
}

protected OperationFuture<?, ?> startOperation(ProcessSession session, ProcessContext context, FlowFile flowFile) {
B builder = newBuilder();
InputStream inStream = context.getProperty(getJsonPayloadPropertyDescriptor()).isSet()
? getInputStreamFromProperty(context, flowFile) : session.read(flowFile);
try (InputStream inputStream = inStream) {
JsonFormat.parser().ignoringUnknownFields().merge(new InputStreamReader(inputStream), builder);
} catch (final IOException e) {
throw new ProcessException("Read FlowFile Failed", e);
}
return startOperation(builder);
}

private InputStream getInputStreamFromProperty(ProcessContext context, FlowFile flowFile) {
return new ByteArrayInputStream(context.getProperty(getJsonPayloadPropertyDescriptor()).evaluateAttributeExpressions(flowFile).getValue().getBytes(StandardCharsets.UTF_8));
}

abstract B newBuilder();

abstract OperationFuture<?, ?> startOperation(B builder);

abstract PropertyDescriptor getJsonPayloadPropertyDescriptor();
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,41 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/

package org.apache.nifi.processors.gcp.vision;

import com.google.cloud.vision.v1p2beta1.AsyncBatchAnnotateFilesResponse;
import com.google.protobuf.ByteString;
import com.google.protobuf.GeneratedMessageV3;
import com.google.protobuf.InvalidProtocolBufferException;
import org.apache.nifi.annotation.behavior.ReadsAttribute;
import org.apache.nifi.annotation.behavior.ReadsAttributes;
import org.apache.nifi.annotation.documentation.CapabilityDescription;
import org.apache.nifi.annotation.documentation.SeeAlso;
import org.apache.nifi.annotation.documentation.Tags;

@Tags({"Google", "Cloud", "Vision", "Machine Learning"})
@CapabilityDescription("Retrieves the current status of an Google Vision operation.")
@SeeAlso({StartGcpVisionAnnotateFilesOperation.class})
@ReadsAttributes({
@ReadsAttribute(attribute = "operationKey", description = "A unique identifier of the operation designated by the Vision server.")
})
public class GetGcpVisionAnnotateFilesOperationStatus extends AbstractGetGcpVisionAnnotateOperationStatus {
@Override
protected GeneratedMessageV3 deserializeResponse(ByteString responseValue) throws InvalidProtocolBufferException {
return AsyncBatchAnnotateFilesResponse.parseFrom(responseValue);
}
}
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@@ -0,0 +1,41 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/

package org.apache.nifi.processors.gcp.vision;

import com.google.cloud.vision.v1.AsyncBatchAnnotateImagesResponse;
import com.google.protobuf.ByteString;
import com.google.protobuf.GeneratedMessageV3;
import com.google.protobuf.InvalidProtocolBufferException;
import org.apache.nifi.annotation.behavior.ReadsAttribute;
import org.apache.nifi.annotation.behavior.ReadsAttributes;
import org.apache.nifi.annotation.documentation.CapabilityDescription;
import org.apache.nifi.annotation.documentation.SeeAlso;
import org.apache.nifi.annotation.documentation.Tags;

@Tags({"Google", "Cloud", "Vision", "Machine Learning"})
@CapabilityDescription("Retrieves the current status of an Google Vision operation.")
@SeeAlso({StartGcpVisionAnnotateImagesOperation.class})
@ReadsAttributes({
@ReadsAttribute(attribute = "operationKey", description = "A unique identifier of the operation designated by the Vision server.")
})
public class GetGcpVisionAnnotateImagesOperationStatus extends AbstractGetGcpVisionAnnotateOperationStatus {
@Override
protected GeneratedMessageV3 deserializeResponse(ByteString responseValue) throws InvalidProtocolBufferException {
return AsyncBatchAnnotateImagesResponse.parseFrom(responseValue);
}
}
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