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Add storage interfaces, basic file structure (#529)
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* Add storage interfaces, basic file structure

* Apply spotless, add comments

* Move parseResponse and isEmpty to response object

* Make changes to write interface to be more beam-like

* Pass feature specs to the retriever

* Pass feature specs to online retriever

* Add FeatureSetRequest

* Add mistakenly removed TestUtil

* Add mistakenly removed TestUtil
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Chen Zhiling committed Apr 3, 2020
1 parent 1decc2a commit 478f5ce
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*/
package feast.ingestion.transform;

import static org.junit.Assert.*;

import feast.core.FeatureSetProto.EntitySpec;
import feast.core.FeatureSetProto.FeatureSet;
import feast.core.FeatureSetProto.FeatureSetSpec;
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2 changes: 2 additions & 0 deletions pom.xml
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<module>core</module>
<module>serving</module>
<module>sdk/java</module>
<module>storage/api</module>
<module>storage/connectors</module>
</modules>

<properties>
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72 changes: 72 additions & 0 deletions storage/api/pom.xml
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<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">

<parent>
<groupId>dev.feast</groupId>
<artifactId>feast-parent</artifactId>
<version>${revision}</version>
<relativePath>../..</relativePath>
</parent>

<modelVersion>4.0.0</modelVersion>
<artifactId>feast-storage-api</artifactId>

<name>Feast Storage API</name>

<build>
<plugins>
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-dependency-plugin</artifactId>
<configuration>
<!-- Required for generated code to compile; annotations are common false positive -->
<ignoredUnusedDeclaredDependencies>
javax.annotation
</ignoredUnusedDeclaredDependencies>
</configuration>
</plugin>
</plugins>
</build>

<dependencies>

<dependency>
<groupId>dev.feast</groupId>
<artifactId>datatypes-java</artifactId>
<version>${project.version}</version>
</dependency>

<dependency>
<groupId>org.apache.beam</groupId>
<artifactId>beam-sdks-java-core</artifactId>
<version>${org.apache.beam.version}</version>
</dependency>

<dependency>
<groupId>com.google.auto.value</groupId>
<artifactId>auto-value-annotations</artifactId>
<version>1.6.6</version>
</dependency>

<dependency>
<groupId>com.google.auto.value</groupId>
<artifactId>auto-value</artifactId>
<version>1.6.6</version>
<scope>provided</scope>
</dependency>

<dependency>
<groupId>org.apache.commons</groupId>
<artifactId>commons-lang3</artifactId>
<version>3.9</version>
</dependency>

<dependency>
<groupId>junit</groupId>
<artifactId>junit</artifactId>
<version>4.12</version>
<scope>test</scope>
</dependency>
</dependencies>

</project>
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/*
* SPDX-License-Identifier: Apache-2.0
* Copyright 2018-2020 The Feast Authors
*
* Licensed 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
*
* https://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 feast.storage.api.retrieval;

import feast.serving.ServingAPIProto;
import java.util.List;

/** Interface for implementing user defined retrieval functionality from Batch/historical stores. */
public interface BatchRetriever {

/**
* Get all features corresponding to the provided batch features request.
*
* @param request {@link ServingAPIProto.GetBatchFeaturesRequest} containing requested features
* and file containing entity columns.
* @param featureSetRequests List of {@link FeatureSetRequest} to feature references in the
* request tied to that feature set.
* @return {@link ServingAPIProto.Job} if successful, contains the location of the results, else
* contains the error to be returned to the user.
*/
ServingAPIProto.Job getBatchFeatures(
ServingAPIProto.GetBatchFeaturesRequest request, List<FeatureSetRequest> featureSetRequests);
}
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/*
* SPDX-License-Identifier: Apache-2.0
* Copyright 2018-2019 The Feast Authors
*
* Licensed 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
*
* https://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 feast.storage.api.retrieval;

import com.google.auto.value.AutoValue;
import com.google.common.collect.ImmutableSet;
import feast.core.FeatureSetProto.FeatureSetSpec;
import feast.serving.ServingAPIProto.FeatureReference;
import java.util.List;

@AutoValue
public abstract class FeatureSetRequest {
public abstract FeatureSetSpec getSpec();

public abstract ImmutableSet<FeatureReference> getFeatureReferences();

public static Builder newBuilder() {
return new AutoValue_FeatureSetRequest.Builder();
}

@AutoValue.Builder
public abstract static class Builder {
public abstract Builder setSpec(FeatureSetSpec spec);

abstract ImmutableSet.Builder<FeatureReference> featureReferencesBuilder();

public Builder addAllFeatureReferences(List<FeatureReference> featureReferenceList) {
featureReferencesBuilder().addAll(featureReferenceList);
return this;
}

public Builder addFeatureReference(FeatureReference featureReference) {
featureReferencesBuilder().add(featureReference);
return this;
}

public abstract FeatureSetRequest build();
}
}
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/*
* SPDX-License-Identifier: Apache-2.0
* Copyright 2018-2020 The Feast Authors
*
* Licensed 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
*
* https://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 feast.storage.api.retrieval;

import feast.serving.ServingAPIProto.GetOnlineFeaturesRequest.EntityRow;
import feast.types.FeatureRowProto.FeatureRow;
import java.util.List;

/** Interface for implementing user defined retrieval functionality from Online stores. */
public interface OnlineRetriever {

/**
* Get all values corresponding to the request.
*
* @param entityRows list of entity rows in the feature request
* @param featureSetRequests List of {@link FeatureSetRequest} to feature references in the
* request tied to that feature set.
* @return list of {@link OnlineRetrieverResponse} for each entity row
*/
List<List<FeatureRow>> getOnlineFeatures(
List<EntityRow> entityRows, List<FeatureSetRequest> featureSetRequests);
}
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/*
* SPDX-License-Identifier: Apache-2.0
* Copyright 2018-2020 The Feast Authors
*
* Licensed 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
*
* https://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 feast.storage.api.retrieval;

import feast.types.FeatureRowProto;

/** Response from an online store. */
public interface OnlineRetrieverResponse {

/**
* Checks whether the response is empty, i.e. feature does not exist in the store
*
* @return boolean
*/
boolean isEmpty();

/**
* Get the featureset associated with this response.
*
* @return String featureset reference in format featureSet:version
*/
String getFeatureSet();

/**
* Parse response to FeatureRow
*
* @return {@link FeatureRowProto.FeatureRow}
*/
FeatureRowProto.FeatureRow toFeatureRow();
}
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/*
* SPDX-License-Identifier: Apache-2.0
* Copyright 2018-2020 The Feast Authors
*
* Licensed 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
*
* https://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 feast.storage.api.write;

import org.apache.beam.sdk.transforms.PTransform;
import org.apache.beam.sdk.values.PCollection;
import org.apache.beam.sdk.values.PDone;

/** Interface for for implementing user defined deadletter sinks to write failed elements to. */
public interface DeadletterSink {

/**
* Set up the deadletter sink for writes. This method will be called once during pipeline
* initialisation.
*/
void prepareWrite();

/**
* Get a {@link PTransform} that writes a collection of FailedElements to the deadletter sink.
*
* @return {@link PTransform}
*/
PTransform<PCollection<FailedElement>, PDone> write();
}
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/*
* SPDX-License-Identifier: Apache-2.0
* Copyright 2018-2019 The Feast Authors
*
* Licensed 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
*
* https://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 feast.storage.api.write;

import com.google.auto.value.AutoValue;
import javax.annotation.Nullable;
import org.apache.beam.sdk.schemas.AutoValueSchema;
import org.apache.beam.sdk.schemas.annotations.DefaultSchema;
import org.joda.time.Instant;

@AutoValue
// Use DefaultSchema annotation so this AutoValue class can be serialized by Beam
// https://issues.apache.org/jira/browse/BEAM-1891
// https://github.com/apache/beam/pull/7334
@DefaultSchema(AutoValueSchema.class)
public abstract class FailedElement {
public abstract Instant getTimestamp();

@Nullable
public abstract String getJobName();

@Nullable
public abstract String getProjectName();

@Nullable
public abstract String getFeatureSetName();

@Nullable
public abstract String getFeatureSetVersion();

@Nullable
public abstract String getTransformName();

@Nullable
public abstract String getPayload();

@Nullable
public abstract String getErrorMessage();

@Nullable
public abstract String getStackTrace();

public static Builder newBuilder() {
return new AutoValue_FailedElement.Builder().setTimestamp(Instant.now());
}

@AutoValue.Builder
public abstract static class Builder {
public abstract Builder setTimestamp(Instant timestamp);

public abstract Builder setProjectName(String projectName);

public abstract Builder setFeatureSetName(String featureSetName);

public abstract Builder setFeatureSetVersion(String featureSetVersion);

public abstract Builder setJobName(String jobName);

public abstract Builder setTransformName(String transformName);

public abstract Builder setPayload(String payload);

public abstract Builder setErrorMessage(String errorMessage);

public abstract Builder setStackTrace(String stackTrace);

public abstract FailedElement build();
}
}
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