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Enhance batch job task management by adding default action types (#3080
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…) (#3085)

* enhance batch job task management by adding default action types

Signed-off-by: Bhavana Ramaram <[email protected]>
(cherry picked from commit ff6fe67)
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rbhavna authored Oct 10, 2024
1 parent c2928f5 commit 2f54de1
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Showing 10 changed files with 266 additions and 18 deletions.
Original file line number Diff line number Diff line change
Expand Up @@ -125,6 +125,11 @@ public Optional<ConnectorAction> findAction(String action) {
return Optional.empty();
}

@Override
public void addAction(ConnectorAction action) {
actions.add(action);
}

@Override
public void removeCredential() {
this.credential = null;
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Original file line number Diff line number Diff line change
Expand Up @@ -65,6 +65,8 @@ public interface Connector extends ToXContentObject, Writeable {

List<ConnectorAction> getActions();

void addAction(ConnectorAction action);

ConnectorClientConfig getConnectorClientConfig();

String getActionEndpoint(String action, Map<String, String> parameters);
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Expand Up @@ -6,6 +6,7 @@
package org.opensearch.ml.common.output;

import java.io.IOException;
import java.util.Map;

import org.opensearch.core.common.io.stream.StreamInput;
import org.opensearch.core.common.io.stream.StreamOutput;
Expand All @@ -30,8 +31,12 @@ public class MLPredictionOutput extends MLOutput {
public static final String STATUS_FIELD = "status";
public static final String PREDICTION_RESULT_FIELD = "prediction_result";

// This field will be created for offline batch prediction tasks containing details of the batch job as outputted by the remote server.
public static final String REMOTE_JOB_FIELD = "remote_job";

String taskId;
String status;
Map<String, Object> remoteJob;

@ToString.Exclude
DataFrame predictionResult;
Expand All @@ -44,6 +49,14 @@ public MLPredictionOutput(String taskId, String status, DataFrame predictionResu
this.predictionResult = predictionResult;
}

@Builder
public MLPredictionOutput(String taskId, String status, Map<String, Object> remoteJob) {
super(OUTPUT_TYPE);
this.taskId = taskId;
this.status = status;
this.remoteJob = remoteJob;
}

public MLPredictionOutput(StreamInput in) throws IOException {
super(OUTPUT_TYPE);
this.taskId = in.readOptionalString();
Expand All @@ -56,6 +69,9 @@ public MLPredictionOutput(StreamInput in) throws IOException {
break;
}
}
if (in.readBoolean()) {
this.remoteJob = in.readMap(s -> s.readString(), s -> s.readGenericValue());
}
}

@Override
Expand All @@ -69,6 +85,12 @@ public void writeTo(StreamOutput out) throws IOException {
} else {
out.writeBoolean(false);
}
if (remoteJob != null) {
out.writeBoolean(true);
out.writeMap(remoteJob, StreamOutput::writeString, StreamOutput::writeGenericValue);
} else {
out.writeBoolean(false);
}
}

@Override
Expand All @@ -87,6 +109,10 @@ public XContentBuilder toXContent(XContentBuilder builder, Params params) throws
builder.endObject();
}

if (remoteJob != null) {
builder.field(REMOTE_JOB_FIELD, remoteJob);
}

builder.endObject();
return builder;
}
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Expand Up @@ -9,7 +9,9 @@

import java.io.IOException;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;

import org.junit.Before;
import org.junit.Test;
Expand All @@ -29,6 +31,7 @@
public class MLPredictionOutputTest {

MLPredictionOutput output;
MLPredictionOutput outputWithRemoteJob;

@Before
public void setUp() {
Expand All @@ -37,12 +40,17 @@ public void setUp() {
rows.add(new Row(new ColumnValue[] { new IntValue(1) }));
rows.add(new Row(new ColumnValue[] { new IntValue(2) }));
DataFrame dataFrame = new DefaultDataFrame(columnMetas, rows);
Map<String, Object> remoteJob = new HashMap<>();
remoteJob.put("status", "INPROGRESS");
remoteJob.put("job_id", "testJobID");
output = MLPredictionOutput.builder().taskId("test_task_id").status("test_status").predictionResult(dataFrame).build();
outputWithRemoteJob = new MLPredictionOutput("test_task_id", "test_status", remoteJob);
}

@Test
public void toXContent() throws IOException {
XContentBuilder builder = XContentFactory.jsonBuilder();
XContentBuilder builderWithRemoteJob = XContentFactory.jsonBuilder();
output.toXContent(builder, ToXContent.EMPTY_PARAMS);
String jsonStr = builder.toString();
assertEquals(
Expand All @@ -52,6 +60,12 @@ public void toXContent() throws IOException {
+ "\"value\":2}]}]}}",
jsonStr
);
outputWithRemoteJob.toXContent(builderWithRemoteJob, ToXContent.EMPTY_PARAMS);
String jsonStr2 = builderWithRemoteJob.toString();
assertEquals(
"{\"task_id\":\"test_task_id\",\"status\":\"test_status\",\"remote_job\":{\"job_id\":\"testJobID\",\"status\":\"INPROGRESS\"}}",
jsonStr2
);
}

@Test
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Expand Up @@ -6,6 +6,7 @@
package org.opensearch.ml.engine.algorithms.remote;

import static org.apache.commons.text.StringEscapeUtils.escapeJson;
import static org.opensearch.ml.common.connector.ConnectorAction.ActionType.BATCH_PREDICT;
import static org.opensearch.ml.common.connector.ConnectorAction.ActionType.CANCEL_BATCH_PREDICT;
import static org.opensearch.ml.common.connector.HttpConnector.RESPONSE_FILTER_FIELD;
import static org.opensearch.ml.common.connector.MLPreProcessFunction.CONVERT_INPUT_TO_JSON_STRING;
Expand All @@ -19,6 +20,7 @@
import java.net.URI;
import java.nio.charset.Charset;
import java.util.ArrayList;
import java.util.Collections;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
Expand Down Expand Up @@ -61,6 +63,9 @@ public class ConnectorUtils {
private static final Aws4Signer signer;
public static final String SKIP_VALIDATE_MISSING_PARAMETERS = "skip_validating_missing_parameters";

public static final List<String> SUPPORTED_REMOTE_SERVERS_FOR_DEFAULT_ACTION_TYPES = List
.of("sagemaker", "openai", "bedrock", "cohere");

static {
signer = Aws4Signer.create();
}
Expand Down Expand Up @@ -313,4 +318,63 @@ public static SdkHttpFullRequest buildSdkRequest(
}
return builder.build();
}

public static ConnectorAction createConnectorAction(Connector connector, ConnectorAction.ActionType actionType) {
Optional<ConnectorAction> batchPredictAction = connector.findAction(BATCH_PREDICT.name());
String predictEndpoint = batchPredictAction.get().getUrl();
Map<String, String> parameters = connector.getParameters() != null
? new HashMap<>(connector.getParameters())
: Collections.emptyMap();

// Apply parameter substitution only if needed
if (!parameters.isEmpty()) {
StringSubstitutor substitutor = new StringSubstitutor(parameters, "${parameters.", "}");
predictEndpoint = substitutor.replace(predictEndpoint);
}

boolean isCancelAction = actionType == CANCEL_BATCH_PREDICT;

// Initialize the default method and requestBody
String method = "POST";
String requestBody = null;
String url = "";

switch (getRemoteServerFromURL(predictEndpoint)) {
case "sagemaker":
url = isCancelAction
? predictEndpoint.replace("CreateTransformJob", "StopTransformJob")
: predictEndpoint.replace("CreateTransformJob", "DescribeTransformJob");
requestBody = "{ \"TransformJobName\" : \"${parameters.TransformJobName}\"}";
break;
case "openai":
case "cohere":
url = isCancelAction ? predictEndpoint + "/${parameters.id}/cancel" : predictEndpoint + "/${parameters.id}";
method = isCancelAction ? "POST" : "GET";
break;
case "bedrock":
url = isCancelAction
? predictEndpoint + "/${parameters.processedJobArn}/stop"
: predictEndpoint + "/${parameters.processedJobArn}";
method = isCancelAction ? "POST" : "GET";
break;
default:
String errorMessage = isCancelAction
? "Please configure the action type to cancel the batch job in the connector"
: "Please configure the action type to get the batch job details in the connector";
throw new UnsupportedOperationException(errorMessage);
}

return ConnectorAction
.builder()
.actionType(actionType)
.method(method)
.url(url)
.requestBody(requestBody)
.headers(batchPredictAction.get().getHeaders())
.build();
}

public static String getRemoteServerFromURL(String url) {
return SUPPORTED_REMOTE_SERVERS_FOR_DEFAULT_ACTION_TYPES.stream().filter(url::contains).findFirst().orElse("");
}
}
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